From 9a269280717bdb276527d18bbd06014f2c97f582 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 14 Apr 2022 17:45:33 -0400 Subject: [PATCH 001/142] cherrypicking --- .../region32_grids_gcamUSA.csv | 3 + example/Input/rgn32/RgnNames_gcamUSA.csv | 3 + example/Input/rgn32/addUSAdata.R | 93 +++++++ .../rgn32/basin_state_area_ratio_gcamUSA.csv | 3 + example/Input/rgn32/bfracFAO2005_gcamUSA.csv | 3 + example/Input/rgn32/gfracFAO2005_gcamUSA.csv | 3 + .../Input/rgn32/irrigation-frac_gcamUSA.csv | 3 + example/Input/rgn32/irrigation-fracx.csv | 3 + example/config_metisUSA_Ref.ini | 99 +++++++ example/config_metisUSA_WatConst.ini | 96 +++++++ example/example_metisUSA_Ref.py | 27 ++ example/example_metisUSA_WatConst.py | 27 ++ tethys/config_reader.py | 9 + tethys/data_reader/gcam_outputs.py | 254 ++++++++++++++---- tethys/model.py | 8 +- tethys/reference/query_regbasinGCAMUSA.xml | 92 +++++++ tethys/run_disaggregation.py | 8 +- 17 files changed, 676 insertions(+), 58 deletions(-) create mode 100644 example/Input/harmonized_inputs/region32_grids_gcamUSA.csv create mode 100644 example/Input/rgn32/RgnNames_gcamUSA.csv create mode 100644 example/Input/rgn32/addUSAdata.R create mode 100644 example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv create mode 100644 example/Input/rgn32/bfracFAO2005_gcamUSA.csv create mode 100644 example/Input/rgn32/gfracFAO2005_gcamUSA.csv create mode 100644 example/Input/rgn32/irrigation-frac_gcamUSA.csv create mode 100644 example/Input/rgn32/irrigation-fracx.csv create mode 100644 example/config_metisUSA_Ref.ini create mode 100644 example/config_metisUSA_WatConst.ini create mode 100644 example/example_metisUSA_Ref.py create mode 100644 example/example_metisUSA_WatConst.py create mode 100644 tethys/reference/query_regbasinGCAMUSA.xml diff --git a/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv b/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv new file mode 100644 index 0000000..06a5b14 --- /dev/null +++ b/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9cd7318ae9b7eaf358dc26dede280bfd951bf639133eb9c235b89283d13f8e35 +size 245144 diff --git a/example/Input/rgn32/RgnNames_gcamUSA.csv b/example/Input/rgn32/RgnNames_gcamUSA.csv new file mode 100644 index 0000000..b146357 --- /dev/null +++ b/example/Input/rgn32/RgnNames_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1d7b1ea0a36972bff121d2cf0e5672d3faea25803ae0dd2cf604d2c40bd6fceb +size 889 diff --git a/example/Input/rgn32/addUSAdata.R b/example/Input/rgn32/addUSAdata.R new file mode 100644 index 0000000..bc0cc4d --- /dev/null +++ b/example/Input/rgn32/addUSAdata.R @@ -0,0 +1,93 @@ + +#--------------------------- +# Add GCAM USA regions +#--------------------------- + +library(dplyr); library(data.table); library(metis) + +#------------------------------- +# irrigation-frac_gcamUSA.csv +#-------------------------------- + +df <- data.table::fread("irrigation-fracx.csv",header=T); df +dfUS <- data.table::fread("irrigation-fracx.csv",header=T) %>% + dplyr::filter(region=="USA"); dfUS +rgnCore <- data.table::fread("RgnNames.csv",header=T) %>% + dplyr::rename(Region=region_id,region=region); rgnCore +rgnUS <- data.table::fread("RgnNames_gcamUSA.csv",header=T) %>% + dplyr::rename(Region=region_id,region=region) %>% + dplyr::filter(!region %in% rgnCore$region); rgnUS + +dfUSA <- df +for(i in 1:nrow(rgnUS)){ + df_i <- dfUS %>% dplyr::mutate(Region = rgnUS[i,]$Region, region = rgnUS[i,]$region) + dfUSA <- dfUSA %>% + dplyr::bind_rows(df_i)} +dfUSA + +data.table::fwrite(x=dfUSA, file="irrigation-frac_gcamUSA.csv") + + +#-------------------------------------- +# Get ratio of basin area by state to basin area in the US +#----------------------------------- +library(metis); library(raster) + +# Area of US Basin States +m1 <- metis::mapGCAMBasinsUS52 +m2 <- metis::mapUS52 +m2 <- sp::spTransform(m2,raster::crs(m1)) +mapx<-raster::intersect(m1,m2) +mapx@data <- mapx@data %>% + dplyr::mutate(subRegion=paste(subRegion.1,subRegion.2,sep="_X_"), + region=region.1, + subRegionAlt=paste(subRegionAlt.1,subRegionAlt.2,sep="_X_"), + subRegionType=paste(subRegionType.1,subRegionType.2,sep="_X_")) %>% + dplyr::rename(subRegion_GCAMBasin=subRegion.1, + subRegion_State=subRegion.2, + subRegionAlt_GCAMBasin=subRegionAlt.1, + subRegionAlt_State=subRegionAlt.2, + subRegionType_GCAMBasin=subRegionType.1, + subRegionType_State=subRegionType.2) %>% + dplyr::select(-region.1,-region.2) +head(mapx@data) +sp::plot(mapx) +metis.map(dataPolygon=mapx,fillColumn = "subRegion",labels=T,printFig=F) +dfBasinsUS52x <- mapx +dfBasinsUS52x$area_sqkm <- raster::area(dfBasinsUS52x) / 1000000 +dfBasinsUS52x@data + +# Table with Basin Area, State Area, State-Basin Ratio +df <- dfBasinsUS52x@data %>% + dplyr::select(subRegion_GCAMBasin, subRegion_State, area_sqkm_st_basin=area_sqkm) %>% + dplyr::group_by(subRegion_GCAMBasin) %>% + dplyr::mutate(area_sqkm_sum=sum(area_sqkm_st_basin), + area_ratio = area_sqkm_st_basin/area_sqkm_sum) %>% + dplyr::ungroup() %>% + dplyr::left_join(tibble::tribble( + ~basin, ~subRegion_GCAMBasin , + 'NelsonR', "Saskatchewan_Nelson", + 'FraserR', "Fraser", + 'MexCstNW', "Mexico_Northwest_Coast", + 'Caribbean', "Caribbean", + 'California', "California_River", + 'MissppRN', "Upper_Mississippi", + 'MissppRS', "Lower_Mississippi_River", + 'UsaColoRN', "Upper_Colorado_River", + 'UsaColoRS', "Lower_Colorado_River", + 'GreatBasin', "Great", + 'MissouriR', "Missouri_River", + 'ArkWhtRedR', "Arkansas_White_Red", + 'TexasCst', "Texas_Gulf_Coast", + 'UsaCstSE', "South_Atlantic_Gulf", + 'GreatLakes', "Great_Lakes", + 'OhioR', "Ohio_River", + 'UsaPacNW', "Pacific_Northwest", + 'TennR', "Tennessee_River", + 'RioGrande', "Rio_Grande_River", + 'UsaCstNE', "New_England", + 'UsaCstE', "Mid_Atlantic"), by=c("subRegion_GCAMBasin")) %>% + dplyr::mutate(basin = case_when(is.na(basin)~subRegion_GCAMBasin, + TRUE~basin)); df + +data.table::fwrite(x=df, file = "basin_state_area_ratio_gcamUSA.csv") diff --git a/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv b/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv new file mode 100644 index 0000000..30baca0 --- /dev/null +++ b/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b6f3a492c44d2dbc5a816c8e3699774bc815b12760d063fa3f9e4a68dfc5b86 +size 11436 diff --git a/example/Input/rgn32/bfracFAO2005_gcamUSA.csv b/example/Input/rgn32/bfracFAO2005_gcamUSA.csv new file mode 100644 index 0000000..2cce615 --- /dev/null +++ b/example/Input/rgn32/bfracFAO2005_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9093d1194283ddba12d3a1c6a0313d1bd77367ccce05999c1c02017e6d5a733 +size 985 diff --git a/example/Input/rgn32/gfracFAO2005_gcamUSA.csv b/example/Input/rgn32/gfracFAO2005_gcamUSA.csv new file mode 100644 index 0000000..fa4af0f --- /dev/null +++ b/example/Input/rgn32/gfracFAO2005_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9d07afb6c5eca48bb9faecc2415cfb6c1f9d4305c75b4e46fb76b92879ef1989 +size 1638 diff --git a/example/Input/rgn32/irrigation-frac_gcamUSA.csv b/example/Input/rgn32/irrigation-frac_gcamUSA.csv new file mode 100644 index 0000000..c9d3e56 --- /dev/null +++ b/example/Input/rgn32/irrigation-frac_gcamUSA.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9c503827d3eb18831108ba3b333f553eacdc7adb9e6885f1f1f09c9d8a56354 +size 2049000 diff --git a/example/Input/rgn32/irrigation-fracx.csv b/example/Input/rgn32/irrigation-fracx.csv new file mode 100644 index 0000000..4960965 --- /dev/null +++ b/example/Input/rgn32/irrigation-fracx.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27cf03a3a4a21cc8d9291474ac78a32133b7add1d2ac687c521b4d01e1da57a7 +size 712202 diff --git a/example/config_metisUSA_Ref.ini b/example/config_metisUSA_Ref.ini new file mode 100644 index 0000000..2c2692d --- /dev/null +++ b/example/config_metisUSA_Ref.ini @@ -0,0 +1,99 @@ +# Configuration file for Tethys V1.0. +# Author: Xinya Li (xinya.li@pnl.gov) +# Modified: 09/09/2017 +# License: BSD 2-Clause, see LICENSE and DISCLAIMER files +# Copyright (c) 2017, Battelle Memorial Institute + +[Project] +# 1. Define Project Parameters +ProjectName = gcamMetisUSA_Ref +# SpatialResolution = 0.5 # Unit: geographic degree, spatial resolution, default value is 0.5 +# InputFolder is the folder contains all the input files in [GCAM], [GriddedMap] and [TemporalDownscaling], with a subfolder contains harmonized inputs +InputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Input +OutputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Output +# The folder contains files: bfracFAO2005, gfracFAO2005, irrigation-frac and region names +rgnmapdir = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/ +# Default output format is 0 (create both), 1 (csv file), 2 (netcdf(nc) file) +OutputFormat = 1 +# Default output unit is 0 = cubic kilometers is the unit of GCAM outputs, 1 = mm +OutputUnit = 0 +# Default is 1, perform diagnostics, if not = 0 +PerformDiagnostics = 1 +# Default is 0, if perform temporal downscaling, = 1 +PerformTemporal = 0 + +[GCAM] +# 2. GCAM database/csv files related +# determines GCAM version (0: version of GCAM using regions/aez; 1: version of GCAM using regions/basins) +GCAM_subreg = 1 +# The path to the database (basex) folder +GCAM_DBpath = C:/Z/projects/metisGCAMUSA/gcam-core/output/ +# The name of the database folder +GCAM_DBfile = metisUSA_Ref +# The query file (xml) required for GCAM database +GCAM_query = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasinGCAMUSA.xml +# The query file (xml) required for GCAM database Core Version (Used with GCAM USA to get data for the US when missing for states) +GCAM_queryCore = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasin.xml +# select the GCAM years to process as comma-separated string of years in YYYY format +GCAM_Years = 2005,2010,2015,2020,2025 + +[GriddedMap] +# 3. Gridded Map Data +# There are two types of input files: harmonized input maps, code-specified input maps +Area = Grid_Areas_ID.csv +Coord = coordinates.csv +# Use basin instead of aez: "AEZ" can be replaced by basin map file used for "BasinIDs" +AEZ = harmonized_inputs/AEZ.csv +Population_GPW = harmonized_inputs/GPW_population.csv +Population_HYDE = harmonized_inputs/HYDE_population.csv +Irrigation_GMIA = harmonized_inputs/GMIA_cropland.csv +Irrigation_HYDE = harmonized_inputs/HYDE_cropland.csv +Livestock_Buffalo = harmonized_inputs/livestock_buffalo.csv +Livestock_Cattle = harmonized_inputs/livestock_cattle.csv +Livestock_Goat = harmonized_inputs/livestock_goat.csv +Livestock_Sheep = harmonized_inputs/livestock_sheep.csv +Livestock_Poultry = harmonized_inputs/livestock_poultry.csv +Livestock_Pig = harmonized_inputs/livestock_pig.csv +BasinIDs = harmonized_inputs/basin.csv +BasinNames = BasinNames.csv +RegionIDs = harmonized_inputs/region32_grids_gcamUSA.csv +RegionNames = rgn32/RgnNames_gcamUSA.csv +CountryIDs = harmonized_inputs/country.csv +CountryNames = country-names.csv +GCAM_Basin_Key = gcam_basin_lookup.csv +Buffalo_Fraction = rgn32/bfracFAO2005_gcamUSA.csv +Goat_Fraction = rgn32/gfracFAO2005_gcamUSA.csv +Irrigated_Fract = rgn32/irrigation-frac_gcamUSA.csv +BasinStateArea = rgn32/basin_state_area_ratio_gcamUSA.csv + +[TemporalDownscaling] +# 4. Temporal Downscaling: Year to Month +# The file names end with *_startyear_endyear.*, e.g. *_1971_2100.npz + +# NumPy compressed array containing the variables tas, hdd, and cdd +temporal_climate = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz + +# R for domestic category: +Domestic_R = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/DomesticR.csv + +# Parameter data files for electricity category (40 Year: 1971-2010; Region: 32): +Elec_Building = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuilding_1971_2010.csv +Elec_Industry = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecIndustry_1971_2010.csv +Elec_Building_heat = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingHeat_1971_2010.csv +Elec_Building_cool = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingCool_1971_2010.csv +Elec_Building_others = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingOthers_1971_2010.csv + +# Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water demands +# The model data files has the same format: +# 1. Classic NetCDF file +# 2. Dimensions: lon = 720; lat = 360; time = 480 (480 months in 40 years: 1971-2010) +# 3. Variables: pirrww; units = 'kg m-2 s-1'; masked array (FillValue = 1.000000020040877e+20) +# 4. The file names end with *_startyear_endyear.*, e.g. *_1990_2100.nc, the range of years should be the same as Temp_Monthly and HDD_CDD_Monthly +Irr_MonthlyData = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc +# Deafult is 0, = 1 if linear interpolation is needed between time periods when GCAM outputs are not annual +TemporalInterpolation = 1 + +[Logger] +filename = mainlog.txt +MinLogLevel = DEBUG +MinScreenLevel = INFO diff --git a/example/config_metisUSA_WatConst.ini b/example/config_metisUSA_WatConst.ini new file mode 100644 index 0000000..992f42e --- /dev/null +++ b/example/config_metisUSA_WatConst.ini @@ -0,0 +1,96 @@ +# Configuration file for Tethys V1.0. +# Author: Xinya Li (xinya.li@pnl.gov) +# Modified: 09/09/2017 +# License: BSD 2-Clause, see LICENSE and DISCLAIMER files +# Copyright (c) 2017, Battelle Memorial Institute + +[Project] +# 1. Define Project Parameters +ProjectName = gcamMetisUSA_WatConst +# SpatialResolution = 0.5 # Unit: geographic degree, spatial resolution, default value is 0.5 +# InputFolder is the folder contains all the input files in [GCAM], [GriddedMap] and [TemporalDownscaling], with a subfolder contains harmonized inputs +InputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Input +OutputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Output +# The folder contains files: bfracFAO2005, gfracFAO2005, irrigation-frac and region names +rgnmapdir = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/ +# Default output format is 0 (create both), 1 (csv file), 2 (netcdf(nc) file) +OutputFormat = 1 +# Default output unit is 0 = cubic kilometers is the unit of GCAM outputs, 1 = mm +OutputUnit = 0 +# Default is 1, perform diagnostics, if not = 0 +PerformDiagnostics = 1 +# Default is 0, if perform temporal downscaling, = 1 +PerformTemporal = 0 + +[GCAM] +# 2. GCAM database/csv files related +# determines GCAM version (0: version of GCAM using regions/aez; 1: version of GCAM using regions/basins) +GCAM_subreg = 1 +# The path to the database (basex) folder +GCAM_DBpath = C:/Z/projects/metisGCAMUSA/gcam-core/output/ +# The name of the database folder +GCAM_DBfile = metisUSA_WatConst +# The query file (xml) required for GCAM database +GCAM_query = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasin.xml +# select the GCAM years to process as comma-separated string of years in YYYY format +GCAM_Years = 2005,2010,2015,2020,2025 + +[GriddedMap] +# 3. Gridded Map Data +# There are two types of input files: harmonized input maps, code-specified input maps +Area = Grid_Areas_ID.csv +Coord = coordinates.csv +# Use basin instead of aez: "AEZ" can be replaced by basin map file used for "BasinIDs" +AEZ = harmonized_inputs/AEZ.csv +Population_GPW = harmonized_inputs/GPW_population.csv +Population_HYDE = harmonized_inputs/HYDE_population.csv +Irrigation_GMIA = harmonized_inputs/GMIA_cropland.csv +Irrigation_HYDE = harmonized_inputs/HYDE_cropland.csv +Livestock_Buffalo = harmonized_inputs/livestock_buffalo.csv +Livestock_Cattle = harmonized_inputs/livestock_cattle.csv +Livestock_Goat = harmonized_inputs/livestock_goat.csv +Livestock_Sheep = harmonized_inputs/livestock_sheep.csv +Livestock_Poultry = harmonized_inputs/livestock_poultry.csv +Livestock_Pig = harmonized_inputs/livestock_pig.csv +BasinIDs = harmonized_inputs/basin.csv +BasinNames = BasinNames.csv +RegionIDs = harmonized_inputs/region32_grids_gcamUSA.csv +RegionNames = rgn32/RgnNames_gcamUSA.csv +CountryIDs = harmonized_inputs/country.csv +CountryNames = country-names.csv +GCAM_Basin_Key = gcam_basin_lookup.csv +Buffalo_Fraction = rgn32/bfracFAO2005_gcamUSA.csv +Goat_Fraction = rgn32/gfracFAO2005_gcamUSA.csv +Irrigated_Fract = rgn32/irrigation-frac.csv + +[TemporalDownscaling] +# 4. Temporal Downscaling: Year to Month +# The file names end with *_startyear_endyear.*, e.g. *_1971_2100.npz + +# NumPy compressed array containing the variables tas, hdd, and cdd +temporal_climate = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz + +# R for domestic category: +Domestic_R = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/DomesticR.csv + +# Parameter data files for electricity category (40 Year: 1971-2010; Region: 32): +Elec_Building = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuilding_1971_2010.csv +Elec_Industry = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecIndustry_1971_2010.csv +Elec_Building_heat = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingHeat_1971_2010.csv +Elec_Building_cool = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingCool_1971_2010.csv +Elec_Building_others = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingOthers_1971_2010.csv + +# Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water demands +# The model data files has the same format: +# 1. Classic NetCDF file +# 2. Dimensions: lon = 720; lat = 360; time = 480 (480 months in 40 years: 1971-2010) +# 3. Variables: pirrww; units = 'kg m-2 s-1'; masked array (FillValue = 1.000000020040877e+20) +# 4. The file names end with *_startyear_endyear.*, e.g. *_1990_2100.nc, the range of years should be the same as Temp_Monthly and HDD_CDD_Monthly +Irr_MonthlyData = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc +# Deafult is 0, = 1 if linear interpolation is needed between time periods when GCAM outputs are not annual +TemporalInterpolation = 1 + +[Logger] +filename = mainlog.txt +MinLogLevel = DEBUG +MinScreenLevel = INFO diff --git a/example/example_metisUSA_Ref.py b/example/example_metisUSA_Ref.py new file mode 100644 index 0000000..eac45c4 --- /dev/null +++ b/example/example_metisUSA_Ref.py @@ -0,0 +1,27 @@ +""" +@Date: 09/09/2017 +@author: Xinya Li (xinya.li@pnl.gov); Chris R. Vernon (chris.vernon@pnnl.gov) +@Project: Tethys V1.0 + +License: BSD 2-Clause, see LICENSE and DISCLAIMER files +Copyright (c) 2017, Battelle Memorial Institute + +This is an example program showing how to run the model. + +""" + +import os +from tethys.model import Tethys + + +if __name__ == "__main__": + + # get path to config.ini in the example dir + cfg = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'config_metisUSA_Ref.ini') + + # run the Tethys model and save outputs + dmw = Tethys(config=cfg) + + # if needed, reuse the gridded data or gis data output by the model + grid_outputs = dmw.gridded_data + gis_outputs = dmw.gis_data \ No newline at end of file diff --git a/example/example_metisUSA_WatConst.py b/example/example_metisUSA_WatConst.py new file mode 100644 index 0000000..f83b798 --- /dev/null +++ b/example/example_metisUSA_WatConst.py @@ -0,0 +1,27 @@ +""" +@Date: 09/09/2017 +@author: Xinya Li (xinya.li@pnl.gov); Chris R. Vernon (chris.vernon@pnnl.gov) +@Project: Tethys V1.0 + +License: BSD 2-Clause, see LICENSE and DISCLAIMER files +Copyright (c) 2017, Battelle Memorial Institute + +This is an example program showing how to run the model. + +""" + +import os +from tethys.model import Tethys + + +if __name__ == "__main__": + + # get path to config.ini in the example dir + cfg = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'config_metisUSA_WatConst.ini') + + # run the Tethys model and save outputs + dmw = Tethys(config=cfg) + + # if needed, reuse the gridded data or gis data output by the model + grid_outputs = dmw.gridded_data + gis_outputs = dmw.gis_data \ No newline at end of file diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 59aae54..b786538 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -76,6 +76,9 @@ def __init__(self, **kwargs): if self.PerformConsumption == 1 and not self.GCAM_query_C.endswith('.xml'): self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') + # Additional details for GCAM USA (Only if present) + self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_Core', self.GCAM_query)) + self.subreg = int(self.gcam_config.get('GCAM_subreg', None)) # a single year input will be string not list for self.years @@ -112,6 +115,12 @@ def __init__(self, **kwargs): self.goat_fract = os.path.join(self.InputFolder, self.map_params.get('Goat_Fraction')) self.irrigated_fract = os.path.join(self.InputFolder, self.map_params.get('Irrigated_Fract')) + # Additional details for GCAM USA (Only if present) + try: + self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea')) + except: + self.basin_state_area = "placeholder string which will not be read" + if self.PerformTemporal: self.temporal_params = self.config.get('TemporalDownscaling') diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 192156c..dbffefd 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -89,6 +89,41 @@ def get_gcam_queries(db_path, db_file, f_queries): return c, q +def add_missing_regions(df, d_reg_name): + """ + Checks a dataframe for missing regions and adds rows with 0 values + :df data frame + :d_reg_names list with regions names + :return dataframe + """ + + # Add missing regions to dataframe with value 0 + units = (list(df.Units.unique())) + scenarios = (list(df.scenario.unique())) + sectors = (list(df.sector.unique())) + inputs = (list(df.input.unique())) + years = (list(df.Year.unique())) + names = list(d_reg_name) + df1 = df + for region_i in names: + if region_i in df1.region.values: + continue + else: + # print("*******Regions not in dataframe") + # print(region_i) + for units_i in units: + for scenario_i in scenarios: + for sector_i in sectors: + for input_i in inputs: + for year_i in years: + df1 = df1.append({'Units': units_i, + 'scenario': scenario_i, + 'sector': sector_i, + 'input': input_i, + 'Year': year_i, + 'region': region_i, + 'value': 0}, ignore_index=True) + return (df1) def population_to_array(conn, query, d_reg_name, years): """ @@ -118,50 +153,6 @@ def population_to_array(conn, query, d_reg_name, years): return piv.values * 1000 - -def irr_water_demand_to_array(conn, query, subreg, d_reg_name, d_basin_name, d_crops, years): - """ - Query GCAM database for irrigated water demand (billion m3). Place - in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param d_crops: A dictionary of 'crop_name': crop_id - :param years: list of years to use - - :return: NumPy array where col_1: region_id, col_2: subreg_id, - col_3: crop_number, col_n...n: irrigated demand per year in - billion m3 - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # drop unused columns - df.drop(['Units', 'scenario', 'input'], axis=1, inplace=True) - - # replace region name with region number - df['region'] = df['region'].map(d_reg_name) - - df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) - - # break out crop and map the id to it - df['crop'] = df['sector'].apply(lambda x: 'biomass' if x in l_biomass else x) - df['crop'] = df['crop'].map(d_crops) - - # drop sector - df.drop('sector', axis=1, inplace=True) - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0,aggfunc=np.sum) - piv.reset_index(inplace=True) - - return piv.values - - def dom_water_demand_to_array(conn, query, d_reg_name, years): """ Query GCAM database for domestic water demand (billion m3). Place in format @@ -183,6 +174,9 @@ def dom_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Add missing regions + df = add_missing_regions(df,list(d_reg_name.values())) + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -210,6 +204,9 @@ def elec_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Add missing regions + df = add_missing_regions(df,list(d_reg_name.values())) + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -237,6 +234,9 @@ def manuf_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Add missing regions + df = add_missing_regions(df,list(d_reg_name.values())) + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0,aggfunc=np.sum) @@ -264,13 +264,21 @@ def mining_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Restructure data (For GCAM USA queries) + # Check if column name "input" exists it means that the new GCAM USA queries were used. + # Rename this to "output" to conform with original format + if 'output' in df.columns: + df.rename(columns={"output": "input"}, inplace=True) + + # Add missing regions + df = add_missing_regions(df,list(d_reg_name.values())) + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) return piv.values - -def livestock_water_demand_to_array(conn, query, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): +def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): """ Query GCAM database for livestock water demand (billion m3). Place in format required by Tethys. @@ -278,7 +286,9 @@ def livestock_water_demand_to_array(conn, query, d_reg_name, d_buf_frac, d_goat_ Outputs are ordered by region and then by [Buffalo, Cattle, Goat, Sheep, Poultry, Pig] :param conn: gcamreader database object + :param conn_core: gcamreader database object core gcam :param query: XPath Query + :param query_core: XPath Query for GCAM core :param d_reg_name: A dictionary of 'region_name': region_id :param years: list of years to use @@ -287,6 +297,28 @@ def livestock_water_demand_to_array(conn, query, d_reg_name, d_buf_frac, d_goat_ # query content to data frame df = conn.runQuery(query) + # If using GCAM USA queries + # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by animal + # Check if column name "input" exists it means that the new GCAM USA queries were used. + # Rename this to "output" to conform with original format + if 'output' in df.columns: + df.rename(columns={"output": "input"}, inplace=True) + df_core = conn_core.runQuery(query_core) + df_core_sum = df_core.groupby(['region','Year','sector','Units','scenario','input']).agg({'value': 'sum'}).reset_index() + df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] + df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] + df_core_us_ratio = df_core_us.assign( + ratio = lambda x: x['value'] / (x.groupby(['region','Year']).transform('sum')['value']) + ) + d_reg_name_us = dict(filter(lambda elem: elem[1] > 32, d_reg_name.items())) + search_list = '|'.join(d_reg_name_us.keys()) + df_us = df[df['region'].str.contains(search_list)] + df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], + df_core_us_ratio[['Year','sector', 'ratio']], on=['Year'], how='left') + df_us_new['value'] = df_us_new['ratio']*df_us_new['value'] + df_us_new = df_us_new.drop('ratio', 1) + df = df_us_new.append(df_core_non_us) + # get only target years df = df.loc[df['Year'].isin(years)].copy() @@ -372,13 +404,17 @@ def livestock_water_demand_to_array(conn, query, d_reg_name, d_buf_frac, d_goat_ return piv.values -def land_to_array(conn, query, subreg, d_reg_name, d_basin_name, d_crops, years): +def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, d_reg_name, d_basin_name, d_crops, years): """ Query GCAM database for irrigated land area per region, subregion, and crop type. Place in format required by Tethys. :param conn: gcamreader database object + :param conn_core: gcamreader database object core gcam :param query: XPath Query + :param query_core: XPath Query for GCAM core + :param subreg: Either 0 (AEZ) or 1 (BASIN) + :param basin_state_area: state basin area ratios for GCAM USA :param d_reg_name: A dictionary of 'region_name': region_id :param d_basin_name: A dictionary of 'basin_name' : basin_id :param d_crops: A dictionary of 'crop_name': crop_id @@ -392,6 +428,41 @@ def land_to_array(conn, query, subreg, d_reg_name, d_basin_name, d_crops, years) # query content to data frame df = conn.runQuery(query) + # If using GCAM USA queries + # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by basin + # Check if length of d_reg_name are more than 33 which indicates it includes states from GCAM USA + # Apply the distribution per basin to state/basin + states = ['AK','AL','AR','AZ','CA','CO','CT','DC','DE','FL','GA','HI','IA','ID','IL','IN','KS','KY', + 'LA','MA','MD','ME','MI','MN','MO','MS','MT','NC','ND','NE','NH','NJ','NM','NV','NY','OH', + 'OK','OR','PA','PR','RI','SC','SD','TN','TX','UT','VA','VT','WA','WI','WV','WY'] + if any(item in d_reg_name for item in states): + # Get US land allocation by basin + df_us = df[df['region'].str.contains("USA")].copy() + df_us['basin'] = df_us['land-allocation'].str.replace("^.*?_", "") + df_us['basin'] = df_us['basin'].str.replace("_IRR.*$", "") + df_us['basin'] = df_us['basin'].str.replace("_RFD.*$", "") + df_us = df_us.drop('region', axis=1) + # Get US states and basins + df_core = conn_core.runQuery(query_core) + df_core_st_basin = df_core[df_core['region'].str.contains("USA")].copy() + df_core_st_basin = df_core_st_basin[['subsector','sector']].drop_duplicates().reset_index(drop=True) + df_core_st_basin.rename(columns={"subsector": "region","sector":"basin"}, inplace=True) + df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("water_td_irr_", "") + df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_W", "") + # Make a copy of US values for each state by joining by basin + df_us_new = pd.merge(df_us,df_core_st_basin, on=['basin'],how='left') + df_area = pd.read_csv(basin_state_area) # Get area ratio of each state in basins + df_area = df_area[['basin','subRegion_State','area_ratio']] + df_area.rename(columns={"subRegion_State": "region"}, inplace=True) + df_us_new_area = pd.merge(df_us_new,df_area, on=['basin','region'],how='left') + df_us_new_area['valueNew']=df_us_new_area['value']*df_us_new_area['area_ratio'] + df_us_new_area = df_us_new_area.drop(['basin','value','area_ratio'],axis=1) + df_us_new_area.rename(columns={"valueNew": "value"}, inplace=True) + df = df.append(df_us_new_area) + # Check US Total + # df_us_new_check = df_us_new_area.groupby(['Year', 'Units', 'land-allocation','scenario']).agg( + # {'value': 'sum'}).reset_index() + # get only target years df = df.loc[df['Year'].isin(years)].copy() @@ -443,9 +514,85 @@ def land_to_array(conn, query, subreg, d_reg_name, d_basin_name, d_crops, years) return piv.values +def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_name, d_basin_name, d_crops, years): + """ + Query GCAM database for irrigated water demand (billion m3). Place + in format required by Tethys. + + :param conn: gcam_reader database object + :param conn_core: gcam_reader database object core gcam + :param query: XPath Query + :param query_core: XPath Query for GCAM core + :param subreg: Either 0 (AEZ) or 1 (BASIN) + :param d_reg_name: A dictionary of 'region_name': region_id + :param d_crops: A dictionary of 'crop_name': crop_id + :param years: list of years to use + + :return: NumPy array where col_1: region_id, col_2: subreg_id, + col_3: crop_number, col_n...n: irrigated demand per year in + billion m3 + """ + # query content to data frame + df = conn.runQuery(query) + + # If using GCAM USA queries + # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by crop + # Check if column name "input" exists it means that the new GCAM USA queries were used. + # Rename this to "output" to conform with original format + if 'output' in df.columns: + df = df.drop(['region','output'],axis=1) + df.rename(columns={"sector": "input","subsector":"region"}, inplace=True) + df_core = conn_core.runQuery(query_core) + df_core_sum = df_core.groupby(['region', 'Year', 'sector','subsector', 'Units', 'scenario', 'input']).agg( + {'value': 'sum'}).reset_index() + df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] + df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] + df_core_us_ratio = df_core_us.assign( + ratio=lambda x: x['value'] / (x.groupby(['input', 'Year']).transform('sum')['value']) + ) + d_reg_name_us = dict(filter(lambda elem: elem[1] > 32, d_reg_name.items())) + search_list = '|'.join(d_reg_name_us.keys()) + df_us = df[df['region'].str.contains(search_list)] + df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], + df_core_us_ratio[['Year', 'sector','subsector','input', 'ratio']], on=['Year','input'], how='left') + df_us_new['value'] = df_us_new['ratio'] * df_us_new['value'] + df_us_new = df_us_new.drop('ratio', 1) + df = df_us_new.append(df_core_non_us) + # Check US Total + # df_us_new_check = df_us_new.groupby(['Year', 'region', 'Units', 'scenario', 'input']).agg( + # {'value': 'sum'}).reset_index() + + # get only target years + df = df.loc[df['Year'].isin(years)].copy() + + # drop unused columns + df.drop(['Units', 'scenario', 'input'], axis=1, inplace=True) + + # replace region name with region number + df['region'] = df['region'].map(d_reg_name) + + if subreg == 0: + # break out subregion number + df['subreg'] = df['subsector'].apply(lambda x: int(x.split('AEZ')[1])) + + elif subreg == 1: + df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) + + # break out crop and map the id to it + df['crop'] = df['sector'].apply(lambda x: 'biomass' if x in l_biomass else x) + df['crop'] = df['crop'].map(d_crops) + + # drop sector + df.drop('sector', axis=1, inplace=True) + + # convert shape for use in Tethys + piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0,aggfunc=np.sum) + piv.reset_index(inplace=True) + + return piv.values def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, - subreg): + GCAM_queryCore, subreg, basin_state_area): """ Import and format GCAM data from database for use in Tethys. @@ -472,7 +619,8 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA # get GCAM database connection and queries objects conn, queries = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_query) - + conn_core, queries_core = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_queryCore) + # for q in queries: # df = conn.runQuery(q) # df.to_csv(q.title + ".csv", sep=',') @@ -483,10 +631,10 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA d['rgn_wdelec'] = elec_water_demand_to_array(conn, queries[4], d_reg_name, years) d['rgn_wdmfg'] = manuf_water_demand_to_array(conn, queries[6], d_reg_name, years) d['rgn_wdmining'] = mining_water_demand_to_array(conn, queries[7], d_reg_name, years) - d['wdliv'] = livestock_water_demand_to_array(conn, queries[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years) - d['irrArea'] = land_to_array(conn, queries[0], subreg, d_reg_name, d_basin_name, d_crops, years) - d['irrV'] = irr_water_demand_to_array(conn, queries[2], subreg, d_reg_name, d_basin_name, d_crops, years) - + d['wdliv'] = livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5],d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years) + d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], subreg, basin_state_area, d_reg_name, d_basin_name, d_crops, years) + d['irrV'] = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], subreg, d_reg_name, d_basin_name, d_crops, years) + # for key, value in d.iteritems(): # np.savetxt(key + '.csv', d[key], delimiter=',') diff --git a/tethys/model.py b/tethys/model.py index 6e36672..2a4ea49 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -60,6 +60,7 @@ def execute(self): GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, GCAM_query=self.GCAM_query, + GCAM_queryCore=self.GCAM_queryCore, OutputFolder=self.OutputFolder, temporal_climate=self.temporal_climate, Irr_MonthlyData=self.Irr_MonthlyData, @@ -87,7 +88,8 @@ def execute(self): Irrigation_GMIA=self.Irrigation_GMIA, Irrigation_HYDE=self.Irrigation_HYDE, DemeterOutputFolder=self.DemeterOutputFolder, - OutputUnit=self.OutputUnit + OutputUnit=self.OutputUnit, + basin_state_area=self.basin_state_area ) print(gridded_data) @@ -129,6 +131,7 @@ def execute(self): GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, GCAM_query=self.GCAM_query_C, + GCAM_queryCore=self.GCAM_queryCore, OutputFolder=self.OutputFolder + '_C', temporal_climate=self.temporal_climate, Irr_MonthlyData=self.Irr_MonthlyData, @@ -156,7 +159,8 @@ def execute(self): Irrigation_GMIA=self.Irrigation_GMIA, Irrigation_HYDE=self.Irrigation_HYDE, DemeterOutputFolder=self.DemeterOutputFolder, - OutputUnit=self.OutputUnit + OutputUnit=self.OutputUnit, + basin_state_area=self.basin_state_area ) print(gridded_data) diff --git a/tethys/reference/query_regbasinGCAMUSA.xml b/tethys/reference/query_regbasinGCAMUSA.xml new file mode 100644 index 0000000..0ab22ad --- /dev/null +++ b/tethys/reference/query_regbasinGCAMUSA.xml @@ -0,0 +1,92 @@ + + + + + + + + LandLeaf + land-allocation[@year] + /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() + + + + + + + + + region + populationMiniCAM + demographics/populationMiniCAM/total-population/node() + + + + + + + + + subsector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index ae4b761..2c96ddc 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -23,12 +23,12 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, PerformDiagnostics, PerformTemporal, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, - GCAM_DBfile, GCAM_query, OutputFolder, temporal_climate, Irr_MonthlyData, + GCAM_DBfile, GCAM_query, GCAM_queryCore, OutputFolder, temporal_climate, Irr_MonthlyData, TemporalInterpolation, Domestic_R, Elec_Building, Elec_Industry, Elec_Building_heat, Elec_Building_cool, Elec_Building_others, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, InputCountryFile, CountryNames,Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, - Population_GPW, Population_HYDE, OutputUnit): + Population_GPW, Population_HYDE, OutputUnit, basin_state_areas): """Main Function of Tethys Steps for water disaggregation :param x: x description @@ -69,7 +69,9 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf GCAM_DBpath=GCAM_DBpath, GCAM_DBfile=GCAM_DBfile, GCAM_query=GCAM_query, - subreg=subreg) + GCAM_queryCore=GCAM_queryCore, + subreg=subreg, + basin_state_area=basin_state_area) endtime1 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime1 - starttime1)) From 97eda220d479d4cd7a8cdae8f60a6dca97e08a46 Mon Sep 17 00:00:00 2001 From: zarrar Date: Wed, 24 Jun 2020 17:41:45 -0400 Subject: [PATCH 002/142] Updating GCAM reader in tethys for GCAM USA to set US values to 0 --- tethys/data_reader/gcam_outputs.py | 77 +++++++++++++++++++++++++++++- 1 file changed, 76 insertions(+), 1 deletion(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index dbffefd..638b8e4 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -148,6 +148,18 @@ def population_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Remove NA's + df = df[df['region'].notnull()] + + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS','KY','LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY','OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0) @@ -177,6 +189,15 @@ def dom_water_demand_to_array(conn, query, d_reg_name, years): # Add missing regions df = add_missing_regions(df,list(d_reg_name.values())) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -207,6 +228,15 @@ def elec_water_demand_to_array(conn, query, d_reg_name, years): # Add missing regions df = add_missing_regions(df,list(d_reg_name.values())) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -237,6 +267,15 @@ def manuf_water_demand_to_array(conn, query, d_reg_name, years): # Add missing regions df = add_missing_regions(df,list(d_reg_name.values())) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0,aggfunc=np.sum) @@ -273,6 +312,15 @@ def mining_water_demand_to_array(conn, query, d_reg_name, years): # Add missing regions df = add_missing_regions(df,list(d_reg_name.values())) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -328,6 +376,15 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na # map region_id to region name df['region'] = df['region'].map(d_reg_name) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region', 'sector'], columns='Year', fill_value=0, aggfunc=np.sum) piv.reset_index(inplace=True) @@ -464,7 +521,16 @@ def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, # {'value': 'sum'}).reset_index() # get only target years - df = df.loc[df['Year'].isin(years)].copy() + df = df.loc[df['Year'].isin(years)].copy() + + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 # keep types allpft = list(d_crops.keys()) + l_biomass @@ -585,6 +651,15 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_ # drop sector df.drop('sector', axis=1, inplace=True) + # Remove USA if using GCAM USA + states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', + 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', + 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', + 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', + 'WA', 'WI', 'WV', 'WY'] + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0,aggfunc=np.sum) piv.reset_index(inplace=True) From 3a10e7f5a84aec0185bc900bd320c43544fd2dee Mon Sep 17 00:00:00 2001 From: Khan Date: Thu, 30 Jul 2020 15:52:30 -0400 Subject: [PATCH 003/142] deleting unnecessary files --- example/config_metisUSA_WatConst.ini | 96 ---------------------------- example/example_metisUSA_WatConst.py | 27 -------- 2 files changed, 123 deletions(-) delete mode 100644 example/config_metisUSA_WatConst.ini delete mode 100644 example/example_metisUSA_WatConst.py diff --git a/example/config_metisUSA_WatConst.ini b/example/config_metisUSA_WatConst.ini deleted file mode 100644 index 992f42e..0000000 --- a/example/config_metisUSA_WatConst.ini +++ /dev/null @@ -1,96 +0,0 @@ -# Configuration file for Tethys V1.0. -# Author: Xinya Li (xinya.li@pnl.gov) -# Modified: 09/09/2017 -# License: BSD 2-Clause, see LICENSE and DISCLAIMER files -# Copyright (c) 2017, Battelle Memorial Institute - -[Project] -# 1. Define Project Parameters -ProjectName = gcamMetisUSA_WatConst -# SpatialResolution = 0.5 # Unit: geographic degree, spatial resolution, default value is 0.5 -# InputFolder is the folder contains all the input files in [GCAM], [GriddedMap] and [TemporalDownscaling], with a subfolder contains harmonized inputs -InputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Input -OutputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Output -# The folder contains files: bfracFAO2005, gfracFAO2005, irrigation-frac and region names -rgnmapdir = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/ -# Default output format is 0 (create both), 1 (csv file), 2 (netcdf(nc) file) -OutputFormat = 1 -# Default output unit is 0 = cubic kilometers is the unit of GCAM outputs, 1 = mm -OutputUnit = 0 -# Default is 1, perform diagnostics, if not = 0 -PerformDiagnostics = 1 -# Default is 0, if perform temporal downscaling, = 1 -PerformTemporal = 0 - -[GCAM] -# 2. GCAM database/csv files related -# determines GCAM version (0: version of GCAM using regions/aez; 1: version of GCAM using regions/basins) -GCAM_subreg = 1 -# The path to the database (basex) folder -GCAM_DBpath = C:/Z/projects/metisGCAMUSA/gcam-core/output/ -# The name of the database folder -GCAM_DBfile = metisUSA_WatConst -# The query file (xml) required for GCAM database -GCAM_query = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasin.xml -# select the GCAM years to process as comma-separated string of years in YYYY format -GCAM_Years = 2005,2010,2015,2020,2025 - -[GriddedMap] -# 3. Gridded Map Data -# There are two types of input files: harmonized input maps, code-specified input maps -Area = Grid_Areas_ID.csv -Coord = coordinates.csv -# Use basin instead of aez: "AEZ" can be replaced by basin map file used for "BasinIDs" -AEZ = harmonized_inputs/AEZ.csv -Population_GPW = harmonized_inputs/GPW_population.csv -Population_HYDE = harmonized_inputs/HYDE_population.csv -Irrigation_GMIA = harmonized_inputs/GMIA_cropland.csv -Irrigation_HYDE = harmonized_inputs/HYDE_cropland.csv -Livestock_Buffalo = harmonized_inputs/livestock_buffalo.csv -Livestock_Cattle = harmonized_inputs/livestock_cattle.csv -Livestock_Goat = harmonized_inputs/livestock_goat.csv -Livestock_Sheep = harmonized_inputs/livestock_sheep.csv -Livestock_Poultry = harmonized_inputs/livestock_poultry.csv -Livestock_Pig = harmonized_inputs/livestock_pig.csv -BasinIDs = harmonized_inputs/basin.csv -BasinNames = BasinNames.csv -RegionIDs = harmonized_inputs/region32_grids_gcamUSA.csv -RegionNames = rgn32/RgnNames_gcamUSA.csv -CountryIDs = harmonized_inputs/country.csv -CountryNames = country-names.csv -GCAM_Basin_Key = gcam_basin_lookup.csv -Buffalo_Fraction = rgn32/bfracFAO2005_gcamUSA.csv -Goat_Fraction = rgn32/gfracFAO2005_gcamUSA.csv -Irrigated_Fract = rgn32/irrigation-frac.csv - -[TemporalDownscaling] -# 4. Temporal Downscaling: Year to Month -# The file names end with *_startyear_endyear.*, e.g. *_1971_2100.npz - -# NumPy compressed array containing the variables tas, hdd, and cdd -temporal_climate = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz - -# R for domestic category: -Domestic_R = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/DomesticR.csv - -# Parameter data files for electricity category (40 Year: 1971-2010; Region: 32): -Elec_Building = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuilding_1971_2010.csv -Elec_Industry = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecIndustry_1971_2010.csv -Elec_Building_heat = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingHeat_1971_2010.csv -Elec_Building_cool = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingCool_1971_2010.csv -Elec_Building_others = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingOthers_1971_2010.csv - -# Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water demands -# The model data files has the same format: -# 1. Classic NetCDF file -# 2. Dimensions: lon = 720; lat = 360; time = 480 (480 months in 40 years: 1971-2010) -# 3. Variables: pirrww; units = 'kg m-2 s-1'; masked array (FillValue = 1.000000020040877e+20) -# 4. The file names end with *_startyear_endyear.*, e.g. *_1990_2100.nc, the range of years should be the same as Temp_Monthly and HDD_CDD_Monthly -Irr_MonthlyData = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc -# Deafult is 0, = 1 if linear interpolation is needed between time periods when GCAM outputs are not annual -TemporalInterpolation = 1 - -[Logger] -filename = mainlog.txt -MinLogLevel = DEBUG -MinScreenLevel = INFO diff --git a/example/example_metisUSA_WatConst.py b/example/example_metisUSA_WatConst.py deleted file mode 100644 index f83b798..0000000 --- a/example/example_metisUSA_WatConst.py +++ /dev/null @@ -1,27 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov); Chris R. Vernon (chris.vernon@pnnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -This is an example program showing how to run the model. - -""" - -import os -from tethys.model import Tethys - - -if __name__ == "__main__": - - # get path to config.ini in the example dir - cfg = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'config_metisUSA_WatConst.ini') - - # run the Tethys model and save outputs - dmw = Tethys(config=cfg) - - # if needed, reuse the gridded data or gis data output by the model - grid_outputs = dmw.gridded_data - gis_outputs = dmw.gis_data \ No newline at end of file From e76ab2a9cc9ff19c5166db06e692312d4746b7b1 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 14 Apr 2022 17:51:24 -0400 Subject: [PATCH 004/142] removed a stray s --- tethys/run_disaggregation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 2c96ddc..d766b49 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -28,7 +28,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf Elec_Building_cool, Elec_Building_others, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, InputCountryFile, CountryNames,Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, - Population_GPW, Population_HYDE, OutputUnit, basin_state_areas): + Population_GPW, Population_HYDE, OutputUnit, basin_state_area): """Main Function of Tethys Steps for water disaggregation :param x: x description From 01beebab1a197d6fab8fdfb69eb22354bf8feb4b Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 14 Apr 2022 18:18:59 -0400 Subject: [PATCH 005/142] removed example --- .../region32_grids_gcamUSA.csv | 3 - example/Input/rgn32/RgnNames_gcamUSA.csv | 3 - example/Input/rgn32/addUSAdata.R | 93 ----------------- .../rgn32/basin_state_area_ratio_gcamUSA.csv | 3 - example/Input/rgn32/bfracFAO2005_gcamUSA.csv | 3 - example/Input/rgn32/gfracFAO2005_gcamUSA.csv | 3 - .../Input/rgn32/irrigation-frac_gcamUSA.csv | 3 - example/Input/rgn32/irrigation-fracx.csv | 3 - example/config_metisUSA_Ref.ini | 99 ------------------- example/example_metisUSA_Ref.py | 27 ----- 10 files changed, 240 deletions(-) delete mode 100644 example/Input/harmonized_inputs/region32_grids_gcamUSA.csv delete mode 100644 example/Input/rgn32/RgnNames_gcamUSA.csv delete mode 100644 example/Input/rgn32/addUSAdata.R delete mode 100644 example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv delete mode 100644 example/Input/rgn32/bfracFAO2005_gcamUSA.csv delete mode 100644 example/Input/rgn32/gfracFAO2005_gcamUSA.csv delete mode 100644 example/Input/rgn32/irrigation-frac_gcamUSA.csv delete mode 100644 example/Input/rgn32/irrigation-fracx.csv delete mode 100644 example/config_metisUSA_Ref.ini delete mode 100644 example/example_metisUSA_Ref.py diff --git a/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv b/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv deleted file mode 100644 index 06a5b14..0000000 --- a/example/Input/harmonized_inputs/region32_grids_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:9cd7318ae9b7eaf358dc26dede280bfd951bf639133eb9c235b89283d13f8e35 -size 245144 diff --git a/example/Input/rgn32/RgnNames_gcamUSA.csv b/example/Input/rgn32/RgnNames_gcamUSA.csv deleted file mode 100644 index b146357..0000000 --- a/example/Input/rgn32/RgnNames_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1d7b1ea0a36972bff121d2cf0e5672d3faea25803ae0dd2cf604d2c40bd6fceb -size 889 diff --git a/example/Input/rgn32/addUSAdata.R b/example/Input/rgn32/addUSAdata.R deleted file mode 100644 index bc0cc4d..0000000 --- a/example/Input/rgn32/addUSAdata.R +++ /dev/null @@ -1,93 +0,0 @@ - -#--------------------------- -# Add GCAM USA regions -#--------------------------- - -library(dplyr); library(data.table); library(metis) - -#------------------------------- -# irrigation-frac_gcamUSA.csv -#-------------------------------- - -df <- data.table::fread("irrigation-fracx.csv",header=T); df -dfUS <- data.table::fread("irrigation-fracx.csv",header=T) %>% - dplyr::filter(region=="USA"); dfUS -rgnCore <- data.table::fread("RgnNames.csv",header=T) %>% - dplyr::rename(Region=region_id,region=region); rgnCore -rgnUS <- data.table::fread("RgnNames_gcamUSA.csv",header=T) %>% - dplyr::rename(Region=region_id,region=region) %>% - dplyr::filter(!region %in% rgnCore$region); rgnUS - -dfUSA <- df -for(i in 1:nrow(rgnUS)){ - df_i <- dfUS %>% dplyr::mutate(Region = rgnUS[i,]$Region, region = rgnUS[i,]$region) - dfUSA <- dfUSA %>% - dplyr::bind_rows(df_i)} -dfUSA - -data.table::fwrite(x=dfUSA, file="irrigation-frac_gcamUSA.csv") - - -#-------------------------------------- -# Get ratio of basin area by state to basin area in the US -#----------------------------------- -library(metis); library(raster) - -# Area of US Basin States -m1 <- metis::mapGCAMBasinsUS52 -m2 <- metis::mapUS52 -m2 <- sp::spTransform(m2,raster::crs(m1)) -mapx<-raster::intersect(m1,m2) -mapx@data <- mapx@data %>% - dplyr::mutate(subRegion=paste(subRegion.1,subRegion.2,sep="_X_"), - region=region.1, - subRegionAlt=paste(subRegionAlt.1,subRegionAlt.2,sep="_X_"), - subRegionType=paste(subRegionType.1,subRegionType.2,sep="_X_")) %>% - dplyr::rename(subRegion_GCAMBasin=subRegion.1, - subRegion_State=subRegion.2, - subRegionAlt_GCAMBasin=subRegionAlt.1, - subRegionAlt_State=subRegionAlt.2, - subRegionType_GCAMBasin=subRegionType.1, - subRegionType_State=subRegionType.2) %>% - dplyr::select(-region.1,-region.2) -head(mapx@data) -sp::plot(mapx) -metis.map(dataPolygon=mapx,fillColumn = "subRegion",labels=T,printFig=F) -dfBasinsUS52x <- mapx -dfBasinsUS52x$area_sqkm <- raster::area(dfBasinsUS52x) / 1000000 -dfBasinsUS52x@data - -# Table with Basin Area, State Area, State-Basin Ratio -df <- dfBasinsUS52x@data %>% - dplyr::select(subRegion_GCAMBasin, subRegion_State, area_sqkm_st_basin=area_sqkm) %>% - dplyr::group_by(subRegion_GCAMBasin) %>% - dplyr::mutate(area_sqkm_sum=sum(area_sqkm_st_basin), - area_ratio = area_sqkm_st_basin/area_sqkm_sum) %>% - dplyr::ungroup() %>% - dplyr::left_join(tibble::tribble( - ~basin, ~subRegion_GCAMBasin , - 'NelsonR', "Saskatchewan_Nelson", - 'FraserR', "Fraser", - 'MexCstNW', "Mexico_Northwest_Coast", - 'Caribbean', "Caribbean", - 'California', "California_River", - 'MissppRN', "Upper_Mississippi", - 'MissppRS', "Lower_Mississippi_River", - 'UsaColoRN', "Upper_Colorado_River", - 'UsaColoRS', "Lower_Colorado_River", - 'GreatBasin', "Great", - 'MissouriR', "Missouri_River", - 'ArkWhtRedR', "Arkansas_White_Red", - 'TexasCst', "Texas_Gulf_Coast", - 'UsaCstSE', "South_Atlantic_Gulf", - 'GreatLakes', "Great_Lakes", - 'OhioR', "Ohio_River", - 'UsaPacNW', "Pacific_Northwest", - 'TennR', "Tennessee_River", - 'RioGrande', "Rio_Grande_River", - 'UsaCstNE', "New_England", - 'UsaCstE', "Mid_Atlantic"), by=c("subRegion_GCAMBasin")) %>% - dplyr::mutate(basin = case_when(is.na(basin)~subRegion_GCAMBasin, - TRUE~basin)); df - -data.table::fwrite(x=df, file = "basin_state_area_ratio_gcamUSA.csv") diff --git a/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv b/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv deleted file mode 100644 index 30baca0..0000000 --- a/example/Input/rgn32/basin_state_area_ratio_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5b6f3a492c44d2dbc5a816c8e3699774bc815b12760d063fa3f9e4a68dfc5b86 -size 11436 diff --git a/example/Input/rgn32/bfracFAO2005_gcamUSA.csv b/example/Input/rgn32/bfracFAO2005_gcamUSA.csv deleted file mode 100644 index 2cce615..0000000 --- a/example/Input/rgn32/bfracFAO2005_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b9093d1194283ddba12d3a1c6a0313d1bd77367ccce05999c1c02017e6d5a733 -size 985 diff --git a/example/Input/rgn32/gfracFAO2005_gcamUSA.csv b/example/Input/rgn32/gfracFAO2005_gcamUSA.csv deleted file mode 100644 index fa4af0f..0000000 --- a/example/Input/rgn32/gfracFAO2005_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:9d07afb6c5eca48bb9faecc2415cfb6c1f9d4305c75b4e46fb76b92879ef1989 -size 1638 diff --git a/example/Input/rgn32/irrigation-frac_gcamUSA.csv b/example/Input/rgn32/irrigation-frac_gcamUSA.csv deleted file mode 100644 index c9d3e56..0000000 --- a/example/Input/rgn32/irrigation-frac_gcamUSA.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f9c503827d3eb18831108ba3b333f553eacdc7adb9e6885f1f1f09c9d8a56354 -size 2049000 diff --git a/example/Input/rgn32/irrigation-fracx.csv b/example/Input/rgn32/irrigation-fracx.csv deleted file mode 100644 index 4960965..0000000 --- a/example/Input/rgn32/irrigation-fracx.csv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:27cf03a3a4a21cc8d9291474ac78a32133b7add1d2ac687c521b4d01e1da57a7 -size 712202 diff --git a/example/config_metisUSA_Ref.ini b/example/config_metisUSA_Ref.ini deleted file mode 100644 index 2c2692d..0000000 --- a/example/config_metisUSA_Ref.ini +++ /dev/null @@ -1,99 +0,0 @@ -# Configuration file for Tethys V1.0. -# Author: Xinya Li (xinya.li@pnl.gov) -# Modified: 09/09/2017 -# License: BSD 2-Clause, see LICENSE and DISCLAIMER files -# Copyright (c) 2017, Battelle Memorial Institute - -[Project] -# 1. Define Project Parameters -ProjectName = gcamMetisUSA_Ref -# SpatialResolution = 0.5 # Unit: geographic degree, spatial resolution, default value is 0.5 -# InputFolder is the folder contains all the input files in [GCAM], [GriddedMap] and [TemporalDownscaling], with a subfolder contains harmonized inputs -InputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Input -OutputFolder = C:/Z/projects/metisGCAMUSA/tethys/example/Output -# The folder contains files: bfracFAO2005, gfracFAO2005, irrigation-frac and region names -rgnmapdir = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/ -# Default output format is 0 (create both), 1 (csv file), 2 (netcdf(nc) file) -OutputFormat = 1 -# Default output unit is 0 = cubic kilometers is the unit of GCAM outputs, 1 = mm -OutputUnit = 0 -# Default is 1, perform diagnostics, if not = 0 -PerformDiagnostics = 1 -# Default is 0, if perform temporal downscaling, = 1 -PerformTemporal = 0 - -[GCAM] -# 2. GCAM database/csv files related -# determines GCAM version (0: version of GCAM using regions/aez; 1: version of GCAM using regions/basins) -GCAM_subreg = 1 -# The path to the database (basex) folder -GCAM_DBpath = C:/Z/projects/metisGCAMUSA/gcam-core/output/ -# The name of the database folder -GCAM_DBfile = metisUSA_Ref -# The query file (xml) required for GCAM database -GCAM_query = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasinGCAMUSA.xml -# The query file (xml) required for GCAM database Core Version (Used with GCAM USA to get data for the US when missing for states) -GCAM_queryCore = C:/Z/projects/metisGCAMUSA/tethys/example/Input/GCAM/query_regbasin.xml -# select the GCAM years to process as comma-separated string of years in YYYY format -GCAM_Years = 2005,2010,2015,2020,2025 - -[GriddedMap] -# 3. Gridded Map Data -# There are two types of input files: harmonized input maps, code-specified input maps -Area = Grid_Areas_ID.csv -Coord = coordinates.csv -# Use basin instead of aez: "AEZ" can be replaced by basin map file used for "BasinIDs" -AEZ = harmonized_inputs/AEZ.csv -Population_GPW = harmonized_inputs/GPW_population.csv -Population_HYDE = harmonized_inputs/HYDE_population.csv -Irrigation_GMIA = harmonized_inputs/GMIA_cropland.csv -Irrigation_HYDE = harmonized_inputs/HYDE_cropland.csv -Livestock_Buffalo = harmonized_inputs/livestock_buffalo.csv -Livestock_Cattle = harmonized_inputs/livestock_cattle.csv -Livestock_Goat = harmonized_inputs/livestock_goat.csv -Livestock_Sheep = harmonized_inputs/livestock_sheep.csv -Livestock_Poultry = harmonized_inputs/livestock_poultry.csv -Livestock_Pig = harmonized_inputs/livestock_pig.csv -BasinIDs = harmonized_inputs/basin.csv -BasinNames = BasinNames.csv -RegionIDs = harmonized_inputs/region32_grids_gcamUSA.csv -RegionNames = rgn32/RgnNames_gcamUSA.csv -CountryIDs = harmonized_inputs/country.csv -CountryNames = country-names.csv -GCAM_Basin_Key = gcam_basin_lookup.csv -Buffalo_Fraction = rgn32/bfracFAO2005_gcamUSA.csv -Goat_Fraction = rgn32/gfracFAO2005_gcamUSA.csv -Irrigated_Fract = rgn32/irrigation-frac_gcamUSA.csv -BasinStateArea = rgn32/basin_state_area_ratio_gcamUSA.csv - -[TemporalDownscaling] -# 4. Temporal Downscaling: Year to Month -# The file names end with *_startyear_endyear.*, e.g. *_1971_2100.npz - -# NumPy compressed array containing the variables tas, hdd, and cdd -temporal_climate = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz - -# R for domestic category: -Domestic_R = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/DomesticR.csv - -# Parameter data files for electricity category (40 Year: 1971-2010; Region: 32): -Elec_Building = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuilding_1971_2010.csv -Elec_Industry = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecIndustry_1971_2010.csv -Elec_Building_heat = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingHeat_1971_2010.csv -Elec_Building_cool = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingCool_1971_2010.csv -Elec_Building_others = C:/Z/projects/metisGCAMUSA/tethys/example/Input/rgn32/TD_Elec_paras/ElecBuildingOthers_1971_2010.csv - -# Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water demands -# The model data files has the same format: -# 1. Classic NetCDF file -# 2. Dimensions: lon = 720; lat = 360; time = 480 (480 months in 40 years: 1971-2010) -# 3. Variables: pirrww; units = 'kg m-2 s-1'; masked array (FillValue = 1.000000020040877e+20) -# 4. The file names end with *_startyear_endyear.*, e.g. *_1990_2100.nc, the range of years should be the same as Temp_Monthly and HDD_CDD_Monthly -Irr_MonthlyData = C:/Z/projects/metisGCAMUSA/tethys/example/Input/TemporalDownscaling/Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc -# Deafult is 0, = 1 if linear interpolation is needed between time periods when GCAM outputs are not annual -TemporalInterpolation = 1 - -[Logger] -filename = mainlog.txt -MinLogLevel = DEBUG -MinScreenLevel = INFO diff --git a/example/example_metisUSA_Ref.py b/example/example_metisUSA_Ref.py deleted file mode 100644 index eac45c4..0000000 --- a/example/example_metisUSA_Ref.py +++ /dev/null @@ -1,27 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov); Chris R. Vernon (chris.vernon@pnnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -This is an example program showing how to run the model. - -""" - -import os -from tethys.model import Tethys - - -if __name__ == "__main__": - - # get path to config.ini in the example dir - cfg = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'config_metisUSA_Ref.ini') - - # run the Tethys model and save outputs - dmw = Tethys(config=cfg) - - # if needed, reuse the gridded data or gis data output by the model - grid_outputs = dmw.gridded_data - gis_outputs = dmw.gis_data \ No newline at end of file From 7cf6d0b9883eceb964faaa9ffceb4813e426aa73 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 15 Apr 2022 11:37:23 -0400 Subject: [PATCH 006/142] It works (mostly) --- tethys/config_reader.py | 2 +- tethys/data_reader/gcam_outputs.py | 7 +------ tethys/data_reader/gis_reader.py | 2 +- tethys/temporal_downscaling/temporal_downscaling.py | 2 ++ 4 files changed, 5 insertions(+), 8 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index b786538..86e8b76 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -77,7 +77,7 @@ def __init__(self, **kwargs): self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') # Additional details for GCAM USA (Only if present) - self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_Core', self.GCAM_query)) + self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore', self.GCAM_query)) self.subreg = int(self.gcam_config.get('GCAM_subreg', None)) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 638b8e4..6b0c9aa 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -637,12 +637,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_ # replace region name with region number df['region'] = df['region'].map(d_reg_name) - if subreg == 0: - # break out subregion number - df['subreg'] = df['subsector'].apply(lambda x: int(x.split('AEZ')[1])) - - elif subreg == 1: - df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) + df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) # break out crop and map the id to it df['crop'] = df['sector'].apply(lambda x: 'biomass' if x in l_biomass else x) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index d808d33..d800770 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -65,7 +65,7 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat GISData['coord'] = ArrayCSVRead(Coord, 0) - coords = GISData['coord'][:, :] + #coords = GISData['coord'][:, :] # read area values for each land grid cell, convert from ha to km2 GISData['area'] = ArrayCSVRead(Area, 0) * 0.01 # read the latitude value for each cell [67420x1] diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 076590c..8f31939 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -292,6 +292,8 @@ def Electricity_Temporal_Downscaling(data, W, years): for i in range(np.shape(W)[0]): ID = data['region'][i]-1 + if ID > 31: # Use USA value for states + ID = 0 if ID >= 0: for j in years: N = years.index(j) From d4b16cd269c2d7124c94c5dbf67863f15ea4df27 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 19 Apr 2022 13:25:56 -0600 Subject: [PATCH 007/142] compatibility with alternate Root_Tuber and biomass spellings --- tethys/data_reader/gcam_outputs.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 6b0c9aa..8158d95 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -562,6 +562,12 @@ def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, df = df.groupby(['region', 'subreg', 'crop', 'use', 'Year']).sum() df = df.reset_index() + # some versions of GCAM use "RootTuber" instead of "Root_Tuber" + df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'RootTuber' else x) + + # some versions of GCAM use "biomassGrass" instead of "biomass_Grass" + df['crop'] = df['crop'].apply(lambda x: 'biomass' if x == 'biomassGrass' else x) + # only keep crops in target list df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'Root' else x) # Correct "Root" back to crop name df = df.loc[df['crop'].isin(allpft)].copy() @@ -641,6 +647,8 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_ # break out crop and map the id to it df['crop'] = df['sector'].apply(lambda x: 'biomass' if x in l_biomass else x) + # some versions of GCAM use "RootTuber" instead of "Root_Tuber" + df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'RootTuber' else x) df['crop'] = df['crop'].map(d_crops) # drop sector From 54865e329241230f35143684f8650677ae00651c Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 20 Apr 2022 08:35:42 -0600 Subject: [PATCH 008/142] Make consumption work with GCAMUSA --- tethys/config_reader.py | 24 ++++- tethys/data_reader/gcam_outputs.py | 1 + tethys/model.py | 2 +- .../reference/query_consumption_GCAMUSA.xml | 92 +++++++++++++++++++ ...AMUSA.xml => query_withdrawal_GCAMUSA.xml} | 0 5 files changed, 113 insertions(+), 6 deletions(-) create mode 100644 tethys/reference/query_consumption_GCAMUSA.xml rename tethys/reference/{query_regbasinGCAMUSA.xml => query_withdrawal_GCAMUSA.xml} (100%) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 86e8b76..69d8d13 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -67,17 +67,31 @@ def __init__(self, **kwargs): self.GCAM_DBpath = os.path.join(self.InputFolder, self.gcam_config.get('GCAM_DBpath', None)) self.GCAM_DBfile = self.gcam_config.get('GCAM_DBfile', None) + self.GCAMUSA = int(self.project_config.get('GCAMUSA', 0)) + # for backwards compatability, and allow for non-default query files + # this logic can be simplified considerably by ditching backwards compatibility self.GCAM_query = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query', 'None')) if self.PerformWithdrawal == 1 and not self.GCAM_query.endswith('.xml'): - self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal.xml') + if self.GCAMUSA == 1: + self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal_GCAMUSA.xml') + else: + self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal.xml') self.GCAM_query_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_C', 'None')) if self.PerformConsumption == 1 and not self.GCAM_query_C.endswith('.xml'): - self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') - - # Additional details for GCAM USA (Only if present) - self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore', self.GCAM_query)) + if self.GCAMUSA == 1: + self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption_GCAMUSA.xml') + else: + self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') + + self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore', 'None')) + if self.GCAMUSA == 1 and not self.GCAM_queryCore.endswith('.xml'): + self.GCAM_queryCore = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal.xml') + + self.GCAM_queryCore_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore_C', 'None')) + if self.GCAMUSA == 1 and not self.GCAM_queryCore_C.endswith('.xml'): + self.GCAM_queryCore_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') self.subreg = int(self.gcam_config.get('GCAM_subreg', None)) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 8158d95..a357a67 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -506,6 +506,7 @@ def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, df_core_st_basin.rename(columns={"subsector": "region","sector":"basin"}, inplace=True) df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("water_td_irr_", "") df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_W", "") + df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_C", "") # added this to fix consumption # Make a copy of US values for each state by joining by basin df_us_new = pd.merge(df_us,df_core_st_basin, on=['basin'],how='left') df_area = pd.read_csv(basin_state_area) # Get area ratio of each state in basins diff --git a/tethys/model.py b/tethys/model.py index 2a4ea49..24620da 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -131,7 +131,7 @@ def execute(self): GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, GCAM_query=self.GCAM_query_C, - GCAM_queryCore=self.GCAM_queryCore, + GCAM_queryCore=self.GCAM_queryCore_C, OutputFolder=self.OutputFolder + '_C', temporal_climate=self.temporal_climate, Irr_MonthlyData=self.Irr_MonthlyData, diff --git a/tethys/reference/query_consumption_GCAMUSA.xml b/tethys/reference/query_consumption_GCAMUSA.xml new file mode 100644 index 0000000..44987d3 --- /dev/null +++ b/tethys/reference/query_consumption_GCAMUSA.xml @@ -0,0 +1,92 @@ + + + + + + + + LandLeaf + land-allocation[@year] + /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() + + + + + + + + + region + populationMiniCAM + demographics/populationMiniCAM/total-population/node() + + + + + + + + + subsector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + diff --git a/tethys/reference/query_regbasinGCAMUSA.xml b/tethys/reference/query_withdrawal_GCAMUSA.xml similarity index 100% rename from tethys/reference/query_regbasinGCAMUSA.xml rename to tethys/reference/query_withdrawal_GCAMUSA.xml From 3244b787ef58aa2e07413ec59495c0336c8fa45c Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 22 Apr 2022 10:05:26 -0600 Subject: [PATCH 009/142] move grid mapping files into package, selected automatically based on GCAMUSA option --- tethys/config_reader.py | 98 +- tethys/reference/grid_info/BasinNames.csv | 235 + tethys/reference/grid_info/Grid_Areas_ID.csv | 67420 +++++++++++++++ tethys/reference/grid_info/RgnNames.csv | 33 + .../reference/grid_info/RgnNames_gcamUSA.csv | 84 + tethys/reference/grid_info/basin.csv | 67421 ++++++++++++++++ .../basin_state_area_ratio_gcamUSA.csv | 141 + tethys/reference/grid_info/bfracFAO2005.csv | 33 + .../grid_info/bfracFAO2005_gcamUSA.csv | 84 + tethys/reference/grid_info/coordinates.csv | 67420 +++++++++++++++ tethys/reference/grid_info/country-names.csv | 249 + tethys/reference/grid_info/country.csv | 67421 ++++++++++++++++ .../reference/grid_info/gcam_basin_lookup.csv | 236 + tethys/reference/grid_info/gfracFAO2005.csv | 33 + .../grid_info/gfracFAO2005_gcamUSA.csv | 84 + .../reference/grid_info/irrigation-frac.csv | 3681 + .../grid_info/irrigation-frac_gcamUSA.csv | 10311 +++ tethys/reference/grid_info/region32_grids.csv | 67421 ++++++++++++++++ .../grid_info/region32_grids_gcamUSA.csv | 67421 ++++++++++++++++ .../{ => queries}/query_consumption.xml | 0 .../query_consumption_GCAMUSA.xml | 0 .../{ => queries}/query_withdrawal.xml | 0 .../query_withdrawal_GCAMUSA.xml | 0 23 files changed, 419802 insertions(+), 24 deletions(-) create mode 100644 tethys/reference/grid_info/BasinNames.csv create mode 100644 tethys/reference/grid_info/Grid_Areas_ID.csv create mode 100644 tethys/reference/grid_info/RgnNames.csv create mode 100644 tethys/reference/grid_info/RgnNames_gcamUSA.csv create mode 100644 tethys/reference/grid_info/basin.csv create mode 100644 tethys/reference/grid_info/basin_state_area_ratio_gcamUSA.csv create mode 100644 tethys/reference/grid_info/bfracFAO2005.csv create mode 100644 tethys/reference/grid_info/bfracFAO2005_gcamUSA.csv create mode 100644 tethys/reference/grid_info/coordinates.csv create mode 100644 tethys/reference/grid_info/country-names.csv create mode 100644 tethys/reference/grid_info/country.csv create mode 100644 tethys/reference/grid_info/gcam_basin_lookup.csv create mode 100644 tethys/reference/grid_info/gfracFAO2005.csv create mode 100644 tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv create mode 100644 tethys/reference/grid_info/irrigation-frac.csv create mode 100644 tethys/reference/grid_info/irrigation-frac_gcamUSA.csv create mode 100644 tethys/reference/grid_info/region32_grids.csv create mode 100644 tethys/reference/grid_info/region32_grids_gcamUSA.csv rename tethys/reference/{ => queries}/query_consumption.xml (100%) rename tethys/reference/{ => queries}/query_consumption_GCAMUSA.xml (100%) rename tethys/reference/{ => queries}/query_withdrawal.xml (100%) rename tethys/reference/{ => queries}/query_withdrawal_GCAMUSA.xml (100%) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 69d8d13..a6d637f 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -74,24 +74,24 @@ def __init__(self, **kwargs): self.GCAM_query = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query', 'None')) if self.PerformWithdrawal == 1 and not self.GCAM_query.endswith('.xml'): if self.GCAMUSA == 1: - self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal_GCAMUSA.xml') + self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal_GCAMUSA.xml') else: - self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal.xml') + self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal.xml') self.GCAM_query_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_C', 'None')) if self.PerformConsumption == 1 and not self.GCAM_query_C.endswith('.xml'): if self.GCAMUSA == 1: - self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption_GCAMUSA.xml') + self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption_GCAMUSA.xml') else: - self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') + self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore', 'None')) - if self.GCAMUSA == 1 and not self.GCAM_queryCore.endswith('.xml'): - self.GCAM_queryCore = pkg_resources.resource_filename('tethys', 'reference/query_withdrawal.xml') + if not self.GCAM_queryCore.endswith('.xml'): + self.GCAM_queryCore = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal.xml') self.GCAM_queryCore_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore_C', 'None')) - if self.GCAMUSA == 1 and not self.GCAM_queryCore_C.endswith('.xml'): - self.GCAM_queryCore_C = pkg_resources.resource_filename('tethys', 'reference/query_consumption.xml') + if not self.GCAM_queryCore_C.endswith('.xml'): + self.GCAM_queryCore_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') self.subreg = int(self.gcam_config.get('GCAM_subreg', None)) @@ -104,15 +104,48 @@ def __init__(self, **kwargs): # update any default dictionary values with items specified as arguments by the user self.map_params.update(self.params) - self.Area = os.path.join(self.InputFolder, self.map_params.get('Area')) - self.Coord = os.path.join(self.InputFolder, self.map_params.get('Coord')) - self.InputBasinFile = os.path.join(self.InputFolder, self.map_params.get('BasinIDs')) - self.BasinNames = os.path.join(self.InputFolder, self.map_params.get('BasinNames')) - self.gcam_basin_lu = os.path.join(self.InputFolder, self.map_params.get('GCAM_Basin_Key')) - self.InputRegionFile = os.path.join(self.InputFolder, self.map_params.get('RegionIDs')) - self.RegionNames = os.path.join(self.InputFolder, self.map_params.get('RegionNames')) - self.InputCountryFile = os.path.join(self.InputFolder, self.map_params.get('CountryIDs')) - self.CountryNames = os.path.join(self.InputFolder, self.map_params.get('CountryNames')) + self.Area = os.path.join(self.InputFolder, self.map_params.get('Area', 'None')) + if os.path.basename(self.Area) == 'None': + self.Area = pkg_resources.resource_filename('tethys', 'reference/grid_info/Grid_Areas_ID.csv') + + self.Coord = os.path.join(self.InputFolder, self.map_params.get('Coord', 'None')) + if os.path.basename(self.Coord) == 'None': + self.Coord = pkg_resources.resource_filename('tethys', 'reference/grid_info/coordinates.csv') + + self.InputBasinFile = os.path.join(self.InputFolder, self.map_params.get('BasinIDs', 'None')) + if os.path.basename(self.InputBasinFile) == 'None': + self.InputBasinFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/basin.csv') + + self.BasinNames = os.path.join(self.InputFolder, self.map_params.get('BasinNames', 'None')) + if os.path.basename(self.BasinNames) == 'None': + self.BasinNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/BasinNames.csv') + + self.gcam_basin_lu = os.path.join(self.InputFolder, self.map_params.get('GCAM_Basin_Key', 'None')) + if os.path.basename(self.gcam_basin_lu) == 'None': + self.gcam_basin_lu = pkg_resources.resource_filename('tethys', 'reference/grid_info/gcam_basin_lookup.csv') + + self.InputRegionFile = os.path.join(self.InputFolder, self.map_params.get('RegionIDs', 'None')) + if os.path.basename(self.InputRegionFile) == 'None': + if self.GCAMUSA == 1: + self.InputRegionFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids_gcamUSA.csv') + else: + self.InputRegionFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids.csv') + + self.RegionNames = os.path.join(self.InputFolder, self.map_params.get('RegionNames', 'None')) + if os.path.basename(self.RegionNames) == 'None': + if self.GCAMUSA == 1: + self.RegionNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/RgnNames_gcamUSA.csv') + else: + self.RegionNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/RgnNames.csv') + + self.InputCountryFile = os.path.join(self.InputFolder, self.map_params.get('CountryIDs', 'None')) + if os.path.basename(self.InputCountryFile) == 'None': + self.InputCountryFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/country.csv') + + self.CountryNames = os.path.join(self.InputFolder, self.map_params.get('CountryNames', 'None')) + if os.path.basename(self.CountryNames) == 'None': + self.CountryNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/country-names.csv') + self.Population_GPW = os.path.join(self.InputFolder, self.map_params.get('Population_GPW')) self.Population_HYDE = os.path.join(self.InputFolder, self.map_params.get('Population_HYDE')) @@ -125,15 +158,32 @@ def __init__(self, **kwargs): self.Livestock_Sheep = os.path.join(self.InputFolder, self.map_params.get('Livestock_Sheep')) self.Livestock_Poultry = os.path.join(self.InputFolder, self.map_params.get('Livestock_Poultry')) self.Livestock_Pig = os.path.join(self.InputFolder, self.map_params.get('Livestock_Pig')) - self.buff_fract = os.path.join(self.InputFolder, self.map_params.get('Buffalo_Fraction')) - self.goat_fract = os.path.join(self.InputFolder, self.map_params.get('Goat_Fraction')) - self.irrigated_fract = os.path.join(self.InputFolder, self.map_params.get('Irrigated_Fract')) + + self.buff_fract = os.path.join(self.InputFolder, self.map_params.get('Buffalo_Fraction', 'None')) + if os.path.basename(self.buff_fract) == 'None': + if self.GCAMUSA == 1: + self.buff_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005_gcamUSA.csv') + else: + self.buff_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005.csv') + + self.goat_fract = os.path.join(self.InputFolder, self.map_params.get('Goat_Fraction', 'None')) + if os.path.basename(self.goat_fract) == 'None': + if self.GCAMUSA == 1: + self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005_gcamUSA.csv') + else: + self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005.csv') + + self.irrigated_fract = os.path.join(self.InputFolder, self.map_params.get('Irrigated_Fract', 'None')) + if os.path.basename(self.irrigated_fract) == 'None': + if self.GCAMUSA == 1: + self.irrigated_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac_gcamUSA.csv') + else: + self.irrigated_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac.csv') # Additional details for GCAM USA (Only if present) - try: - self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea')) - except: - self.basin_state_area = "placeholder string which will not be read" + self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea', 'None')) + if os.path.basename(self.basin_state_area) == 'None' and self.GCAMUSA == 1: + self.basin_state_area = pkg_resources.resource_filename('tethys', 'reference/grid_info/basin_state_area_ratio_gcamUSA.csv') if self.PerformTemporal: self.temporal_params = self.config.get('TemporalDownscaling') diff --git a/tethys/reference/grid_info/BasinNames.csv b/tethys/reference/grid_info/BasinNames.csv new file mode 100644 index 0000000..8ad96e4 --- /dev/null +++ b/tethys/reference/grid_info/BasinNames.csv @@ -0,0 +1,235 @@ +Arctic Ocean Islands +Northwest Territories +Siberia North Coast +Siberia West Coast +Kara Sea Coast +Lena +Pacific and Arctic Coast +Scandinavia North Coast +Russia Barents Sea Coast +Mackenzie +Iceland +Sweden +Finland +Northern Dvina +Hudson Bay Coast +Scotland +Neva +Volga +Atlantic Ocean Seaboard +Baltic Sea Coast +Denmark - Germany Coast +Narva +Saskatchewan - Nelson +Ireland +Daugava +England and Wales +Fraser +Ems - Weser +Oder +Wisla +Elbe +Rhine +Poland Coast +Churchill +Neman +Scheldt +Russia South East Coast +Ural +Dnieper +St Lawrence +France West Coast +Gobi Interior +Amur +Loire +Caspian Sea Coast +Seine +Black Sea North Coast +Yenisey +Dniester +Italy East Coast +Japan +Caspian Sea East Coast +Don +Danube +Adriatic Sea - Greece - Black Sea Coast +Ob +Po +Amu Darya +Italy West Coast +Spain - Portugal Atlantic Coast +France South Coast +Rhine +Mediterranean Sea Islands +Gironde +North and South Korea +Bo Hai - Korean Bay North Coast +Spain South and East Coast +Lake Balkash +Tiber +Black Sea South Coast +Tagus +Caspian Sea South West Coast +Ebro +Douro +Mediterranean Sea East Coast +Syr Darya +Ziya He Interior +China Coast +Huang He +Mediterranean South Coast +Guadiana +Central Iran +Guadalquivir +Tigris - Euphrates +Tarim Interior +Africa North West Coast +Nile +Persian Gulf Coast +Indus +Farahrud +Baja California +Plateau of Tibet Interior +Red Sea East Coast +Arabian Peninsula +Dead Sea +Mexico Northwest Coast +Helmand +Sinai Peninsula +Eastern Jordan - Syria +Africa Red Sea - Gulf of Aden Coast +Caribbean +Hamun-i-Mashkel +Taiwan +Arabian Sea Coast +North Gulf +Yangtze +Sabarmati +Xun Jiang +Hong (Red River) +Ganges - Bramaputra +Yucatan Peninsula +South China Sea Coast +Mahi +Mexico Interior +Pacific Central Coast +Bay of Bengal North East Coast +Tapti +Yasai +Philippines +Brahamani +North Marina Islands and Guam +Mahandi +Godavari +Hainan +Mekong +Viet Nam Coast +Salween +India North East Coast +India West Coast +Papaloapan +Rio Lerma +Rio Verde +Grijalva - Usumacinta +Rio Balsas +Southern Central America +Isthmus of Tehuantepec +Irrawaddy +Sittang +Peninsula Malaysia +Krishna +Andaman - Nicobar Islands +Africa West Coast +Caribbean Coast +Africa North Interior +India East Coast +Chao Phraya +Pennar +Gulf of Thailand Coast +Niger +Micronesia +Lake Chad +Senegal +Cauvery +Sri Lanka +India South Coast +Orinoco +Colombia - Ecuador Pacific Coast +Palau and East Indonesia +North Borneo Coast +Volta +Northeast South America South Atlantic Coast +Gulf of Guinea +Sumatra +Sulawesi +Kalimantan +Magdalena +Irian Jaya Coast +Amazon +South Chile Pacific Coast +Shebelli - Juba +Africa East Central Coast +North Brazil South Atlantic Coast +Papua New Guinea Coast +Tocantins +Java - Timor +Solomon Islands +Madasgacar +Sepik +Rift Valley +Peru Pacific Coast +Fly +Angola Coast +Congo +Australia North Coast +South Pacific Islands +East Brazil South Atlantic Coast +Parnaiba +Zambezi +Australia East Coast +Africa Indian Ocean Coast +Australia West Coast +Sao Francisco +Australia Interior +Orange +Uruguay - Brazil South Atlantic Coast +Namibia Coast +Africa South Interior +South Africa South Coast +Limpopo +La Puna Region +New Zealand +Australia South Coast +Mar Chiquita +South Africa West Coast +Salinas Grandes +La Plata +North Chile Pacific Coast +Murray - Darling +Pampas Region +North Argentina South Atlantic Coast +Tasmania +South America Colorad +Negro +Central Patagonia Highlands +South Argentina South Atlantic Coast +Antarctica +California River Basin +Upper Mississippi Basin +Lower Mississippi River Basin +Upper Colorado River Basin +Lower Colorado River 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+76,Syr_Darya,SyrDaryaR +71,Tagus,TagusR +103,Taiwan,Taiwan +117,Tapti,TaptiR +85,Tarim_Interior,Tarim +211,Tasmania,Tasmania +230,Tennessee_River_Basin,TennR +225,Texas_Gulf_Coast_Basin,TexasCst +69,Tiber,TiberR +84,Tigris_Euphrates,TigrEuphR +174,Tocantins,TocantinsR +220,Upper_Colorado_River_Basin,UsaColoRN +218,Upper_Mississippi_Basin,MissppRN +38,Ural,UralR +195,Uruguay_Brazil_South_Atlantic_Coast,BrzCstS +126,Viet_Nam_Coast,VietnamCst +18,Volga,VolgaR +160,Volta,VoltaR +30,Wisla,WislaR +108,Xun_Jiang,XunJiang +106,Yangtze,Yangtze +118,Yasai,BengalW +48,Yenisey,YeniseiR +111,Yucatan_Peninsula,YucatanP +188,Zambezi,ZambeziR +77,Ziya_He_Interior,ZiyaHe \ No newline at end of file diff --git a/tethys/reference/grid_info/gfracFAO2005.csv b/tethys/reference/grid_info/gfracFAO2005.csv new file mode 100644 index 0000000..2989d59 --- /dev/null +++ b/tethys/reference/grid_info/gfracFAO2005.csv @@ -0,0 +1,33 @@ +region,goat-fraction +USA,0.306669098670796 +Africa_Eastern,0.503347871434719 +Africa_Northern,0.236862201280449 +Africa_Southern,0.779279288200903 +Africa_Western,0.585238448836222 +Australia_NZ,0.0220898105267355 +Brazil,0.391259718786489 +Canada,0.0307559820385065 +Central America and Caribbean,0.533427993393093 +Central Asia,0.263927970539905 +China,0.972364380757421 +EU-12,0.150981852499372 +EU-15,0.107032504391542 +Europe_Eastern,0.37033177140174 +Europe_Non_EU,0.20174188321103 +European Free Trade Association,0.0421954072377971 +India ,0.66580219107829 +Indonesia,0.609413364728042 +Japan,0.63859649122807 +Mexico,0.553684581490081 +Middle East,0.314449759238623 +Pakistan,0.681734455492991 +Russia,0.126946930468624 +South Africa,0.200537938607911 +South America_Northern,0.678454531716405 +South America_Southern,0.114087989024066 +South Asia,0.827834227297825 +South Korea,0.997342752914709 +Southeast Asia,0.928180627172939 +Taiwan,0 +Argentina,0.215782351976382 +Colombia,0.291989749548813 diff --git a/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv b/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv new file mode 100644 index 0000000..013de49 --- /dev/null +++ b/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv @@ -0,0 +1,84 @@ +region,goat-fraction +USA,0.306669099 +Africa_Eastern,0.503347871 +Africa_Northern,0.236862201 +Africa_Southern,0.779279288 +Africa_Western,0.585238449 +Australia_NZ,0.022089811 +Brazil,0.391259719 +Canada,0.030755982 +Central America and Caribbean,0.533427993 +Central Asia,0.263927971 +China,0.972364381 +EU-12,0.150981852 +EU-15,0.107032504 +Europe_Eastern,0.370331771 +Europe_Non_EU,0.201741883 +European Free Trade Association,0.042195407 +India ,0.665802191 +Indonesia,0.609413365 +Japan,0.638596491 +Mexico,0.553684581 +Middle East,0.314449759 +Pakistan,0.681734455 +Russia,0.12694693 +South Africa,0.200537939 +South America_Northern,0.678454532 +South America_Southern,0.114087989 +South Asia,0.827834227 +South Korea,0.997342753 +Southeast Asia,0.928180627 +Taiwan,0 +Argentina,0.215782352 +Colombia,0.29198975 +AK,0.306669099 +AL,0.306669099 +AR,0.306669099 +AZ,0.306669099 +CA,0.306669099 +CO,0.306669099 +CT,0.306669099 +DC,0.306669099 +DE,0.306669099 +FL,0.306669099 +GA,0.306669099 +HI,0.306669099 +IA,0.306669099 +ID,0.306669099 +IL,0.306669099 +IN,0.306669099 +KS,0.306669099 +KY,0.306669099 +LA,0.306669099 +MA,0.306669099 +MD,0.306669099 +ME,0.306669099 +MI,0.306669099 +MN,0.306669099 +MO,0.306669099 +MS,0.306669099 +MT,0.306669099 +NC,0.306669099 +ND,0.306669099 +NE,0.306669099 +NH,0.306669099 +NJ,0.306669099 +NM,0.306669099 +NV,0.306669099 +NY,0.306669099 +OH,0.306669099 +OK,0.306669099 +OR,0.306669099 +PA,0.306669099 +RI,0.306669099 +SC,0.306669099 +SD,0.306669099 +TN,0.306669099 +TX,0.306669099 +UT,0.306669099 +VA,0.306669099 +VT,0.306669099 +WA,0.306669099 +WI,0.306669099 +WV,0.306669099 +WY,0.306669099 diff --git a/tethys/reference/grid_info/irrigation-frac.csv b/tethys/reference/grid_info/irrigation-frac.csv new file mode 100644 index 0000000..3723403 --- /dev/null +++ b/tethys/reference/grid_info/irrigation-frac.csv @@ -0,0 +1,3681 @@ +Region,AEZ,crop,1990,2005,2010,2015,2020,2025,2030,2035,2040,2045,2050,2055,2060,2065,2070,2075,2080,2085,2090,2095,2100,region,crop +,,,,,,,,,,,,,,,,,,,,,,,,, +1,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,USA,Corn +1,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,USA,biomass 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+1,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,USA,OtherGrain +1,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice +1,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber +1,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,USA,SugarCrop +1,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,USA,Wheat 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+1,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,USA,OilCrop +1,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,USA,OtherGrain +1,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice +1,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber +1,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop +1,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,USA,Wheat +1,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,USA,FodderHerb +1,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,USA,FodderGrass +1,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,USA,Corn 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+1,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,USA,Corn +1,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,USA,biomass +1,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,USA,FiberCrop +1,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,USA,MiscCrop +1,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,USA,OilCrop +1,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,USA,OtherGrain +1,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice +1,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,USA,Root_Tuber +1,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop +1,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,USA,Wheat +1,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,USA,FodderHerb +1,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,USA,FodderGrass +1,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,USA,Corn +1,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,USA,biomass +1,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,USA,FiberCrop +1,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,USA,MiscCrop +1,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,USA,OilCrop +1,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,USA,OtherGrain +1,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,USA,Rice +1,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,USA,Root_Tuber 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+1,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,USA,FodderGrass +1,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,USA,Corn +1,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass +1,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,USA,FiberCrop 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+1,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop +1,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,USA,Wheat +1,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,USA,FodderHerb +1,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,USA,FodderGrass +1,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Corn +1,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass +1,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop +1,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,MiscCrop +1,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OilCrop +1,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OtherGrain +1,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice +1,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Root_Tuber +1,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop +1,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,USA,Wheat +1,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,USA,FodderHerb +1,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,USA,FodderGrass +1,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +2,1,1,0.095592217,0.095592302,0.095592367,0.104934282,0.113453051,0.120574277,0.126516045,0.131455195,0.13575834,0.13953226,0.142857836,0.142668704,0.142403389,0.142063672,0.141700312,0.141326206,0.140916268,0.14049506,0.14006859,0.13963308,0.13919757,Africa_Eastern,Corn +2,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass +2,1,3,0.612867111,0.612866753,0.612867843,0.601199707,0.592269637,0.584365624,0.577220987,0.573874975,0.570894463,0.568043649,0.565281333,0.566093779,0.566639498,0.566942708,0.567052455,0.566971608,0.56669436,0.566251072,0.565658382,0.564960555,0.564262728,Africa_Eastern,FiberCrop +2,1,4,0.151261262,0.151261169,0.151261403,0.157495222,0.162999493,0.167875429,0.172251437,0.178350604,0.18396083,0.189175825,0.194092624,0.194057888,0.19401586,0.193969204,0.193918245,0.193864933,0.193810171,0.193753671,0.193694482,0.193633195,0.193571908,Africa_Eastern,MiscCrop +2,1,5,0.136945185,0.136945099,0.136944974,0.125726293,0.118506692,0.1127149,0.107940714,0.107175689,0.106398924,0.105625213,0.104901733,0.104463574,0.103943676,0.103348282,0.102745265,0.102178877,0.101634359,0.101113131,0.10058787,0.100084517,0.099581164,Africa_Eastern,OilCrop +2,1,6,0.103608049,0.10360809,0.103608083,0.086868889,0.075567425,0.063706649,0.050861701,0.044445032,0.037027753,0.029209106,0.020600325,0.022611188,0.022966776,0.022190562,0.019903734,0.01688829,0.012511427,0.007121735,0,0,0,Africa_Eastern,OtherGrain +2,1,7,0.999999997,0.999999997,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999996,Africa_Eastern,Rice +2,1,8,0.005535442,0.005535397,0.005535445,0.005356694,0.005194455,0.005047668,0.004914976,0.004895445,0.004875993,0.0048541,0.004833125,0.004832352,0.004830095,0.004827322,0.004823234,0.004819284,0.004814588,0.004809887,0.004804653,0.004798741,0.004792829,Africa_Eastern,Root_Tuber +2,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,1,10,0.080090766,0.080090845,0.080090755,0.06839723,0.058975794,0.04883096,0.037659522,0.034168218,0.030410062,0.026523549,0.0222907,0.021607691,0.020055656,0.017688425,0.014640576,0.011277481,0.007116189,0.002028783,0,0,0,Africa_Eastern,Wheat +2,1,11,0.033696542,0.033696126,0.03369635,0.033696331,0.033696273,0.033696455,0.03369632,0.033696397,0.033696399,0.033696406,0.03369644,0.033696221,0.033696463,0.033696234,0.033696289,0.033696216,0.033696411,0.033696294,0.033696332,0.033696427,0.033696522,Africa_Eastern,FodderHerb +2,1,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,1,13,0.002041835,0.002023214,0.002052025,0.00192701,0.001817409,0.001719955,0.001633344,0.001592598,0.001554222,0.001517425,0.001482789,0.001482789,0.001482787,0.001482787,0.001482785,0.001482786,0.001482786,0.00148279,0.001482786,0.001482789,0.001482792,Africa_Eastern,PalmFruit +2,2,1,0.045268487,0.045268489,0.04526859,0.049448838,0.05329175,0.056645938,0.059573696,0.062165066,0.064462351,0.066538595,0.068399517,0.068354091,0.068290855,0.068209108,0.068121836,0.068032069,0.067934134,0.067832905,0.067730762,0.067626621,0.06752248,Africa_Eastern,Corn +2,2,2,0,0,0,0,0.020552925,0.020605491,0.02063466,0.020455345,0.020246761,0.01999066,0.019867921,0.020109865,0.020363418,0.020670064,0.02095474,0.02122061,0.021439403,0.021620694,0.021774093,0.021900391,0.022026689,Africa_Eastern,biomass +2,2,3,0.561359374,0.561359397,0.561359416,0.551101196,0.542519877,0.534966529,0.528219682,0.525506523,0.522912592,0.520543006,0.518274789,0.518468925,0.518598861,0.518671829,0.518699483,0.518680473,0.518615177,0.518509554,0.51836534,0.518200661,0.518035982,Africa_Eastern,FiberCrop +2,2,4,0.079171693,0.079171786,0.079171732,0.083123101,0.086446723,0.089299125,0.091770501,0.095294598,0.098401177,0.101205039,0.103756735,0.103735684,0.103710896,0.103682939,0.103652753,0.103621234,0.103587975,0.103555012,0.103520673,0.10348426,0.103447847,Africa_Eastern,MiscCrop +2,2,5,0.007284941,0.007284976,0.007284956,0.006737879,0.00634638,0.006036938,0.005783929,0.005713268,0.005650546,0.005590959,0.005536941,0.005529917,0.005521626,0.005512173,0.005502711,0.005493891,0.005485458,0.005477446,0.005469429,0.005461745,0.005454061,Africa_Eastern,OilCrop +2,2,6,0.015625435,0.015625426,0.015625392,0.015897667,0.016168599,0.016380935,0.016537679,0.016505149,0.016453262,0.016397353,0.016328315,0.016348037,0.016351577,0.016343934,0.016321687,0.016293103,0.016253326,0.016207646,0.016155821,0.016102948,0.016050075,Africa_Eastern,OtherGrain +2,2,7,0.785181501,0.785182449,0.785180712,0.776547329,0.769594323,0.76282639,0.755965529,0.748484595,0.741334381,0.734320246,0.727074971,0.727138003,0.726407944,0.724994392,0.722787802,0.719901496,0.716172499,0.711598092,0.7061338,0.699732805,0.69333181,Africa_Eastern,Rice +2,2,8,0.008590624,0.008590611,0.008590614,0.009485105,0.010288838,0.011015302,0.011678586,0.011900209,0.012104737,0.012296852,0.012480944,0.012480705,0.012480027,0.012479225,0.012477999,0.012476874,0.012475462,0.012474057,0.012472521,0.012470779,0.012469037,Africa_Eastern,Root_Tuber +2,2,9,0.569939483,0.569940238,0.569940034,0.571319131,0.572762226,0.574096712,0.575318654,0.57708175,0.578734034,0.580380027,0.581918555,0.581910835,0.581902235,0.581889368,0.581874263,0.581860097,0.581843092,0.581825383,0.581807231,0.581786677,0.581766123,Africa_Eastern,SugarCrop +2,2,10,0.08894569,0.088945768,0.088945497,0.08600646,0.083500533,0.081226459,0.079169232,0.077975977,0.076910812,0.0759435,0.075066387,0.075046003,0.075000075,0.074931176,0.074845392,0.074754695,0.074648794,0.074533855,0.074408884,0.074281471,0.074154058,Africa_Eastern,Wheat +2,2,11,0.001898593,0.001898526,0.001898484,0.001898496,0.001898563,0.001898627,0.001898688,0.001899008,0.001899281,0.001899527,0.001899765,0.001899879,0.001899956,0.001899999,0.001900015,0.001900008,0.001899971,0.001899918,0.001899846,0.00189976,0.001899674,Africa_Eastern,FodderHerb +2,2,12,0.998562064,0.99856217,0.998562124,0.998562123,0.998562131,0.998562124,0.998562125,0.998562122,0.998562127,0.998562122,0.998562128,0.998562128,0.99856212,0.998562122,0.998562115,0.998562125,0.99856212,0.998562124,0.99856213,0.998562126,0.998562122,Africa_Eastern,FodderGrass +2,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,3,1,0.003994068,0.003994079,0.003994074,0.003928212,0.003886851,0.003850614,0.003817908,0.00392892,0.004025457,0.004111771,0.004187262,0.004185233,0.004182397,0.004178802,0.00417493,0.00417095,0.004166613,0.004162157,0.004157636,0.004153054,0.004148472,Africa_Eastern,Corn +2,3,2,0,0,0,0,0.019665698,0.019693824,0.019718211,0.019599235,0.019721589,0.019835175,0.019899497,0.019908687,0.019872467,0.019832845,0.019793404,0.01976177,0.019737847,0.019721912,0.019714401,0.019715097,0.019715793,Africa_Eastern,biomass +2,3,3,0.342746653,0.342747071,0.342746466,0.334665838,0.327681657,0.321612665,0.316248909,0.314545738,0.312942449,0.311436776,0.310121605,0.310146605,0.310161436,0.310172157,0.310174773,0.310173127,0.310164767,0.310150449,0.310131162,0.310111237,0.310091312,Africa_Eastern,FiberCrop +2,3,4,0.013897539,0.013897512,0.013897542,0.013811055,0.013736486,0.013667877,0.013610809,0.013789601,0.013946475,0.014093145,0.014228886,0.014226758,0.014224298,0.014221544,0.014218439,0.014215361,0.014212105,0.014208691,0.014205251,0.01420165,0.014198049,Africa_Eastern,MiscCrop +2,3,5,0.003386002,0.00338601,0.003386007,0.003140354,0.002956593,0.002810938,0.00269296,0.002668917,0.002647342,0.002627097,0.002609269,0.00260856,0.002607764,0.002606832,0.002605917,0.002605044,0.002604215,0.002603434,0.002602649,0.002601893,0.002601137,Africa_Eastern,OilCrop +2,3,6,0.001169166,0.001169171,0.001169171,0.001175638,0.001182888,0.001189013,0.001194471,0.001192727,0.00119073,0.001188657,0.001186465,0.001186866,0.001186937,0.001186785,0.001186339,0.001185766,0.001184958,0.001184035,0.001182993,0.001181928,0.001180863,Africa_Eastern,OtherGrain +2,3,7,0.780684085,0.780683538,0.78068427,0.774155179,0.768571585,0.763723688,0.759487824,0.75365502,0.748599368,0.744192891,0.740294037,0.740295271,0.74027385,0.740232402,0.74016902,0.74008593,0.739981398,0.739856436,0.739713857,0.739552577,0.739391297,Africa_Eastern,Rice +2,3,8,0.000377575,0.000377591,0.000377611,0.000369128,0.000361456,0.000354402,0.000347936,0.000341932,0.000336315,0.000331073,0.000326192,0.000326189,0.00032618,0.000326169,0.000326152,0.000326137,0.000326118,0.000326099,0.000326079,0.000326054,0.000326029,Africa_Eastern,Root_Tuber +2,3,9,0.250663791,0.2506639,0.250663678,0.253238804,0.255524733,0.257741163,0.259718929,0.261542937,0.263206384,0.264792008,0.266212856,0.266210946,0.2662076,0.266203488,0.266197879,0.266193378,0.266187526,0.266181434,0.266175291,0.266168284,0.266161277,Africa_Eastern,SugarCrop +2,3,10,0.072202498,0.072202711,0.072202668,0.072470645,0.072714247,0.072958216,0.07317076,0.072637943,0.072136366,0.071695373,0.071284371,0.071282894,0.071280057,0.071275712,0.071270341,0.071264493,0.071257805,0.071250245,0.071242318,0.071234872,0.071227426,Africa_Eastern,Wheat +2,3,11,0.000329664,0.000330299,0.00033043,0.000330437,0.000330451,0.000330462,0.000330473,0.000330527,0.000330574,0.000330617,0.000330659,0.00033068,0.000330691,0.000330701,0.000330704,0.000330702,0.000330695,0.000330686,0.000330674,0.000330658,0.000330642,Africa_Eastern,FodderHerb +2,3,12,0.994585031,0.994584984,0.994584897,0.994584885,0.994584886,0.994584889,0.994584894,0.994584891,0.994584891,0.994584902,0.994584903,0.994584897,0.994584908,0.994584894,0.994584898,0.994584903,0.994584894,0.9945849,0.994584908,0.9945849,0.994584892,Africa_Eastern,FodderGrass +2,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,4,1,0.009881844,0.009881812,0.009881813,0.0097634,0.009698808,0.009642943,0.009591223,0.009503331,0.009422948,0.009346416,0.009274142,0.009268877,0.009261469,0.009251969,0.009241795,0.009231352,0.009219873,0.009208083,0.009196149,0.009183957,0.009171765,Africa_Eastern,Corn +2,4,2,0,0,0,0,0.018079215,0.01811994,0.018159981,0.017969031,0.017878575,0.017803433,0.017728746,0.017730476,0.017731633,0.017732054,0.017786026,0.017878229,0.017963024,0.018032678,0.018087101,0.01804842,0.018009739,Africa_Eastern,biomass +2,4,3,0.089279448,0.08927934,0.08927921,0.087466271,0.086085492,0.084886703,0.083786923,0.085180035,0.086462756,0.087661926,0.088735195,0.088819888,0.088876413,0.088907491,0.088918352,0.088909932,0.088880721,0.088834027,0.088772266,0.088698891,0.088625516,Africa_Eastern,FiberCrop +2,4,4,0.05582773,0.055827465,0.055827823,0.05609574,0.056318906,0.056496212,0.056626993,0.057799775,0.058825556,0.05974684,0.06055682,0.060543295,0.060526731,0.06050876,0.060488741,0.060468742,0.060446848,0.060424767,0.060402003,0.060377951,0.060353899,Africa_Eastern,MiscCrop +2,4,5,9.48E-05,9.48E-05,9.48E-05,8.76E-05,8.21E-05,7.78E-05,7.43E-05,7.36E-05,7.29E-05,7.23E-05,7.18E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,0.0000717,Africa_Eastern,OilCrop +2,4,6,0.002872596,0.002872602,0.002872593,0.00287723,0.002882412,0.00288755,0.002891372,0.002875921,0.002861684,0.002848699,0.002836961,0.002837112,0.002837145,0.00283708,0.002836902,0.002836663,0.002836335,0.002835939,0.002835521,0.002835081,0.002834641,Africa_Eastern,OtherGrain +2,4,7,0.784249782,0.784249208,0.784249414,0.77781623,0.772375203,0.767613234,0.7633163,0.757545956,0.752504789,0.748063859,0.743976992,0.743986051,0.743898935,0.743730714,0.743470695,0.74313734,0.742714289,0.742209636,0.741626727,0.740967265,0.740307803,Africa_Eastern,Rice +2,4,8,3.17E-07,3.20E-07,3.39E-07,3.27E-07,3.16E-07,3.05E-07,2.96E-07,2.85E-07,2.76E-07,2.67E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,0.000000259,Africa_Eastern,Root_Tuber +2,4,9,0.274133034,0.274133495,0.274133821,0.278417803,0.282474702,0.286210399,0.28970549,0.292878266,0.295885117,0.298636391,0.301215962,0.301208492,0.301195705,0.301179468,0.301162282,0.301143594,0.301122893,0.301100615,0.301078432,0.301051637,0.301024842,Africa_Eastern,SugarCrop +2,4,10,0.008436924,0.008436962,0.008436963,0.008502637,0.008565155,0.008624426,0.008680377,0.008643156,0.008606061,0.008576503,0.008547039,0.00854705,0.008547041,0.008547037,0.008547029,0.008547028,0.008547029,0.00854705,0.008547037,0.008547034,0.008547031,Africa_Eastern,Wheat +2,4,11,0.001743463,0.001743231,0.001743148,0.001743188,0.001743257,0.001743316,0.001743374,0.001743677,0.001743937,0.001744175,0.001744393,0.001744508,0.001744581,0.001744623,0.001744635,0.001744629,0.001744596,0.001744548,0.001744476,0.001744393,0.00174431,Africa_Eastern,FodderHerb +2,4,12,0.975003018,0.97500308,0.975003117,0.975003072,0.975003059,0.975003118,0.975003069,0.975003201,0.975003106,0.975003139,0.975003063,0.975003058,0.975003099,0.975003078,0.975003101,0.975003076,0.97500317,0.975003068,0.975003115,0.975003131,0.975003147,Africa_Eastern,FodderGrass +2,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,5,1,0.01476409,0.014764129,0.014764088,0.013954221,0.013339087,0.012825038,0.012387848,0.012121254,0.011894211,0.011695468,0.011519237,0.011514426,0.011507644,0.011499004,0.011489726,0.011480218,0.011469788,0.011459103,0.011448287,0.011437241,0.011426195,Africa_Eastern,Corn +2,5,2,0,0,0,0,0.007446548,0.00733757,0.007238692,0.00718112,0.007126878,0.007081912,0.007040385,0.007026856,0.007012859,0.007001222,0.00701701,0.007032685,0.007048253,0.007063769,0.007079235,0.007094789,0.007110343,Africa_Eastern,biomass +2,5,3,0.02792279,0.027922936,0.02792283,0.02684332,0.026428475,0.026065484,0.025729856,0.027496356,0.02908539,0.030513777,0.031795376,0.031929773,0.032017986,0.032065011,0.032079343,0.032061864,0.032012285,0.031936284,0.031834598,0.031714045,0.031593492,Africa_Eastern,FiberCrop +2,5,4,0.014173335,0.014173315,0.014173345,0.013927402,0.013725805,0.013555362,0.013409373,0.013615085,0.013794398,0.013958241,0.014105899,0.014104675,0.014103167,0.01410155,0.014099704,0.014097868,0.014095896,0.014093902,0.014091808,0.014089638,0.014087468,Africa_Eastern,MiscCrop +2,5,5,1.08E-05,1.08E-05,1.08E-05,1.00E-05,9.39E-06,8.83E-06,8.34E-06,7.54E-06,6.90E-06,6.36E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,0.0000059,Africa_Eastern,OilCrop +2,5,6,0.00252571,0.002525711,0.002525718,0.002502472,0.002482414,0.002463471,0.002445607,0.002402986,0.00236498,0.002332534,0.002302419,0.002302678,0.00230273,0.002302633,0.002302344,0.002301971,0.002301458,0.002300868,0.002300194,0.00229951,0.002298826,Africa_Eastern,OtherGrain +2,5,7,0.662923905,0.662924163,0.662924721,0.651562728,0.642260793,0.634300864,0.627427277,0.618764764,0.611421085,0.605124059,0.599577496,0.599580393,0.599541963,0.599468256,0.599356126,0.599211887,0.599030639,0.598814485,0.598565078,0.598283909,0.59800274,Africa_Eastern,Rice +2,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,5,9,0.168832247,0.168832161,0.168832868,0.175931617,0.182565199,0.188662739,0.194304468,0.199600456,0.20450698,0.209072364,0.213274211,0.213266055,0.213254786,0.213239826,0.213222852,0.213204938,0.213185048,0.213165018,0.21314375,0.213119843,0.213095936,Africa_Eastern,SugarCrop +2,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,5,11,0.003034021,0.003033919,0.003034093,0.003034161,0.003034294,0.003034412,0.003034506,0.003035077,0.003035549,0.00303598,0.003036399,0.003036596,0.00303672,0.003036807,0.003036832,0.00303682,0.003036761,0.003036671,0.003036539,0.003036383,0.003036227,Africa_Eastern,FodderHerb +2,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,5,13,8.04E-05,8.05E-05,8.05E-05,7.75E-05,7.48E-05,7.23E-05,6.99E-05,6.65E-05,6.34E-05,6.06E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,0.000058,Africa_Eastern,PalmFruit +2,6,1,0.00019445,0.000194446,0.000194448,0.000183807,0.000175405,0.000168425,0.000162486,0.000157056,0.000152384,0.000148356,0.000144742,0.000144703,0.000144648,0.000144578,0.000144503,0.000144427,0.000144342,0.000144256,0.000144167,0.000144076,0.000143985,Africa_Eastern,Corn +2,6,2,0,0,0,0,0.02764196,0.026373588,0.025225551,0.023782561,0.022505618,0.02169615,0.020995435,0.02135743,0.021725355,0.022099428,0.022451131,0.022750114,0.022994071,0.023201055,0.023389991,0.02355022,0.023710449,Africa_Eastern,biomass 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+2,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb +2,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Corn +2,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass +2,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FiberCrop +2,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,MiscCrop +2,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OtherGrain +2,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb +2,7,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,8,1,0.045251605,0.04525139,0.045251474,0.04497056,0.045158443,0.045354023,0.045528516,0.046565189,0.047491994,0.048327522,0.049092572,0.049029411,0.048940101,0.048825904,0.048702802,0.048576714,0.04843788,0.04829507,0.048150213,0.048002604,0.047854995,Africa_Eastern,Corn +2,8,2,0,0,0,0,0.008553479,0.008674807,0.00879453,0.008872517,0.00895825,0.009043696,0.009122761,0.009131003,0.009136668,0.009139262,0.009141922,0.009143907,0.009145219,0.009146147,0.009146879,0.009147574,0.009148269,Africa_Eastern,biomass +2,8,3,0.478650008,0.478649362,0.478649065,0.489985203,0.500862147,0.511193527,0.521076215,0.530178015,0.538938057,0.547353718,0.555420363,0.555458989,0.555484787,0.555499634,0.555504581,0.555500934,0.555487426,0.555466149,0.555438328,0.555405221,0.555372114,Africa_Eastern,FiberCrop +2,8,4,0.085622129,0.085622103,0.085622438,0.087189219,0.088376533,0.08933637,0.090094206,0.090953992,0.091675123,0.092292661,0.092803152,0.092782529,0.092758122,0.092731248,0.092701271,0.092671205,0.092639007,0.092606422,0.092573016,0.092537677,0.092502338,Africa_Eastern,MiscCrop +2,8,5,0.024667106,0.024667091,0.024667,0.022997145,0.021761997,0.02078358,0.019981261,0.019686087,0.019419548,0.019172811,0.018945616,0.018931895,0.018915819,0.018897601,0.018879247,0.018862104,0.018845756,0.018830317,0.018814782,0.018799979,0.018785176,Africa_Eastern,OilCrop +2,8,6,0.00112735,0.001127403,0.0011274,0.001138219,0.001149758,0.001160268,0.001170203,0.001178655,0.001185903,0.001192604,0.001198187,0.001198587,0.001198663,0.001198511,0.001198064,0.001197487,0.001196688,0.001195768,0.001194721,0.001193647,0.001192573,Africa_Eastern,OtherGrain +2,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,8,9,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,8,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,8,11,0.00208639,0.002074124,0.002075433,0.002075481,0.002075558,0.002075627,0.002075696,0.002076042,0.002076339,0.002076608,0.002076861,0.002076991,0.002077079,0.002077125,0.00207714,0.002077134,0.002077092,0.002077035,0.00207696,0.002076861,0.002076762,Africa_Eastern,FodderHerb +2,8,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,9,1,0.001353682,0.001353623,0.001353671,0.001318363,0.001309076,0.001301994,0.001294772,0.001291555,0.001288172,0.001284351,0.001280345,0.001277446,0.001273353,0.001268098,0.001262471,0.001256678,0.0012503,0.001243739,0.001237092,0.001230314,0.001223536,Africa_Eastern,Corn +2,9,2,0,0,0,0,0.001177128,0.001168318,0.001159443,0.001127781,0.00111137,0.001095146,0.001079654,0.00109416,0.001108766,0.001123441,0.001136834,0.001147867,0.001156455,0.001163573,0.00117022,0.001175364,0.001180508,Africa_Eastern,biomass +2,9,3,0.103617246,0.10361829,0.103618267,0.109243869,0.114861825,0.120360054,0.12574401,0.138645649,0.150991829,0.162823425,0.174213906,0.174258827,0.174289165,0.174304942,0.174309896,0.174304969,0.174288891,0.174264186,0.174230474,0.174191116,0.174151758,Africa_Eastern,FiberCrop +2,9,4,0.020356932,0.02035708,0.020357061,0.020985015,0.021456017,0.021828665,0.022124083,0.02260164,0.022982648,0.02330162,0.023564814,0.023556868,0.023547502,0.023537234,0.023525642,0.023514041,0.02350172,0.023489327,0.02347648,0.023462886,0.023449292,Africa_Eastern,MiscCrop +2,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,9,6,0.000106779,0.000106776,0.000106777,0.00010759,0.000108402,0.000109168,0.000109838,0.000110275,0.000110657,0.000111039,0.000111321,0.000111334,0.000111337,0.000111332,0.000111317,0.000111298,0.000111272,0.000111241,0.000111207,0.000111172,0.000111137,Africa_Eastern,OtherGrain +2,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,9,9,0.999999992,0.999999996,0.999999996,0.999999995,0.999999995,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,0.999999992,Africa_Eastern,SugarCrop +2,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,9,11,0.000583912,0.000584821,0.000591729,0.000591744,0.000591764,0.000591784,0.000591802,0.000591904,0.000591989,0.000592065,0.000592137,0.000592173,0.0005922,0.000592214,0.000592219,0.000592217,0.000592203,0.000592186,0.000592167,0.000592135,0.000592103,Africa_Eastern,FodderHerb +2,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,10,1,0.01826401,0.018263918,0.018264008,0.018154649,0.018155313,0.018165771,0.01817578,0.018122903,0.018074726,0.018024733,0.017981646,0.017968913,0.017950981,0.017927892,0.017903141,0.017877848,0.017849816,0.01782105,0.01779178,0.017762077,0.017732374,Africa_Eastern,Corn +2,10,2,0,0,0,0,0.012535398,0.012738775,0.012927852,0.012634941,0.012619955,0.012610098,0.012600435,0.01264599,0.012691091,0.012735602,0.012791272,0.012780766,0.01276456,0.012759271,0.012759456,0.012759627,0.012759798,Africa_Eastern,biomass +2,10,3,0.175292115,0.175291659,0.17529199,0.182391308,0.190904458,0.199125211,0.207008143,0.225754132,0.243343882,0.259884055,0.275490976,0.27618755,0.276649222,0.27690112,0.276986952,0.276908756,0.276662847,0.276276857,0.275761384,0.275151228,0.274541072,Africa_Eastern,FiberCrop +2,10,4,0.148954803,0.148954382,0.148954199,0.153587304,0.157062256,0.159802845,0.162001223,0.165932356,0.169092378,0.171752033,0.17400791,0.173955868,0.173893328,0.173824567,0.173747582,0.173670334,0.173587598,0.173504229,0.173417774,0.173326916,0.173236058,Africa_Eastern,MiscCrop +2,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,10,6,0.003384129,0.003384126,0.003384125,0.003415447,0.003446409,0.003476039,0.003502798,0.0035186,0.003531249,0.003543892,0.003554982,0.003555253,0.00355531,0.00355521,0.003554895,0.003554472,0.003553908,0.003553245,0.00355251,0.003551746,0.003550982,Africa_Eastern,OtherGrain +2,10,7,0.785156175,0.785156662,0.785156281,0.77878542,0.773392135,0.768686297,0.764458647,0.758740355,0.753757434,0.749382442,0.745456379,0.745463468,0.745389003,0.745248332,0.74503139,0.744751846,0.744397613,0.743975828,0.743487558,0.742937727,0.742387896,Africa_Eastern,Rice +2,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,10,11,0.001741348,0.001742182,0.001740992,0.001741036,0.001741105,0.001741162,0.00174122,0.001741523,0.001741779,0.001742017,0.001742241,0.001742352,0.00174243,0.001742476,0.001742483,0.001742481,0.001742448,0.001742391,0.001742328,0.001742244,0.00174216,Africa_Eastern,FodderHerb +2,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,11,1,0.001978284,0.001978283,0.001978261,0.001971621,0.001972794,0.001974697,0.001976548,0.001972927,0.001969085,0.001965946,0.001962756,0.001961805,0.001960467,0.001958755,0.001956909,0.001955014,0.001952919,0.001950771,0.001948593,0.001946356,0.001944119,Africa_Eastern,Corn +2,11,2,0,0,0,0,0.008780607,0.008918627,0.009050724,0.008908749,0.008901423,0.008897836,0.008894315,0.008925698,0.008964785,0.009003823,0.009043046,0.009035377,0.009023739,0.009015984,0.009012089,0.009012095,0.009012101,Africa_Eastern,biomass +2,11,3,0.164792533,0.16479264,0.164792485,0.172362177,0.180539162,0.188465509,0.196125727,0.214317438,0.231440137,0.247589106,0.262887136,0.263249088,0.263488859,0.263619955,0.263664261,0.263623946,0.263496553,0.26329645,0.263028292,0.262710689,0.262393086,Africa_Eastern,FiberCrop +2,11,4,0.121212796,0.121212799,0.121212771,0.124871732,0.127599059,0.129753271,0.131449116,0.134405255,0.136805379,0.138779923,0.140410747,0.140363025,0.140306623,0.14024399,0.140173932,0.140103332,0.14002766,0.139951109,0.139871953,0.139788219,0.139704485,Africa_Eastern,MiscCrop +2,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,11,6,0.001622246,0.001622251,0.001622249,0.001641717,0.001660817,0.001678673,0.00169597,0.001701723,0.001706738,0.001711764,0.001716051,0.00171609,0.001716094,0.001716071,0.001716041,0.001715975,0.001715896,0.001715804,0.001715699,0.001715592,0.001715485,Africa_Eastern,OtherGrain +2,11,7,0.785156301,0.785156908,0.785156458,0.778375859,0.772677798,0.767556905,0.762774444,0.756703069,0.751282027,0.746371039,0.741771465,0.741792676,0.741581029,0.741172801,0.740540718,0.739721331,0.738681593,0.737430808,0.735973262,0.734315117,0.732656972,Africa_Eastern,Rice +2,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat 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+2,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,12,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Africa_Eastern,SugarCrop +2,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,12,11,0.000624128,0.000617907,0.000606362,0.00060638,0.000606411,0.000606438,0.000606463,0.000606596,0.00060671,0.000606814,0.000606909,0.000606956,0.000606989,0.000607006,0.000607013,0.000607011,0.000606996,0.000606974,0.000606944,0.000606908,0.000606872,Africa_Eastern,FodderHerb +2,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn +3,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass +3,1,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop +3,1,4,0.928928648,0.928928765,0.92892869,0.932175102,0.935124216,0.93780192,0.94025359,0.941628491,0.942925218,0.944171458,0.945346233,0.945340095,0.945333127,0.945325128,0.945316459,0.94530747,0.945298143,0.945288544,0.945278533,0.945268087,0.945257641,Africa_Northern,MiscCrop +3,1,5,0.997723236,0.997723226,0.997723146,0.997802609,0.997884956,0.997958567,0.998024453,0.998041101,0.998056624,0.998072031,0.998087372,0.998083316,0.998078508,0.998072991,0.998067373,0.99806209,0.998057,0.99805213,0.998047196,0.998042472,0.998037748,Africa_Northern,OilCrop +3,1,6,0.671458353,0.671458347,0.671458163,0.670090164,0.668840937,0.667657696,0.66643855,0.664391681,0.662386098,0.660360001,0.658401631,0.6584355,0.658413462,0.658356725,0.65825628,0.658139464,0.657993564,0.657841088,0.657670623,0.657495246,0.657319869,Africa_Northern,OtherGrain +3,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber +3,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop +3,1,10,0.997516903,0.997516881,0.997516883,0.997660838,0.997782514,0.997886539,0.997975619,0.998027714,0.99807411,0.998116064,0.998153727,0.998153201,0.998152276,0.998151014,0.998149496,0.998147917,0.998146168,0.998144348,0.998142364,0.99814034,0.998138316,Africa_Northern,Wheat +3,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,2,1,0.648805225,0.648805215,0.648806081,0.631260324,0.617244718,0.605514916,0.595606514,0.589471966,0.583810559,0.578643254,0.573769438,0.573677653,0.573559613,0.573420311,0.573275562,0.573131167,0.572981385,0.572842559,0.572701738,0.572560945,0.572420152,Africa_Northern,Corn +3,2,2,0,0,0,0,0.709261937,0.715844827,0.721580118,0.726163513,0.729412858,0.73234538,0.736099215,0.736432942,0.736473128,0.73616943,0.735956396,0.73609356,0.736492866,0.736766121,0.736930414,0.737092315,0.737254216,Africa_Northern,biomass +3,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop +3,2,4,0.851653067,0.851653058,0.851653198,0.85096827,0.850331773,0.849801991,0.849268459,0.849084496,0.848896929,0.848708023,0.848516363,0.848501014,0.848483184,0.848463332,0.848440972,0.848418648,0.848394985,0.848370928,0.848346203,0.848320101,0.848293999,Africa_Northern,MiscCrop +3,2,5,0.636474578,0.636474603,0.63647412,0.638465233,0.641414353,0.644025712,0.646230307,0.647141127,0.648034912,0.648832759,0.649640718,0.64914879,0.648566984,0.647901563,0.647232135,0.646604142,0.646003419,0.645429943,0.644853803,0.644302345,0.643750887,Africa_Northern,OilCrop +3,2,6,0.038207848,0.038207775,0.038207788,0.036310914,0.034604609,0.033017857,0.031533806,0.031025431,0.030492888,0.029948542,0.029396037,0.029453748,0.029446105,0.029394956,0.029286122,0.029154283,0.028983237,0.028796926,0.028586522,0.028371856,0.02815719,Africa_Northern,OtherGrain +3,2,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,2,8,0.901065317,0.901066038,0.901064609,0.905366995,0.909282642,0.912844778,0.91611229,0.918063058,0.919935174,0.921704826,0.923373977,0.923372045,0.923366727,0.923360186,0.92335067,0.923341805,0.923330963,0.923320333,0.923308597,0.923295469,0.923282341,Africa_Northern,Root_Tuber +3,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop +3,2,10,0.795368503,0.795368353,0.795368425,0.802613053,0.808844025,0.814259454,0.818965638,0.821843461,0.824364902,0.826669085,0.82875852,0.828737856,0.828701546,0.828651947,0.828592719,0.828531131,0.82846351,0.82839319,0.828317418,0.828240137,0.828162856,Africa_Northern,Wheat +3,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Corn +3,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass +3,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,MiscCrop +3,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OilCrop +3,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain +3,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice +3,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Root_Tuber +3,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,SugarCrop +3,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Wheat +3,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn +3,4,2,0,0,0,0,0.472866429,0.473184897,0.473289307,0.474228745,0.474383924,0.473962416,0.473560414,0.473816705,0.473992007,0.474072625,0.474155199,0.474216708,0.474365907,0.474395032,0.474308857,0.474112181,0.473915505,Africa_Northern,biomass +3,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,4,4,0.422239986,0.422239792,0.422239095,0.417848253,0.413882289,0.41013247,0.406702303,0.405827201,0.404947194,0.404168313,0.403384711,0.403354112,0.403316696,0.403276517,0.403230138,0.403184677,0.403136623,0.403087637,0.403037542,0.402983052,0.402928562,Africa_Northern,MiscCrop +3,4,5,0.066324969,0.066325021,0.066324945,0.063723171,0.062004121,0.060406618,0.058894841,0.058021639,0.057179164,0.056396301,0.055628184,0.055431194,0.055199349,0.054936165,0.054672606,0.054427752,0.054193998,0.053971521,0.053749171,0.053537959,0.053326747,Africa_Northern,OilCrop +3,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain +3,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,4,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber 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+3,8,5,0.251654417,0.25165483,0.25165459,0.25946214,0.268646035,0.277021114,0.284493495,0.284596511,0.28458411,0.284573581,0.284577955,0.283691377,0.282639752,0.281437258,0.280222647,0.279086126,0.277994044,0.276946983,0.275893438,0.274886643,0.273879848,Africa_Northern,OilCrop +3,8,6,0.003787842,0.003787835,0.003787834,0.003608035,0.003443507,0.003273734,0.003093654,0.003071902,0.00302763,0.002972958,0.002903437,0.002923457,0.002922529,0.002907538,0.002873971,0.002832833,0.00277864,0.0027188,0.002651012,0.00258167,0.002512328,Africa_Northern,OtherGrain +3,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice +3,8,8,0.994445476,0.994445421,0.994445428,0.994521022,0.994590813,0.994657402,0.99472315,0.995943765,0.997187473,0.998482648,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber 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+3,9,1,0.869880734,0.869880774,0.869881395,0.865140663,0.86236336,0.860118359,0.858131173,0.855311959,0.852638309,0.850101616,0.847676352,0.847330374,0.846879239,0.846329469,0.845752758,0.845170382,0.844563017,0.843972336,0.843378076,0.84276953,0.842160984,Africa_Northern,Corn +3,9,2,0,0,0,0,0.114615738,0.117172868,0.119513951,0.121312936,0.121993919,0.122652059,0.123282028,0.123392151,0.123438108,0.123407806,0.123425773,0.123522635,0.124123358,0.124574628,0.124544619,0.124562173,0.124579727,Africa_Northern,biomass +3,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,9,4,0.449684122,0.4496834,0.449684086,0.450598749,0.451401944,0.452095846,0.452679619,0.45006746,0.447558549,0.445157525,0.44286238,0.442836759,0.442805794,0.442772784,0.442735593,0.442698385,0.442658082,0.442618671,0.44257622,0.442532578,0.442488936,Africa_Northern,MiscCrop +3,9,5,0.080843446,0.080843401,0.080843382,0.084877544,0.088803294,0.09246639,0.095890593,0.096342841,0.096795355,0.097250343,0.097708927,0.097642637,0.097564428,0.097475321,0.097385513,0.097301943,0.097222098,0.097145902,0.097069479,0.096996852,0.096924225,Africa_Northern,OilCrop +3,9,6,0.001720679,0.001720683,0.001720681,0.001722005,0.001722753,0.001723088,0.001721421,0.001739776,0.001756071,0.001771519,0.001784398,0.00178533,0.001785344,0.001784726,0.001783294,0.001781517,0.001779162,0.001776544,0.001773588,0.001770582,0.001767576,Africa_Northern,OtherGrain +3,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,9,8,0.907638184,0.907638234,0.907638151,0.908713956,0.909741377,0.910722685,0.91169366,0.930465604,0.950107574,0.971126679,0.995443046,0.995442982,0.995442828,0.995442654,0.995442369,0.995442114,0.99544179,0.995441471,0.995441124,0.995440733,0.995440342,Africa_Northern,Root_Tuber +3,9,9,0.648714227,0.648713588,0.648713867,0.655056279,0.660802419,0.666016351,0.670707619,0.6727317,0.674646503,0.676548225,0.67834456,0.678330728,0.678309181,0.678284397,0.678252821,0.678221626,0.678187715,0.678151419,0.678113951,0.678070794,0.678027637,Africa_Northern,SugarCrop +3,9,10,0.186208001,0.186208055,0.186208087,0.193814263,0.200971212,0.207667418,0.213926828,0.214228727,0.214522509,0.214812381,0.215021451,0.215004645,0.21497053,0.214920278,0.214857207,0.214792515,0.214717706,0.214637597,0.214550497,0.214462117,0.214373737,Africa_Northern,Wheat +3,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,10,1,0.487075921,0.487075928,0.487075841,0.480010756,0.475365399,0.471697172,0.468651644,0.463285949,0.458407974,0.4539357,0.44977701,0.449540569,0.449232398,0.448860291,0.448470084,0.448080561,0.447676485,0.447284817,0.446894555,0.446496667,0.446098779,Africa_Northern,Corn +3,10,2,0,0,0,0,0.075018429,0.075044345,0.075092117,0.074864903,0.07502871,0.075159227,0.075292182,0.076321555,0.077356436,0.078396662,0.079354472,0.080128373,0.080777653,0.081300211,0.08176034,0.082123432,0.082486524,Africa_Northern,biomass +3,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,10,4,0.3018831,0.301882939,0.30188339,0.299301581,0.296997055,0.29496992,0.293216538,0.289786101,0.286551792,0.283513403,0.28075409,0.280734759,0.280712277,0.280687393,0.280659994,0.280631672,0.280601479,0.28057154,0.280540006,0.280507621,0.280475236,Africa_Northern,MiscCrop +3,10,5,0.01650592,0.016505888,0.016505859,0.01595688,0.015523059,0.01512881,0.01477582,0.014975037,0.015163496,0.015347989,0.0155285,0.015513218,0.015495185,0.015474858,0.015454536,0.015435574,0.015417663,0.015400581,0.015383566,0.015367404,0.015351242,Africa_Northern,OilCrop +3,10,6,2.91E-05,2.91E-05,2.91E-05,3.00E-05,3.09E-05,3.18E-05,3.25E-05,3.31E-05,3.36E-05,3.40E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,0.0000344,Africa_Northern,OtherGrain +3,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,10,8,0.701651159,0.701651361,0.701651302,0.703984169,0.706212603,0.708339499,0.710456808,0.722914636,0.735375688,0.747806413,0.760244041,0.760242647,0.760237055,0.760229449,0.760218215,0.760208109,0.760195553,0.760184169,0.760170207,0.760155299,0.760140391,Africa_Northern,Root_Tuber +3,10,9,0.751667428,0.751667639,0.751667766,0.757513618,0.762734306,0.767412521,0.771567108,0.773804708,0.775869703,0.777843103,0.779726445,0.77971759,0.779704641,0.779688531,0.779669587,0.779650519,0.779628751,0.779606235,0.77958258,0.77955597,0.77952936,Africa_Northern,SugarCrop +3,10,10,0.097474869,0.097474838,0.097474666,0.10153739,0.105345504,0.108939646,0.112334605,0.111712994,0.111134549,0.110600186,0.110108592,0.110104431,0.110095984,0.11008261,0.110066191,0.11004939,0.110029294,0.110008271,0.109984979,0.109962368,0.109939757,Africa_Northern,Wheat +3,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +4,1,1,0.000334281,0.000334274,0.000334218,0.000335227,0.000338294,0.000340393,0.000341599,0.000336842,0.000332414,0.00032852,0.000324769,0.000324106,0.000323212,0.000322098,0.000320922,0.00031973,0.000318454,0.000317183,0.000315903,0.000314599,0.000313295,Africa_Southern,Corn +4,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass +4,1,3,0.012591484,0.01259045,0.012590737,0.01378759,0.014758174,0.01556204,0.016239225,0.016532877,0.01680326,0.01705619,0.017298203,0.01729815,0.017298192,0.017298247,0.017298199,0.017298206,0.017298148,0.017298189,0.017298191,0.0172981,0.017298009,Africa_Southern,FiberCrop +4,1,4,0.013712192,0.013712086,0.013712078,0.01366773,0.013628951,0.013590105,0.013556965,0.013999818,0.014395718,0.014746379,0.015060527,0.01505854,0.015056183,0.01505362,0.01505077,0.015048015,0.015044971,0.015041747,0.01503866,0.015035165,0.01503167,Africa_Southern,MiscCrop +4,1,5,0.000635126,0.000635237,0.000635168,0.00055796,0.000500948,0.000454919,0.000416838,0.000406974,0.000397483,0.000388384,0.000379671,0.000370533,0.000361438,0.000352407,0.000344182,0.000337244,0.000331348,0.000326303,0.000321744,0.000317842,0.00031394,Africa_Southern,OilCrop +4,1,6,0.001025919,0.001025778,0.001025854,0.000931406,0.000860414,0.000804941,0.000760034,0.000730116,0.000704274,0.000681649,0.000661684,0.000661852,0.000661875,0.000661797,0.000661586,0.000661319,0.000660952,0.000660535,0.000660061,0.000659577,0.000659093,Africa_Southern,OtherGrain +4,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,1,9,0.350205606,0.350206538,0.350206205,0.366822662,0.3824663,0.397220058,0.411116136,0.419457223,0.427524372,0.435415124,0.443016594,0.443013649,0.443009122,0.44300393,0.442997911,0.442991358,0.442984429,0.442977246,0.442969314,0.442960514,0.442951714,Africa_Southern,SugarCrop +4,1,10,0.520671348,0.520671605,0.520670219,0.521163587,0.521549226,0.521930483,0.522202183,0.500802278,0.48164322,0.464460151,0.448954558,0.448950378,0.448942534,0.448931422,0.448916647,0.448901575,0.448885451,0.448867733,0.448847468,0.44882707,0.448806672,Africa_Southern,Wheat +4,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,1,13,0.000992296,0.000992354,0.000991719,0.000956529,0.000923789,0.000893328,0.000865,0.000844142,0.0008245,0.000805666,0.000787944,0.000784508,0.000781093,0.000777689,0.000774296,0.000770918,0.000767562,0.00076421,0.000760879,0.000757563,0.000754247,Africa_Southern,PalmFruit +4,2,1,0.007869536,0.007869501,0.00786952,0.007527966,0.00732178,0.007158143,0.007021255,0.006933433,0.006853013,0.006780818,0.006711678,0.006701877,0.006688507,0.006671822,0.006654106,0.006636109,0.006616762,0.006597401,0.006577866,0.006558008,0.00653815,Africa_Southern,Corn +4,2,2,0,0,0,0,0.033031711,0.033531836,0.033935491,0.033688555,0.033209381,0.03277754,0.032386169,0.032534857,0.032650099,0.032670226,0.03260813,0.032523857,0.032431051,0.032347208,0.032274491,0.032215253,0.032156015,Africa_Southern,biomass +4,2,3,0.060165435,0.060165369,0.060165277,0.067661221,0.074039891,0.079593924,0.084431327,0.085083455,0.085674682,0.086202792,0.086699078,0.086733453,0.086756491,0.086769368,0.086773799,0.086770201,0.086758037,0.086739088,0.086713773,0.08668402,0.086654267,Africa_Southern,FiberCrop +4,2,4,0.031922096,0.031921893,0.031922025,0.032144436,0.032341053,0.032511656,0.032655622,0.033259642,0.033817477,0.034327078,0.034800282,0.034797637,0.034794451,0.034791059,0.034787131,0.034783343,0.034779235,0.034775044,0.034770715,0.034766169,0.034761623,Africa_Southern,MiscCrop +4,2,5,0.008153517,0.008153585,0.00815354,0.007135342,0.006382491,0.005778376,0.005282602,0.005116913,0.004960441,0.004812933,0.004674063,0.004564629,0.004456156,0.004348801,0.004251272,0.004169282,0.00409994,0.004040922,0.003987886,0.003942815,0.003897744,Africa_Southern,OilCrop +4,2,6,0.000538321,0.000538257,0.000538327,0.000491475,0.000455737,0.000426638,0.000401965,0.000388283,0.000375785,0.000364334,0.00035379,0.000354365,0.000354443,0.000354177,0.000353466,0.000352562,0.000351323,0.000349915,0.000348319,0.000346691,0.000345063,Africa_Southern,OtherGrain +4,2,7,0.202889692,0.202889331,0.202890072,0.206070272,0.208823013,0.211065879,0.21274279,0.21147231,0.210142823,0.208816935,0.207361484,0.207359356,0.207120635,0.206682678,0.206018021,0.205169744,0.204109637,0.202853481,0.201404695,0.199772036,0.198139377,Africa_Southern,Rice +4,2,8,0.008349751,0.008349746,0.008349731,0.008037647,0.007750421,0.007483028,0.007234126,0.00690716,0.006608994,0.006337251,0.006089628,0.006036895,0.005984592,0.005932707,0.00588382,0.005840349,0.005799725,0.005764388,0.005734176,0.005706605,0.005679034,Africa_Southern,Root_Tuber +4,2,9,0.854368245,0.854368384,0.854368256,0.8531087,0.851966526,0.850923437,0.849980502,0.841598856,0.833966653,0.826900232,0.820355397,0.820347046,0.820333715,0.820317313,0.820298467,0.820278435,0.820256282,0.820233036,0.82020888,0.820181168,0.820153456,Africa_Southern,SugarCrop +4,2,10,0.351979309,0.351978963,0.351979208,0.351722437,0.351384826,0.350976458,0.35039482,0.331006806,0.31417254,0.299326504,0.286178025,0.286113266,0.285982856,0.285795405,0.285565313,0.28532447,0.285048682,0.284753762,0.284434287,0.284108386,0.283782485,Africa_Southern,Wheat +4,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,2,13,0.001273203,0.001273713,0.001273637,0.001213663,0.001159511,0.00111017,0.001065233,0.001027436,0.000992273,0.00095956,0.000929132,0.000925083,0.000921041,0.000917028,0.000913032,0.000909051,0.000905087,0.000901143,0.000897218,0.000893304,0.00088939,Africa_Southern,PalmFruit +4,3,1,0.038274991,0.038274867,0.038274987,0.036875253,0.035693887,0.034693258,0.033817532,0.033409048,0.033060391,0.032742075,0.032467376,0.032466737,0.032465449,0.032463898,0.032462326,0.032460842,0.032459054,0.0324573,0.032455451,0.032453754,0.032452057,Africa_Southern,Corn +4,3,2,0,0,0,0,0.032788318,0.032962543,0.033088107,0.03257836,0.03207889,0.031453352,0.031016544,0.031324792,0.031587442,0.03162257,0.031658353,0.031658342,0.031649324,0.031621746,0.031604594,0.031587284,0.031569974,Africa_Southern,biomass +4,3,3,0.060445798,0.060445813,0.060445768,0.062536063,0.064408399,0.066067442,0.067576601,0.069635669,0.071441039,0.073028801,0.074412896,0.074414539,0.074415396,0.07441602,0.074416257,0.074416146,0.074415632,0.074414756,0.074413632,0.074412368,0.074411104,Africa_Southern,FiberCrop +4,3,4,0.01702662,0.017026575,0.017026613,0.017257718,0.017462213,0.017646843,0.017810587,0.017870426,0.017922669,0.017967435,0.018012067,0.018011308,0.018010284,0.018009345,0.018008248,0.018006992,0.018005799,0.018004562,0.018003217,0.018001878,0.018000539,Africa_Southern,MiscCrop +4,3,5,0.002021913,0.002021902,0.002021898,0.001817113,0.001658114,0.001525722,0.001413555,0.001327545,0.001251568,0.001184032,0.001124054,0.001097972,0.001072158,0.001046663,0.001023524,0.00100411,0.000987727,0.000973815,0.000961342,0.000950772,0.000940202,Africa_Southern,OilCrop +4,3,6,1.57E-05,1.57E-05,1.57E-05,1.46E-05,1.37E-05,1.29E-05,1.22E-05,1.16E-05,1.11E-05,1.06E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,0.0000101,Africa_Southern,OtherGrain +4,3,7,0.261228084,0.261227582,0.261228098,0.264904677,0.26811814,0.270876816,0.273244399,0.271279076,0.269534337,0.267921706,0.26642038,0.266420208,0.266346768,0.266212437,0.266009121,0.265751499,0.26542891,0.26504807,0.264611018,0.264119253,0.263627488,Africa_Southern,Rice +4,3,8,0.000181178,0.000181168,0.000181174,0.000173219,0.000165971,0.000159302,0.000153233,0.000149924,0.000146812,0.000143826,0.000140962,0.000139735,0.000138517,0.000137309,0.000136171,0.000135159,0.000134213,0.000133391,0.000132688,0.000132047,0.000131406,Africa_Southern,Root_Tuber +4,3,9,0.663609023,0.663609604,0.663609171,0.660122498,0.65713369,0.654414077,0.651869051,0.638182771,0.626060916,0.615089237,0.605220668,0.605195759,0.605159891,0.605112573,0.605059513,0.605004565,0.604941695,0.604876359,0.604808135,0.604730406,0.604652677,Africa_Southern,SugarCrop +4,3,10,0.425370761,0.425372002,0.425371644,0.423771891,0.422404771,0.42121246,0.41998368,0.404074026,0.390281705,0.378163431,0.367578349,0.367546127,0.367478539,0.367380676,0.367259236,0.367131996,0.366985156,0.366827784,0.366656989,0.366483212,0.366309435,Africa_Southern,Wheat +4,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,3,13,0.002785422,0.002785434,0.002785451,0.00267173,0.002567066,0.002470762,0.002382189,0.002315768,0.002253149,0.00219412,0.002138485,0.002129176,0.002119915,0.002110685,0.002101487,0.002092336,0.002083228,0.002074157,0.002065126,0.002056133,0.00204714,Africa_Southern,PalmFruit +4,4,1,0.007604331,0.007604343,0.007604342,0.007377418,0.007193519,0.007035626,0.006901714,0.006789314,0.006689974,0.006600434,0.006523203,0.006522552,0.006521632,0.006520461,0.006519208,0.006517925,0.006516533,0.006515117,0.00651368,0.006512226,0.006510772,Africa_Southern,Corn +4,4,2,0,0,0,0,0.016314941,0.016450068,0.016554834,0.016026551,0.015741783,0.015474637,0.015242213,0.01529573,0.015332524,0.015349416,0.015360067,0.015359747,0.015368266,0.015407395,0.015438667,0.015463117,0.015487567,Africa_Southern,biomass +4,4,3,0.002167058,0.002167056,0.00216705,0.002304179,0.002425841,0.002534258,0.002631456,0.002676012,0.002715637,0.002751212,0.002782472,0.002784228,0.002785413,0.002786066,0.002786284,0.002786079,0.00278546,0.002784458,0.002783154,0.002781607,0.00278006,Africa_Southern,FiberCrop +4,4,4,0.014038881,0.014038847,0.014038864,0.014139569,0.014228887,0.014306663,0.014372558,0.014341379,0.014316186,0.014297126,0.014271879,0.01427137,0.014270749,0.014270069,0.01426932,0.014268557,0.014267746,0.014266928,0.014266051,0.014265142,0.014264233,Africa_Southern,MiscCrop +4,4,5,0.000300866,0.000300853,0.000300862,0.000275639,0.00025492,0.000237308,0.000222058,0.000205584,0.000191481,0.000179271,0.000168567,0.000164827,0.000161153,0.000157544,0.000154285,0.000151563,0.000149284,0.000147367,0.000145664,0.000144238,0.000142812,Africa_Southern,OilCrop +4,4,6,3.31E-05,3.31E-05,3.31E-05,3.12E-05,2.95E-05,2.79E-05,2.66E-05,2.51E-05,2.38E-05,2.26E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.15E-05,2.15E-05,2.15E-05,0.0000215,Africa_Southern,OtherGrain +4,4,7,0.104380688,0.104380644,0.104380547,0.105627754,0.106685163,0.107614089,0.108404467,0.107647941,0.106966749,0.106357816,0.105815225,0.105814981,0.105793396,0.105755065,0.105695686,0.105620957,0.105527285,0.105417241,0.105289705,0.105147171,0.105004637,Africa_Southern,Rice +4,4,8,2.88E-07,2.87E-07,2.89E-07,2.77E-07,2.66E-07,2.56E-07,2.47E-07,2.42E-07,2.37E-07,2.33E-07,2.29E-07,2.27E-07,2.25E-07,2.23E-07,2.21E-07,2.19E-07,2.18E-07,2.17E-07,2.15E-07,2.14E-07,0.000000213,Africa_Southern,Root_Tuber +4,4,9,0.485742324,0.485743987,0.485744531,0.478224091,0.471406562,0.465238041,0.459502569,0.445189554,0.43274464,0.421842409,0.412151922,0.412138336,0.412116292,0.412088086,0.412056002,0.412023059,0.411985019,0.411946521,0.411904809,0.411858168,0.411811527,Africa_Southern,SugarCrop +4,4,10,0.006387925,0.006387967,0.006387796,0.006386618,0.006383023,0.006381612,0.006376908,0.005880441,0.005470949,0.00512678,0.004834919,0.004834527,0.004833718,0.004832533,0.00483107,0.004829531,0.004827772,0.004825893,0.004823832,0.004821755,0.004819678,Africa_Southern,Wheat +4,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,4,13,0.001015392,0.001015412,0.001015416,0.000968006,0.000924806,0.00088583,0.000849964,0.000821224,0.000794486,0.000769621,0.000746508,0.000743253,0.000740012,0.000736785,0.000733573,0.000730376,0.00072719,0.000724021,0.000720863,0.00071772,0.000714577,Africa_Southern,PalmFruit +4,5,1,0.002526179,0.00252618,0.002526175,0.002416452,0.002331043,0.002262249,0.002203894,0.002113676,0.002039233,0.001975784,0.001921703,0.001921488,0.001921208,0.001920843,0.001920461,0.001920059,0.001919636,0.00191922,0.001918769,0.001918329,0.001917889,Africa_Southern,Corn +4,5,2,0,0,0,0,0.002846512,0.002733261,0.002631968,0.002449647,0.002329956,0.002231935,0.002146564,0.002143136,0.002138743,0.002133208,0.002127698,0.002121962,0.002115983,0.002109877,0.002104637,0.002099387,0.002094137,Africa_Southern,biomass 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+4,5,7,0.185019468,0.185019216,0.185019488,0.17661759,0.170295096,0.16529245,0.161295028,0.157360546,0.154099501,0.151314027,0.148868989,0.14886806,0.148837263,0.14878049,0.148695655,0.148587536,0.148452958,0.148293687,0.148110662,0.147905054,0.147699446,Africa_Southern,Rice +4,5,8,1.30E-07,1.22E-07,1.23E-07,1.20E-07,1.16E-07,1.13E-07,1.10E-07,1.06E-07,1.01E-07,9.77E-08,9.42E-08,9.34E-08,9.26E-08,9.18E-08,9.10E-08,9.04E-08,8.97E-08,8.92E-08,8.87E-08,8.83E-08,8.79E-08,Africa_Southern,Root_Tuber +4,5,9,0.264431511,0.264430248,0.264429705,0.256342275,0.250444484,0.244955119,0.239783487,0.22913333,0.219887947,0.211782048,0.204597661,0.204448314,0.204229918,0.203945932,0.203627638,0.203291375,0.202916367,0.20252401,0.202111779,0.201643446,0.201175113,Africa_Southern,SugarCrop +4,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,6,1,0.085083799,0.085084235,0.085084133,0.084183922,0.083422854,0.082798626,0.082243086,0.081787082,0.081397836,0.081042491,0.080688211,0.080688306,0.080688046,0.080688343,0.080688454,0.080688271,0.08068841,0.080688331,0.08068816,0.080688265,0.08068837,Africa_Southern,Corn +4,6,2,0,0,0,0,0.011140411,0.010662644,0.010220907,0.00965384,0.00919122,0.008722731,0.008303731,0.008362687,0.008418272,0.008469668,0.008517739,0.008557692,0.008589448,0.008616884,0.008640477,0.008660195,0.008679913,Africa_Southern,biomass +4,6,3,0.042878663,0.042877987,0.042879504,0.040788185,0.038851485,0.037091271,0.035486065,0.033512585,0.031754287,0.030188324,0.028768887,0.028816091,0.028847599,0.028864832,0.02887065,0.02886531,0.028848504,0.028822242,0.028787161,0.02874548,0.028703799,Africa_Southern,FiberCrop +4,6,4,0.056205089,0.056205134,0.056205081,0.054477909,0.053118388,0.052020268,0.051128892,0.049985293,0.048964926,0.048101502,0.047329394,0.047326262,0.04732254,0.047318028,0.047313481,0.047308444,0.047302912,0.04729761,0.047292176,0.047286205,0.047280234,Africa_Southern,MiscCrop +4,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop +4,6,6,0.010588965,0.010588244,0.010589368,0.010111852,0.009681037,0.00928329,0.00891583,0.008361715,0.007874002,0.007442719,0.007058406,0.007060411,0.007060749,0.007059935,0.007057636,0.00705469,0.007050575,0.007045877,0.007040522,0.007035058,0.007029594,Africa_Southern,OtherGrain +4,6,7,0.331176562,0.331171075,0.331179509,0.332852052,0.334006441,0.333496231,0.330948567,0.326374922,0.32095486,0.314668959,0.306941218,0.306931215,0.305241165,0.302108046,0.297295487,0.291043562,0.28303049,0.273250775,0.26155293,0.247805058,0.234057186,Africa_Southern,Rice +4,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop +4,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,7,1,0.01184429,0.011844314,0.011844372,0.012005122,0.012141338,0.012242313,0.012318167,0.011739564,0.011262307,0.010867866,0.010526838,0.010521602,0.010514568,0.010505823,0.010496625,0.010487312,0.010477425,0.01046756,0.010457635,0.010447542,0.010437449,Africa_Southern,Corn +4,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass +4,7,3,0.764574628,0.764580306,0.764578206,0.764963477,0.765348451,0.765580198,0.765811254,0.762274648,0.758858376,0.755491,0.752171707,0.752172811,0.752171813,0.752172537,0.75217277,0.752172605,0.752171895,0.75217281,0.752171108,0.75217149,0.752171872,Africa_Southern,FiberCrop +4,7,4,0.013136475,0.013136443,0.013136442,0.013083592,0.013030105,0.012987461,0.012944432,0.012642929,0.012363314,0.012099889,0.011851596,0.011847787,0.011843245,0.011838251,0.011832654,0.011827034,0.011820976,0.011814881,0.011808574,0.011801914,0.011795254,Africa_Southern,MiscCrop +4,7,5,0.004554946,0.004554958,0.004554792,0.004066321,0.003698047,0.00339285,0.003135383,0.00309384,0.003052594,0.003011887,0.002971856,0.002900808,0.002830124,0.002759972,0.00269609,0.002642225,0.002596446,0.002557311,0.002521966,0.002491743,0.00246152,Africa_Southern,OilCrop +4,7,6,0.001562589,0.001562577,0.001562552,0.001488877,0.001427817,0.001377472,0.001334013,0.00132702,0.00132061,0.001314794,0.001308995,0.001309017,0.00130902,0.001309011,0.00130898,0.001308941,0.001308892,0.001308834,0.001308771,0.001308701,0.001308631,Africa_Southern,OtherGrain +4,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,7,8,0.019394792,0.019394786,0.019394589,0.018653283,0.017970171,0.017333819,0.016748033,0.016483693,0.016230147,0.015980445,0.01574105,0.015606087,0.015472097,0.015339184,0.015213747,0.015102347,0.014998113,0.014907385,0.014829959,0.014759135,0.014688311,Africa_Southern,Root_Tuber +4,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop +4,7,10,0.854629994,0.854629389,0.854628617,0.855737569,0.856682125,0.857516148,0.858241077,0.860774368,0.863268975,0.865776845,0.868245253,0.868244329,0.86824244,0.868240037,0.86823665,0.868233637,0.868229841,0.868225628,0.868221409,0.868216904,0.868212399,Africa_Southern,Wheat +4,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,8,1,0.004566015,0.004566023,0.004566017,0.00444746,0.004395303,0.004352739,0.00431547,0.004252256,0.004193285,0.004141122,0.004090844,0.00408262,0.004071598,0.004057972,0.004043602,0.004029117,0.004013703,0.003998481,0.003983166,0.003967591,0.003952016,Africa_Southern,Corn +4,8,2,0,0,0,0,0.004304663,0.004267126,0.004228818,0.004223165,0.004188676,0.004152483,0.004128545,0.004125678,0.004127051,0.004122821,0.004118694,0.004115128,0.004112127,0.004110235,0.004109745,0.004111037,0.004112329,Africa_Southern,biomass +4,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop +4,8,4,0.001866101,0.001866121,0.001866082,0.001911889,0.001951306,0.00198472,0.002014398,0.002155375,0.002290378,0.002419264,0.002542205,0.002541988,0.002541704,0.002541395,0.002541041,0.002540702,0.002540319,0.002539944,0.00253955,0.002539154,0.002538758,Africa_Southern,MiscCrop +4,8,5,0.001111069,0.001111172,0.001111156,0.000986401,0.000892196,0.000815187,0.000750584,0.000740239,0.000730006,0.000720232,0.000710627,0.000693853,0.000677212,0.000660738,0.00064577,0.000633181,0.000622526,0.000613447,0.000605285,0.000598339,0.000591393,Africa_Southern,OilCrop +4,8,6,0,0,2.01E-07,1.74E-07,1.55E-07,1.39E-07,1.26E-07,1.20E-07,1.15E-07,1.09E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,0.000000105,Africa_Southern,OtherGrain +4,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,8,8,0.012119367,0.012119175,0.012119235,0.011657754,0.011232806,0.010837102,0.010468635,0.009996926,0.009570723,0.009182173,0.008824366,0.008748152,0.008672507,0.00859756,0.008526793,0.008463968,0.008405181,0.008353976,0.008310356,0.008270425,0.008230494,Africa_Southern,Root_Tuber +4,8,9,0.186277073,0.186276241,0.186277002,0.197449578,0.208232731,0.218629949,0.228631931,0.234733789,0.240706361,0.246620376,0.252381535,0.252377349,0.252370709,0.252363138,0.252353951,0.25234469,0.252333888,0.252321921,0.25231069,0.252296163,0.252281636,Africa_Southern,SugarCrop +4,8,10,0.993001681,0.993001892,0.993000707,0.993060757,0.993111548,0.993155975,0.993194106,0.993333857,0.993470712,0.993607474,0.993741335,0.993741127,0.993740748,0.993740165,0.993739502,0.993738811,0.993737992,0.993737094,0.993736148,0.993735178,0.993734208,Africa_Southern,Wheat +4,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,9,1,0.016473335,0.016473234,0.01647332,0.015182556,0.014237117,0.01350733,0.012927876,0.012839164,0.012756282,0.012684676,0.012618723,0.012618067,0.012617152,0.01261601,0.012614816,0.012613609,0.012612339,0.012611066,0.012609793,0.012608471,0.012607149,Africa_Southern,Corn +4,9,2,0,0,0,0,0.117872283,0.118910495,0.119820412,0.120387356,0.120107088,0.11952315,0.11900491,0.118628491,0.118184563,0.117662263,0.117188244,0.116878996,0.116777779,0.116711704,0.116685367,0.117154877,0.117624387,Africa_Southern,biomass +4,9,3,0.235319003,0.235318615,0.235318842,0.25228193,0.265519699,0.276067031,0.284795351,0.288604813,0.292175963,0.295503221,0.29858069,0.298594094,0.298602691,0.298607088,0.298609422,0.298608285,0.298604209,0.298597012,0.298587474,0.2985767,0.298565926,Africa_Southern,FiberCrop +4,9,4,0.013609186,0.013609181,0.013609206,0.013172558,0.012793106,0.012456162,0.012153737,0.012431919,0.012689058,0.012934878,0.013162771,0.013161876,0.013160878,0.013159703,0.013158459,0.013157186,0.013155842,0.013154468,0.013153038,0.01315155,0.013150062,Africa_Southern,MiscCrop +4,9,5,0.007171415,0.007171388,0.00717141,0.006208643,0.00550987,0.004957577,0.004509996,0.004383006,0.00426302,0.004148164,0.004040075,0.003944973,0.003850631,0.003757217,0.003672331,0.003600931,0.0035405,0.003489038,0.003442747,0.003403362,0.003363977,Africa_Southern,OilCrop +4,9,6,1.85E-05,1.85E-05,1.85E-05,1.59E-05,1.39E-05,1.24E-05,1.12E-05,1.08E-05,1.04E-05,1.01E-05,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,0.00000979,Africa_Southern,OtherGrain +4,9,7,0.226919348,0.226921974,0.226923303,0.229975451,0.232605596,0.234951908,0.236834367,0.253748763,0.272088825,0.292092527,0.314083329,0.314082616,0.313963845,0.313747963,0.313421535,0.313004598,0.312484746,0.311870743,0.311164293,0.310369387,0.309574481,Africa_Southern,Rice +4,9,8,0.000230432,0.000230415,0.000230387,0.000217996,0.000206984,0.000197037,0.000188055,0.00018256,0.000177376,0.000172488,0.00016788,0.000166417,0.000164966,0.000163528,0.000162172,0.000160966,0.000159839,0.000158858,0.000158022,0.000157257,0.000156492,Africa_Southern,Root_Tuber +4,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop +4,9,10,0.95240683,0.952406572,0.952406253,0.948219827,0.944729631,0.941756323,0.939159288,0.939225424,0.9392874,0.939347278,0.939378003,0.939368887,0.939350306,0.93932412,0.939291805,0.939257787,0.939218943,0.93917769,0.939132522,0.939086889,0.939041256,Africa_Southern,Wheat +4,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,9,13,0.015544483,0.015544618,0.015545211,0.015065651,0.014613178,0.014192352,0.013795239,0.013548017,0.013310835,0.013083406,0.01286531,0.012809889,0.012754705,0.012699783,0.012645092,0.01259059,0.012536338,0.012482326,0.012428548,0.01237497,0.012321392,Africa_Southern,PalmFruit +4,10,1,0.008121679,0.008121687,0.008121685,0.007533387,0.007087065,0.006735108,0.006449522,0.006304192,0.006175218,0.006064379,0.005965685,0.005965459,0.00596512,0.005964781,0.005964338,0.005963941,0.005963479,0.005963056,0.005962563,0.005962116,0.005961669,Africa_Southern,Corn +4,10,2,0,0,0,0,0.034873428,0.034492378,0.03410184,0.033025416,0.032606115,0.032202736,0.031840655,0.032032252,0.032185783,0.032279521,0.032388043,0.032486738,0.032561597,0.032630904,0.032697247,0.032777013,0.032856779,Africa_Southern,biomass 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+4,10,6,0.000299868,0.000299933,0.000299889,0.000256083,0.000224047,0.000199458,0.000180002,0.000172888,0.000166334,0.000160303,0.000154689,0.000154703,0.000154704,0.000154699,0.000154683,0.000154664,0.000154637,0.000154606,0.000154571,0.000154536,0.000154501,Africa_Southern,OtherGrain +4,10,7,0.377058955,0.377075056,0.377058273,0.38738017,0.397382424,0.406926432,0.416091616,0.418889808,0.4215686,0.424235273,0.42687832,0.426877621,0.426845772,0.426787917,0.426701585,0.42659223,0.426454308,0.426293961,0.426108934,0.425901611,0.425694288,Africa_Southern,Rice +4,10,8,0.000927477,0.000927495,0.000927541,0.000900783,0.000875559,0.000851775,0.000829349,0.000795761,0.000764836,0.000736393,0.00070992,0.000703743,0.000697614,0.00069153,0.000685799,0.000680707,0.000675946,0.000671802,0.000668263,0.000665034,0.000661805,Africa_Southern,Root_Tuber +4,10,9,0.992564841,0.992564574,0.9925647,0.992347585,0.992142838,0.991949752,0.99176602,0.991161681,0.990589492,0.990044295,0.989525799,0.989525544,0.989525203,0.989524747,0.989524263,0.989523739,0.989523124,0.989522534,0.989521879,0.989521159,0.989520439,Africa_Southern,SugarCrop +4,10,10,0.121939319,0.1219395,0.121939575,0.113962132,0.108219633,0.103853905,0.100395305,0.100117293,0.099835035,0.099550952,0.099262666,0.099252339,0.099230566,0.099199161,0.099159819,0.09911832,0.099070604,0.099019706,0.09896393,0.098906913,0.098849896,Africa_Southern,Wheat +4,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,10,13,0.00479671,0.004796537,0.004795383,0.004645895,0.004504928,0.004373888,0.004250325,0.004173419,0.004099689,0.004028988,0.003961237,0.003944011,0.003926874,0.003909803,0.003892821,0.003875893,0.003859053,0.003842283,0.003825584,0.003808943,0.003792302,Africa_Southern,PalmFruit +4,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Corn +4,11,2,0,0,0,0,1.40E-06,1.36E-06,1.32E-06,1.28E-06,1.24E-06,1.21E-06,1.18E-06,1.18E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.20E-06,1.20E-06,0.0000012,Africa_Southern,biomass +4,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop +4,11,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,MiscCrop +4,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop +4,11,6,0.000166409,0.000167752,0.000167539,0.000140711,0.000121668,0.000107411,9.63E-05,9.14E-05,8.70E-05,8.31E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,0.0000795,Africa_Southern,OtherGrain +4,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop +4,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +5,1,1,0.008468486,0.008468455,0.008468529,0.008214724,0.008001985,0.007803085,0.007618885,0.007721149,0.007807602,0.007881359,0.007945539,0.007943182,0.007939963,0.007935795,0.007931315,0.007926735,0.007921689,0.007916518,0.007911281,0.007905874,0.007900467,Africa_Western,Corn +5,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass +5,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,1,4,0.006456719,0.006456735,0.006456718,0.006536008,0.006602232,0.006660606,0.006708037,0.006800365,0.006884975,0.006961665,0.007033078,0.007032529,0.007031885,0.007031168,0.007030359,0.007029549,0.007028666,0.007027799,0.007026907,0.007025954,0.007025001,Africa_Western,MiscCrop +5,1,5,0.040384927,0.040385039,0.040385034,0.041605347,0.042920908,0.04407013,0.045081111,0.046091611,0.046966575,0.047759522,0.048447399,0.048343268,0.048219384,0.04807742,0.047933638,0.047798692,0.047668184,0.047542438,0.047415409,0.047293705,0.047172001,Africa_Western,OilCrop +5,1,6,0.000515563,0.000515562,0.000515563,0.000515628,0.000515813,0.000515701,0.000515497,0.00047892,0.000450347,0.000427248,0.000408237,0.000408389,0.000408417,0.00040836,0.000408188,0.00040797,0.000407664,0.000407313,0.000406911,0.000406502,0.000406093,Africa_Western,OtherGrain +5,1,7,0.60232417,0.602324083,0.602323525,0.601307182,0.600420618,0.599586008,0.598786591,0.596754379,0.594886622,0.593074008,0.591509182,0.591513378,0.591443692,0.591313972,0.591115137,0.590859739,0.590540157,0.590162385,0.589727508,0.589235979,0.58874445,Africa_Western,Rice +5,1,8,0.016457986,0.016457985,0.016457244,0.016315085,0.016180836,0.016061374,0.01594934,0.015820072,0.015698119,0.015583605,0.015476269,0.015476174,0.015475801,0.015475427,0.015474763,0.015474108,0.015473385,0.015472657,0.015471762,0.015470842,0.015469922,Africa_Western,Root_Tuber +5,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,SugarCrop +5,1,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,Wheat +5,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,2,1,0.009194538,0.009194541,0.009194543,0.009107695,0.00902949,0.008956523,0.008884097,0.008890754,0.008897187,0.008903501,0.008905944,0.008905062,0.008903806,0.00890222,0.0089005,0.008898748,0.008896808,0.008894822,0.008892799,0.008890747,0.008888695,Africa_Western,Corn +5,2,2,0,0,0,0,0.007543228,0.007689997,0.007815074,0.00792831,0.008019998,0.008098772,0.008176966,0.008186775,0.008184432,0.008171766,0.008166421,0.00816242,0.00814202,0.008155674,0.008175789,0.008185146,0.008194503,Africa_Western,biomass +5,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,2,4,0.020243025,0.020243021,0.020243033,0.01994646,0.01969508,0.019487395,0.019314331,0.019520097,0.019702968,0.019870648,0.020022635,0.020022311,0.020021762,0.02002125,0.02002077,0.020020204,0.020019524,0.02001892,0.020018264,0.0200175,0.020016736,Africa_Western,MiscCrop +5,2,5,0.014204879,0.014204821,0.014204848,0.01465468,0.015132838,0.015558346,0.015934831,0.016284326,0.016598424,0.016875858,0.017129705,0.017094171,0.017052143,0.017004101,0.01695583,0.016910743,0.016867423,0.016825846,0.016784094,0.016744262,0.01670443,Africa_Western,OilCrop +5,2,6,0.001340621,0.001340623,0.00134062,0.001377129,0.001409891,0.001439083,0.001465716,0.001455525,0.001446604,0.001438963,0.001432573,0.001432623,0.001432632,0.00143261,0.00143256,0.001432494,0.001432398,0.001432293,0.001432171,0.00143205,0.001431929,Africa_Western,OtherGrain +5,2,7,0.169846623,0.169846321,0.169846433,0.169844972,0.169894207,0.169878967,0.169723195,0.16934159,0.168973035,0.168552847,0.168059388,0.168065787,0.167982856,0.167829746,0.167592302,0.16728989,0.166908499,0.166455969,0.165934842,0.165349532,0.164764222,Africa_Western,Rice +5,2,8,0.018930246,0.018930196,0.018930147,0.020078566,0.021125799,0.022087059,0.022974794,0.024031237,0.02497701,0.025840159,0.026620056,0.026619525,0.026618226,0.026616505,0.026614088,0.026611697,0.026608812,0.026605957,0.026602804,0.026599293,0.026595782,Africa_Western,Root_Tuber +5,2,9,0.780459357,0.780458689,0.780458879,0.772248244,0.765549447,0.759373508,0.753594767,0.75755111,0.760926977,0.763763432,0.766222448,0.766120871,0.765971555,0.765775663,0.765557513,0.765325515,0.765066132,0.76479331,0.764506773,0.764179876,0.763852979,Africa_Western,SugarCrop +5,2,10,0.332005118,0.332004598,0.332005162,0.315121764,0.302694561,0.292768758,0.284439181,0.279226843,0.274753376,0.270866875,0.267263091,0.26711347,0.266773971,0.266263873,0.265625,0.264947177,0.264155038,0.26329281,0.262351005,0.261389902,0.260428799,Africa_Western,Wheat +5,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,3,1,0.004658766,0.004658757,0.004658759,0.004550623,0.004451007,0.004357384,0.004271248,0.004360258,0.004437831,0.004509047,0.004571581,0.004571553,0.004571508,0.004571423,0.004571357,0.004571286,0.004571214,0.00457113,0.004571052,0.004570988,0.004570924,Africa_Western,Corn +5,3,2,0,0,0,0,0.00514137,0.005195799,0.005239873,0.005286009,0.005326049,0.005361363,0.005414901,0.005412515,0.005403525,0.005436046,0.005478421,0.00551705,0.005551701,0.005583181,0.005611822,0.005640551,0.00566928,Africa_Western,biomass +5,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,3,4,0.019148094,0.019148111,0.019148019,0.018826656,0.018564735,0.018344724,0.018150007,0.018405654,0.018641039,0.018855332,0.019055856,0.019055218,0.019054366,0.019053528,0.019052555,0.019051624,0.019050538,0.019049513,0.019048411,0.019047258,0.019046105,Africa_Western,MiscCrop +5,3,5,0.002387458,0.002387463,0.002387463,0.002478779,0.002560186,0.002632081,0.00269447,0.002787273,0.002872168,0.002948261,0.003017319,0.003015927,0.003014221,0.003012342,0.003010418,0.003008617,0.003006885,0.003005218,0.003003563,0.003001994,0.003000425,Africa_Western,OilCrop +5,3,6,0.001367071,0.001367071,0.001367069,0.001421633,0.001471466,0.001516519,0.00155827,0.001666942,0.001765808,0.001856222,0.001938757,0.001938779,0.001938773,0.001938765,0.001938765,0.00193874,0.001938701,0.001938668,0.001938641,0.001938596,0.001938551,Africa_Western,OtherGrain +5,3,7,0.106906542,0.106906476,0.106906694,0.107399263,0.107879208,0.108244332,0.108527006,0.10842277,0.108335116,0.108220775,0.10806778,0.108070642,0.108028399,0.107947194,0.107823129,0.107665273,0.107465571,0.107229389,0.106957386,0.106652411,0.106347436,Africa_Western,Rice +5,3,8,0.005841539,0.005841518,0.005841524,0.006373875,0.006855129,0.007291751,0.007690411,0.008145359,0.008546936,0.008907544,0.009228057,0.009227907,0.009227483,0.009226961,0.009226171,0.009225431,0.009224533,0.009223641,0.00922263,0.009221495,0.00922036,Africa_Western,Root_Tuber 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+5,4,9,0.018931369,0.018931732,0.018931647,0.018330862,0.017809064,0.017360447,0.016958595,0.017059088,0.01715304,0.017232956,0.017298559,0.017298568,0.017298558,0.017298422,0.01729839,0.017298327,0.017298227,0.017298194,0.01729817,0.017298108,0.017298046,Africa_Western,SugarCrop +5,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat +5,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,4,13,4.84E-07,4.85E-07,4.97E-07,4.49E-07,4.10E-07,3.77E-07,3.50E-07,3.19E-07,2.93E-07,2.71E-07,2.53E-07,2.52E-07,2.50E-07,2.49E-07,2.48E-07,2.47E-07,2.46E-07,2.45E-07,2.44E-07,2.43E-07,0.000000242,Africa_Western,PalmFruit 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+5,6,1,0.000564611,0.000564611,0.00056461,0.000538082,0.000515019,0.000494432,0.000476313,0.00047549,0.000474872,0.000474254,0.000473637,0.000473637,0.000473634,0.000473634,0.000473631,0.000473633,0.00047363,0.000473627,0.000473629,0.000473629,0.000473629,Africa_Western,Corn +5,6,2,0,0,0,0,0.000799049,0.000754859,0.000715572,0.000691373,0.000665681,0.000638722,0.000613919,0.000617408,0.000620917,0.000624446,0.000627723,0.00063157,0.000634607,0.000637104,0.000639333,0.00064101,0.000642687,Africa_Western,biomass +5,6,3,0.00028454,0.000284567,0.000284575,0.000261188,0.000241583,0.000224895,0.000210443,0.000198197,0.000187391,0.000177788,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,Africa_Western,FiberCrop +5,6,4,0.005447592,0.005447574,0.005447586,0.005519571,0.005580585,0.005632591,0.005677739,0.005801161,0.005919494,0.006032406,0.006139462,0.006139001,0.006138462,0.006137835,0.006137153,0.006136432,0.006135687,0.006134906,0.00613409,0.00613323,0.00613237,Africa_Western,MiscCrop +5,6,5,0.000521903,0.00052192,0.000521927,0.000482774,0.000449701,0.000421071,0.000396135,0.000395703,0.000395271,0.000394838,0.000394406,0.000394335,0.000394253,0.000394153,0.000394056,0.000393964,0.000393876,0.000393788,0.000393703,0.000393619,0.000393535,Africa_Western,OilCrop +5,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain +5,6,7,0.01946557,0.019465538,0.019465519,0.019456056,0.019446843,0.019437283,0.019435412,0.019508737,0.019573746,0.019638673,0.01969515,0.019695132,0.019694675,0.019693799,0.019692479,0.019690669,0.019688463,0.019685901,0.019682868,0.019679532,0.019676196,Africa_Western,Rice 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+5,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain +5,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice +5,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber +5,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop +5,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat +5,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,9,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn +5,9,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass +5,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,9,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop +5,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OilCrop +5,9,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain +5,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice +5,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber +5,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop +5,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat +5,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn +5,10,2,0,0,0,0,3.39E-05,3.22E-05,3.06E-05,2.95E-05,2.84E-05,2.74E-05,2.65E-05,2.65E-05,2.66E-05,2.66E-05,2.66E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,0.0000267,Africa_Western,biomass +5,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop 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+6,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,1,3,0.999999987,0.999999987,0.999999988,0.999999988,0.999999988,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,Australia_NZ,FiberCrop +6,1,4,0.007979772,0.007980383,0.007980425,0.008065825,0.008151905,0.008238835,0.008323001,0.008383613,0.008444477,0.008505691,0.008567205,0.008566329,0.008565293,0.008564125,0.008562853,0.008561562,0.008560175,0.008558794,0.008557356,0.008555833,0.00855431,Australia_NZ,MiscCrop +6,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,1,9,0.133766026,0.133768174,0.133765904,0.133723992,0.133706072,0.133686219,0.133666139,0.133649487,0.133632014,0.133613116,0.133594053,0.133590743,0.13358703,0.133582314,0.133577567,0.133571933,0.133566016,0.133559383,0.133552787,0.133544795,0.133536803,Australia_NZ,SugarCrop +6,1,10,5.67E-06,5.72E-06,5.33E-06,4.99E-06,4.71E-06,4.49E-06,4.31E-06,4.26E-06,4.22E-06,4.18E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,0.00000414,Australia_NZ,Wheat +6,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,1,12,0.691193432,0.691191654,0.691193085,0.691193603,0.691192894,0.691192867,0.691193699,0.691192889,0.691193197,0.691193421,0.69119333,0.691193613,0.691192834,0.691192728,0.691192506,0.691192634,0.69119247,0.691192745,0.691193318,0.691193577,0.691193836,Australia_NZ,FodderGrass +6,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,2,1,0.128778504,0.128763282,0.128814554,0.127262898,0.12587046,0.124537849,0.123358415,0.122746558,0.12218405,0.121623949,0.121112393,0.121112549,0.12111227,0.121112779,0.12111217,0.121112294,0.121112413,0.121112399,0.121112051,0.121112345,0.121112639,Australia_NZ,Corn +6,2,2,0,0,0,0,0.013834856,0.013643993,0.013438731,0.013349296,0.013261153,0.013166739,0.013077167,0.013259983,0.013428438,0.013578903,0.013713616,0.013809709,0.013877983,0.013926105,0.013960956,0.013983687,0.014006418,Australia_NZ,biomass +6,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,2,4,0.001302658,0.001302698,0.001302722,0.001316766,0.001330938,0.001345246,0.0013591,0.001369079,0.0013791,0.001389182,0.001399319,0.001399186,0.001399028,0.001398847,0.001398653,0.001398456,0.001398247,0.001398036,0.001397817,0.001397587,0.001397357,Australia_NZ,MiscCrop +6,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,2,6,0.003859112,0.003858879,0.003859199,0.003904874,0.003936591,0.003955937,0.003967486,0.003900491,0.003837875,0.003780627,0.003728258,0.003729886,0.003729634,0.003728145,0.003725025,0.003721288,0.003716481,0.003711267,0.003705383,0.003699419,0.003693455,Australia_NZ,OtherGrain +6,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,2,9,0.064658497,0.064658564,0.064658646,0.064626625,0.064613027,0.064598307,0.064583083,0.064570663,0.064557343,0.064542911,0.064527987,0.064525988,0.064522934,0.064519331,0.064515352,0.06451083,0.064506339,0.064501204,0.064495916,0.064489972,0.064484028,Australia_NZ,SugarCrop +6,2,10,0.000224754,0.000224707,0.000224675,0.000210126,0.000198537,0.000189111,0.000181287,0.00017946,0.000177648,0.00017593,0.000174302,0.000174297,0.000174287,0.000174273,0.000174255,0.000174236,0.000174215,0.000174192,0.000174168,0.000174143,0.000174118,Australia_NZ,Wheat +6,2,11,0.660690028,0.660698298,0.660660659,0.660662899,0.660662658,0.660663567,0.660664909,0.660667537,0.660671308,0.660674229,0.660676241,0.660677529,0.66067896,0.660679333,0.660679259,0.660678795,0.660678877,0.660678077,0.660677886,0.66067598,0.660674074,Australia_NZ,FodderHerb +6,2,12,0.660707504,0.660707578,0.660707215,0.660707347,0.660706502,0.660707049,0.66070667,0.660707354,0.660707279,0.660707266,0.660707233,0.660707753,0.660707522,0.660707469,0.660707106,0.66070691,0.660706759,0.660707603,0.660706853,0.6607069,0.660706947,Australia_NZ,FodderGrass +6,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,3,1,0.170911422,0.170912938,0.170911364,0.168950122,0.167189193,0.165501599,0.164005831,0.16323041,0.162516437,0.161805772,0.161155662,0.161156108,0.161156047,0.161155795,0.161155802,0.161155441,0.161155389,0.161155531,0.161154814,0.161155009,0.161155204,Australia_NZ,Corn +6,3,2,0,0,0,0,0.293681306,0.294798115,0.295541185,0.296162441,0.296702246,0.297126165,0.297620499,0.298051434,0.298202386,0.298022882,0.297849925,0.297606121,0.297290573,0.296933508,0.296554908,0.296174233,0.295793558,Australia_NZ,biomass +6,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,3,4,0.937227497,0.937229198,0.937230372,0.937859724,0.938481477,0.93909661,0.939680834,0.940094885,0.940504655,0.940911322,0.941314904,0.941309337,0.941303112,0.94129597,0.941288333,0.941280433,0.941271861,0.941263559,0.941254778,0.941246035,0.941237292,Australia_NZ,MiscCrop +6,3,5,0.125268586,0.125272713,0.125277285,0.125276809,0.125276664,0.125276344,0.125276209,0.125276273,0.125276154,0.125275997,0.125275804,0.125275571,0.125275587,0.125275321,0.125275338,0.12527497,0.125274835,0.125274679,0.125274749,0.125274408,0.125274067,Australia_NZ,OilCrop +6,3,6,0.060002067,0.060004416,0.060002127,0.059803387,0.059580379,0.059343986,0.059091098,0.058954187,0.058792042,0.058646444,0.058489104,0.058513045,0.058507966,0.058483924,0.058435086,0.058376797,0.058302246,0.058222159,0.058131686,0.058039752,0.057947818,Australia_NZ,OtherGrain +6,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,3,9,0.661436563,0.661436186,0.661437003,0.661247457,0.661165792,0.661080771,0.660989381,0.660915287,0.660835736,0.660750253,0.66065962,0.660649114,0.660631478,0.660609458,0.660586057,0.66055988,0.660530714,0.660501421,0.66046955,0.660433856,0.660398162,Australia_NZ,SugarCrop +6,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,3,12,0.96870573,0.968706754,0.968704903,0.968704864,0.968704872,0.968704971,0.968704998,0.968704837,0.96870482,0.968704806,0.968704983,0.96870497,0.968704866,0.968704914,0.968704949,0.968704862,0.96870495,0.968704896,0.968704828,0.968704974,0.96870512,Australia_NZ,FodderGrass +6,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,4,1,0.005995213,0.005995444,0.00599663,0.005913119,0.005839095,0.005768547,0.005706213,0.005674034,0.005644447,0.005614987,0.005588087,0.005587959,0.005587807,0.005587578,0.005587362,0.005587159,0.005586979,0.005586745,0.005586487,0.005586263,0.005586039,Australia_NZ,Corn +6,4,2,0,0,0,0,0.06037717,0.059721401,0.059012107,0.058827547,0.05864378,0.058403632,0.058207951,0.058530778,0.058775534,0.058927273,0.059080876,0.059190044,0.059303338,0.059405154,0.059476433,0.059571207,0.059665981,Australia_NZ,biomass +6,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,4,4,0.357430986,0.357430877,0.357430833,0.3548924,0.352553068,0.350219432,0.347989108,0.34727084,0.34654922,0.345727475,0.345001365,0.344979346,0.344953015,0.344923382,0.344891521,0.34485858,0.344822928,0.344788757,0.344753055,0.344714498,0.344675941,Australia_NZ,MiscCrop +6,4,5,2.21E-05,2.31E-05,2.35E-05,2.23E-05,2.13E-05,2.05E-05,1.99E-05,2.03E-05,2.06E-05,2.10E-05,2.14E-05,2.14E-05,2.14E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,0.0000213,Australia_NZ,OilCrop +6,4,6,0.009037328,0.009037086,0.009037138,0.009274027,0.009455457,0.009589698,0.009690296,0.009417791,0.009176204,0.008966242,0.008774168,0.008778179,0.008777693,0.008774208,0.008766805,0.008757877,0.008746349,0.00873381,0.008719665,0.008705253,0.008690841,Australia_NZ,OtherGrain +6,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,4,9,0.201748048,0.201748267,0.201748489,0.201675419,0.201644025,0.201611392,0.201576727,0.201549211,0.201519428,0.201487446,0.201454788,0.201450277,0.201443943,0.201435713,0.201427233,0.201417505,0.20140702,0.201396112,0.201384647,0.201372079,0.201359511,Australia_NZ,SugarCrop +6,4,10,0.018731362,0.018731853,0.018731896,0.017536872,0.016582708,0.015804728,0.015157648,0.015006289,0.014856078,0.014713498,0.014578301,0.014577631,0.014576372,0.014574492,0.014572252,0.014569904,0.014567298,0.014564424,0.014561341,0.014558214,0.014555087,Australia_NZ,Wheat +6,4,11,0.811594195,0.811455841,0.811594197,0.811595473,0.811596224,0.811596642,0.81159701,0.811598849,0.811601868,0.811604015,0.811605343,0.811606359,0.81160701,0.81160749,0.811607344,0.811606966,0.811606549,0.811606336,0.811606384,0.811604799,0.811603214,Australia_NZ,FodderHerb +6,4,12,0.811450097,0.811449204,0.811448743,0.81144855,0.811448646,0.81144856,0.811448631,0.811448828,0.811448557,0.811448546,0.811448644,0.811448584,0.811448662,0.811448606,0.811448663,0.811448728,0.811448871,0.81144849,0.811448915,0.811448604,0.811448293,Australia_NZ,FodderGrass +6,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,5,2,0,0,0,0,0.714041091,0.714041072,0.714041374,0.714041134,0.714041488,0.714041153,0.71404144,0.713595541,0.713149199,0.712701442,0.712254053,0.711806939,0.711357505,0.710999559,0.710819939,0.710729797,0.710639655,Australia_NZ,biomass +6,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,5,4,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,Australia_NZ,MiscCrop +6,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,5,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop +6,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,5,12,0.994304672,0.994292384,0.994250619,0.994250616,0.994250618,0.994250616,0.99425062,0.99425062,0.994250618,0.994250623,0.994250618,0.994250626,0.994250626,0.994250617,0.994250614,0.994250618,0.994250619,0.994250617,0.994250616,0.994250619,0.994250622,Australia_NZ,FodderGrass +6,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,6,1,0.022245304,0.02218689,0.022199871,0.022060815,0.021978989,0.021901828,0.021824527,0.021761795,0.021697345,0.021631981,0.021575662,0.021568273,0.021558215,0.021545839,0.021532664,0.021519397,0.0215051,0.021490909,0.021476646,0.021461849,0.021447052,Australia_NZ,Corn +6,6,2,0,0,0,0,0.501048458,0.497554039,0.494169061,0.492857389,0.491546078,0.490344001,0.48914245,0.488924385,0.488705855,0.48848764,0.488269368,0.487942104,0.487723497,0.487505043,0.487395967,0.487395964,0.487395961,Australia_NZ,biomass +6,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,6,4,0.644524358,0.644542512,0.644533029,0.637875644,0.631459384,0.625400239,0.619602078,0.616685812,0.61385598,0.611118973,0.608473832,0.608440945,0.608401494,0.608358027,0.608308691,0.608258894,0.608205402,0.608150435,0.608093258,0.608032789,0.60797232,Australia_NZ,MiscCrop +6,6,5,0.00591716,0.007407407,0.007621951,0.007436144,0.007372424,0.007314023,0.007254755,0.007201191,0.007145359,0.007089274,0.007033649,0.006983701,0.006924969,0.006858247,0.006791231,0.006728758,0.006670385,0.006616746,0.006563292,0.006512446,0.0064616,Australia_NZ,OilCrop +6,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop +6,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,6,11,0.842901413,0.842897948,0.842899801,0.842900592,0.842901204,0.842901645,0.842901907,0.842903361,0.842904746,0.842906155,0.842907243,0.842908039,0.842908411,0.842908726,0.842908758,0.842908669,0.842908437,0.842908237,0.842907713,0.842907448,0.842907183,Australia_NZ,FodderHerb +6,6,12,0.994135362,0.994132716,0.994131357,0.994131332,0.994131368,0.994131365,0.994131372,0.994131365,0.994131358,0.994131367,0.994131383,0.994131356,0.994131346,0.994131345,0.994131345,0.994131351,0.994131349,0.994131342,0.99413136,0.994131364,0.994131368,Australia_NZ,FodderGrass +6,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,7,1,0.057359072,0.057359448,0.057359869,0.056422069,0.055687839,0.054997435,0.054380581,0.054072066,0.053782557,0.053491809,0.053223669,0.053204177,0.053178481,0.053146879,0.053113929,0.053080413,0.053045467,0.053010674,0.052976159,0.052941139,0.052906119,Australia_NZ,Corn +6,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,FiberCrop +6,7,4,0.121975541,0.121974883,0.121974428,0.121963162,0.12194987,0.121936056,0.121920935,0.121960767,0.121951886,0.121942738,0.121932441,0.121926436,0.121918263,0.121909006,0.121900155,0.121890247,0.121879996,0.121870309,0.121859331,0.121848214,0.121837097,Australia_NZ,MiscCrop +6,7,5,8.90E-05,8.91E-05,8.91E-05,8.46E-05,8.13E-05,7.85E-05,7.62E-05,7.74E-05,7.87E-05,7.99E-05,8.10E-05,8.08E-05,8.06E-05,8.03E-05,8.00E-05,7.97E-05,7.95E-05,7.93E-05,7.91E-05,7.89E-05,0.0000787,Australia_NZ,OilCrop +6,7,6,0.001274295,0.001274292,0.001274298,0.001250173,0.001229985,0.001212155,0.001195473,0.001163207,0.001133926,0.001107022,0.001082226,0.001083052,0.001082967,0.001082286,0.001080825,0.001079047,0.001076738,0.001074222,0.00107136,0.00106845,0.00106554,Australia_NZ,OtherGrain +6,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,7,8,0.634835012,0.634833914,0.634836074,0.634354721,0.633829638,0.633292665,0.632732173,0.632631671,0.632447626,0.632245926,0.631994887,0.631961927,0.63187233,0.631762426,0.63159601,0.631438247,0.631247931,0.631058447,0.630845268,0.630606182,0.630367096,Australia_NZ,Root_Tuber +6,7,9,0.701082193,0.701083034,0.701082406,0.700769774,0.700635378,0.700492569,0.700341559,0.700221678,0.700089733,0.69995033,0.69980247,0.69978327,0.699756006,0.6997194,0.699680134,0.699637529,0.699591203,0.699543455,0.699491383,0.699433606,0.699375829,Australia_NZ,SugarCrop +6,7,10,0.019121622,0.019121566,0.019121645,0.017868488,0.016864391,0.016039661,0.015347373,0.015184521,0.015021794,0.014866244,0.014717142,0.014713714,0.01470711,0.014697602,0.014685951,0.014673797,0.014659912,0.014645217,0.0146291,0.014612714,0.014596328,Australia_NZ,Wheat +6,7,11,0.855479388,0.855479601,0.855479643,0.855480431,0.855481048,0.855481425,0.855481804,0.855483895,0.855485659,0.855487279,0.855488747,0.855489614,0.855489812,0.85549027,0.855490327,0.85549007,0.855489992,0.855489837,0.855489139,0.855488633,0.855488127,Australia_NZ,FodderHerb +6,7,12,0.877402759,0.877402356,0.87740236,0.877402918,0.877402456,0.877402561,0.877402771,0.877402354,0.877403025,0.877403014,0.877402406,0.877402859,0.87740234,0.87740302,0.877403077,0.877402611,0.877402931,0.877402836,0.877402984,0.877402704,0.877402424,Australia_NZ,FodderGrass +6,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,8,1,0.137059827,0.137059241,0.137059599,0.134037115,0.132091152,0.13030801,0.128683093,0.127918028,0.127170121,0.126407504,0.12568863,0.125547374,0.125359513,0.12512818,0.124885751,0.124641837,0.124384684,0.124132063,0.123878581,0.123620806,0.123363031,Australia_NZ,Corn +6,8,2,0,0,0,0,0.012016701,0.012019158,0.01199814,0.012019232,0.012049637,0.011998584,0.011989147,0.012071366,0.012132928,0.012169621,0.012206918,0.012233598,0.012244339,0.012241384,0.012231435,0.012226573,0.012221711,Australia_NZ,biomass +6,8,3,0.999910524,0.999910489,0.999910616,0.999912984,0.999915187,0.999917258,0.999919235,0.999919486,0.99991974,0.999919996,0.999920249,0.999920301,0.999920337,0.999920357,0.999920364,0.99992036,0.999920343,0.999920314,0.999920277,0.999920233,0.999920189,Australia_NZ,FiberCrop +6,8,4,0.015115852,0.015115794,0.015115785,0.015114197,0.015118822,0.015116817,0.015114769,0.015113805,0.015112631,0.015111408,0.015110044,0.015109156,0.015108111,0.015106971,0.015105704,0.015104427,0.01510308,0.015101698,0.015100284,0.015098813,0.015097342,Australia_NZ,MiscCrop +6,8,5,9.14E-05,9.13E-05,9.13E-05,8.28E-05,7.81E-05,7.41E-05,7.08E-05,7.11E-05,7.14E-05,7.16E-05,7.17E-05,7.07E-05,6.95E-05,6.81E-05,6.67E-05,6.55E-05,6.43E-05,6.33E-05,6.22E-05,6.12E-05,0.0000602,Australia_NZ,OilCrop +6,8,6,0.002487985,0.002487983,0.002487978,0.002423569,0.002370345,0.0023245,0.002284524,0.002215021,0.002152962,0.002096795,0.002045969,0.002047116,0.002046987,0.002046013,0.002043943,0.002041442,0.002038204,0.002034683,0.002030696,0.002026645,0.002022594,Australia_NZ,OtherGrain +6,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,8,8,0.424443649,0.424448803,0.42444451,0.423817351,0.423133414,0.422437072,0.421711951,0.42158206,0.421343633,0.421083395,0.420759529,0.420719003,0.420601913,0.420460789,0.420248338,0.42004475,0.419800211,0.419556041,0.419284399,0.418976966,0.418669533,Australia_NZ,Root_Tuber +6,8,9,0.958413357,0.958413291,0.958413337,0.958328107,0.958291518,0.958252571,0.958211099,0.958177789,0.958141387,0.958102763,0.958061894,0.958056376,0.958048672,0.958038742,0.958027495,0.958015992,0.958002687,0.957989366,0.957975088,0.957958711,0.957942334,Australia_NZ,SugarCrop +6,8,10,0.008701013,0.008701028,0.008701011,0.008126917,0.007667846,0.007291719,0.00697684,0.006902906,0.006829124,0.006758742,0.006691394,0.006690073,0.006687481,0.006683765,0.00667924,0.006674509,0.006669163,0.00666347,0.00665732,0.006651059,0.006644798,Australia_NZ,Wheat +6,8,11,0.286931794,0.286931742,0.28693174,0.286934034,0.28693438,0.286934757,0.286936266,0.286938792,0.286941955,0.286943899,0.286946196,0.286948157,0.286948456,0.28694932,0.286949619,0.286949383,0.286949045,0.286948373,0.286947954,0.286946622,0.28694529,Australia_NZ,FodderHerb +6,8,12,0.287950502,0.287950337,0.287950168,0.287950399,0.287950809,0.287949385,0.287950088,0.287949389,0.287950009,0.287949244,0.287950431,0.287949341,0.287949842,0.287950336,0.287950482,0.287950414,0.287950355,0.287949471,0.287949138,0.287950138,0.287951138,Australia_NZ,FodderGrass +6,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,9,1,0.158122921,0.158122345,0.158122963,0.153996104,0.15155068,0.149340463,0.147305185,0.146377319,0.145451022,0.144498403,0.143589788,0.143355223,0.143043586,0.142658986,0.142254806,0.141848962,0.141420932,0.140999774,0.140576781,0.14014743,0.139718079,Australia_NZ,Corn +6,9,2,0,0,0,0,0.027585656,0.027508551,0.02740663,0.027408779,0.02743793,0.027293053,0.027259618,0.027380247,0.027474143,0.027536262,0.027599037,0.027643334,0.027692304,0.02771398,0.027686307,0.027669938,0.027653569,Australia_NZ,biomass +6,9,3,0.999991053,0.999991005,0.999990936,0.999991178,0.999991401,0.99999161,0.999991808,0.99999183,0.999991853,0.999991877,0.9999919,0.99999191,0.999991918,0.999991922,0.999991923,0.999991922,0.999991919,0.999991913,0.999991905,0.999991896,0.999991887,Australia_NZ,FiberCrop +6,9,4,0.04204518,0.04204511,0.042045087,0.042058438,0.042071332,0.042083999,0.042096335,0.042111526,0.04214371,0.042158133,0.042172408,0.042170154,0.042167357,0.042164634,0.042161144,0.042157968,0.04215445,0.042151062,0.042147371,0.042143596,0.042139821,Australia_NZ,MiscCrop +6,9,5,1.92E-05,1.93E-05,1.93E-05,1.81E-05,1.73E-05,1.66E-05,1.60E-05,1.63E-05,1.66E-05,1.69E-05,1.72E-05,1.71E-05,1.71E-05,1.70E-05,1.70E-05,1.69E-05,1.69E-05,1.68E-05,1.68E-05,1.67E-05,0.0000166,Australia_NZ,OilCrop +6,9,6,0.007026205,0.007026194,0.00702614,0.006961622,0.006907142,0.006860831,0.006816454,0.006615188,0.006437396,0.006277228,0.006136052,0.006137739,0.006137543,0.006136116,0.006133051,0.006129347,0.006124577,0.006119358,0.0061135,0.006107525,0.00610155,Australia_NZ,OtherGrain +6,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,9,8,0.78688185,0.786881851,0.786880921,0.786461375,0.786002384,0.78553393,0.785045712,0.784958259,0.78479693,0.784621958,0.784402817,0.784374599,0.784296136,0.784200303,0.784056692,0.783919186,0.783753004,0.78358804,0.783403626,0.783194878,0.78298613,Australia_NZ,Root_Tuber +6,9,9,0.344491802,0.344491082,0.344491983,0.344332239,0.344264476,0.344191628,0.344115004,0.344054008,0.343986384,0.343914735,0.343839157,0.343829051,0.343814852,0.343797509,0.3437766,0.343755119,0.343729922,0.343705485,0.343679588,0.343650041,0.343620494,Australia_NZ,SugarCrop +6,9,10,0.028182665,0.028182595,0.028182715,0.026381164,0.024939572,0.023760064,0.022774702,0.022543772,0.022313901,0.022095199,0.021886905,0.021884328,0.021879524,0.021872706,0.02186448,0.021855594,0.021845852,0.021835352,0.021823808,0.021812268,0.021800728,Australia_NZ,Wheat +6,9,11,0.85375968,0.853759595,0.853759741,0.85376055,0.853761144,0.853761367,0.853761713,0.853763699,0.853765631,0.853767036,0.8537683,0.853769147,0.853769467,0.853769872,0.853770078,0.853770019,0.853769652,0.853769529,0.853768891,0.8537684,0.853767909,Australia_NZ,FodderHerb +6,9,12,0.854777411,0.854777083,0.854777493,0.854777053,0.854777157,0.854776884,0.854777291,0.854777379,0.85477711,0.854777416,0.854777139,0.854777489,0.854777034,0.85477704,0.854777465,0.854777062,0.854777444,0.85477734,0.854777182,0.854777118,0.854777054,Australia_NZ,FodderGrass +6,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,10,1,0.149638757,0.149638552,0.149638405,0.146371642,0.143621276,0.141101163,0.138718752,0.137844077,0.13696311,0.136132615,0.135304017,0.135259685,0.135199369,0.135125345,0.135047661,0.134969169,0.134885928,0.134803402,0.134720641,0.13463662,0.134552599,Australia_NZ,Corn +6,10,2,0,0,0,0,0.034815862,0.034984105,0.035101044,0.034871906,0.034775748,0.034761989,0.034541472,0.034593608,0.034597173,0.034543446,0.034490763,0.034411323,0.034333984,0.034249832,0.034147853,0.034059855,0.033971857,Australia_NZ,biomass +6,10,3,0.999341104,0.999341109,0.999340792,0.999358167,0.999374434,0.999389748,0.99940439,0.999406347,0.999408312,0.999410278,0.999412233,0.999412441,0.999412581,0.999412658,0.999412687,0.999412669,0.999412601,0.999412491,0.999412347,0.99941217,0.999411993,Australia_NZ,FiberCrop +6,10,4,0.122869227,0.122869372,0.122869549,0.123565525,0.124262926,0.124963164,0.125570448,0.125804981,0.12598892,0.126221636,0.126453889,0.126447469,0.126441354,0.126433818,0.126425142,0.126417433,0.126408732,0.126399619,0.126390054,0.126380476,0.126370898,Australia_NZ,MiscCrop +6,10,5,0.000579239,0.000579318,0.00057932,0.000545259,0.000520616,0.00050043,0.000483488,0.000491961,0.000500097,0.000508153,0.000515911,0.000514645,0.000513182,0.000511543,0.000509923,0.000508435,0.000507075,0.000505851,0.000504648,0.000503521,0.000502394,Australia_NZ,OilCrop +6,10,6,0.002889688,0.00288968,0.002889672,0.002826498,0.002775744,0.002732292,0.002694602,0.002615832,0.002544998,0.002481144,0.002423702,0.0024246,0.002424512,0.002423756,0.002422108,0.002420139,0.002417562,0.002414769,0.002411613,0.002408396,0.002405179,Australia_NZ,OtherGrain +6,10,7,0.885961109,0.885960809,0.885959243,0.886772823,0.887587123,0.888391329,0.889140573,0.889939435,0.890729774,0.891511022,0.892239342,0.892659243,0.893071331,0.893475849,0.893872264,0.894261784,0.894643947,0.895019247,0.895387332,0.895749215,0.896111098,Australia_NZ,Rice +6,10,8,0.15423624,0.154238929,0.154235971,0.156113776,0.157817757,0.159460155,0.16096067,0.16033651,0.159587257,0.158815551,0.157971379,0.15792173,0.157784639,0.157618223,0.157369675,0.157131081,0.156845501,0.156561555,0.156244033,0.155885203,0.155526373,Australia_NZ,Root_Tuber +6,10,9,0.359420541,0.359420594,0.359420031,0.359345122,0.359312861,0.359279303,0.359244104,0.35921558,0.359184978,0.359151748,0.359118279,0.359113821,0.359107408,0.359098621,0.359089844,0.359080173,0.359068766,0.359057717,0.359046241,0.359032692,0.359019143,Australia_NZ,SugarCrop +6,10,10,0.010354823,0.010354825,0.010354843,0.009687741,0.009155616,0.008717871,0.008353098,0.008267693,0.008182805,0.008102048,0.0080253,0.008024543,0.008023036,0.008020956,0.008018337,0.008015593,0.008012494,0.008009297,0.008005738,0.008002086,0.007998434,Australia_NZ,Wheat +6,10,11,0.849410378,0.849410378,0.849410186,0.849411443,0.849412139,0.849412069,0.849412259,0.849414212,0.849416328,0.849417767,0.849419149,0.849419863,0.849420289,0.849420582,0.849420541,0.849420904,0.849420166,0.849420241,0.849419489,0.849419055,0.849418621,Australia_NZ,FodderHerb +6,10,12,0.822013575,0.822013326,0.822013784,0.822013806,0.822014178,0.82201446,0.822013849,0.822014187,0.8220142,0.822014343,0.822014326,0.822014121,0.822014573,0.822014174,0.822014236,0.822013565,0.822013821,0.822013935,0.822014637,0.822013444,0.822012251,Australia_NZ,FodderGrass +6,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,11,1,0.439168989,0.439168006,0.439169673,0.437067083,0.435720425,0.434551513,0.433378509,0.432955748,0.432508226,0.432046252,0.431579372,0.431481992,0.431347472,0.431176589,0.430993765,0.430807172,0.430603295,0.430396033,0.430186087,0.42997166,0.429757233,Australia_NZ,Corn +6,11,2,0,0,0,0,0.104072202,0.105840475,0.107436137,0.107864373,0.107628417,0.107344394,0.107090329,0.107334584,0.107461947,0.107453039,0.107444997,0.107408903,0.107383341,0.107299889,0.107206158,0.107153769,0.10710138,Australia_NZ,biomass +6,11,3,0.891462794,0.891462204,0.891462429,0.894036259,0.896439827,0.898711796,0.900888727,0.901162072,0.901438784,0.901716651,0.901992486,0.90206031,0.902105163,0.902130639,0.902139737,0.902134068,0.902112334,0.90207671,0.902029001,0.901972195,0.901915389,Australia_NZ,FiberCrop +6,11,4,0.379688283,0.379688558,0.379688922,0.377325615,0.375170753,0.373120351,0.371276381,0.370048209,0.368820216,0.367695726,0.366569636,0.366562916,0.366554861,0.366545883,0.366535991,0.36652578,0.366514941,0.366503116,0.366491526,0.366480147,0.366468768,Australia_NZ,MiscCrop +6,11,5,0.006052032,0.006051988,0.006052024,0.005495042,0.005183012,0.004926023,0.004701886,0.004726331,0.00474301,0.004756681,0.004766156,0.004699265,0.004621314,0.004533557,0.004446104,0.004365238,0.004290746,0.004223371,0.004156716,0.004093751,0.004030786,Australia_NZ,OilCrop +6,11,6,0.030979754,0.030979693,0.030979725,0.030322578,0.02976122,0.029266516,0.028823012,0.028271108,0.027769026,0.027296293,0.026850829,0.026859091,0.026858929,0.026853195,0.026839981,0.026824019,0.026803131,0.026779761,0.026753417,0.026726744,0.026700071,Australia_NZ,OtherGrain +6,11,7,0.854138748,0.854140326,0.854143255,0.855128124,0.856119555,0.857094655,0.857996001,0.858970969,0.859931098,0.860877947,0.86175477,0.862275776,0.862780308,0.863271567,0.863748117,0.86421118,0.864659362,0.865094562,0.865516796,0.865927055,0.866337314,Australia_NZ,Rice +6,11,8,0.338362368,0.338361882,0.3383627,0.342247934,0.345955912,0.34948529,0.352929491,0.352027211,0.351119162,0.350214846,0.349306896,0.349305297,0.349300454,0.349293825,0.349286566,0.349278527,0.349267094,0.349257743,0.349247993,0.349234779,0.349221565,Australia_NZ,Root_Tuber +6,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop +6,11,10,0.02118273,0.021182691,0.021182663,0.020197864,0.019379492,0.01869438,0.018107882,0.017956735,0.017806238,0.017664287,0.017530393,0.017529178,0.017526802,0.017523355,0.017519195,0.017514838,0.017509853,0.017504575,0.017498851,0.017493048,0.017487245,Australia_NZ,Wheat +6,11,11,0.862306611,0.862306292,0.862306029,0.862306928,0.862307715,0.862307699,0.862308742,0.862309963,0.862310565,0.862312594,0.862313958,0.862313751,0.862314358,0.862314869,0.862314513,0.862315027,0.862315002,0.862314692,0.862314057,0.862313663,0.862313269,Australia_NZ,FodderHerb +6,11,12,0.740074009,0.740074399,0.740074564,0.740074336,0.740073984,0.740073835,0.740073981,0.740074127,0.740074229,0.74007432,0.7400747,0.740074215,0.740074705,0.740074263,0.740074513,0.74007445,0.740074534,0.740074274,0.740074589,0.740074363,0.740074137,Australia_NZ,FodderGrass +6,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,12,1,0.376910508,0.376910665,0.376911463,0.374769735,0.37303096,0.371335278,0.369737756,0.369173694,0.368596587,0.368011529,0.367424223,0.367370502,0.367296301,0.367200302,0.36709864,0.366994988,0.366880414,0.366764916,0.36664862,0.366528535,0.36640845,Australia_NZ,Corn +6,12,2,0,0,0,0,0.105496655,0.105899737,0.106237519,0.106003451,0.105127963,0.104224849,0.103390052,0.103316449,0.103164181,0.102919979,0.102677552,0.102415992,0.102174548,0.101882564,0.101584704,0.101326489,0.101068274,Australia_NZ,biomass +6,12,3,0.962997004,0.962997083,0.962997163,0.963935456,0.964818821,0.96565231,0.966451742,0.966562307,0.966672952,0.966783487,0.966893476,0.966897823,0.966900858,0.966902591,0.966903183,0.966902874,0.966901293,0.966899044,0.966895677,0.966892103,0.966888529,Australia_NZ,FiberCrop +6,12,4,0.395779658,0.395779469,0.395779774,0.393581873,0.39148886,0.389501352,0.387722577,0.386469704,0.385216671,0.384066346,0.383019328,0.383008653,0.382995805,0.382982728,0.382965724,0.38295037,0.382932641,0.382914515,0.382896675,0.382877285,0.382857895,Australia_NZ,MiscCrop +6,12,5,0.000616697,0.000616894,0.000617031,0.00056973,0.000537697,0.000511825,0.000490274,0.000493801,0.000497023,0.000500028,0.000502625,0.000500264,0.000497485,0.000494328,0.000491153,0.000488191,0.000485415,0.000482849,0.000480288,0.00047785,0.000475412,Australia_NZ,OilCrop +6,12,6,0.016122562,0.016122534,0.016122528,0.015490643,0.014954443,0.014490515,0.014087126,0.013750677,0.013437598,0.013153457,0.012890949,0.012892963,0.012892919,0.01289153,0.01288831,0.012884352,0.012879155,0.012873369,0.012866847,0.012860188,0.012853529,Australia_NZ,OtherGrain +6,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,12,8,0.197715717,0.197715421,0.19771506,0.200682915,0.203541464,0.206359577,0.209060657,0.208335059,0.207679111,0.207024678,0.206369189,0.206367466,0.206363966,0.206359015,0.206352273,0.206345429,0.20633738,0.206329119,0.206320299,0.206309424,0.206298549,Australia_NZ,Root_Tuber +6,12,9,0.478419687,0.478419254,0.478420427,0.478316813,0.478273704,0.478225204,0.478175249,0.47813623,0.478093042,0.478047426,0.477998634,0.477992714,0.477983755,0.477971637,0.477958657,0.477944798,0.477929231,0.477913701,0.477896916,0.477877733,0.47785855,Australia_NZ,SugarCrop +6,12,10,0.013422646,0.013422645,0.013422641,0.012760971,0.012213666,0.011758051,0.011366244,0.0112704,0.011174948,0.011084854,0.010995059,0.010994206,0.010992471,0.010990016,0.010986991,0.01098381,0.010980188,0.010976308,0.010972086,0.010967738,0.01096339,Australia_NZ,Wheat +6,12,11,0.874965367,0.874965795,0.874965774,0.874966304,0.874966563,0.874967185,0.874967434,0.874969159,0.874970175,0.87497195,0.874973353,0.874973946,0.874974291,0.874974498,0.874974732,0.874974343,0.874974411,0.874974064,0.874974092,0.874973666,0.87497324,Australia_NZ,FodderHerb +6,12,12,0.965039734,0.965039598,0.965039505,0.965039571,0.965039547,0.965039529,0.965039549,0.965039542,0.965039483,0.965039467,0.96503958,0.965039605,0.965039671,0.965039626,0.965039739,0.965039678,0.965039617,0.965039663,0.965039582,0.965039543,0.965039504,Australia_NZ,FodderGrass +6,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,MiscCrop +6,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber 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+6,16,1,0.137216334,0.137205882,0.137210946,0.137020173,0.136957031,0.136905363,0.136853072,0.136836236,0.136815571,0.136792498,0.136768777,0.136752958,0.136730955,0.136703108,0.136673512,0.136643056,0.136609911,0.136575929,0.136541758,0.13650667,0.136471582,Australia_NZ,Corn +6,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,16,3,0.053089643,0.053043867,0.053061224,0.053194466,0.053178843,0.053152328,0.05310008,0.053014116,0.052936178,0.052862775,0.052786775,0.052924237,0.053015064,0.053063891,0.05307973,0.053063551,0.053014719,0.052939066,0.052837606,0.052717258,0.05259691,Australia_NZ,FiberCrop +6,16,4,0.211207982,0.211209053,0.211206808,0.210117763,0.209103172,0.208162514,0.207296359,0.206720105,0.206144658,0.205569575,0.205065552,0.205062905,0.205057178,0.205053125,0.205047216,0.205042107,0.20503567,0.205030281,0.205024191,0.205018184,0.205012177,Australia_NZ,MiscCrop +6,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,16,6,0.015140647,0.015143307,0.015144663,0.01513588,0.015127516,0.015112476,0.015103883,0.015115977,0.015127868,0.015133124,0.015138311,0.015138642,0.015138729,0.015138551,0.015138121,0.015137697,0.015137113,0.015136363,0.015135606,0.015134851,0.015134096,Australia_NZ,OtherGrain +6,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop +6,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,16,11,0.85065169,0.850651464,0.850652601,0.85065356,0.850653507,0.850653911,0.850654005,0.850655543,0.850656827,0.850657638,0.850658571,0.850659273,0.85065941,0.850659615,0.850659965,0.85065985,0.850659621,0.850659401,0.850659036,0.85065875,0.850658464,Australia_NZ,FodderHerb +6,16,12,0.999999998,0.999999996,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderGrass +6,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,17,4,0.90106051,0.901103656,0.90105748,0.900145308,0.89930268,0.898452584,0.897635174,0.897465515,0.897293484,0.897120559,0.896986579,0.896977899,0.896967908,0.896956754,0.89694438,0.89693181,0.896918316,0.896904712,0.896890772,0.896875871,0.89686097,Australia_NZ,MiscCrop +6,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,17,6,0.01063779,0.01063897,0.010629682,0.010935455,0.011172767,0.011350457,0.011488965,0.011138005,0.010829728,0.010559858,0.010316437,0.010321176,0.010320641,0.010316569,0.010307919,0.010297511,0.010283996,0.010269318,0.010252746,0.010235877,0.010219008,Australia_NZ,OtherGrain +6,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,17,8,0.876035196,0.876023467,0.876050691,0.876038753,0.876026225,0.876013486,0.876000197,0.875998436,0.875993056,0.875988579,0.875982573,0.875981672,0.875979919,0.875976645,0.875972986,0.875969117,0.875964663,0.875960523,0.875955147,0.875949479,0.875943811,Australia_NZ,Root_Tuber +6,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop +6,17,10,0.999999987,0.999999991,0.999999992,0.999999992,0.999999992,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.99999999,0.99999999,0.99999999,Australia_NZ,Wheat +6,17,11,0.426640923,0.426412089,0.426392064,0.426394534,0.42639529,0.426396143,0.426396826,0.426401005,0.426404871,0.426407911,0.426410927,0.426412439,0.426413492,0.426413825,0.426414328,0.426414308,0.42641377,0.426413017,0.426412194,0.426410782,0.42640937,Australia_NZ,FodderHerb +6,17,12,0.426573835,0.426571506,0.426576327,0.426576439,0.426575944,0.426576249,0.426576089,0.426576887,0.426576585,0.426576398,0.426576532,0.426576422,0.426576549,0.426575983,0.426576547,0.426576488,0.426575927,0.426576166,0.426576842,0.426575947,0.426575052,Australia_NZ,FodderGrass +6,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,biomass +7,1,3,0.125623312,0.125626653,0.125622185,0.125664121,0.125652349,0.125634802,0.125601834,0.125550617,0.125505269,0.125463203,0.12541945,0.125505982,0.125564182,0.125596765,0.125608747,0.125600416,0.125571166,0.125523883,0.125461227,0.125387604,0.125313981,Brazil,FiberCrop +7,1,4,0.003363771,0.003365238,0.003363627,0.003420609,0.003475513,0.003528205,0.003578594,0.003611073,0.003642192,0.003671975,0.003698814,0.003698581,0.003698332,0.003698056,0.003697747,0.003697432,0.003697106,0.003696776,0.003696432,0.003696079,0.003695726,Brazil,MiscCrop +7,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice +7,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,1,9,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Brazil,SugarCrop +7,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,2,2,0,0,0,0,0.026091434,0.025480897,0.024926363,0.024905188,0.024979571,0.024568144,0.024235214,0.024070469,0.023968068,0.02386606,0.023815189,0.023764437,0.023713812,0.023663222,0.023612707,0.023612812,0.023612917,Brazil,biomass +7,2,3,0.400556178,0.400556101,0.400555894,0.387939559,0.376346207,0.365777182,0.356192084,0.350194355,0.344354553,0.338764343,0.333311538,0.333504937,0.333634706,0.333707161,0.33373332,0.333714771,0.333647806,0.333543221,0.333402231,0.333236548,0.333070865,Brazil,FiberCrop +7,2,4,0.049065821,0.0490659,0.049065933,0.049770539,0.05042118,0.051037148,0.051638894,0.052167137,0.052656198,0.053127385,0.053579626,0.053573564,0.053566902,0.053559086,0.053550754,0.053542315,0.053533033,0.053523829,0.053514494,0.053504406,0.053494318,Brazil,MiscCrop +7,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,2,7,0.60559465,0.605594042,0.605594752,0.603490678,0.601676442,0.600048895,0.598602218,0.598546603,0.598475585,0.598390507,0.598284128,0.598282133,0.59825416,0.598207533,0.598137649,0.598050225,0.597941681,0.597814416,0.597669588,0.597505163,0.597340738,Brazil,Rice +7,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,2,9,0.347788822,0.347789457,0.347789203,0.348979846,0.35002517,0.351069993,0.351917217,0.352870384,0.353624098,0.354277472,0.354832609,0.354827627,0.35481916,0.3548097,0.354799288,0.354787447,0.354774933,0.354761943,0.354747803,0.354732377,0.354716951,Brazil,SugarCrop +7,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,3,2,0,0,0,0,0.013277046,0.01325182,0.013231254,0.013119536,0.013070327,0.013156065,0.013328289,0.013371078,0.013413183,0.013454528,0.013495998,0.013531497,0.013561043,0.013602338,0.013637815,0.013667407,0.013696999,Brazil,biomass +7,3,3,0.162740415,0.162740436,0.162740127,0.155645274,0.149308637,0.143659254,0.138642732,0.135568529,0.132605314,0.129796954,0.127086624,0.127131952,0.127162684,0.127179322,0.127184754,0.127180257,0.127164095,0.127139065,0.127105619,0.127066109,0.127026599,Brazil,FiberCrop +7,3,4,0.024062117,0.024062183,0.024062078,0.024237306,0.024390396,0.02454347,0.024675384,0.02494764,0.025209702,0.025462921,0.02569504,0.025683977,0.025670817,0.025656421,0.025640282,0.02562422,0.025606986,0.025589524,0.025571669,0.025552893,0.025534117,Brazil,MiscCrop +7,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,3,7,0.097505999,0.097505249,0.097505328,0.096736372,0.096080755,0.095498215,0.094986606,0.094970666,0.094950937,0.094926816,0.094896973,0.094896193,0.094888681,0.094875474,0.094855865,0.094831216,0.094800704,0.094765095,0.094724191,0.094678335,0.094632479,Brazil,Rice +7,3,8,0.002634219,0.002634232,0.002634214,0.002705371,0.002770096,0.00282905,0.002884308,0.002895518,0.002906749,0.002916748,0.002926752,0.002926734,0.00292669,0.002926638,0.002926554,0.00292648,0.002926394,0.002926294,0.002926204,0.002926083,0.002925962,Brazil,Root_Tuber +7,3,9,0.482213748,0.482214175,0.48221373,0.483479191,0.484607319,0.485733212,0.486640371,0.48766627,0.488471467,0.489167357,0.489751196,0.489742888,0.489730076,0.489714975,0.489697148,0.489678614,0.489657875,0.489635689,0.489613429,0.489587229,0.489561029,Brazil,SugarCrop +7,3,10,0.000170618,0.000171252,0.000171245,0.000171231,0.000171218,0.000171204,0.000171189,0.000171184,0.000171179,0.000171174,0.000171169,0.000171169,0.000171166,0.000171163,0.000171158,0.000171154,0.000171149,0.000171144,0.000171138,0.000171133,0.000171128,Brazil,Wheat +7,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,4,2,0,0,0,0,0.022982014,0.022958684,0.022933439,0.022684081,0.022715804,0.022776149,0.022993307,0.023066779,0.023139051,0.023209598,0.02328054,0.023341396,0.023392026,0.023452519,0.023513109,0.023563618,0.023614127,Brazil,biomass +7,4,3,0.404725326,0.404724731,0.404724944,0.391979615,0.380364389,0.369785044,0.360219586,0.354293136,0.348511504,0.34297003,0.337568965,0.337595315,0.337614432,0.337623373,0.337626153,0.337622529,0.337612272,0.33759778,0.33757757,0.337553828,0.337530086,Brazil,FiberCrop +7,4,4,0.047703632,0.047703581,0.047703564,0.04838242,0.049025551,0.049613497,0.050185272,0.050433443,0.050636174,0.050838552,0.051038273,0.051017854,0.050993344,0.050966907,0.050937006,0.050906942,0.050874678,0.050842491,0.05080907,0.05077362,0.05073817,Brazil,MiscCrop +7,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,4,7,0.036599349,0.036599331,0.036599363,0.036290964,0.036028028,0.03579429,0.035588821,0.035581819,0.035572982,0.035562495,0.035549192,0.035548983,0.035545646,0.035539637,0.035531137,0.035520064,0.035506638,0.035490696,0.035472621,0.035452303,0.035431985,Brazil,Rice +7,4,8,0.003726835,0.003726844,0.003726845,0.003832242,0.003927063,0.004013893,0.004093813,0.004100801,0.004107725,0.004114636,0.004119749,0.004119718,0.004119625,0.004119521,0.004119361,0.004119205,0.004119028,0.004118849,0.004118631,0.004118407,0.004118183,Brazil,Root_Tuber +7,4,9,0.290118032,0.290117899,0.290117883,0.291213803,0.292168383,0.293125814,0.293903296,0.294776146,0.295469761,0.296073754,0.296585822,0.296582151,0.296576406,0.296570483,0.296562113,0.296553401,0.296544815,0.296535067,0.2965244,0.296514493,0.296504586,Brazil,SugarCrop +7,4,10,0.000349303,0.000349092,0.00034867,0.000348634,0.0003486,0.000348561,0.00034852,0.000348509,0.000348497,0.000348483,0.000348468,0.000348465,0.000348459,0.000348451,0.000348441,0.000348429,0.000348416,0.000348402,0.000348387,0.000348372,0.000348357,Brazil,Wheat +7,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,5,2,0,0,0,0,0.017385141,0.017366688,0.017347032,0.017142215,0.017121999,0.017116048,0.017235563,0.017290425,0.017344375,0.017397609,0.017443416,0.01748908,0.017527156,0.017572615,0.017618271,0.01765632,0.017694369,Brazil,biomass +7,5,3,0.091087001,0.091086802,0.091086957,0.086774439,0.082969579,0.079600266,0.076629937,0.07482633,0.073091599,0.071451213,0.069873187,0.069877212,0.06987971,0.069880617,0.069881105,0.069880846,0.069879379,0.06987723,0.069874719,0.069871394,0.069868069,Brazil,FiberCrop +7,5,4,0.035092619,0.035092729,0.0350926,0.035758312,0.036375179,0.036971449,0.037529924,0.037686534,0.037859554,0.038017084,0.038175215,0.038174204,0.038172955,0.038171582,0.038170066,0.03816846,0.03816682,0.038165202,0.038163454,0.038161518,0.038159582,Brazil,MiscCrop +7,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,5,6,3.30E-05,3.30E-05,3.30E-05,3.12E-05,2.97E-05,2.83E-05,2.70E-05,2.65E-05,2.61E-05,2.56E-05,2.52E-05,2.50E-05,2.49E-05,2.48E-05,2.47E-05,2.46E-05,2.45E-05,2.44E-05,2.43E-05,2.42E-05,0.0000241,Brazil,OtherGrain +7,5,7,0.079059851,0.07905974,0.079059801,0.07842824,0.077892423,0.077419465,0.077007474,0.077000991,0.076993127,0.076983264,0.07697086,0.076970334,0.076967458,0.07696181,0.076954303,0.076944101,0.076931689,0.076916835,0.076899997,0.076881068,0.076862139,Brazil,Rice +7,5,8,0.020060044,0.020060056,0.020060066,0.020633447,0.021160041,0.021635813,0.022075233,0.022130611,0.02218541,0.022230722,0.02227559,0.022275333,0.022274521,0.022273583,0.022272079,0.022270444,0.022268831,0.022267039,0.02226505,0.02226282,0.02226059,Brazil,Root_Tuber +7,5,9,0.159175461,0.159174848,0.159175151,0.159906651,0.160537544,0.161169938,0.161687194,0.162264992,0.162726606,0.163130203,0.163474783,0.16347378,0.163472048,0.163469561,0.163467044,0.163463997,0.16346112,0.163457716,0.163454024,0.163450477,0.16344693,Brazil,SugarCrop +7,5,10,0.26339881,0.263397715,0.263398408,0.26337215,0.263343703,0.263315635,0.263284839,0.263276369,0.263266122,0.263256549,0.263246198,0.263243299,0.263239461,0.263232058,0.263223222,0.263215348,0.263206249,0.263196191,0.263184402,0.263172391,0.26316038,Brazil,Wheat +7,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,6,2,0,0,0,0,0.022127819,0.022110072,0.022091965,0.021802503,0.021673225,0.021701327,0.02193461,0.021982231,0.022029839,0.022077166,0.022124602,0.02217203,0.022219586,0.022267105,0.022314893,0.022362648,0.022410403,Brazil,biomass +7,6,3,0.442869005,0.4428701,0.442869844,0.430613333,0.419484636,0.409269848,0.399961117,0.393693736,0.387667694,0.381881791,0.376231792,0.376234971,0.376239806,0.376241379,0.376241704,0.376241652,0.376238317,0.376236113,0.376231598,0.376227587,0.376223576,Brazil,FiberCrop +7,6,4,0.036158961,0.036159013,0.036158872,0.03687492,0.037541696,0.038172382,0.038780685,0.038974894,0.039169703,0.039348823,0.039528726,0.039527489,0.03952624,0.039524585,0.039522855,0.039520906,0.039518957,0.039517081,0.039514938,0.039512624,0.03951031,Brazil,MiscCrop +7,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,6,6,5.85E-05,5.85E-05,5.85E-05,5.56E-05,5.29E-05,5.05E-05,4.84E-05,4.70E-05,4.58E-05,4.46E-05,4.35E-05,4.33E-05,4.31E-05,4.29E-05,4.27E-05,4.25E-05,4.23E-05,4.22E-05,4.20E-05,4.18E-05,0.0000416,Brazil,OtherGrain +7,6,7,0.154722404,0.154722406,0.154722046,0.153578316,0.152602262,0.151733633,0.150969641,0.150945284,0.150914528,0.150877601,0.150831417,0.150830213,0.150818586,0.150798299,0.150767755,0.150729396,0.150681952,0.150625954,0.150561794,0.150489801,0.150417808,Brazil,Rice +7,6,8,0.013449852,0.013449853,0.013449861,0.013837942,0.014194684,0.014523404,0.014828013,0.014852979,0.014877608,0.014902321,0.014920378,0.014920162,0.014919846,0.0149193,0.014918633,0.014917918,0.01491709,0.014916206,0.014915241,0.014914256,0.014913271,Brazil,Root_Tuber +7,6,9,0.103109971,0.103110372,0.103110246,0.103618741,0.104056098,0.104495203,0.104854453,0.105256058,0.105576887,0.105857785,0.106098037,0.106097424,0.106096181,0.106094997,0.106093458,0.106091684,0.106090091,0.10608809,0.106086404,0.106084016,0.106081628,Brazil,SugarCrop +7,6,10,0.014049883,0.01404987,0.014049898,0.014049162,0.014048413,0.014047641,0.014046737,0.014046493,0.014046246,0.014045937,0.014045637,0.01404555,0.014045425,0.014045237,0.014044992,0.014044734,0.014044446,0.014044145,0.014043817,0.014043459,0.014043101,Brazil,Wheat +7,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,10,2,0,0,0,0,0.002549924,0.002603767,0.00265759,0.002689034,0.002689051,0.002689042,0.00268904,0.002666889,0.002644919,0.002624285,0.002606062,0.002591348,0.002581205,0.002573341,0.002565506,0.002558815,0.002552124,Brazil,biomass +7,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop +7,10,4,0.007105539,0.007105207,0.007105542,0.007275838,0.00743735,0.007592553,0.007741011,0.007585822,0.007446436,0.007318968,0.007206054,0.007205894,0.007205728,0.007205498,0.007205303,0.007205085,0.007204863,0.007204621,0.007204338,0.007204132,0.007203926,Brazil,MiscCrop +7,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,10,7,0.014735906,0.014737693,0.01473079,0.014599647,0.014485584,0.014381821,0.014287181,0.014278247,0.014266935,0.014253435,0.014236461,0.014236007,0.014231727,0.01422422,0.014213143,0.014199156,0.014181822,0.014161582,0.014138178,0.014112041,0.014085904,Brazil,Rice +7,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,10,9,0.047789288,0.047788617,0.047788205,0.048029978,0.048241657,0.048454103,0.048627011,0.048821722,0.048976202,0.049111103,0.049226024,0.049225054,0.049223884,0.049222017,0.049220354,0.049218549,0.049216279,0.049214243,0.049211803,0.049209071,0.049206339,Brazil,SugarCrop +7,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,11,2,0,0,0,0,0.006563043,0.006706878,0.006847896,0.006916537,0.006985962,0.007052986,0.007120602,0.007154662,0.007188874,0.007223237,0.007257754,0.007289302,0.007317796,0.007343243,0.007365572,0.007384765,0.007403958,Brazil,biomass +7,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop +7,11,4,0.015942103,0.015940007,0.015940412,0.016318587,0.016677158,0.017021621,0.017343518,0.017454731,0.017574284,0.017686815,0.017792565,0.017792021,0.017791618,0.017790971,0.017790207,0.017789543,0.017788894,0.017788003,0.017787248,0.017786483,0.017785718,Brazil,MiscCrop +7,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice +7,11,8,0.559821424,0.559590311,0.559849194,0.565019951,0.569540331,0.573628517,0.577179225,0.579396391,0.581498082,0.583385058,0.585265918,0.585263124,0.585255743,0.585246724,0.585233325,0.585220651,0.585205455,0.585190201,0.585173052,0.585153825,0.585134598,Brazil,Root_Tuber +7,11,9,0.180975513,0.180978763,0.180992411,0.181797761,0.182493995,0.183192105,0.183762254,0.184399654,0.184908459,0.185352236,0.185731456,0.18572987,0.185727426,0.18572419,0.185720741,0.185716927,0.185712548,0.18570825,0.18570376,0.185698492,0.185693224,Brazil,SugarCrop +7,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,12,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,12,2,0,0,0,0,0.025181608,0.025171323,0.025160983,0.024863385,0.024831993,0.024832015,0.024821649,0.024927907,0.025045107,0.025162708,0.025270178,0.025367317,0.025453791,0.025519092,0.025573495,0.025638918,0.025704341,Brazil,biomass 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+7,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Canada,Corn +8,7,2,0,0,0,0,0.005901079,0.005944011,0.005980374,0.006017278,0.0060529,0.006086601,0.006081888,0.006099668,0.006075542,0.006045996,0.00601663,0.005991468,0.005967756,0.005943529,0.005921552,0.00590479,0.005888028,Canada,biomass +8,7,3,0.064214127,0.064213721,0.064213692,0.064219766,0.064217176,0.064213196,0.064206157,0.064195198,0.064185664,0.064176803,0.064167549,0.064186264,0.064199167,0.064206254,0.064209135,0.064207555,0.064201327,0.064191273,0.064177871,0.064162018,0.064146165,Canada,FiberCrop +8,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,7,5,0.001099316,0.001099304,0.001099314,0.001044947,0.001010017,0.000979333,0.000951514,0.000901831,0.000854891,0.000810709,0.000769165,0.000764893,0.000759858,0.000754129,0.000748352,0.000742947,0.000737836,0.000733053,0.000728261,0.000723685,0.000719109,Canada,OilCrop 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+8,7,11,0.15218853,0.152188148,0.152188257,0.153268279,0.154350214,0.155438563,0.156475607,0.157580834,0.158690989,0.159807921,0.160871146,0.160873331,0.160874093,0.160874932,0.160875694,0.160874983,0.1608749,0.16087344,0.160872109,0.160870456,0.160868803,Canada,FodderHerb +8,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0.999999999,0.999999998,Canada,Corn +8,8,2,0,0,0,0,0.004783952,0.004809044,0.004832101,0.004856751,0.004881016,0.004904756,0.004862905,0.004893413,0.004879952,0.004854059,0.00482835,0.004806542,0.004786488,0.004766292,0.004748105,0.004734093,0.004720081,Canada,biomass +8,8,3,0.031265729,0.031265834,0.031266181,0.031269695,0.031268156,0.031265919,0.03126183,0.031255386,0.03124988,0.03124457,0.03123926,0.031250194,0.031257625,0.031261884,0.031263431,0.031262506,0.031259086,0.03125314,0.031245285,0.031236051,0.031226817,Canada,FiberCrop +8,8,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,8,5,0.001344911,0.001344912,0.001344909,0.001310859,0.001286278,0.001265157,0.001245972,0.00116605,0.001091645,0.001021527,0.000955926,0.000954183,0.000952145,0.000949838,0.00094753,0.000945385,0.000943371,0.000941485,0.000939614,0.000937837,0.00093606,Canada,OilCrop +8,8,6,0.018053457,0.018053377,0.018053419,0.017871492,0.017699109,0.017542945,0.017395091,0.017325322,0.017262703,0.01720011,0.017130092,0.017130826,0.017130841,0.017130294,0.017129133,0.01712778,0.017126028,0.017124047,0.017121914,0.01711958,0.017117246,Canada,OtherGrain +8,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,8,10,0.014927835,0.014927912,0.014927903,0.015101999,0.015239448,0.015352152,0.015452485,0.015477854,0.015496535,0.015515145,0.015533661,0.01553328,0.015532587,0.015531709,0.015530587,0.015529394,0.015528117,0.015526817,0.015525319,0.01552376,0.015522201,Canada,Wheat +8,8,11,0.102347184,0.102347058,0.10234732,0.10311685,0.103888153,0.104664876,0.105405249,0.106195322,0.106989944,0.107789496,0.108552006,0.108553623,0.10855454,0.108555235,0.108555511,0.108555007,0.108554387,0.108553859,0.108553205,0.108551797,0.108550389,Canada,FodderHerb +8,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,9,1,0.227640468,0.227640581,0.227641035,0.222474043,0.217616528,0.213127365,0.208848472,0.203507581,0.198545245,0.193945207,0.189626727,0.189626484,0.189625771,0.189624767,0.189623311,0.189622958,0.189621433,0.189620751,0.189619276,0.189618379,0.189617482,Canada,Corn +8,9,2,0,0,0,0,0.006771511,0.006689443,0.006609489,0.006598043,0.006586244,0.006480282,0.00642087,0.00640544,0.006424871,0.006473664,0.006520046,0.006557874,0.00658417,0.006604655,0.006619379,0.006628347,0.006637315,Canada,biomass +8,9,3,0.000816365,0.000817228,0.00081732,0.000817432,0.000817384,0.000817312,0.000817182,0.000816979,0.000816802,0.000816637,0.000816467,0.000816816,0.000817051,0.000817184,0.000817237,0.000817206,0.000817093,0.000816907,0.000816657,0.000816365,0.000816073,Canada,FiberCrop +8,9,4,0.003541746,0.003541682,0.003541669,0.003542188,0.003541022,0.003539808,0.00354007,0.003541012,0.003541824,0.003542589,0.003543279,0.003542731,0.003542076,0.003541371,0.003540565,0.00353977,0.003538916,0.00353807,0.003537175,0.003536246,0.003535317,Canada,MiscCrop +8,9,5,0.000513026,0.000513025,0.000513028,0.000499065,0.000490021,0.000482123,0.000474946,0.000440761,0.000408809,0.000379,0.000351061,0.000350146,0.000349071,0.000347855,0.000346638,0.000345505,0.000344439,0.000343443,0.000342452,0.000341509,0.000340566,Canada,OilCrop +8,9,6,0.001472751,0.001472747,0.001472744,0.001462328,0.001453263,0.00144424,0.001435868,0.001428899,0.001421925,0.001414994,0.001408074,0.001408108,0.001408107,0.001408087,0.001408036,0.001407992,0.001407914,0.001407843,0.00140775,0.001407666,0.001407582,Canada,OtherGrain +8,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,9,8,0.874574917,0.874574944,0.874574994,0.877916652,0.880955133,0.883705678,0.88618292,0.886622834,0.887061445,0.88749847,0.887890464,0.88789053,0.88789041,0.887890515,0.887890363,0.887890573,0.887890484,0.887890528,0.887890491,0.887890447,0.887890403,Canada,Root_Tuber +8,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,9,10,0.002534398,0.002534402,0.002534397,0.002564554,0.002588472,0.002608145,0.00262572,0.002630174,0.002633491,0.002636792,0.002640094,0.002640052,0.002639993,0.002639908,0.002639796,0.002639682,0.002639556,0.002639422,0.002639291,0.002639147,0.002639003,Canada,Wheat +8,9,11,0.01848338,0.01848341,0.018483348,0.017954897,0.017463006,0.017013287,0.016589171,0.016065947,0.015585437,0.015144773,0.014735356,0.014735639,0.014735802,0.014735941,0.0147359,0.014735876,0.014735851,0.014735688,0.014735487,0.014735364,0.014735241,Canada,FodderHerb +8,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,10,1,0.195070939,0.195070684,0.195070362,0.190463593,0.186139212,0.182148967,0.178352569,0.173620762,0.169232631,0.165172428,0.161366048,0.161365317,0.161365009,0.161365298,0.161364483,0.161364407,0.161363679,0.161363563,0.161363313,0.161362976,0.161362639,Canada,Corn +8,10,2,0,0,0,0,0.048860021,0.048355004,0.04784881,0.047713278,0.047572541,0.047424096,0.047221969,0.047539992,0.047840204,0.048119124,0.048400352,0.04855634,0.048667176,0.048775632,0.048862259,0.048928647,0.048995035,Canada,biomass +8,10,3,0.000343851,0.000343558,0.000342972,0.000343028,0.000343003,0.000342969,0.000342903,0.000342802,0.000342715,0.000342631,0.000342546,0.00034272,0.000342838,0.000342905,0.000342929,0.000342917,0.000342859,0.000342766,0.000342641,0.000342496,0.000342351,Canada,FiberCrop +8,10,4,0.038607042,0.038606963,0.038606924,0.038620654,0.038617789,0.038614767,0.038611567,0.038626401,0.038640868,0.038655279,0.038669189,0.038667874,0.038666328,0.038664581,0.038662681,0.038660699,0.038658537,0.038656409,0.03865412,0.038651885,0.03864965,Canada,MiscCrop +8,10,5,0.089962469,0.08996229,0.089962669,0.087104838,0.084694776,0.082572761,0.080722588,0.080141341,0.079595833,0.079053893,0.078515497,0.078515244,0.078515084,0.078515141,0.078515651,0.078515385,0.07851566,0.078515242,0.078515356,0.078515427,0.078515498,Canada,OilCrop +8,10,6,0.001372293,0.001372302,0.001372287,0.001361723,0.001351851,0.001342605,0.001333968,0.001328524,0.001323054,0.001318163,0.001313274,0.001313329,0.001313329,0.00131329,0.001313198,0.001313085,0.001312943,0.001312779,0.001312597,0.001312412,0.001312227,Canada,OtherGrain +8,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,10,8,0.412725545,0.412725146,0.412726015,0.420214495,0.427212954,0.43370804,0.439692287,0.440769638,0.441846052,0.442924402,0.443895353,0.443895554,0.443894507,0.443894897,0.443894743,0.443894836,0.443895231,0.443894826,0.443894867,0.4438954,0.443895933,Canada,Root_Tuber +8,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,10,10,0.002635284,0.002635291,0.00263528,0.002666403,0.002690984,0.002711129,0.002729073,0.002733621,0.002736949,0.002740283,0.002743582,0.002743526,0.002743408,0.00274324,0.002743036,0.002742834,0.002742596,0.002742344,0.00274208,0.002741805,0.00274153,Canada,Wheat +8,10,11,0.031698001,0.031697925,0.031697893,0.030803137,0.029969907,0.029207671,0.028488235,0.027600072,0.026783701,0.026034808,0.02533838,0.025338786,0.025338982,0.025339164,0.025339068,0.025339094,0.025338955,0.025338737,0.025338466,0.025338302,0.025338138,Canada,FodderHerb +8,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,11,1,0.384396275,0.384398463,0.384408273,0.377373149,0.37072951,0.364541098,0.358594498,0.35111947,0.344108444,0.33754976,0.331341775,0.331337181,0.331329667,0.331321568,0.331312503,0.331303225,0.331292886,0.331283813,0.331273311,0.331262559,0.331251807,Canada,Corn +8,11,2,0,0,0,0,0.048901016,0.048430849,0.047926986,0.047784779,0.047948565,0.04809451,0.048252089,0.048370965,0.04846651,0.04851046,0.048535029,0.048528262,0.048570477,0.048626609,0.048679272,0.048711341,0.04874341,Canada,biomass +8,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FiberCrop +8,11,4,0.12275718,0.122759441,0.122759249,0.122565923,0.122372193,0.12217847,0.121984541,0.121653591,0.121322444,0.120992273,0.120662079,0.120659263,0.120655394,0.120651312,0.12064683,0.120642405,0.12063722,0.120632461,0.120627204,0.12062191,0.120616616,Canada,MiscCrop +8,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,OilCrop +8,11,6,0.000895021,0.0009207,0.000931507,0.000929319,0.000927355,0.000925279,0.000923065,0.000921686,0.000920504,0.000919256,0.000917919,0.000918178,0.000918191,0.000918026,0.000917632,0.000917152,0.00091651,0.000915786,0.000914976,0.000914149,0.000913322,Canada,OtherGrain +8,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,11,10,0.043836936,0.043825631,0.043846643,0.044349827,0.04474931,0.045078775,0.045373635,0.045448528,0.045504677,0.045560552,0.045616711,0.045616469,0.045615993,0.045615439,0.045614803,0.045614088,0.045613578,0.045612769,0.045611915,0.045611033,0.045610151,Canada,Wheat +8,11,11,0.461934686,0.461943513,0.461948391,0.454604113,0.447599153,0.441043174,0.434720413,0.426722525,0.419184658,0.41210467,0.405373849,0.405375309,0.405375328,0.405376087,0.405374543,0.4053759,0.405374172,0.405373892,0.40537338,0.405372132,0.405370884,Canada,FodderHerb +8,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn +8,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,13,3,0.015625105,0.015626249,0.015624026,0.015625604,0.015624972,0.0156239,0.015622091,0.015619269,0.015616802,0.015614555,0.015612228,0.015616991,0.015620288,0.015622127,0.01562288,0.015622421,0.015620904,0.015618256,0.015614828,0.015610819,0.01560681,Canada,FiberCrop +8,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,13,5,8.74E-05,8.74E-05,8.74E-05,8.33E-05,8.00E-05,7.71E-05,7.46E-05,7.08E-05,6.74E-05,6.42E-05,6.12E-05,6.12E-05,6.11E-05,6.10E-05,6.09E-05,6.08E-05,6.07E-05,6.06E-05,6.05E-05,6.04E-05,0.0000603,Canada,OilCrop +8,13,6,0.003893994,0.003893983,0.003893984,0.0038518,0.003811822,0.003775268,0.003742029,0.003727288,0.003712221,0.003697101,0.003683448,0.00368388,0.00368386,0.003683544,0.003682808,0.003681929,0.003680757,0.003679462,0.003678,0.003676512,0.003675024,Canada,OtherGrain +8,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,13,10,0.003281586,0.003281571,0.003281582,0.003317511,0.003344864,0.003366354,0.003384687,0.003389243,0.003392144,0.003394959,0.003397594,0.003397162,0.003396351,0.003395228,0.003393862,0.003392439,0.003390845,0.003389164,0.003387341,0.003385476,0.003383611,Canada,Wheat +8,13,11,0.046926734,0.046926018,0.046926163,0.047301616,0.047677849,0.048056927,0.048418733,0.048805415,0.049194721,0.049586782,0.049960882,0.049961849,0.049962438,0.049962841,0.049962891,0.049962772,0.04996241,0.049961958,0.049961337,0.049960585,0.049959833,Canada,FodderHerb +8,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,14,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn +8,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,14,3,0.006077187,0.00608398,0.006079224,0.006079932,0.006079623,0.006079173,0.006078344,0.006077082,0.006075957,0.006074922,0.006073853,0.006076039,0.006077522,0.006078369,0.006078693,0.006078512,0.006077788,0.006076612,0.00607505,0.006073207,0.006071364,Canada,FiberCrop +8,14,4,0.004047079,0.004047038,0.00404698,0.00404459,0.004043851,0.004041359,0.004038788,0.004036644,0.004034444,0.004032212,0.004029927,0.004029577,0.004029168,0.004028723,0.00402823,0.00402773,0.004027199,0.004026665,0.00402611,0.00402552,0.00402493,Canada,MiscCrop +8,14,5,2.52E-05,2.52E-05,2.52E-05,2.39E-05,2.30E-05,2.21E-05,2.13E-05,2.02E-05,1.92E-05,1.83E-05,1.74E-05,1.74E-05,1.74E-05,1.73E-05,1.73E-05,1.73E-05,1.73E-05,1.72E-05,1.72E-05,1.72E-05,0.0000172,Canada,OilCrop +8,14,6,0.002013259,0.002013226,0.002013257,0.001992602,0.001973039,0.001955329,0.001938559,0.001931493,0.001924386,0.001917287,0.001910169,0.001910252,0.001910248,0.001910196,0.001910058,0.001909897,0.001909692,0.001909457,0.001909193,0.001908933,0.001908673,Canada,OtherGrain +8,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,14,10,0.001807374,0.001807369,0.001807375,0.00182866,0.001845447,0.001859187,0.001871394,0.001874485,0.001876752,0.001879,0.001881235,0.001881184,0.001881071,0.001880939,0.00188078,0.001880607,0.00188042,0.001880205,0.001879993,0.001879772,0.001879551,Canada,Wheat +8,14,11,0.079336029,0.079335543,0.07933539,0.079948196,0.080562101,0.081180435,0.081769928,0.08239995,0.08303361,0.083671482,0.084279852,0.084281447,0.084282418,0.084282914,0.084283134,0.084282901,0.084282464,0.084281651,0.084280719,0.084279542,0.084278365,Canada,FodderHerb +8,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,15,1,0.986462512,0.986463313,0.986464892,0.986063915,0.985669667,0.985289614,0.984912614,0.984419922,0.983938909,0.983471536,0.983012463,0.983012485,0.983012463,0.983012426,0.983012389,0.983012363,0.983012343,0.983012338,0.983012292,0.983012242,0.983012192,Canada,Corn +8,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,15,3,0.001381805,0.001382739,0.001382248,0.00138244,0.001382359,0.00138223,0.001382015,0.001381668,0.001381367,0.001381096,0.001380808,0.001381394,0.001381797,0.001382024,0.001382108,0.00138206,0.001381868,0.001381546,0.001381131,0.001380628,0.001380125,Canada,FiberCrop +8,15,4,0.002556241,0.002556273,0.002556292,0.002553701,0.002551065,0.002547299,0.002543523,0.00253887,0.002534189,0.00252949,0.002524783,0.00252459,0.002524354,0.002524095,0.002523812,0.002523526,0.002523219,0.002522911,0.002522596,0.002522263,0.00252193,Canada,MiscCrop +8,15,5,3.75E-06,3.75E-06,3.74E-06,3.55E-06,3.40E-06,3.26E-06,3.15E-06,2.98E-06,2.83E-06,2.68E-06,2.55E-06,2.55E-06,2.54E-06,2.54E-06,2.53E-06,2.52E-06,2.52E-06,2.51E-06,2.51E-06,2.50E-06,0.00000249,Canada,OilCrop +8,15,6,0.00127598,0.001275973,0.001275976,0.001264691,0.001253511,0.001243491,0.001234065,0.00122911,0.001224137,0.001218652,0.001213719,0.001213743,0.001213745,0.001213724,0.001213665,0.001213601,0.001213519,0.001213434,0.001213335,0.001213224,0.001213113,Canada,OtherGrain +8,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,15,10,0.000974372,0.000974373,0.00097438,0.00098596,0.000995138,0.001002677,0.001009404,0.001011109,0.001012376,0.00101363,0.001014888,0.00101487,0.001014837,0.001014796,0.001014742,0.001014686,0.001014631,0.001014567,0.001014497,0.001014427,0.001014357,Canada,Wheat +8,15,11,0.013048379,0.013048442,0.013048466,0.013156438,0.013264836,0.013374101,0.013478427,0.01358992,0.013702197,0.013815363,0.01392343,0.013923677,0.013923783,0.013923795,0.013923841,0.01392379,0.013923823,0.013923719,0.013923466,0.013923428,0.01392339,Canada,FodderHerb +8,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,16,1,0.529451589,0.529533371,0.529446233,0.522023059,0.514945879,0.508298773,0.501863246,0.493702278,0.48597789,0.478690407,0.471736478,0.471732682,0.471726568,0.471720146,0.471713558,0.471705471,0.471698581,0.471688456,0.471681278,0.471673899,0.47166652,Canada,Corn +8,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,16,3,0.000996954,0.001002192,0.001026119,0.001026293,0.001026216,0.001026109,0.001025909,0.00102561,0.001025349,0.001025102,0.001024845,0.001025372,0.001025716,0.001025918,0.001025993,0.00102595,0.001025784,0.0010255,0.001025135,0.001024692,0.001024249,Canada,FiberCrop +8,16,4,0.002894399,0.002894443,0.002894567,0.002893825,0.002892981,0.002892102,0.002889906,0.00288947,0.002888938,0.00288838,0.002887741,0.002887339,0.002886872,0.002886346,0.00288576,0.002885172,0.002884536,0.002883907,0.002883258,0.002882562,0.002881866,Canada,MiscCrop +8,16,5,0,4.59E-07,5.05E-07,4.78E-07,4.57E-07,4.38E-07,4.22E-07,3.99E-07,3.78E-07,3.58E-07,3.40E-07,3.39E-07,3.39E-07,3.38E-07,3.37E-07,3.36E-07,3.36E-07,3.35E-07,3.34E-07,3.34E-07,0.000000334,Canada,OilCrop +8,16,6,0.000616064,0.000616178,0.000616157,0.000611264,0.000606679,0.000602384,0.000598371,0.000595719,0.000593071,0.000590433,0.000588056,0.000588068,0.000588067,0.000588059,0.000588042,0.000588019,0.000587989,0.000587956,0.00058792,0.000587883,0.000587846,Canada,OtherGrain +8,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,16,10,0.00055878,0.000558778,0.000558706,0.000565377,0.000570669,0.000575027,0.000578922,0.000579911,0.000580645,0.000581379,0.000582112,0.000582105,0.000582094,0.000582076,0.000582056,0.000582034,0.000582011,0.000581985,0.000581958,0.000581931,0.000581904,Canada,Wheat +8,16,11,0.01640683,0.016405359,0.016405829,0.016540666,0.01667639,0.016813209,0.016943819,0.017083051,0.017223309,0.017364715,0.017499699,0.017499814,0.017499904,0.017499948,0.017499942,0.017499935,0.017499886,0.017499836,0.017499778,0.017499686,0.017499594,Canada,FodderHerb +8,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +9,4,1,0.092256614,0.092256608,0.092256575,0.092996101,0.093646829,0.094266533,0.094815862,0.094887975,0.094922218,0.094956179,0.094990057,0.094987614,0.094984115,0.094979795,0.094975386,0.094970863,0.094966076,0.094961332,0.094956545,0.094951643,0.094946741,Central America and Caribbean,Corn +9,4,2,0,0,0,0,0.041868511,0.041903365,0.041938193,0.041573093,0.041262526,0.041521838,0.041747497,0.042010375,0.042274774,0.042540864,0.042790519,0.042951792,0.043113801,0.043041751,0.042969879,0.042879956,0.042790033,Central America and Caribbean,biomass +9,4,3,0.469018358,0.469018562,0.469018539,0.462529793,0.456479762,0.450655605,0.445272532,0.436998383,0.429075571,0.421510262,0.414189976,0.414197102,0.414204051,0.414206187,0.414208501,0.41420736,0.414204674,0.414199473,0.414193018,0.414186203,0.414179388,Central America and Caribbean,FiberCrop +9,4,4,0.106889797,0.106889899,0.106889959,0.108214987,0.109384224,0.110522982,0.11154179,0.112186542,0.112788931,0.113350592,0.113870727,0.113866929,0.113862311,0.113857071,0.11385143,0.113845744,0.113839599,0.113833302,0.113826932,0.113820205,0.113813478,Central America and Caribbean,MiscCrop +9,4,5,0.001126282,0.001126335,0.001126419,0.001093071,0.001062094,0.001032893,0.001005365,0.000990125,0.000975123,0.000960764,0.000947026,0.000926602,0.00090662,0.00088707,0.00086945,0.000854784,0.000842565,0.000832325,0.000823291,0.000815776,0.000808261,Central America and Caribbean,OilCrop +9,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,4,7,0.362071551,0.362071489,0.362071607,0.365146458,0.367926793,0.370301764,0.372471621,0.381502858,0.389890987,0.397613178,0.404746525,0.404746216,0.404729965,0.404701815,0.404660403,0.404606244,0.404542159,0.40446438,0.404377202,0.404278798,0.404180394,Central America and Caribbean,Rice +9,4,8,0.180137838,0.180138195,0.180138445,0.171749206,0.164145892,0.157215777,0.150912757,0.14671564,0.142773118,0.139023604,0.135508746,0.134487729,0.133472049,0.132463023,0.131508976,0.130659749,0.129864225,0.12917104,0.128579345,0.128038061,0.127496777,Central America and Caribbean,Root_Tuber +9,4,9,0.425532331,0.425534208,0.425534096,0.42588044,0.426165646,0.426449435,0.426732557,0.42680947,0.426883116,0.426956008,0.42692076,0.426916283,0.426909668,0.426901315,0.426891948,0.4268818,0.426870727,0.426859036,0.426846856,0.426833196,0.426819536,Central America and Caribbean,SugarCrop +9,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +9,5,1,0.13527404,0.13527395,0.135273288,0.133601374,0.132151694,0.130814077,0.129632852,0.127834986,0.126201224,0.12477348,0.123498966,0.123497185,0.123496054,0.123493749,0.123491918,0.123489883,0.123487836,0.12348568,0.123483121,0.123481133,0.123479145,Central America and Caribbean,Corn +9,5,2,0,0,0,0,0.048473395,0.048513331,0.048573395,0.048673912,0.048875643,0.049057927,0.049057866,0.048773796,0.048270844,0.048431648,0.048633195,0.048835737,0.04901863,0.049202219,0.049120599,0.049222725,0.049324851,Central America and Caribbean,biomass +9,5,3,0.286731249,0.286731524,0.286730875,0.283893689,0.281244308,0.278695531,0.276247596,0.272506877,0.268883921,0.265377213,0.261983286,0.261990388,0.261995677,0.261998627,0.262000005,0.261999039,0.261996538,0.261992407,0.261986574,0.261979701,0.261972828,Central America and Caribbean,FiberCrop +9,5,4,0.11121555,0.111215619,0.111215544,0.11129593,0.111375795,0.111412791,0.11149238,0.111145108,0.110797566,0.110451651,0.110148124,0.110144682,0.110141772,0.110138071,0.110134349,0.11013005,0.110125442,0.110120908,0.110116213,0.110111936,0.110107659,Central America and Caribbean,MiscCrop +9,5,5,0.001490985,0.001490976,0.001491091,0.001432612,0.001378812,0.00132933,0.001283846,0.001250724,0.001219513,0.001189597,0.001161425,0.001136383,0.001111883,0.00108791,0.001066306,0.001048321,0.001033334,0.001020783,0.001009704,0.00100049,0.000991276,Central America and Caribbean,OilCrop +9,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,5,7,0.340959874,0.340959997,0.340959594,0.346801976,0.352282088,0.357387093,0.362103024,0.36375311,0.36519378,0.366523457,0.367735528,0.367732988,0.367708261,0.367665078,0.367601223,0.36752185,0.367421801,0.367305667,0.367171291,0.367021354,0.366871417,Central America and Caribbean,Rice +9,5,8,0.113571919,0.113571909,0.113572043,0.107960174,0.102911858,0.098341787,0.094174196,0.092037175,0.090014427,0.088066587,0.086225056,0.085538609,0.084856468,0.084179565,0.083540165,0.082971978,0.082440115,0.08197693,0.081581582,0.081220397,0.080859212,Central America and Caribbean,Root_Tuber +9,5,9,0.435227766,0.435227956,0.43522772,0.439042863,0.44251231,0.445666272,0.448499426,0.452216693,0.455721062,0.459010881,0.462085536,0.462078291,0.462067742,0.462052233,0.462036595,0.462019239,0.462000651,0.461981182,0.461959789,0.46193728,0.461914771,Central America and Caribbean,SugarCrop +9,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +9,6,1,0.060874884,0.060874777,0.060874762,0.060568473,0.060294611,0.060071283,0.05987275,0.058618411,0.057504803,0.056525552,0.055652156,0.055651209,0.055649759,0.055647468,0.05564561,0.055643386,0.055641143,0.055638864,0.055636844,0.055634637,0.05563243,Central America and Caribbean,Corn +9,6,2,0,0,0,0,0.036163773,0.036163917,0.036163842,0.036467489,0.036820181,0.036804705,0.036789358,0.03649691,0.036558375,0.036589255,0.036743309,0.036898303,0.037053742,0.037194288,0.037303958,0.037398322,0.037492686,Central America and Caribbean,biomass +9,6,3,0.171426068,0.171426447,0.171425597,0.171428124,0.171427787,0.171426964,0.1714253,0.171423299,0.171420721,0.171418913,0.171417607,0.171420637,0.171423818,0.171424834,0.171425267,0.171424659,0.171423799,0.171421456,0.171419196,0.171415482,0.171411768,Central America and Caribbean,FiberCrop +9,6,4,0.068216282,0.068216347,0.068216154,0.068212288,0.06820761,0.068203196,0.068198151,0.067837197,0.06753215,0.067228266,0.066952503,0.066950701,0.066947696,0.066944871,0.066941522,0.066938088,0.066934487,0.066930773,0.066926868,0.066922762,0.066918656,Central America and Caribbean,MiscCrop +9,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop +9,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,6,7,0.671244201,0.671243571,0.671244674,0.672949785,0.674528325,0.67589964,0.677154527,0.681353651,0.685046698,0.68842699,0.691495052,0.691490917,0.691468542,0.691429175,0.691371613,0.691300319,0.691213688,0.691111677,0.690993801,0.690861984,0.690730167,Central America and Caribbean,Rice +9,6,8,0.03718519,0.037185179,0.037185013,0.035061878,0.033179482,0.03149997,0.02999052,0.029410881,0.028853257,0.028317874,0.027803392,0.027567721,0.02733343,0.027100933,0.026881242,0.026685942,0.026503037,0.02634374,0.026207487,0.026082593,0.025957699,Central America and Caribbean,Root_Tuber +9,6,9,0.477013614,0.477013033,0.477011749,0.481347185,0.485310056,0.488948986,0.492261986,0.495158692,0.497834931,0.5004008,0.502747548,0.502741411,0.502732872,0.502721764,0.502709321,0.502696367,0.502681596,0.502666284,0.502649962,0.50263195,0.502613938,Central America and Caribbean,SugarCrop +9,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,6,13,1.47E-05,1.47E-05,1.47E-05,1.41E-05,1.36E-05,1.31E-05,1.27E-05,1.23E-05,1.18E-05,1.15E-05,1.11E-05,1.10E-05,1.10E-05,1.10E-05,1.09E-05,1.09E-05,1.08E-05,1.08E-05,1.07E-05,1.07E-05,0.0000107,Central America and Caribbean,PalmFruit +9,12,1,0.004748834,0.004748811,0.004748841,0.004665813,0.004592069,0.004529201,0.00447292,0.00442304,0.004379368,0.004339873,0.004304418,0.004304405,0.004304393,0.00430441,0.004304386,0.004304419,0.004304404,0.004304385,0.004304403,0.0043044,0.004304397,Central America and Caribbean,Corn +9,12,2,0,0,0,0,0.003775538,0.003778799,0.003782072,0.00377879,0.00377715,0.003775512,0.003773873,0.003768974,0.003764061,0.003759156,0.003754247,0.003750982,0.003739581,0.003750996,0.003760805,0.003768998,0.003777191,Central America and Caribbean,biomass +9,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FiberCrop +9,12,4,0.003184749,0.003184704,0.003184704,0.003159827,0.003137821,0.003117307,0.003098256,0.003062082,0.003028924,0.002998725,0.002970083,0.002969995,0.00296988,0.002969773,0.002969644,0.002969508,0.002969379,0.002969232,0.002969079,0.002968921,0.002968763,Central America and Caribbean,MiscCrop +9,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop +9,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,12,7,0.12442195,0.124415371,0.124421019,0.124091165,0.123804658,0.123516095,0.123319731,0.123127201,0.122933061,0.122737606,0.122540072,0.122539625,0.122536695,0.122531649,0.122524685,0.122515849,0.122505253,0.1224927,0.122478403,0.122462454,0.122446505,Central America and Caribbean,Rice +9,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Root_Tuber +9,12,9,0.194162729,0.194161753,0.194162256,0.197633272,0.200880627,0.203884999,0.206641358,0.208995221,0.21122577,0.213256674,0.215226831,0.215226513,0.215225539,0.215223401,0.215222227,0.215222007,0.215219852,0.215219069,0.215217031,0.215215025,0.215213019,Central America and Caribbean,SugarCrop +9,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +10,7,1,0.993685478,0.993685363,0.993685293,0.993628514,0.993608955,0.99359295,0.993576664,0.993571389,0.993564857,0.993557604,0.993547222,0.993542133,0.993535111,0.993526145,0.993516551,0.993506715,0.993495964,0.993484983,0.993473833,0.993462422,0.993451011,Central Asia,Corn +10,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,7,3,0.988252156,0.988252162,0.9882521,0.988452465,0.988617905,0.988770065,0.988908067,0.988703815,0.988492075,0.98826674,0.988021119,0.988038179,0.988049535,0.98805578,0.988057962,0.98805612,0.988050127,0.988040682,0.988028174,0.988013312,0.98799845,Central Asia,FiberCrop +10,7,4,0.911548612,0.9115484,0.911548575,0.912115101,0.9126406,0.91316194,0.913644039,0.913558405,0.913469668,0.913379583,0.913287334,0.913272473,0.913254553,0.913234966,0.913212965,0.913190814,0.913166848,0.913142907,0.913118262,0.913092183,0.913066104,Central Asia,MiscCrop +10,7,5,0.33065884,0.330658546,0.330657976,0.324983691,0.323756791,0.322522459,0.320967511,0.296911128,0.276247469,0.258284383,0.242524336,0.241045114,0.239284235,0.237258883,0.235197312,0.233251297,0.231374353,0.22957195,0.227747399,0.225991048,0.224234697,Central Asia,OilCrop +10,7,6,0.288178717,0.288179357,0.288177674,0.287845603,0.28767443,0.287310114,0.286735371,0.282146347,0.277879074,0.274024121,0.27046161,0.270679815,0.270706606,0.270601637,0.270326605,0.269976837,0.269496819,0.268951386,0.268330545,0.267694873,0.267059201,Central Asia,OtherGrain +10,7,7,0.967804239,0.967804244,0.967804323,0.969054598,0.970141074,0.971118637,0.971989448,0.972683471,0.973321313,0.973905072,0.974430892,0.974534666,0.974610792,0.974664218,0.974691679,0.974698775,0.974682222,0.974644727,0.974584359,0.974501809,0.974419259,Central Asia,Rice +10,7,8,0.484096417,0.484095988,0.484096079,0.483631695,0.483153669,0.482673199,0.482185344,0.481830922,0.481559807,0.48128519,0.480995239,0.480985911,0.480959943,0.48092845,0.480881274,0.480835355,0.480781276,0.480726686,0.480666665,0.480598888,0.480531111,Central Asia,Root_Tuber +10,7,9,0.14406752,0.144067194,0.144067069,0.143741128,0.143598628,0.143447809,0.143287409,0.143158822,0.143017542,0.142868909,0.142712159,0.142690286,0.142659885,0.142619823,0.142576369,0.142530146,0.142481176,0.142428978,0.142375551,0.14231389,0.142252229,Central Asia,SugarCrop +10,7,10,0.250779346,0.250779221,0.250779251,0.250586404,0.250390474,0.250178081,0.249944558,0.253244994,0.256483037,0.259576717,0.262600975,0.262584095,0.262548753,0.262497207,0.262432781,0.262364872,0.262286506,0.262203084,0.262111565,0.26201788,0.261924195,Central Asia,Wheat +10,7,11,0.98969045,0.9896905,0.989690438,0.989693309,0.989694405,0.989695405,0.989696326,0.989701216,0.989705435,0.989709224,0.989708363,0.989710187,0.989711331,0.989712017,0.989712267,0.989712182,0.989711666,0.989710852,0.989709712,0.989708342,0.989706972,Central Asia,FodderHerb +10,7,12,0.680390384,0.680390436,0.680390589,0.680390254,0.680390445,0.680390695,0.680390208,0.680390347,0.680390216,0.680390092,0.680390342,0.68039077,0.68039042,0.680390183,0.680390435,0.680390343,0.680390605,0.680390493,0.680390667,0.68039003,0.680389393,Central Asia,FodderGrass +10,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,8,1,0.960947829,0.960947735,0.960947789,0.960592833,0.960472471,0.960373994,0.960273939,0.960241791,0.960201943,0.960157654,0.960094721,0.960064234,0.960021813,0.959967578,0.959909494,0.959849865,0.959784638,0.959717751,0.959649823,0.959580488,0.959511153,Central Asia,Corn +10,8,2,0,0,0,0,0.454361636,0.455536139,0.456389733,0.460498456,0.463242055,0.466430374,0.46783263,0.468811969,0.469551788,0.470008259,0.470143255,0.469454984,0.468816212,0.468030894,0.467227582,0.466530519,0.465833456,Central Asia,biomass +10,8,3,0.980934044,0.980933977,0.980933946,0.981255989,0.981522289,0.981767531,0.981989648,0.98166022,0.981318458,0.980955003,0.980559097,0.980587315,0.980606214,0.980616514,0.980620196,0.980617186,0.980607338,0.980591754,0.980571135,0.980546554,0.980521973,Central Asia,FiberCrop +10,8,4,0.880586237,0.880586278,0.880586167,0.880869177,0.881102136,0.8813328,0.881560701,0.881584957,0.881605084,0.881623416,0.881638887,0.881619919,0.881597358,0.881572295,0.881544493,0.881516549,0.881486491,0.881456122,0.881424963,0.88139203,0.881359097,Central Asia,MiscCrop +10,8,5,0.535470901,0.535470605,0.535470786,0.53090346,0.530495778,0.529951278,0.529065142,0.507426821,0.488267253,0.471168082,0.455859611,0.454288481,0.452425754,0.450286691,0.448118669,0.446077611,0.444112579,0.442230834,0.440327182,0.438504522,0.436681862,Central Asia,OilCrop +10,8,6,0.35972765,0.359727894,0.359727398,0.359585274,0.35958608,0.359542776,0.359249739,0.357415231,0.355708604,0.354179648,0.35271517,0.352820746,0.352835013,0.352785951,0.352653207,0.352486602,0.352257031,0.351995525,0.351700763,0.351398728,0.351096693,Central Asia,OtherGrain +10,8,7,0.950322119,0.95032198,0.950322022,0.952219045,0.953898514,0.955422961,0.956797203,0.957881493,0.958887511,0.95981825,0.960670577,0.960830153,0.960960331,0.961065928,0.961143937,0.961200171,0.961232017,0.961241567,0.961227676,0.961191457,0.961155238,Central Asia,Rice +10,8,8,0.588744825,0.588744517,0.588744652,0.58827581,0.587792005,0.587305428,0.586811932,0.586463712,0.586193733,0.585919603,0.585629147,0.585619009,0.585590815,0.58555637,0.585504139,0.585454891,0.585395478,0.58533658,0.585270731,0.585196472,0.585122213,Central Asia,Root_Tuber +10,8,9,0.513095087,0.513094701,0.513094608,0.512533944,0.51229096,0.512032306,0.511757264,0.511537208,0.511293943,0.511037369,0.510765793,0.510729352,0.510677135,0.510609955,0.510535498,0.510456696,0.510369669,0.510279969,0.510185366,0.510077939,0.509970512,Central Asia,SugarCrop +10,8,10,0.299769962,0.299770178,0.299770992,0.299626237,0.29948581,0.299332477,0.299167359,0.302882896,0.306525766,0.310002891,0.313405059,0.313392084,0.313367958,0.313332751,0.31329065,0.313243483,0.313191695,0.313135541,0.313073556,0.313012285,0.312951014,Central Asia,Wheat +10,8,11,0.948616026,0.948615976,0.948616111,0.948622718,0.948625467,0.948627691,0.948629977,0.948641945,0.948651901,0.948661314,0.948648705,0.948653022,0.948656024,0.948657506,0.948658106,0.948657937,0.948656605,0.94865465,0.948651964,0.948648712,0.94864546,Central Asia,FodderHerb +10,8,12,0.705356808,0.705356156,0.705355639,0.705355583,0.705355774,0.705356016,0.705355911,0.705355897,0.705355773,0.705356626,0.705356771,0.705356474,0.705356207,0.705355404,0.705355369,0.705355221,0.705355226,0.705356114,0.705354975,0.705356607,0.705358239,Central Asia,FodderGrass +10,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,9,1,0.248088813,0.24808882,0.248088669,0.245331258,0.243425164,0.24159769,0.23985552,0.23943921,0.239000546,0.238549421,0.238172022,0.238081471,0.237954523,0.237792945,0.237620305,0.237442934,0.237248332,0.237048723,0.236847243,0.236642237,0.236437231,Central Asia,Corn +10,9,2,0,0,0,0,0.260401685,0.262744657,0.264649026,0.26632912,0.267402905,0.268598048,0.269792001,0.271030105,0.271934164,0.272355665,0.272004629,0.27156879,0.271132437,0.270560915,0.269964851,0.269450972,0.268937093,Central Asia,biomass +10,9,3,0.985331541,0.985331551,0.985331596,0.98811804,0.9907491,0.993287787,0.99577628,0.995697004,0.995614862,0.995527499,0.995432264,0.995440583,0.995446132,0.995449177,0.995450242,0.995449369,0.995446487,0.995441911,0.995435802,0.995428585,0.995421368,Central Asia,FiberCrop +10,9,4,0.723804971,0.723805673,0.723805465,0.725139795,0.726465267,0.727697552,0.728923321,0.729149623,0.729368584,0.729586892,0.729712788,0.729684797,0.729650622,0.729613532,0.72957168,0.72952874,0.729484089,0.72943795,0.729392303,0.729342256,0.729292209,Central Asia,MiscCrop +10,9,5,0.060279556,0.060279944,0.06028007,0.060187037,0.060124262,0.060086546,0.060049624,0.055797379,0.052084601,0.048825866,0.045931149,0.045923653,0.04591523,0.045905087,0.045895321,0.045886115,0.045877286,0.045868661,0.045860361,0.045852452,0.045844543,Central Asia,OilCrop +10,9,6,0.201865411,0.201865824,0.201865212,0.201218193,0.200695178,0.200142058,0.19955228,0.199155439,0.198775192,0.198377894,0.197954844,0.198036439,0.198048278,0.198014089,0.197917708,0.19779408,0.197623315,0.19742957,0.197208856,0.196984235,0.196759614,Central Asia,OtherGrain +10,9,7,0.75333075,0.753330646,0.753329851,0.760604874,0.767326201,0.773495571,0.779107412,0.783603653,0.787802828,0.791711476,0.795300485,0.796005178,0.796565029,0.79700436,0.797307328,0.797499878,0.797564833,0.79751275,0.797344471,0.797063251,0.796782031,Central Asia,Rice +10,9,8,0.687613898,0.687613716,0.687614009,0.687212073,0.686798193,0.686381614,0.685959949,0.685653677,0.685419982,0.685182076,0.684930605,0.684923219,0.684900938,0.684873269,0.68483224,0.684793295,0.684746121,0.684698883,0.684646589,0.684588212,0.684529835,Central Asia,Root_Tuber +10,9,9,0.308524021,0.30851956,0.308524535,0.308307003,0.3082124,0.308115171,0.308009589,0.307925574,0.307833949,0.307735592,0.307632879,0.307618537,0.307599763,0.307575209,0.307547077,0.307518052,0.307486069,0.307451601,0.307415336,0.307374435,0.307333534,Central Asia,SugarCrop +10,9,10,0.161198644,0.161198663,0.161198629,0.161052488,0.160916216,0.160769276,0.160609908,0.162930807,0.165213504,0.167397409,0.169599316,0.169589458,0.16956666,0.169533143,0.169491514,0.16944713,0.169396041,0.16934069,0.169280354,0.169219154,0.169157954,Central Asia,Wheat +10,9,11,0.268571366,0.268571892,0.268571178,0.270232792,0.27188465,0.273542019,0.275117304,0.276826242,0.2785358,0.280247023,0.281873213,0.281892455,0.281904064,0.281911914,0.281914373,0.281911897,0.281908004,0.281899336,0.281886737,0.281873078,0.281859419,Central Asia,FodderHerb +10,9,12,0.05234631,0.052346177,0.052346092,0.052346219,0.052346265,0.052346218,0.052346196,0.052346215,0.052346224,0.052346225,0.052346161,0.052346062,0.052346217,0.052346246,0.052346181,0.052346246,0.052346206,0.052346192,0.052346147,0.052346134,0.052346121,Central Asia,FodderGrass +10,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,10,1,0.06271756,0.062717596,0.062717482,0.062593479,0.062550665,0.062515632,0.062480216,0.062468903,0.062454471,0.062438828,0.062422466,0.062411243,0.06239588,0.062376271,0.062355703,0.062334464,0.062311655,0.062288505,0.062265105,0.062241121,0.062217137,Central Asia,Corn +10,10,2,0,0,0,0,0.144858199,0.144347367,0.143774359,0.143290412,0.142845849,0.142385294,0.141989011,0.140814277,0.140758563,0.140805271,0.140800097,0.141471598,0.142559094,0.143432351,0.143929066,0.143350145,0.142771224,Central Asia,biomass +10,10,3,0.73764767,0.737647573,0.737652062,0.737652548,0.737652108,0.737652114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,10,4,0.522417101,0.522416895,0.522417125,0.522803121,0.523074478,0.523451729,0.523717081,0.524124145,0.524524028,0.524813724,0.525208229,0.525182281,0.525151189,0.525117814,0.525079641,0.525041054,0.525000654,0.52495906,0.524916077,0.524870852,0.524825627,Central Asia,MiscCrop +10,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,10,6,0.273365457,0.273366468,0.273366358,0.272779723,0.272221405,0.271743142,0.271256373,0.270850099,0.270430986,0.270009229,0.269580958,0.269600584,0.269603208,0.269594123,0.269571165,0.269541172,0.269500163,0.269454075,0.269401548,0.269347164,0.26929278,Central Asia,OtherGrain +10,10,7,0.999999998,0.999999997,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999991,Central Asia,Rice +10,10,8,0.494379274,0.494379105,0.494379185,0.494308338,0.494231067,0.494152035,0.494070113,0.494054816,0.49402802,0.493998584,0.493962002,0.493957092,0.493943745,0.493927906,0.493903625,0.49388081,0.493852932,0.493825558,0.49379487,0.493759771,0.493724672,Central Asia,Root_Tuber +10,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,10,10,0.235167038,0.235167131,0.235167274,0.234994414,0.234821146,0.234711302,0.23450733,0.234452462,0.234391516,0.234325653,0.234253733,0.234239354,0.234210233,0.234167117,0.234114216,0.23405912,0.233995501,0.233927832,0.233853077,0.23377772,0.233702363,Central Asia,Wheat +10,10,11,0.062714205,0.062645011,0.062661833,0.062672967,0.062677928,0.062682069,0.062685598,0.06270616,0.062723194,0.062739297,0.06275384,0.062761363,0.062766086,0.062769008,0.062770155,0.062769655,0.062767518,0.062764208,0.062759474,0.062753821,0.062748168,Central Asia,FodderHerb +10,10,12,0.913584709,0.913582881,0.913585623,0.913585569,0.913585532,0.913585913,0.913585522,0.913585562,0.913585425,0.913585464,0.913585557,0.91358583,0.913585312,0.913585918,0.913585529,0.913585496,0.913585547,0.91358589,0.913585306,0.913585528,0.91358575,Central Asia,FodderGrass +10,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,11,1,0.081788558,0.081788105,0.081787902,0.081689405,0.081655264,0.081627264,0.08159902,0.081589865,0.081578435,0.081565771,0.081552528,0.081543619,0.081531257,0.081515618,0.081498955,0.081481943,0.081463673,0.081444901,0.081426032,0.081406757,0.081387482,Central Asia,Corn +10,11,2,0,0,0,0,0.17524208,0.173858478,0.172420326,0.171033743,0.169642452,0.168302613,0.166981673,0.168773626,0.170533403,0.172252326,0.173798226,0.174211241,0.173795976,0.173374288,0.173012109,0.172650105,0.172288101,Central Asia,biomass +10,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,11,4,0.603083983,0.603083139,0.603083513,0.603452827,0.603817054,0.604178201,0.604536017,0.604924813,0.605412213,0.605792762,0.606169744,0.606144204,0.606113654,0.606080379,0.606042526,0.606004694,0.605963891,0.60592321,0.60588086,0.605835968,0.605791076,Central Asia,MiscCrop +10,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,11,6,0.338915072,0.338916196,0.338916529,0.33823879,0.337595653,0.337041689,0.336477778,0.335915513,0.335338234,0.334756314,0.334264103,0.334287673,0.334291086,0.334280183,0.334251221,0.334214768,0.334164015,0.334106872,0.334042129,0.333975549,0.333908969,Central Asia,OtherGrain +10,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,11,8,0.581742716,0.58174182,0.581744056,0.581681708,0.581612732,0.581542726,0.581469346,0.581456287,0.581432219,0.58140558,0.581373106,0.581368735,0.581356956,0.581342422,0.581320943,0.581300198,0.581275405,0.581250615,0.581223264,0.581191993,0.581160722,Central Asia,Root_Tuber +10,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,11,10,0.292591287,0.292590796,0.292590615,0.292440302,0.292290033,0.292217358,0.292040911,0.291993406,0.291940709,0.291884229,0.291821048,0.291809789,0.291783825,0.291746135,0.29170017,0.291652039,0.291598571,0.291539376,0.291474769,0.29140921,0.291343651,Central Asia,Wheat +10,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb +10,11,12,1,1,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass +10,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,12,1,0.019868747,0.019868871,0.019868584,0.019857167,0.019853194,0.019849946,0.019846615,0.019845437,0.01984412,0.019842597,0.019841114,0.019839989,0.019838479,0.019836679,0.019834648,0.019832599,0.019830322,0.019828084,0.019825783,0.019823468,0.019821153,Central Asia,Corn +10,12,2,0,0,0,0,0.058340201,0.05780638,0.057255834,0.056727049,0.056198561,0.055668223,0.055169024,0.055834586,0.056492378,0.057138695,0.05772134,0.057876197,0.057717759,0.05755728,0.057419556,0.057282155,0.057144754,Central Asia,biomass +10,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,12,4,0.249316688,0.249316716,0.249316552,0.249605331,0.249805795,0.250087738,0.250282971,0.250586807,0.250885721,0.251102487,0.251395874,0.251373779,0.251347383,0.251319245,0.251286285,0.251251741,0.251215463,0.251178503,0.251139646,0.251098705,0.251057764,Central Asia,MiscCrop +10,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,12,6,0.114856954,0.114857582,0.114858662,0.114411562,0.114026109,0.113636254,0.113285508,0.112941704,0.112590603,0.112280865,0.111924512,0.11193643,0.111938171,0.111932718,0.111918306,0.111899265,0.11187416,0.111844368,0.111811541,0.111777352,0.111743163,Central Asia,OtherGrain +10,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,12,8,0.203034987,0.20303478,0.203035051,0.203017044,0.202997046,0.202977021,0.20295501,0.202951431,0.202944523,0.20293683,0.202926622,0.20292516,0.2029216,0.202917419,0.202911021,0.202905051,0.202896853,0.202890342,0.202881278,0.202872327,0.202863376,Central Asia,Root_Tuber +10,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,12,10,0.081178252,0.081178519,0.081177958,0.081144389,0.081110031,0.081104829,0.081063305,0.081051982,0.081039241,0.081025756,0.0810106,0.081007636,0.081001294,0.080992267,0.080981003,0.080969245,0.080955639,0.080941,0.080925047,0.080908506,0.080891965,Central Asia,Wheat +10,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb +10,12,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass +10,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,13,1,0.850773086,0.850772768,0.850772817,0.850660012,0.850622148,0.85059169,0.850560609,0.850550358,0.850538231,0.850524286,0.850454437,0.850445289,0.850431729,0.850415096,0.850397378,0.8503796,0.850359327,0.850338797,0.850318241,0.850297056,0.850275871,Central Asia,Corn +10,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,13,3,0.418763715,0.418763387,0.418763732,0.422725755,0.426329687,0.429725265,0.432905892,0.428568515,0.42413742,0.419506052,0.414567567,0.414614642,0.414646774,0.414664418,0.414670518,0.414665239,0.414648356,0.414621846,0.414586679,0.414545504,0.414504329,Central Asia,FiberCrop +10,13,4,0.361666195,0.361665748,0.361665884,0.362654581,0.363632156,0.364503137,0.365367396,0.365399604,0.365416771,0.365329288,0.365331452,0.365269539,0.365195609,0.365113528,0.365021599,0.364930196,0.364831358,0.364730907,0.364627488,0.364518637,0.364409786,Central Asia,MiscCrop +10,13,5,0.070434458,0.070434879,0.070434729,0.063763496,0.059987743,0.056805938,0.054022655,0.050538404,0.047584307,0.04504086,0.042835747,0.042267483,0.041592461,0.04081781,0.040031898,0.039291655,0.03857957,0.037897115,0.037207949,0.036546072,0.035884195,Central Asia,OilCrop +10,13,6,0.119036456,0.119036246,0.119036568,0.11858758,0.118292033,0.117865941,0.117293465,0.113985667,0.110936997,0.108165501,0.105595852,0.105761026,0.105782331,0.105704482,0.105496447,0.105233908,0.104872369,0.104460683,0.103993224,0.103513905,0.103034586,Central Asia,OtherGrain +10,13,7,0.812457296,0.812457649,0.812456777,0.818607259,0.82433855,0.829674784,0.834634621,0.838492697,0.842157674,0.845636522,0.848935991,0.849494605,0.850044916,0.850588098,0.851123328,0.851651345,0.852171691,0.852685382,0.853193006,0.853693198,0.85419339,Central Asia,Rice +10,13,8,0.195549269,0.195549531,0.195549026,0.195337487,0.195124925,0.194911517,0.194699007,0.194492675,0.194354802,0.194215377,0.194075915,0.194075639,0.194074389,0.194072025,0.194069541,0.194067114,0.194064585,0.194061995,0.19405913,0.19405649,0.19405385,Central Asia,Root_Tuber +10,13,9,0.438587968,0.43858823,0.43858778,0.437920427,0.437633293,0.437328231,0.437004522,0.436745528,0.436461349,0.436162262,0.435845355,0.435804223,0.435744438,0.435666334,0.435580127,0.435489203,0.435389327,0.435284259,0.435174508,0.435050381,0.434926254,Central Asia,SugarCrop +10,13,10,0.013208189,0.01320818,0.013208153,0.01317984,0.013147646,0.013112488,0.01307385,0.013295743,0.013514077,0.013723264,0.013928341,0.013924912,0.013918241,0.013908939,0.013897517,0.013885657,0.013872195,0.01385779,0.013842272,0.013826363,0.013810454,Central Asia,Wheat +10,13,11,0.761136992,0.761136349,0.761136316,0.761170826,0.761185197,0.761197491,0.761208818,0.761269748,0.761321553,0.761369519,0.761334111,0.761356506,0.76137188,0.761380178,0.761383089,0.76138188,0.761375168,0.761365485,0.761350992,0.761333834,0.761316676,Central Asia,FodderHerb +10,13,12,0.083487666,0.083487495,0.083487716,0.083487529,0.083487448,0.083487577,0.083487608,0.083487471,0.083487686,0.083487539,0.083487433,0.083487518,0.083487556,0.083487473,0.083487495,0.083487582,0.083487826,0.083487435,0.083487696,0.083487514,0.083487332,Central Asia,FodderGrass +10,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,14,1,0.950090187,0.950090204,0.95009037,0.94988458,0.949753283,0.949626874,0.949478828,0.949450762,0.949420845,0.949389788,0.949337539,0.949330977,0.949321343,0.949309318,0.949296332,0.949283378,0.949268927,0.949253981,0.949239116,0.949224094,0.949209072,Central Asia,Corn +10,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,14,3,0.805397548,0.805397561,0.805397585,0.80793068,0.810209529,0.812333499,0.814303463,0.811614858,0.808830238,0.805876946,0.802680575,0.802709551,0.802729427,0.802739996,0.802743293,0.802740285,0.802730242,0.802714344,0.802692817,0.802667496,0.802642175,Central Asia,FiberCrop +10,14,4,0.39874445,0.398744703,0.398744677,0.399908571,0.401063923,0.402215199,0.403258457,0.403102006,0.402933859,0.402867288,0.402688687,0.402641526,0.40258687,0.402525196,0.402456593,0.402388027,0.402314306,0.402240054,0.402163946,0.402083541,0.402003136,Central Asia,MiscCrop +10,14,5,0.060496963,0.060496983,0.060496871,0.055890646,0.05291877,0.050477727,0.048394407,0.0456656,0.043427325,0.041548219,0.039963368,0.039725734,0.039445282,0.039125913,0.03880455,0.03850444,0.038217849,0.037945481,0.03767245,0.037412012,0.037151574,Central Asia,OilCrop +10,14,6,0.175812852,0.175813346,0.175813254,0.175635015,0.175508921,0.175348001,0.175145188,0.173498402,0.171928475,0.170532501,0.169238022,0.169322196,0.169333683,0.169294235,0.169189436,0.169056175,0.168873512,0.168666132,0.168431091,0.168191052,0.167951013,Central Asia,OtherGrain +10,14,7,0.341980481,0.341979658,0.341979978,0.35124402,0.360202299,0.368842717,0.377151014,0.383803731,0.390285435,0.396588979,0.402708155,0.403759624,0.404797637,0.405826996,0.40684617,0.407854448,0.408852726,0.409844352,0.410826087,0.411798479,0.412770871,Central Asia,Rice +10,14,8,0.146744255,0.146743861,0.146744143,0.146543272,0.146338558,0.146133848,0.145928859,0.145758038,0.145635042,0.145511846,0.145384527,0.145381952,0.145374915,0.145366398,0.14535344,0.145342112,0.145327145,0.145313466,0.145296964,0.145278534,0.145260104,Central Asia,Root_Tuber +10,14,9,0.455097316,0.455096991,0.455096915,0.45443842,0.454153782,0.453850651,0.453528568,0.453270906,0.452986672,0.452687046,0.452369672,0.452327739,0.452267113,0.452188924,0.452102224,0.452010821,0.451909457,0.451803784,0.451693408,0.451567763,0.451442118,Central Asia,SugarCrop +10,14,10,0.100214071,0.100214115,0.100214461,0.100050768,0.099878959,0.099692018,0.099489927,0.101046935,0.102578219,0.104045132,0.105482761,0.105466425,0.105434114,0.10538848,0.105332327,0.105273513,0.105206753,0.105135751,0.105058738,0.10498047,0.104902202,Central Asia,Wheat +10,14,11,0.879944589,0.879944689,0.879944287,0.879266745,0.878622653,0.877975665,0.877324712,0.877211502,0.877094927,0.876975478,0.876854493,0.876865042,0.876871892,0.87687598,0.876877147,0.876876518,0.876873612,0.876868904,0.876862532,0.876854884,0.876847236,Central Asia,FodderHerb +10,14,12,0.325630229,0.325630557,0.325630941,0.32563053,0.32563019,0.325630427,0.325630324,0.325630392,0.325630436,0.325630171,0.325630427,0.325630659,0.325629982,0.32563046,0.325631168,0.325630796,0.325630551,0.325630455,0.325630896,0.325630517,0.325630138,Central Asia,FodderGrass +10,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,15,1,0.003120008,0.003119758,0.003119819,0.003070462,0.003028082,0.002988087,0.002949858,0.002941505,0.00293301,0.002924444,0.002915844,0.002915194,0.002914312,0.002913189,0.002911996,0.002910784,0.002909447,0.002908107,0.002906762,0.002905393,0.002904024,Central Asia,Corn +10,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,15,3,0.368462295,0.368461993,0.368462167,0.37226951,0.375719931,0.37897363,0.382020077,0.377835332,0.373573016,0.369127151,0.364395713,0.364468006,0.364515203,0.364542847,0.364552105,0.364544511,0.364518847,0.364479516,0.364428238,0.364365711,0.364303184,Central Asia,FiberCrop +10,15,4,0.140878477,0.140878514,0.14087858,0.140842633,0.140802622,0.140708338,0.140664407,0.1404859,0.140355504,0.140224366,0.140089814,0.14007126,0.14004945,0.140025442,0.139998234,0.139971103,0.139941962,0.139912861,0.139882879,0.139850956,0.139819033,Central Asia,MiscCrop +10,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,15,6,0.090589734,0.090590069,0.090589951,0.090400693,0.090225992,0.090083144,0.089936197,0.088530777,0.087241408,0.0861031,0.085075178,0.085084893,0.085086274,0.085081734,0.085069818,0.085054686,0.085033829,0.085010082,0.084983383,0.084956127,0.084928871,Central Asia,OtherGrain +10,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,Rice +10,15,8,0.350236723,0.350237536,0.350237319,0.350177558,0.350012782,0.349846884,0.349677623,0.349566852,0.349443944,0.349418783,0.349388095,0.349384906,0.34937358,0.349360995,0.349338956,0.349320569,0.349297445,0.349274756,0.349249326,0.349220116,0.349190906,Central Asia,Root_Tuber +10,15,9,0.228176293,0.228180288,0.228213205,0.227341743,0.22670681,0.226137086,0.22555703,0.225017257,0.22446225,0.223899027,0.223325811,0.22330002,0.223263622,0.223216034,0.223162845,0.223106266,0.223044975,0.222980017,0.222912641,0.222834912,0.222757183,Central Asia,SugarCrop +10,15,10,0.018147875,0.018147861,0.018147814,0.018147777,0.018147706,0.018147611,0.018147389,0.018319154,0.018484635,0.018643596,0.018803797,0.018803848,0.01880377,0.018803887,0.018803758,0.018803794,0.018803763,0.018803692,0.018803567,0.018803618,0.018803669,Central Asia,Wheat +10,15,11,0.096984176,0.09698684,0.096982415,0.096157751,0.095332477,0.094549514,0.0938096,0.093682716,0.093552829,0.093421934,0.093253329,0.093260991,0.093266166,0.093269573,0.093270836,0.093270266,0.093267976,0.093263951,0.093258798,0.093253113,0.093247428,Central Asia,FodderHerb +10,15,12,0.011840375,0.011840838,0.011840744,0.011840741,0.011840754,0.011840747,0.011840728,0.011840713,0.011840697,0.011840755,0.011840769,0.011840715,0.011840788,0.011840714,0.011840726,0.011840744,0.011840738,0.011840688,0.011840781,0.011840784,0.011840787,Central Asia,FodderGrass +10,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,16,1,0.009402704,0.009402628,0.009402759,0.009387701,0.009382429,0.009378258,0.009373937,0.009372519,0.009370844,0.009368855,0.009366923,0.009365571,0.009363643,0.009361214,0.009358762,0.009356265,0.009353417,0.009350584,0.009347804,0.009344854,0.009341904,Central Asia,Corn +10,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,16,4,0.239422758,0.239422692,0.239421959,0.239629714,0.239834056,0.240037292,0.240239247,0.240539671,0.240757288,0.240973828,0.241188745,0.241171635,0.241153415,0.241132576,0.241108456,0.241085903,0.241060066,0.2410338,0.241007856,0.240979773,0.24095169,Central Asia,MiscCrop +10,16,5,0.007909987,0.007910753,0.007910781,0.007876614,0.007845991,0.007812107,0.007781725,0.007771624,0.007758178,0.007748095,0.00773805,0.007738056,0.007738044,0.007738031,0.00773804,0.00773804,0.007738043,0.007738046,0.007738047,0.007738035,0.007738023,Central Asia,OilCrop +10,16,6,0.087463413,0.087463214,0.087463497,0.087248618,0.087076132,0.086902064,0.086726108,0.086537332,0.086345775,0.086153217,0.085993964,0.085999021,0.085999548,0.085997137,0.08599088,0.085983282,0.085972315,0.085959822,0.085945828,0.085931489,0.08591715,Central Asia,OtherGrain +10,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,16,8,0.197723895,0.197721675,0.197722606,0.197696956,0.19766916,0.19764047,0.197610982,0.19760539,0.19759583,0.197585193,0.1975719,0.197570858,0.197565773,0.197560117,0.197551362,0.197543121,0.197532735,0.197523177,0.197512132,0.19749975,0.197487368,Central Asia,Root_Tuber +10,16,9,0.958002838,0.957987916,0.957958476,0.95776533,0.957622019,0.957493396,0.957362582,0.957239616,0.957113094,0.9569843,0.956853257,0.956847873,0.956839908,0.956829912,0.956818734,0.956806898,0.956793774,0.95678032,0.956765914,0.956749708,0.956733502,Central Asia,SugarCrop +10,16,10,0.090670406,0.090670707,0.090670873,0.090635958,0.090601375,0.090599809,0.090559141,0.090548199,0.09053594,0.090522912,0.090508528,0.090505653,0.090499863,0.090491297,0.090480834,0.090469747,0.090456973,0.090443424,0.090428692,0.090413725,0.090398758,Central Asia,Wheat +10,16,11,0.446107784,0.446115288,0.446140716,0.44614054,0.446140743,0.446140842,0.446140829,0.446141048,0.44614066,0.446140632,0.446140484,0.446140753,0.446140956,0.446140683,0.446140745,0.446140758,0.446140622,0.446140979,0.446140954,0.446140939,0.446140924,Central Asia,FodderHerb +10,16,12,0.964895417,0.964901326,0.964901675,0.964901743,0.96490183,0.964901666,0.964901717,0.964901733,0.964901711,0.964901581,0.964901747,0.964901699,0.964901593,0.964901574,0.9649016,0.96490168,0.964901593,0.964901666,0.964901654,0.964901749,0.964901844,Central Asia,FodderGrass +10,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +11,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn +11,4,2,0,0,0,0,0.221948101,0.220217639,0.218496223,0.218944978,0.219394327,0.219844503,0.220295557,0.221046667,0.221798266,0.222553163,0.22331056,0.223916839,0.224524521,0.225057504,0.225514246,0.225973018,0.22643179,China,biomass +11,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop +11,4,4,0.378892157,0.378892808,0.378892659,0.385113195,0.390758705,0.395815942,0.400378975,0.402049615,0.403618325,0.405083897,0.406446977,0.406445807,0.406444984,0.406443893,0.406442412,0.406441399,0.406440139,0.406438778,0.406437479,0.406435854,0.406434229,China,MiscCrop +11,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OilCrop +11,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OtherGrain +11,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,4,8,0.042748492,0.042737615,0.042761908,0.041235794,0.039891961,0.038718527,0.037671284,0.037432377,0.037208761,0.036986183,0.036763908,0.036763313,0.036761253,0.036759033,0.036755934,0.036752687,0.036748748,0.036745312,0.036741166,0.036736495,0.036731824,China,Root_Tuber +11,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop +11,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat +11,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn +11,5,2,0,0,0,0,0.206258847,0.204308215,0.202405763,0.203174245,0.201680043,0.199834231,0.19807739,0.197125746,0.196150095,0.19528315,0.195174342,0.195057577,0.195002453,0.195012135,0.195088299,0.195233563,0.195378827,China,biomass +11,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop +11,5,4,0.346664096,0.34666342,0.346663087,0.352754109,0.358201291,0.363089938,0.36750398,0.369120885,0.370641061,0.372164572,0.373588001,0.373585508,0.373584884,0.373583815,0.373583745,0.373581935,0.373580413,0.373579818,0.373579109,0.373575848,0.373572587,China,MiscCrop +11,5,5,0.226405083,0.226404719,0.22640483,0.228041896,0.229769427,0.231356144,0.232872011,0.234713687,0.236485308,0.238187653,0.239819974,0.239793797,0.23976212,0.239726766,0.239691301,0.239658678,0.239627731,0.239599485,0.239571276,0.239544933,0.23951859,China,OilCrop +11,5,6,0.035921558,0.03592301,0.035933114,0.038807695,0.041492052,0.044008869,0.046384218,0.045877051,0.045353934,0.044836203,0.044323161,0.044324821,0.044324667,0.044323735,0.044321101,0.044318009,0.044314348,0.04431022,0.044305885,0.04430176,0.044297635,China,OtherGrain +11,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,5,8,0.078924344,0.078930717,0.078930577,0.075644165,0.072772231,0.070225729,0.067952201,0.067563632,0.067175043,0.066788086,0.066402224,0.066401397,0.066399262,0.06639674,0.066392941,0.066389196,0.066384957,0.06638061,0.066375976,0.06637054,0.066365104,China,Root_Tuber +11,5,9,0.99954665,0.999547749,0.999547252,0.999568962,0.999588561,0.999606253,0.999622367,0.999640785,0.999657418,0.999672433,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,China,SugarCrop +11,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat +11,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,6,1,0.326888544,0.326888608,0.326888611,0.323439509,0.32020496,0.317082032,0.314161866,0.312285453,0.310507268,0.308733726,0.306965227,0.306964915,0.306963027,0.306962164,0.306959786,0.306957979,0.306955565,0.306954696,0.306952259,0.306949835,0.306947411,China,Corn +11,6,2,0,0,0,0,0.167215642,0.165804623,0.164489166,0.163288932,0.163038388,0.164208223,0.16539139,0.165108398,0.164259269,0.163385375,0.163649327,0.163847897,0.164039497,0.164168225,0.164234354,0.164241393,0.164248432,China,biomass +11,6,3,0.845972649,0.845972947,0.845972727,0.844317874,0.842706086,0.841139218,0.839559197,0.839559406,0.83961804,0.839618002,0.839617862,0.839618612,0.83961796,0.839618286,0.839618177,0.839618616,0.83961806,0.839617546,0.839617836,0.839618052,0.839618268,China,FiberCrop +11,6,4,0.339912579,0.339912311,0.339912362,0.349196446,0.357706305,0.365607757,0.372773726,0.376751444,0.38054004,0.384241711,0.387749085,0.387747659,0.387746054,0.387743425,0.387740824,0.387738212,0.387735414,0.387733435,0.387730227,0.387727173,0.387724119,China,MiscCrop +11,6,5,0.174724764,0.174724735,0.174724684,0.17537913,0.17599728,0.176555137,0.177049571,0.176533863,0.176143721,0.175755588,0.175367286,0.1753585,0.17534914,0.175338373,0.175327029,0.175316683,0.175307157,0.175297753,0.175287484,0.175279187,0.17527089,China,OilCrop +11,6,6,0.663722527,0.663722905,0.663722806,0.659235918,0.655014544,0.650965419,0.647091695,0.647687417,0.648181888,0.648676042,0.649168962,0.649169686,0.649169697,0.649169198,0.649167837,0.64916669,0.649164732,0.649162478,0.649160039,0.649158186,0.649156333,China,OtherGrain +11,6,7,0.90760986,0.907609632,0.907609592,0.907058672,0.906501629,0.905977403,0.905448458,0.906115218,0.906776019,0.907394772,0.908008124,0.908007879,0.908005669,0.90800188,0.907996227,0.907989203,0.907980798,0.907971011,0.907959792,0.907947488,0.907935184,China,Rice +11,6,8,0.027343976,0.02734392,0.02734389,0.027687388,0.027976629,0.028233603,0.02845715,0.028638158,0.028807911,0.028990741,0.029162173,0.029161969,0.029161639,0.029161087,0.029160322,0.029159598,0.029158824,0.02915806,0.029157086,0.029155962,0.029154838,China,Root_Tuber +11,6,9,0.066906772,0.066906786,0.066906826,0.067741295,0.068507779,0.06919865,0.06983943,0.070970532,0.072031694,0.073019617,0.07393079,0.073929894,0.073928872,0.073928051,0.073926588,0.073925739,0.073924079,0.073922312,0.073920963,0.07391892,0.073916877,China,SugarCrop +11,6,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat +11,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,7,1,0.766570015,0.766569268,0.766569646,0.762832719,0.759822982,0.756933938,0.754175672,0.752477373,0.750817606,0.749136116,0.747443123,0.747348136,0.747219149,0.747058692,0.746891019,0.746723037,0.746546941,0.746376372,0.746210144,0.746046676,0.745883208,China,Corn +11,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,7,3,0.281052246,0.281051683,0.281052655,0.281033753,0.281031189,0.281024806,0.280917092,0.278167904,0.275695292,0.273323959,0.271136685,0.27120185,0.271246358,0.271271695,0.271280968,0.271275661,0.271255737,0.271223932,0.271182539,0.271133038,0.271083537,China,FiberCrop +11,7,4,0.534335879,0.5343342,0.534334449,0.538417933,0.542070429,0.545397312,0.548398057,0.550228448,0.551949172,0.553560544,0.555063459,0.555061322,0.555058543,0.555056436,0.555053024,0.555049698,0.555046235,0.555042932,0.555039022,0.555036153,0.555033284,China,MiscCrop +11,7,5,0.394077221,0.394077791,0.394077119,0.388328617,0.386129677,0.384084983,0.38201656,0.375220033,0.36877168,0.362660281,0.356904452,0.355642562,0.354148167,0.352436133,0.350713051,0.349107192,0.347596361,0.346204604,0.344837327,0.343579333,0.342321339,China,OilCrop +11,7,6,0.411210267,0.411210238,0.411210086,0.41273218,0.414065265,0.4151697,0.416140559,0.413211684,0.410238903,0.407258812,0.404371536,0.404419761,0.404421884,0.404391973,0.40432092,0.404235853,0.404124498,0.404005515,0.403872447,0.403743299,0.403614151,China,OtherGrain +11,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,7,8,0.235085358,0.235085354,0.235085145,0.23801639,0.240500092,0.24268628,0.244567886,0.245936166,0.247305832,0.248597962,0.249891422,0.249889857,0.24988503,0.249879386,0.249871096,0.249862908,0.249852802,0.249843147,0.249833054,0.249820955,0.249808856,China,Root_Tuber +11,7,9,0.407953217,0.407952637,0.407952788,0.408690895,0.409323553,0.409956714,0.410589953,0.411222445,0.411855483,0.412383587,0.412912026,0.412911632,0.412911812,0.412912597,0.412911914,0.412912573,0.412911451,0.412912118,0.412911115,0.412912067,0.412913019,China,SugarCrop +11,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat +11,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,7,12,0.066163804,0.066163952,0.066163979,0.066163748,0.066163909,0.066163524,0.066163979,0.066163746,0.066163932,0.066163992,0.066163758,0.066163825,0.06616351,0.066163517,0.066163497,0.066163735,0.066163685,0.066163618,0.066163543,0.066163412,0.066163281,China,FodderGrass +11,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,8,1,0.444963187,0.444964018,0.444963751,0.440900815,0.437187403,0.433601636,0.430235115,0.428082306,0.42603113,0.423980804,0.421931196,0.421912161,0.42188681,0.421854803,0.42182236,0.421789301,0.421754636,0.421721421,0.421689073,0.421657797,0.421626521,China,Corn +11,8,2,0,0,0,0,0.161568326,0.162014507,0.162232322,0.162513044,0.162044387,0.161524527,0.161037506,0.161193805,0.161166646,0.161763796,0.163019916,0.164131131,0.165156154,0.166046776,0.166811254,0.167271862,0.16773247,China,biomass +11,8,3,0.814627901,0.814628093,0.814628217,0.814606651,0.81453926,0.814469076,0.814324415,0.812322434,0.810436338,0.80867174,0.806961207,0.807005655,0.80703532,0.807051825,0.807058258,0.807054445,0.807041623,0.807020394,0.806991683,0.806959649,0.806927615,China,FiberCrop 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+11,9,12,0.007104808,0.007104758,0.007104856,0.007104848,0.007104861,0.007104859,0.007104826,0.007104829,0.007104844,0.007104837,0.007104877,0.007104867,0.007104846,0.007104828,0.007104843,0.007104863,0.007104853,0.007104853,0.007104831,0.007104833,0.007104835,China,FodderGrass +11,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,10,1,0.44936122,0.449360876,0.449360371,0.445440969,0.441772141,0.438218991,0.434885147,0.432739192,0.430700201,0.428664787,0.426628357,0.426625399,0.426618915,0.426610678,0.426603922,0.426596286,0.426587603,0.426580912,0.426573447,0.426565532,0.426557617,China,Corn +11,10,2,0,0,0,0,0.315481576,0.317694577,0.319646571,0.317758333,0.31461062,0.311519911,0.308569694,0.308691492,0.308687953,0.309001501,0.309598003,0.310162108,0.31069377,0.311208325,0.311711847,0.31221689,0.312721933,China,biomass +11,10,3,0.411309588,0.411309113,0.411308212,0.411237787,0.411129655,0.411020909,0.410799956,0.407630809,0.404678128,0.401837634,0.399211456,0.399242934,0.39926436,0.399276542,0.399281078,0.399279785,0.399269443,0.399253066,0.399233692,0.399209748,0.399185804,China,FiberCrop +11,10,4,0.476670721,0.476670948,0.476670853,0.482605284,0.487898149,0.492656135,0.496982772,0.499702272,0.502312015,0.5047053,0.506987015,0.506985121,0.506983613,0.506980896,0.506977775,0.506975557,0.506972582,0.506967631,0.50696634,0.506962848,0.506959356,China,MiscCrop +11,10,5,0.217219968,0.217219168,0.21721918,0.218745323,0.220326616,0.221848789,0.223226355,0.223181307,0.223134963,0.223089142,0.223044707,0.22300867,0.222964419,0.222914318,0.222865412,0.222818858,0.222775677,0.222736875,0.222697671,0.222662695,0.222627719,China,OilCrop +11,10,6,0.167179642,0.167179862,0.167179695,0.166908274,0.166639415,0.166368466,0.166156182,0.164996138,0.163898204,0.162804999,0.161715739,0.161719819,0.161719773,0.16171737,0.16171269,0.161705845,0.161697101,0.161688155,0.161677445,0.161667855,0.161658265,China,OtherGrain +11,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,10,8,0.06327128,0.063271331,0.063271342,0.064164047,0.064912014,0.065589398,0.06616712,0.066571583,0.06697731,0.067385085,0.067794644,0.067794228,0.067793159,0.067791699,0.06778973,0.067787774,0.067785412,0.06778324,0.067780686,0.067777953,0.06777522,China,Root_Tuber +11,10,9,0.305762418,0.305761438,0.305761802,0.312386921,0.318803847,0.324808835,0.330580856,0.337090485,0.343266493,0.349000496,0.354478896,0.354469219,0.35445507,0.354436087,0.354416196,0.35439515,0.354372761,0.354349454,0.354323436,0.35429564,0.354267844,China,SugarCrop +11,10,10,0.74146613,0.741467332,0.741467259,0.725603271,0.711671345,0.699471032,0.6885244,0.682643188,0.676877751,0.671246129,0.665749919,0.665730585,0.665694849,0.665643356,0.665581471,0.665517187,0.665446982,0.665373916,0.66529806,0.665223458,0.665148856,China,Wheat +11,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,10,12,0.002695625,0.002695541,0.002695595,0.002695605,0.002695605,0.002695612,0.002695606,0.002695612,0.002695614,0.002695609,0.002695612,0.002695606,0.002695599,0.002695603,0.002695599,0.002695606,0.002695612,0.002695608,0.0026956,0.002695605,0.00269561,China,FodderGrass +11,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,11,1,0.310846503,0.310846006,0.310847035,0.307468726,0.304315478,0.301273727,0.298431572,0.296605454,0.294875761,0.293151559,0.291433667,0.291430388,0.291426262,0.291421634,0.29141705,0.291411623,0.291406619,0.291401093,0.291396336,0.29139168,0.291387024,China,Corn +11,11,2,0,0,0,0,0.278732861,0.279932804,0.281025544,0.276907758,0.273148348,0.271279632,0.269437048,0.26951482,0.269515308,0.26942121,0.269243551,0.268960108,0.268570521,0.267741798,0.266908202,0.266246225,0.265584248,China,biomass +11,11,3,0.203301596,0.203300965,0.203300858,0.203241038,0.203170262,0.203097919,0.20295357,0.200847124,0.198895266,0.197026732,0.195307158,0.195317241,0.195324291,0.195328447,0.195330012,0.195328946,0.195325728,0.195321264,0.195313892,0.195306232,0.195298572,China,FiberCrop +11,11,4,0.491386362,0.49138578,0.491386503,0.500253009,0.508260247,0.515508742,0.522105716,0.52579567,0.529375103,0.532733317,0.535981822,0.535979775,0.53597746,0.535975827,0.535972237,0.535968294,0.535965705,0.535963043,0.535959319,0.535956009,0.535952699,China,MiscCrop +11,11,5,0.191339814,0.191339816,0.191339762,0.189038224,0.187133483,0.185444618,0.183895779,0.179659789,0.175810911,0.172273427,0.169036035,0.169001779,0.168960969,0.168914953,0.168869145,0.168826868,0.16878802,0.168751681,0.168716682,0.168684484,0.168652286,China,OilCrop +11,11,6,0.167485473,0.167485276,0.167485196,0.168667494,0.169736589,0.170687936,0.171581239,0.170144406,0.168714561,0.16729271,0.165940236,0.165944148,0.165944366,0.165942093,0.165937148,0.165931494,0.1659234,0.165915206,0.165905788,0.165897831,0.165889874,China,OtherGrain +11,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,11,8,0.039597222,0.039597293,0.039597143,0.040120029,0.040565579,0.04094883,0.041284115,0.041542967,0.041785293,0.042046432,0.042290925,0.042290527,0.042289781,0.042288832,0.042287163,0.042285729,0.042284154,0.04228241,0.042280396,0.042278405,0.042276414,China,Root_Tuber +11,11,9,0.511992677,0.511992392,0.511992479,0.515072682,0.517970464,0.520542804,0.522896274,0.527089494,0.530953951,0.534492166,0.5377027,0.537699523,0.537694277,0.537688165,0.537681105,0.5376733,0.537665101,0.537656498,0.537647738,0.537637519,0.5376273,China,SugarCrop +11,11,10,0.431720537,0.431719209,0.431720923,0.412028687,0.395553374,0.381719548,0.369757956,0.363454548,0.35738853,0.351565372,0.345979306,0.345969798,0.345952469,0.345926933,0.345896464,0.345865366,0.345831913,0.345797547,0.345761066,0.345725484,0.345689902,China,Wheat +11,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,12,1,0.24521127,0.245211077,0.245211064,0.242290938,0.239571654,0.236955514,0.234514069,0.232949095,0.23146774,0.229992011,0.22852315,0.228520131,0.228515732,0.228511064,0.228505047,0.228500145,0.228493818,0.22848796,0.228482558,0.228477514,0.22847247,China,Corn +11,12,2,0,0,0,0,0.311250142,0.312539638,0.313650266,0.308935424,0.305531448,0.303686958,0.301864766,0.301884624,0.301841195,0.301720652,0.301510594,0.301192757,0.3008559,0.300420769,0.300070681,0.299812605,0.299554529,China,biomass +11,12,3,0.301287168,0.301287545,0.301287884,0.301198072,0.301105769,0.301105981,0.301013376,0.298185518,0.295643494,0.293204403,0.290955285,0.290957486,0.290959275,0.290959576,0.290960452,0.290959952,0.290959047,0.290958291,0.290956941,0.290955239,0.290953537,China,FiberCrop +11,12,4,0.245188342,0.24518874,0.245188287,0.253125179,0.260482502,0.267299845,0.273629517,0.277191052,0.280604789,0.283956163,0.287152565,0.287151097,0.28714801,0.287146075,0.287142015,0.287139898,0.287136239,0.287132689,0.287128996,0.287125681,0.287122366,China,MiscCrop +11,12,5,0.153816691,0.15381673,0.153816386,0.150588021,0.147864315,0.145505172,0.143388249,0.138689482,0.134520085,0.130799792,0.127455489,0.127432975,0.127406076,0.127375599,0.127345148,0.127316734,0.127290421,0.127266147,0.127242714,0.127221051,0.127199388,China,OilCrop +11,12,6,0.193756651,0.193756032,0.193755758,0.193719019,0.193685605,0.193580762,0.193541582,0.192572056,0.191601694,0.190632544,0.189666042,0.189670151,0.189671235,0.189667452,0.189661,0.189653346,0.18964151,0.189630645,0.189617845,0.189604374,0.189590903,China,OtherGrain 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+11,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,14,12,0.025773137,0.025773362,0.025772817,0.025772848,0.025772922,0.025772854,0.025772893,0.025772864,0.025772849,0.025772853,0.025772848,0.025772887,0.025772904,0.025772822,0.025772833,0.025772876,0.025772803,0.025772843,0.025772874,0.025772791,0.025772708,China,FodderGrass +11,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,15,1,0.322380112,0.322380763,0.322379865,0.31895425,0.315742585,0.312643041,0.309745549,0.307882985,0.306118433,0.304358596,0.302605273,0.302603163,0.3026026,0.302599585,0.30259889,0.302596768,0.302593798,0.302591368,0.302590597,0.30258776,0.302584923,China,Corn +11,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,15,3,0.429376825,0.42938114,0.429366576,0.426271744,0.423288242,0.420416617,0.4175489,0.417549883,0.417656007,0.417655968,0.417655765,0.417655831,0.417655468,0.417655109,0.417655827,0.417655685,0.417655935,0.41765544,0.417656,0.417654857,0.417653714,China,FiberCrop +11,15,4,0.17973974,0.179739558,0.179739677,0.185091696,0.190036136,0.194540764,0.198713231,0.200728911,0.202688902,0.204521757,0.206296202,0.206294287,0.206292607,0.206290721,0.20628794,0.206286299,0.206283437,0.206281112,0.206278273,0.206275375,0.206272477,China,MiscCrop +11,15,5,0.049551778,0.049551882,0.049551961,0.05193031,0.054195134,0.056325669,0.058345104,0.059218214,0.060078017,0.060875206,0.061657878,0.061642043,0.061623191,0.061602119,0.061580721,0.061561017,0.061542487,0.061525237,0.061508296,0.061492811,0.061477326,China,OilCrop +11,15,6,0.102345858,0.102345947,0.102345887,0.100750041,0.099292994,0.097930356,0.096659018,0.09627284,0.095886632,0.095501099,0.095117009,0.095118354,0.095118612,0.095117463,0.095115338,0.095112827,0.095109364,0.095105815,0.095102067,0.095098263,0.095094459,China,OtherGrain +11,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,15,8,0.053041732,0.053041876,0.053041984,0.053800512,0.054459096,0.05503636,0.055528909,0.055872783,0.056217967,0.056541975,0.056867445,0.056867136,0.056866602,0.056865994,0.056864977,0.056864162,0.056862943,0.05686224,0.056860818,0.056859581,0.056858344,China,Root_Tuber +11,15,9,0.004886682,0.004886507,0.004886214,0.005071307,0.005249762,0.005420462,0.005587081,0.005778409,0.005963439,0.006138556,0.006307856,0.006307861,0.006307887,0.006307862,0.006307864,0.006307858,0.006307862,0.006307862,0.006307863,0.006307862,0.006307861,China,SugarCrop +11,15,10,0.793294627,0.793294217,0.793294877,0.779688145,0.767648496,0.757035155,0.747461291,0.742282741,0.737194562,0.732208801,0.727331482,0.727316608,0.727289232,0.727251569,0.727204915,0.727157453,0.727105979,0.727052382,0.726994562,0.726940449,0.726886336,China,Wheat +11,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,15,12,0.041622695,0.041623011,0.041623608,0.041623463,0.041623445,0.041623522,0.041623484,0.041623511,0.041623471,0.041623585,0.041623583,0.041623469,0.041623526,0.041623559,0.041623419,0.041623599,0.041623416,0.041623409,0.041623615,0.041623497,0.041623379,China,FodderGrass +11,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,16,1,0.204239884,0.204239821,0.20423972,0.201651102,0.19925937,0.196962873,0.194821064,0.19345157,0.192156446,0.190865589,0.189581845,0.189576918,0.189570362,0.18956165,0.189553035,0.189544913,0.189534856,0.18952669,0.189517372,0.189509035,0.189500698,China,Corn +11,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,16,3,0.16549399,0.165499287,0.165512089,0.163594605,0.16175292,0.159987105,0.158236844,0.158469258,0.158701085,0.158876214,0.159108929,0.159109094,0.159108655,0.159108868,0.159109049,0.159109393,0.159108957,0.159108787,0.159109051,0.1591091,0.159109149,China,FiberCrop +11,16,4,0.077769143,0.077769248,0.077769264,0.080641123,0.083312457,0.08579342,0.088132892,0.089364296,0.090539454,0.091692525,0.0927853,0.09278448,0.092783526,0.092782656,0.09278143,0.092780156,0.092778891,0.09277759,0.092776268,0.092775211,0.092774154,China,MiscCrop +11,16,5,0.112698736,0.112698812,0.112698813,0.117562115,0.122120261,0.126359888,0.13028457,0.131428001,0.132528498,0.133536374,0.134552431,0.134514836,0.134470556,0.134420719,0.13437132,0.13432571,0.134283171,0.134243785,0.134205171,0.134169838,0.134134505,China,OilCrop +11,16,6,0.053784049,0.053783981,0.053784392,0.053847857,0.053913449,0.05395608,0.053996499,0.053540999,0.053085778,0.052633507,0.052183868,0.052186807,0.052186958,0.052185067,0.052180715,0.052175726,0.052168947,0.052161273,0.052153483,0.052145516,0.052137549,China,OtherGrain +11,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,16,8,0.02129374,0.0212939,0.021294065,0.021617924,0.021900674,0.022140657,0.022354992,0.022517541,0.022671072,0.022825901,0.022971701,0.02297156,0.022971143,0.02297087,0.02297043,0.022969936,0.02296946,0.022969077,0.022968359,0.02296765,0.022966941,China,Root_Tuber +11,16,9,0.871878894,0.87189492,0.871898999,0.87382104,0.875605823,0.877181714,0.878600581,0.880739319,0.882664861,0.884385773,0.885953046,0.885950258,0.885946412,0.885941329,0.885935744,0.885929856,0.88592323,0.885916366,0.885909304,0.88590136,0.885893416,China,SugarCrop 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+12,8,5,0.148227041,0.148227146,0.14822747,0.12748477,0.106177654,0.083886747,0.060183926,0.05900743,0.057897807,0.056831223,0.055830078,0.055786559,0.055735152,0.055677297,0.055619151,0.055564677,0.055513483,0.055465073,0.055416931,0.055370722,0.055324513,EU-12,OilCrop +12,8,6,0.056415323,0.056415282,0.056415204,0.058118758,0.059676774,0.061125062,0.062479644,0.060935786,0.059451656,0.058025138,0.056654067,0.056654302,0.056654184,0.056654004,0.056653757,0.056653202,0.056652581,0.056651853,0.05665105,0.056650269,0.056649488,EU-12,OtherGrain +12,8,7,0.933701116,0.933694987,0.93369995,0.933703025,0.933664784,0.933613266,0.93354447,0.933503551,0.933451096,0.933387798,0.93330891,0.933306569,0.933286366,0.933251418,0.933199722,0.933134713,0.933054394,0.932960434,0.932852201,0.932730296,0.932608391,EU-12,Rice +12,8,8,0.364414146,0.364416158,0.364415491,0.364394951,0.364371049,0.364346993,0.364321725,0.364316709,0.364308555,0.364298767,0.364287143,0.364285849,0.364282703,0.364276621,0.364269751,0.36426182,0.364253232,0.364245254,0.364234733,0.364225058,0.364215383,EU-12,Root_Tuber +12,8,9,0.224665714,0.224664495,0.224665661,0.224628418,0.224611913,0.224595144,0.224575784,0.224561716,0.224545102,0.22452833,0.224586214,0.224583887,0.224580014,0.224576096,0.224570985,0.224565571,0.22456035,0.224554188,0.224547566,0.224540431,0.224533296,EU-12,SugarCrop +12,8,10,0.11184685,0.111846752,0.111846629,0.111794916,0.111719173,0.111637296,0.111548923,0.111524514,0.111497329,0.111468211,0.111435353,0.111427494,0.111412188,0.111392155,0.111367921,0.111342875,0.111314627,0.11128566,0.111254137,0.111221985,0.111189833,EU-12,Wheat +12,8,11,0.106947659,0.106947993,0.106948016,0.107034153,0.107118461,0.107202571,0.107286743,0.107374484,0.107462159,0.107549005,0.107593694,0.107595762,0.107596962,0.107597337,0.107597428,0.107597411,0.107597224,0.107596317,0.107595226,0.107593418,0.10759161,EU-12,FodderHerb +12,8,12,0.011951078,0.011950668,0.011950503,0.011950544,0.011950509,0.011950518,0.011950494,0.011950478,0.011950502,0.011950527,0.011950512,0.011950523,0.011950482,0.011950504,0.011950503,0.011950544,0.011950508,0.011950483,0.011950515,0.011950477,0.011950439,EU-12,FodderGrass +12,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit +12,9,1,0.052079873,0.052079895,0.052079958,0.052053608,0.052070786,0.052092778,0.052114749,0.05215093,0.052185153,0.052218436,0.052229848,0.052222734,0.052213066,0.052200953,0.052188313,0.052175383,0.052161559,0.052147854,0.052134047,0.052120013,0.052105979,EU-12,Corn +12,9,2,0,0,0,0,0.019717233,0.019761199,0.019796314,0.019828466,0.019858538,0.0198859,0.019906515,0.019936902,0.019815608,0.019737684,0.019660122,0.01958135,0.019500921,0.019419907,0.019338606,0.019257656,0.019176706,EU-12,biomass +12,9,3,0.85425153,0.854251005,0.854253314,0.854287212,0.854287601,0.854286749,0.85428401,0.854279004,0.854274178,0.854269153,0.854264081,0.854271921,0.854276701,0.854278026,0.854278815,0.854277726,0.854275132,0.854269793,0.85426417,0.854257661,0.854251152,EU-12,FiberCrop +12,9,4,0.094265749,0.094265792,0.094265735,0.095035988,0.095699843,0.096292613,0.096813222,0.096809766,0.096805665,0.096801035,0.096795884,0.09679279,0.096789096,0.096784959,0.096780417,0.096775682,0.096770651,0.096765957,0.096760665,0.09675546,0.096750255,EU-12,MiscCrop +12,9,5,0.056345193,0.056345276,0.056345042,0.04849443,0.040724482,0.032886026,0.024905698,0.024495952,0.02411274,0.02375556,0.02341394,0.023396643,0.023376127,0.023352886,0.02332965,0.023308055,0.023287251,0.023267716,0.02324818,0.023229498,0.023210816,EU-12,OilCrop +12,9,6,0.017543964,0.017543924,0.017543935,0.018094436,0.018606722,0.019076566,0.019524824,0.019019905,0.018535395,0.018070625,0.017624791,0.017625126,0.017625123,0.01762491,0.017624475,0.017623857,0.017623092,0.017622218,0.017621226,0.017620241,0.017619256,EU-12,OtherGrain +12,9,7,0.169569564,0.169568896,0.169569567,0.169537689,0.169472047,0.169384177,0.169267332,0.169199218,0.169112185,0.169008227,0.168877999,0.168876028,0.168845256,0.168789067,0.168705833,0.168599794,0.168467272,0.168311511,0.16813335,0.167932942,0.167732534,EU-12,Rice +12,9,8,0.073847496,0.073847313,0.073847717,0.073836524,0.073821917,0.073807557,0.073792551,0.073790033,0.073784682,0.073779386,0.073772856,0.073771501,0.073768826,0.073766244,0.073761564,0.073757016,0.073752264,0.073747041,0.073741555,0.07373525,0.073728945,EU-12,Root_Tuber +12,9,9,0.083702621,0.083703282,0.08370184,0.083689132,0.083683628,0.083678047,0.083671712,0.083666745,0.0836613,0.083655651,0.083683122,0.083681991,0.08368114,0.083679866,0.083677738,0.083676376,0.083674171,0.083672559,0.083670551,0.083668275,0.083665999,EU-12,SugarCrop +12,9,10,0.035020293,0.035020299,0.035020148,0.034999332,0.034974367,0.034946799,0.034917408,0.034909532,0.034900535,0.034890769,0.034880203,0.03487777,0.034873224,0.034866701,0.034858901,0.034850688,0.03484154,0.034831842,0.034821346,0.034810611,0.034799876,EU-12,Wheat +12,9,11,0.061447777,0.061447914,0.061447789,0.061499803,0.061550632,0.061601534,0.061652308,0.06170537,0.061758208,0.061810601,0.061837979,0.06183894,0.061839649,0.061840045,0.061840019,0.061839984,0.061839753,0.061839254,0.061838624,0.061837981,0.061837338,EU-12,FodderHerb +12,9,12,0.004766934,0.004766882,0.004766992,0.004766983,0.004766986,0.004766981,0.004766998,0.004766985,0.004766991,0.004766996,0.004766986,0.004766981,0.004766986,0.004766991,0.004766983,0.004766983,0.004767,0.004766997,0.004766989,0.004766979,0.004766969,EU-12,FodderGrass +12,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit +12,10,1,0.022113475,0.022113466,0.022113481,0.022114794,0.02212698,0.022140394,0.022153758,0.022170857,0.022187471,0.02220389,0.022210621,0.022208792,0.022206234,0.022203059,0.022199713,0.022196321,0.022192744,0.022189209,0.022185615,0.022181964,0.022178313,EU-12,Corn +12,10,2,0,0,0,0,0.00525521,0.005266196,0.00527505,0.005283216,0.005290901,0.00529794,0.005289334,0.005308327,0.005311867,0.00524469,0.005212214,0.00519082,0.005169111,0.005147224,0.005125298,0.005103497,0.005081696,EU-12,biomass +12,10,3,0.032763667,0.032763998,0.032762595,0.032787586,0.032787701,0.032787282,0.032785663,0.032782376,0.032779027,0.032775698,0.032772388,0.032777159,0.032780064,0.032781351,0.032781579,0.032780703,0.032778759,0.032775917,0.032772266,0.032767639,0.032763012,EU-12,FiberCrop +12,10,4,0.033843138,0.033843226,0.033843056,0.033546488,0.033293372,0.033069557,0.032888162,0.032887001,0.032885916,0.032884555,0.032883084,0.032882284,0.032881015,0.032880044,0.032878731,0.032877181,0.032875973,0.03287423,0.032872913,0.032871287,0.032869661,EU-12,MiscCrop +12,10,5,0.019950951,0.019950896,0.01995087,0.018067037,0.01623002,0.014411326,0.012607717,0.012533029,0.012458589,0.012390043,0.012327167,0.012323538,0.012319313,0.012314471,0.012309625,0.012305183,0.012300987,0.012297011,0.012292991,0.012289278,0.012285565,EU-12,OilCrop +12,10,6,0.007665477,0.007665509,0.007665513,0.0077693,0.007861013,0.007940112,0.008016459,0.00792886,0.007841966,0.007755973,0.007670783,0.007671071,0.007671069,0.007670904,0.007670489,0.00766998,0.007669299,0.007668558,0.007667699,0.007666825,0.007665951,EU-12,OtherGrain +12,10,7,0.687396058,0.687396961,0.687396609,0.687372883,0.687305037,0.68721483,0.68709542,0.687024541,0.686934134,0.686826082,0.686690382,0.686687917,0.686655337,0.686597346,0.686509128,0.686398746,0.686261235,0.686097842,0.685911304,0.685702092,0.68549288,EU-12,Rice 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+14,10,6,0.017116076,0.017116095,0.017116095,0.017140423,0.017165691,0.017190762,0.017208241,0.017257841,0.017299744,0.017341644,0.017383412,0.017384068,0.017384152,0.017383864,0.017383118,0.017382152,0.017380847,0.017379301,0.017377543,0.017375789,0.017374035,Europe_Eastern,OtherGrain +14,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice +14,10,8,0.016894923,0.016894942,0.016894989,0.016893448,0.016891808,0.016890161,0.016888472,0.01688819,0.016887496,0.016886822,0.016886082,0.01688609,0.016885727,0.016885486,0.01688484,0.016884476,0.016883789,0.016883236,0.016882543,0.016881825,0.016881107,Europe_Eastern,Root_Tuber +14,10,9,0.04498085,0.044980746,0.044980628,0.044858834,0.044743026,0.044645482,0.044548163,0.044451928,0.044355481,0.044258968,0.044162494,0.044161733,0.044160899,0.044159895,0.044158712,0.044157598,0.044155976,0.044154721,0.044153196,0.044151273,0.04414935,Europe_Eastern,SugarCrop +14,10,10,0.034607274,0.034607355,0.034607317,0.034604224,0.034600709,0.034611628,0.034607658,0.034606545,0.034605386,0.034604035,0.034602629,0.034602355,0.034601686,0.034600854,0.034599889,0.03459872,0.034597424,0.034596087,0.034594694,0.034593244,0.034591794,Europe_Eastern,Wheat +14,10,11,0.045567579,0.04556749,0.045567524,0.045569857,0.045570823,0.045571772,0.045572528,0.045576615,0.045580176,0.045583616,0.045586475,0.04558783,0.045589185,0.045589545,0.045589805,0.045589773,0.045589254,0.04558863,0.04558762,0.045586457,0.045585294,Europe_Eastern,FodderHerb +14,10,12,0.031579506,0.031579582,0.03157968,0.031579582,0.031579782,0.031579829,0.031579763,0.031579607,0.031579583,0.031579751,0.031579602,0.031579719,0.031579627,0.031579729,0.031579811,0.031579591,0.031579736,0.031579725,0.031579702,0.031579665,0.031579628,Europe_Eastern,FodderGrass +14,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit +14,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Corn +14,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,biomass +14,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop +14,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,MiscCrop +14,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OilCrop +14,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OtherGrain +14,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice +14,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Root_Tuber +14,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,SugarCrop +14,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Wheat +14,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderHerb +14,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderGrass +14,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit +15,7,1,0.424285708,0.425093625,0.424908417,0.421754398,0.420504427,0.419496232,0.418463716,0.416550398,0.414616752,0.412632619,0.41073265,0.410316048,0.409772358,0.409108901,0.408414451,0.407715443,0.406987071,0.406278979,0.40556909,0.404844934,0.404120778,Europe_Non_EU,Corn +15,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass +15,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,7,4,0.283698569,0.28369765,0.283697504,0.283229832,0.282759482,0.282287402,0.281814411,0.280565064,0.279316275,0.278157285,0.276998212,0.276984749,0.276968545,0.27695046,0.276930792,0.276910883,0.276890068,0.276868294,0.276844861,0.276822242,0.276799623,Europe_Non_EU,MiscCrop +15,7,5,0.273354587,0.27334848,0.273356814,0.272669564,0.272446023,0.272155661,0.27194857,0.27391952,0.275806964,0.277441522,0.278997954,0.278837744,0.278646613,0.278428213,0.278207609,0.278002027,0.277804863,0.277615715,0.277426449,0.277246125,0.277065801,Europe_Non_EU,OilCrop +15,7,6,0.119142236,0.119141901,0.119142388,0.121445604,0.123598832,0.125639316,0.127560502,0.129925494,0.132123202,0.134200104,0.136148989,0.136154933,0.136154351,0.136149971,0.136140031,0.136127972,0.136112152,0.136094675,0.136074546,0.136054301,0.136034056,Europe_Non_EU,OtherGrain +15,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice +15,7,8,0.70952547,0.709435978,0.709557684,0.7110527,0.712452565,0.713671413,0.714798619,0.714615717,0.714518785,0.714332545,0.71414315,0.714142187,0.714138258,0.714133259,0.714127016,0.714120661,0.71411322,0.714105802,0.71409768,0.714087945,0.71407821,Europe_Non_EU,Root_Tuber +15,7,9,0.748597632,0.748600009,0.748596471,0.748716074,0.748955119,0.749105666,0.74925199,0.749336192,0.749331658,0.749322163,0.749389464,0.749376246,0.749359242,0.749335382,0.749309131,0.749281134,0.749249941,0.749218404,0.749185696,0.74914575,0.749105804,Europe_Non_EU,SugarCrop 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+15,9,6,0.028235278,0.028235453,0.028235284,0.028828088,0.029383461,0.029910303,0.030406311,0.030989601,0.031541113,0.032060985,0.032547263,0.032550208,0.032549954,0.032547787,0.032542731,0.032536535,0.032528613,0.032519586,0.03250971,0.032499517,0.032489324,Europe_Non_EU,OtherGrain +15,9,7,0.992091279,0.992091359,0.992091365,0.992156729,0.992217754,0.992277102,0.992331177,0.992436591,0.992536245,0.992633665,0.992725371,0.99275653,0.992786067,0.99281429,0.992841012,0.99286655,0.992890826,0.992913929,0.992935856,0.992956639,0.992977422,Europe_Non_EU,Rice +15,9,8,0.430994456,0.430994644,0.43099481,0.433718738,0.436122736,0.438316309,0.440299197,0.438995693,0.437687644,0.436377656,0.435065353,0.435062347,0.435054557,0.435044588,0.435030873,0.435017972,0.435001154,0.434985525,0.434968619,0.434948562,0.434928505,Europe_Non_EU,Root_Tuber 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+15,10,3,0.999974715,0.999974723,0.999974706,0.999980757,0.999986766,0.999992917,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop +15,10,4,0.14943606,0.149435942,0.149436515,0.149641668,0.149844773,0.150047812,0.150250408,0.149850919,0.149450981,0.149051721,0.148706508,0.148697491,0.148687527,0.148676597,0.148663672,0.148651498,0.148638035,0.148623858,0.148610465,0.148595483,0.148580501,Europe_Non_EU,MiscCrop +15,10,5,0.117093957,0.117093963,0.117094005,0.115467987,0.114244785,0.113135178,0.112035293,0.11199687,0.111955343,0.111915025,0.111877588,0.11177299,0.111650385,0.111511891,0.111373263,0.111244752,0.111123227,0.111008558,0.110894682,0.11078642,0.110678158,Europe_Non_EU,OilCrop +15,10,6,0.040383987,0.040384193,0.040384124,0.041044007,0.041664054,0.042239427,0.042785884,0.043458091,0.044101924,0.044698789,0.045264754,0.045267259,0.045267549,0.045265949,0.045262209,0.045257366,0.045251339,0.045244343,0.045236428,0.045228455,0.045220482,Europe_Non_EU,OtherGrain +15,10,7,0.996391139,0.996391066,0.996390837,0.996420935,0.996448977,0.996476267,0.99650116,0.996551,0.996598175,0.996644291,0.996687777,0.996702016,0.996715535,0.996728462,0.996740735,0.996752482,0.996763663,0.996774344,0.996784484,0.996794098,0.996803712,Europe_Non_EU,Rice +15,10,8,0.223971504,0.22397118,0.223971442,0.227879416,0.231444639,0.234816207,0.237983743,0.234507655,0.231137966,0.227800283,0.224569359,0.22456692,0.224558962,0.224550209,0.224537274,0.224524778,0.224510097,0.224495595,0.224478943,0.224460901,0.224442859,Europe_Non_EU,Root_Tuber +15,10,9,0.292997453,0.292997813,0.292997912,0.295053678,0.297143637,0.299145476,0.301058501,0.299791667,0.298427098,0.297154025,0.295969371,0.295957318,0.295940281,0.295917548,0.295892388,0.295866351,0.29583708,0.295807303,0.295775057,0.295739191,0.295703325,Europe_Non_EU,SugarCrop +15,10,10,0.298297533,0.298296314,0.29829712,0.308190182,0.316946802,0.324597577,0.331473207,0.331232688,0.330983556,0.330732063,0.330473028,0.330458373,0.330429307,0.330388361,0.330339625,0.330289499,0.330232263,0.33017343,0.330109023,0.330041665,0.329974307,Europe_Non_EU,Wheat +15,10,11,0.055479002,0.055479077,0.055478953,0.055073852,0.054691543,0.05433381,0.053978162,0.053918831,0.05383627,0.05375315,0.053691987,0.053694748,0.053696616,0.053697673,0.053697963,0.053697829,0.053697054,0.053695774,0.053694135,0.053692055,0.053689975,Europe_Non_EU,FodderHerb +15,10,12,0,0.012284081,0.012278773,0.01227878,0.012278788,0.012278753,0.012278784,0.012278773,0.012278774,0.012278729,0.012278728,0.012278769,0.012278793,0.012278815,0.012278759,0.012278766,0.012278812,0.012278817,0.012278798,0.012278807,0.012278816,Europe_Non_EU,FodderGrass +15,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,11,1,0.006565293,0.006565298,0.006565301,0.006549255,0.006540023,0.00653145,0.006522833,0.006521904,0.006517872,0.006516513,0.006515129,0.006514162,0.006512825,0.006511168,0.006509403,0.006507588,0.006505642,0.006503687,0.00650171,0.006499679,0.006497648,Europe_Non_EU,Corn +15,11,2,0,0,0,0,0.005482013,0.005477956,0.00547288,0.005491218,0.0054927,0.005484347,0.005504783,0.005516795,0.005518504,0.005514499,0.005510514,0.005506321,0.00550671,0.005516572,0.005531157,0.005545812,0.005560467,Europe_Non_EU,biomass +15,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,11,4,0.046227849,0.046227662,0.046227938,0.046336951,0.046426085,0.046534417,0.046642745,0.046639024,0.04665371,0.046648968,0.046643291,0.046639772,0.046635842,0.046631216,0.04662619,0.046621082,0.04661575,0.04661018,0.046604493,0.046598354,0.046592215,Europe_Non_EU,MiscCrop +15,11,5,0.015833772,0.015833779,0.015833713,0.015452558,0.015125924,0.014826006,0.014544509,0.014300592,0.014078353,0.013871407,0.013679302,0.013671668,0.013662613,0.013652371,0.013642004,0.013632474,0.013623411,0.013614732,0.01360625,0.013598027,0.013589804,Europe_Non_EU,OilCrop +15,11,6,0.017452808,0.017452779,0.017452781,0.017370298,0.017295657,0.017221375,0.017154648,0.017073757,0.017000624,0.016927767,0.016862321,0.016862426,0.016862443,0.016862352,0.016862273,0.016862141,0.016862061,0.01686192,0.016861727,0.016861504,0.016861281,Europe_Non_EU,OtherGrain +15,11,7,0.999999991,0.999999992,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,Europe_Non_EU,Rice 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+15,16,11,0.001423208,0.001423468,0.001422958,0.001388733,0.001356471,0.001325528,0.001296413,0.001281911,0.001267553,0.001253896,0.001240375,0.00124042,0.001240449,0.001240466,0.001240473,0.001240469,0.001240458,0.001240437,0.001240409,0.001240376,0.001240343,Europe_Non_EU,FodderHerb +15,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass +15,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +16,10,1,0.08869169,0.088691812,0.088691659,0.088690577,0.088689726,0.088690489,0.088690131,0.088689776,0.088689584,0.088689396,0.088689475,0.088689256,0.088688635,0.088688736,0.088688349,0.088688504,0.088688013,0.088687915,0.088688258,0.088687937,0.088687616,European Free Trade Association,Corn +16,10,2,0,0,0,0,0.029116145,0.02904236,0.028968862,0.028968824,0.028968933,0.028784971,0.028846118,0.028907548,0.028846248,0.028785253,0.029055234,0.029278023,0.029277925,0.029340066,0.029439754,0.0295022,0.029564646,European Free Trade Association,biomass +16,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,10,4,0.069303596,0.069303661,0.069303513,0.069556517,0.069810077,0.070036317,0.070263177,0.070120282,0.069977421,0.06983472,0.06969265,0.069692471,0.069692264,0.069692024,0.069691717,0.069691553,0.069691306,0.069691359,0.069690768,0.069690573,0.069690378,European Free Trade Association,MiscCrop +16,10,5,1.75E-05,1.75E-05,1.75E-05,1.62E-05,1.51E-05,1.41E-05,1.33E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,0.0000132,European Free Trade Association,OilCrop +16,10,6,0.114804205,0.114804399,0.114804582,0.117031796,0.119161087,0.121184569,0.123143695,0.123049397,0.122954756,0.122860329,0.122766862,0.122766999,0.122766037,0.122766467,0.122767012,0.12276677,0.122766153,0.122766098,0.122766422,0.122766753,0.122767084,European Free Trade Association,OtherGrain +16,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,10,8,0.18384132,0.183841646,0.1838416,0.183706947,0.183572026,0.18343655,0.183366811,0.183301175,0.183169256,0.183037267,0.182905162,0.182904192,0.182904116,0.18290317,0.182901282,0.182900215,0.182898516,0.182897302,0.182894872,0.182893519,0.182892166,European Free Trade Association,Root_Tuber +16,10,9,0.126446724,0.126446054,0.126445786,0.127316118,0.128191466,0.129022656,0.129858678,0.131646041,0.133402866,0.135128447,0.136872819,0.136872855,0.136873534,0.136872805,0.136872487,0.13687343,0.136872438,0.136873186,0.136873098,0.136872454,0.13687181,European Free Trade Association,SugarCrop +16,10,10,0.036628061,0.036627853,0.036627987,0.036184378,0.035761148,0.035357235,0.034957752,0.034562739,0.034186258,0.033828284,0.033473682,0.033473783,0.033473465,0.033473604,0.033473503,0.033473602,0.033473635,0.033473576,0.033473605,0.033473601,0.033473597,European Free Trade Association,Wheat +16,10,11,0.085059557,0.085059391,0.085059272,0.085059363,0.085059242,0.085059322,0.085059326,0.085059389,0.085059406,0.085059471,0.085059455,0.085059417,0.085059362,0.085059526,0.085059475,0.085059554,0.085059385,0.085059498,0.085059305,0.085059317,0.085059329,European Free Trade Association,FodderHerb +16,10,12,0.027999805,0.027999227,0.027999781,0.027411981,0.026858997,0.026327941,0.025818059,0.025664634,0.025511966,0.025360311,0.025209503,0.025209309,0.025209527,0.025209263,0.025209337,0.025209335,0.025209383,0.025209455,0.025209439,0.025209419,0.025209399,European Free Trade Association,FodderGrass +16,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn +16,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,MiscCrop +16,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OtherGrain +16,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Root_Tuber +16,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop +16,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb +16,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderGrass +16,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,14,1,0.463347164,0.463339583,0.463344269,0.463344276,0.463344528,0.463344316,0.463344308,0.463344016,0.463344082,0.463344213,0.46334418,0.463344436,0.463344337,0.463344253,0.463344131,0.463344285,0.463344116,0.463344166,0.463344201,0.463344122,0.463344043,European Free Trade Association,Corn +16,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,14,4,0.074082384,0.074107177,0.074108325,0.073988095,0.073867946,0.073747794,0.073627995,0.073419187,0.073240714,0.073062454,0.072884491,0.072884154,0.072883732,0.07288362,0.072882924,0.07288242,0.072881856,0.072881435,0.072880955,0.072880152,0.072879349,European Free Trade Association,MiscCrop +16,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,14,6,0.0024257,0.002424254,0.002424385,0.002542427,0.002655909,0.00276493,0.002868481,0.002855962,0.002843511,0.002831097,0.002818742,0.002818733,0.00281873,0.002818732,0.002818703,0.002818691,0.002818668,0.00281866,0.002818629,0.002818602,0.002818575,European Free Trade Association,OtherGrain +16,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,14,8,0.29153139,0.29151038,0.291510675,0.291960546,0.292411252,0.292862586,0.29331297,0.293764663,0.294217012,0.29457838,0.294941511,0.294941758,0.294940218,0.294940964,0.29494011,0.294939922,0.294941024,0.294940496,0.2949402,0.294940362,0.294940524,European Free Trade Association,Root_Tuber +16,14,9,0.361286254,0.361292651,0.361286058,0.363099523,0.364918101,0.366640474,0.368365232,0.372029806,0.37560747,0.379096172,0.382597334,0.382597072,0.382596649,0.382596655,0.382596545,0.382596556,0.382596625,0.382595786,0.382595922,0.382595959,0.382595996,European Free Trade Association,SugarCrop +16,14,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,14,11,0.469517209,0.469519343,0.469522117,0.469522003,0.469522364,0.469521727,0.469522015,0.469522021,0.46952268,0.469522736,0.46952211,0.469522352,0.469522292,0.469522816,0.469522996,0.469522657,0.469522334,0.469522785,0.469522268,0.469522861,0.469523454,European Free Trade Association,FodderHerb +16,14,12,0.003203282,0.003216881,0.003224073,0.003161544,0.003101592,0.003044101,0.002988952,0.002968177,0.002947538,0.002927057,0.002906722,0.002906726,0.002906721,0.002906722,0.002906732,0.002906722,0.00290671,0.002906735,0.002906727,0.00290672,0.002906713,European Free Trade Association,FodderGrass +16,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,15,1,0.180229498,0.180230222,0.180230297,0.180230724,0.180230416,0.180230624,0.180229829,0.180230165,0.180229896,0.180230015,0.180229874,0.180230538,0.180229875,0.180230168,0.180230439,0.18022989,0.180230379,0.180229959,0.180230614,0.180230271,0.180229928,European Free Trade Association,Corn +16,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,15,4,0.135398606,0.135398099,0.135398681,0.137499994,0.139576633,0.141520926,0.143434768,0.141775284,0.140078973,0.138399494,0.136737144,0.136736492,0.136735942,0.136735102,0.136734534,0.136734045,0.136733223,0.136732186,0.136731514,0.136730605,0.136729696,European Free Trade Association,MiscCrop +16,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,15,6,0.155630121,0.155630741,0.155630127,0.159029089,0.162252727,0.165289602,0.168189008,0.168006084,0.167822474,0.167639821,0.167456217,0.167456395,0.167456111,0.167455966,0.167456358,0.167456152,0.167456624,0.167456863,0.167456524,0.167456316,0.167456108,European Free Trade Association,OtherGrain +16,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,15,8,0.211067856,0.211067677,0.211067872,0.210986145,0.210903869,0.210820561,0.210809829,0.210734417,0.210731111,0.210655083,0.210576679,0.210576516,0.210575212,0.210573037,0.210569704,0.210566355,0.210562608,0.210558347,0.2105544,0.210550535,0.21054667,European Free Trade Association,Root_Tuber +16,15,9,0.162053583,0.162053487,0.16205444,0.163123442,0.164198599,0.165220279,0.166246059,0.168436475,0.170587414,0.172698219,0.174829929,0.174830342,0.174830408,0.17483005,0.174830421,0.174829432,0.174830175,0.174830065,0.174829387,0.17482887,0.174828353,European Free Trade Association,SugarCrop +16,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,15,11,0.181216094,0.181216432,0.181217349,0.181217603,0.18121739,0.181217445,0.181217682,0.181217361,0.181218077,0.181218302,0.181217763,0.181218386,0.18121756,0.181217961,0.181217802,0.181218464,0.181217637,0.181217515,0.181217283,0.18121777,0.181218257,European Free Trade Association,FodderHerb +16,15,12,0.028181418,0.028181456,0.028181366,0.027648308,0.027136657,0.026645401,0.026173948,0.025996336,0.025819796,0.025644402,0.025470156,0.025470268,0.025470198,0.025470273,0.02547017,0.025470186,0.025470234,0.025470208,0.025470176,0.02547025,0.025470324,European Free Trade Association,FodderGrass +16,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn +16,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,16,4,0.185161842,0.185163986,0.1851771,0.184911487,0.184711262,0.184510313,0.184310798,0.184047017,0.183782548,0.183519294,0.183255471,0.18325446,0.183252593,0.183250378,0.18324796,0.183246177,0.183244092,0.183241958,0.183239608,0.183237053,0.183234498,European Free Trade Association,MiscCrop +16,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,16,6,0.045623191,0.045623086,0.045622998,0.046463499,0.047279633,0.04804991,0.048791411,0.048832166,0.048872633,0.04891343,0.048954386,0.048954185,0.048954248,0.048954123,0.048954119,0.048954229,0.048954166,0.048954129,0.048954333,0.048953968,0.048953603,European Free Trade Association,OtherGrain +16,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,16,8,0.174287587,0.174288578,0.17428599,0.174283066,0.174278478,0.174274834,0.174270261,0.17427009,0.174268696,0.174267298,0.174264531,0.174264474,0.174264047,0.174262752,0.174260943,0.174260462,0.174259001,0.174257318,0.174256097,0.174254323,0.174252549,European Free Trade Association,Root_Tuber +16,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop +16,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb +16,16,12,0.016075214,0.016077764,0.016074563,0.015766804,0.015471528,0.015188182,0.014916308,0.014813882,0.01471215,0.014611089,0.014510734,0.014510708,0.014510718,0.014510767,0.014510702,0.014510727,0.014510774,0.014510753,0.014510726,0.014510716,0.014510706,European Free Trade Association,FodderGrass +16,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +17,1,1,0.000153175,0.000153233,0.00014971,0.000152211,0.000154653,0.000156954,0.000159225,0.000161463,0.000163547,0.00016551,0.00016735,0.00016732,0.000167279,0.000167228,0.000167174,0.000167119,0.000167061,0.000167003,0.000166945,0.000166885,0.000166825,India,Corn +17,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,1,3,0.070431746,0.070431798,0.070431784,0.070091185,0.069706033,0.069351633,0.069026348,0.068763772,0.068475652,0.068215697,0.067984681,0.068001902,0.068012877,0.068018145,0.068018757,0.068015623,0.068008455,0.067997941,0.067983887,0.067967517,0.067951147,India,FiberCrop +17,1,4,0.054965609,0.054965679,0.054965546,0.056679895,0.058204566,0.059597803,0.060873646,0.06201665,0.063124868,0.064172053,0.065181254,0.065170137,0.065157241,0.06514291,0.065126579,0.065110435,0.065093334,0.065076161,0.065058082,0.065039528,0.065020974,India,MiscCrop +17,1,5,0.021637612,0.021637674,0.021637668,0.021368173,0.021292377,0.021228582,0.021169166,0.02108,0.020960393,0.020841061,0.020731909,0.020659983,0.020575074,0.020478452,0.020381003,0.020289707,0.020203103,0.020121664,0.020039972,0.01996196,0.019883948,India,OilCrop +17,1,6,0.020240985,0.020241062,0.020240968,0.020126977,0.01995673,0.019784031,0.019611833,0.019651337,0.019601013,0.019536094,0.019461595,0.019479153,0.019475257,0.019457048,0.019420141,0.019375672,0.019318702,0.019257135,0.019187645,0.019116551,0.019045457,India,OtherGrain +17,1,7,0.904748896,0.90474787,0.904747648,0.905382069,0.90597504,0.906490404,0.906967637,0.90711457,0.907261285,0.907407323,0.907553241,0.907553637,0.907553151,0.907553224,0.907552734,0.907552481,0.90755175,0.907550952,0.907550598,0.907549423,0.907548248,India,Rice 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+17,2,4,0.215655759,0.215655727,0.215655498,0.21973179,0.223478839,0.22689284,0.229956365,0.232555856,0.23508824,0.237480644,0.239725986,0.239695552,0.239658838,0.239618778,0.239574197,0.239528898,0.239480958,0.239433171,0.239382954,0.239330583,0.239278212,India,MiscCrop +17,2,5,0.105875279,0.105875305,0.105875184,0.105222622,0.10546894,0.105689311,0.105887201,0.106313485,0.106573754,0.106794189,0.106937983,0.106597522,0.106196962,0.105742945,0.105287413,0.104862463,0.104459529,0.104081848,0.103703676,0.103343729,0.102983782,India,OilCrop +17,2,6,0.179791179,0.179791077,0.17979123,0.178510836,0.177235485,0.176092133,0.17501912,0.174828461,0.174612424,0.174454397,0.174225632,0.174240024,0.174235997,0.174219421,0.174185497,0.174145424,0.174095574,0.174041501,0.173980203,0.173918258,0.173856313,India,OtherGrain 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+17,2,10,0.744162738,0.744162604,0.744162553,0.747625528,0.749948786,0.751873001,0.753435814,0.754992303,0.755915519,0.75672459,0.757393342,0.757218799,0.75692081,0.756513437,0.75602842,0.755527143,0.754973674,0.75440165,0.753780322,0.753146521,0.75251272,India,Wheat +17,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,3,1,0.249632414,0.249632533,0.249631971,0.252805412,0.2558443,0.258681567,0.261460089,0.264162354,0.266671304,0.269020673,0.271209211,0.271180653,0.271140238,0.271090788,0.271039387,0.270987056,0.27093037,0.27087488,0.270818287,0.270761564,0.270704841,India,Corn +17,3,2,0,0,0,0,0.196799689,0.198096453,0.199155545,0.200783642,0.204424083,0.207823975,0.210802793,0.210135603,0.210233718,0.210267008,0.210302792,0.210438394,0.211036438,0.211609803,0.21165937,0.211633913,0.211608456,India,biomass +17,3,3,0.322217648,0.322218561,0.322218248,0.321764108,0.320969483,0.320178227,0.319479919,0.319096571,0.318556339,0.318018245,0.317572943,0.317682194,0.317752012,0.317785419,0.317792391,0.317771986,0.317725805,0.317660455,0.31757154,0.317468095,0.31736465,India,FiberCrop +17,3,4,0.188592729,0.188593256,0.188592793,0.191547647,0.19419195,0.19658802,0.198798083,0.200651457,0.202296613,0.203949659,0.205538784,0.20551109,0.205479671,0.205444299,0.205405299,0.205365993,0.205324052,0.205282148,0.205238551,0.205192905,0.205147259,India,MiscCrop +17,3,5,0.106948796,0.106948828,0.106948775,0.10719538,0.107784801,0.108360227,0.108862125,0.109451858,0.109908972,0.110326598,0.110663448,0.110513719,0.110337624,0.110138089,0.109937567,0.109751081,0.109574138,0.109407738,0.109241527,0.109083407,0.108925287,India,OilCrop +17,3,6,0.094593844,0.094594031,0.094594033,0.093505843,0.092481053,0.091538004,0.090711506,0.090105158,0.089547345,0.089026381,0.088541003,0.088544901,0.088543446,0.08853862,0.08852948,0.088518562,0.088504736,0.088489993,0.08847354,0.088456752,0.088439964,India,OtherGrain +17,3,7,0.504781344,0.504781343,0.504781322,0.506836334,0.508533619,0.509993293,0.511324493,0.511805581,0.512118292,0.512405647,0.512656704,0.512641227,0.512585139,0.512495165,0.512367821,0.51221076,0.512021784,0.511805382,0.511556948,0.511278274,0.5109996,India,Rice +17,3,8,0.491815777,0.491815561,0.491814409,0.49189725,0.492084996,0.492162124,0.492240501,0.494632632,0.496909789,0.499186565,0.501353079,0.501351602,0.501345964,0.501340077,0.501330548,0.501321772,0.501310913,0.501300013,0.501288776,0.50127637,0.501263964,India,Root_Tuber +17,3,9,0.836474432,0.836474883,0.836475005,0.84213271,0.847029331,0.851254464,0.854897609,0.856540801,0.858053201,0.859495891,0.860815887,0.860803644,0.860785901,0.86076331,0.860738713,0.860712228,0.860682839,0.860651721,0.860619454,0.860583329,0.860547204,India,SugarCrop +17,3,10,0.738170221,0.738169952,0.738170003,0.742011192,0.744979311,0.747566516,0.749798747,0.751323,0.752497779,0.753569879,0.754526184,0.754431119,0.754268179,0.754046489,0.753783202,0.753510312,0.753210458,0.752901588,0.752566689,0.75222585,0.751885011,India,Wheat +17,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,4,1,0.402246969,0.402246855,0.402246369,0.406521156,0.410468652,0.414122308,0.417682739,0.421073543,0.424241093,0.427200363,0.429952268,0.429938507,0.429920993,0.429899428,0.42987596,0.429852277,0.429827565,0.429802281,0.429777456,0.4297519,0.429726344,India,Corn +17,4,2,0,0,0,0,0.193504448,0.195026984,0.196282314,0.199496065,0.203144281,0.206493013,0.209057196,0.209764976,0.209594488,0.209242797,0.20889394,0.208578363,0.208295384,0.208062166,0.207601355,0.207497829,0.207394303,India,biomass +17,4,3,0.203124144,0.203124038,0.203123889,0.205496254,0.207631838,0.209637602,0.21150713,0.213749247,0.215778634,0.217749092,0.21958356,0.219626677,0.219656001,0.219671562,0.219677495,0.219673089,0.219658375,0.219634371,0.219602887,0.219565513,0.219528139,India,FiberCrop +17,4,4,0.109123036,0.109123034,0.109122888,0.110670958,0.112106149,0.113426496,0.114671411,0.115724768,0.116693404,0.11766819,0.118557348,0.118545508,0.118531637,0.118516225,0.118498987,0.118481759,0.118463217,0.118444578,0.118425552,0.118405236,0.11838492,India,MiscCrop +17,4,5,0.129501217,0.129501182,0.129501048,0.13001154,0.130796973,0.131556468,0.132177443,0.132635522,0.132954741,0.133226621,0.133501599,0.133392982,0.133266978,0.133123887,0.132981914,0.13284957,0.132725553,0.132609131,0.132493674,0.132384131,0.132274588,India,OilCrop +17,4,6,0.095373944,0.095373812,0.095374179,0.094876126,0.094369993,0.093902456,0.093474945,0.093472864,0.093457975,0.093441686,0.09342455,0.093426766,0.093426613,0.093423756,0.093417856,0.093411499,0.093402607,0.093394244,0.093383391,0.093373122,0.093362853,India,OtherGrain +17,4,7,0.451561977,0.45156176,0.451562376,0.453520967,0.455218216,0.456688533,0.458039322,0.458500818,0.458856817,0.459196839,0.45951347,0.459504067,0.459468618,0.459412325,0.45933183,0.459233159,0.459114019,0.458977753,0.458821509,0.458645853,0.458470197,India,Rice +17,4,8,0.209158041,0.209158113,0.209157689,0.209079797,0.209001379,0.20899421,0.208915567,0.210794223,0.212610773,0.21443831,0.216203412,0.216202916,0.216201587,0.216200088,0.216197915,0.216196164,0.216193292,0.216191036,0.216188492,0.216185025,0.216181558,India,Root_Tuber +17,4,9,0.721029005,0.72102857,0.721027798,0.729463341,0.736794452,0.74317535,0.748719792,0.751245318,0.753581361,0.755816816,0.757874769,0.757860865,0.757841779,0.757816058,0.757788021,0.757759214,0.757725368,0.757691623,0.757654984,0.757613947,0.75757291,India,SugarCrop +17,4,10,0.703794892,0.703795075,0.703795283,0.708068217,0.711512499,0.71455611,0.717221505,0.71885039,0.720213117,0.721470482,0.722613504,0.722540505,0.722417192,0.7222481,0.722046621,0.721840278,0.721611789,0.721376592,0.721122475,0.720862348,0.720602221,India,Wheat +17,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,5,1,0.125151629,0.125151014,0.125151298,0.127029326,0.128822939,0.130503492,0.132156105,0.133762933,0.135263906,0.136673438,0.137992234,0.137975877,0.137954966,0.137928407,0.137900606,0.137872306,0.137842692,0.137812328,0.137782133,0.137751629,0.137721125,India,Corn +17,5,2,0,0,0,0,0.08298918,0.083409493,0.083770863,0.085297665,0.087098404,0.088916647,0.08945788,0.090464057,0.091071348,0.090865518,0.090588974,0.090337389,0.090074072,0.089840422,0.089674812,0.089615846,0.08955688,India,biomass +17,5,3,0.100669608,0.100669532,0.100669485,0.101989554,0.103229035,0.104358388,0.105456037,0.106726027,0.10792279,0.109048041,0.110140872,0.110160827,0.110174333,0.11018165,0.110184387,0.110182468,0.11017578,0.110164926,0.110150416,0.110133342,0.110116268,India,FiberCrop +17,5,4,0.033069601,0.033069521,0.033069689,0.033370796,0.033645865,0.033894287,0.03413028,0.034357968,0.034571356,0.03477157,0.034972371,0.034969443,0.034965952,0.034962101,0.03495786,0.034953538,0.034948958,0.034944265,0.034939423,0.034934389,0.034929355,India,MiscCrop +17,5,5,0.027855681,0.027855705,0.027855693,0.027758562,0.027758407,0.027765288,0.027775025,0.027728163,0.027651373,0.027574885,0.027510887,0.027475238,0.027433462,0.027386244,0.027339018,0.027295079,0.027253939,0.027215602,0.02717757,0.027141422,0.027105274,India,OilCrop 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+17,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,7,1,0.720953284,0.720949604,0.720950229,0.723653124,0.726609134,0.729371751,0.732047887,0.734793534,0.737207344,0.739426524,0.74146106,0.741360534,0.741224972,0.741056575,0.740878658,0.740698194,0.74050482,0.740312616,0.740118102,0.739920408,0.739722714,India,Corn +17,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop +17,7,4,0.182760849,0.182761784,0.182760817,0.181368895,0.180161772,0.179085049,0.178074404,0.17754312,0.17700093,0.176520994,0.176038091,0.176010733,0.175979829,0.175944845,0.175905918,0.175867056,0.175825582,0.175784984,0.175741994,0.175697009,0.175652024,India,MiscCrop 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+17,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,8,1,0.133653583,0.133653537,0.133653486,0.135309934,0.137086188,0.13876912,0.14042569,0.14212676,0.143660986,0.145093639,0.146426859,0.146372223,0.146298609,0.146207176,0.146110955,0.146013309,0.145909012,0.145805362,0.145701253,0.145595203,0.145489153,India,Corn +17,8,2,0,0,0,0,0.326094359,0.328193001,0.32992689,0.333110936,0.337884955,0.340433322,0.343352838,0.344987883,0.346457703,0.347219695,0.348085667,0.348984349,0.349814214,0.350407695,0.350481743,0.350552075,0.350622407,India,biomass +17,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop +17,8,4,0.279082083,0.279083098,0.279082423,0.281229178,0.283204919,0.285012099,0.286645684,0.287962245,0.2891866,0.290410925,0.291547025,0.29152525,0.29149997,0.291473543,0.291442238,0.291411087,0.291378923,0.291345642,0.291310755,0.291274758,0.291238761,India,MiscCrop +17,8,5,0.105848682,0.105848901,0.105848887,0.104700707,0.104246534,0.103799309,0.103411876,0.103435218,0.10334164,0.103209474,0.103081534,0.102830234,0.102534951,0.102200875,0.101865962,0.10155382,0.10125944,0.100984939,0.100711314,0.100450795,0.100190276,India,OilCrop +17,8,6,0.165679439,0.165679589,0.165679458,0.166431408,0.167063428,0.167574105,0.168027501,0.168018916,0.167914246,0.167803968,0.167624201,0.167642396,0.167637887,0.167618918,0.167581079,0.16753543,0.167477388,0.167415185,0.167344916,0.167273205,0.167201494,India,OtherGrain +17,8,7,0.897670185,0.897669984,0.897670061,0.89843161,0.899048192,0.899574445,0.900051579,0.900226148,0.90033371,0.900430235,0.900512362,0.900506326,0.9004833,0.90044751,0.900396445,0.900333437,0.90025709,0.90016962,0.900069908,0.89995738,0.899844852,India,Rice +17,8,8,0.368821942,0.368822514,0.368822399,0.369691273,0.37055625,0.371320315,0.371982438,0.372483898,0.372977447,0.373367624,0.373754188,0.373750741,0.373743275,0.373733768,0.373719691,0.373706083,0.373690081,0.37367409,0.373655914,0.373635767,0.37361562,India,Root_Tuber +17,8,9,0.840144993,0.840145086,0.840145368,0.845616065,0.850389589,0.854500696,0.858040103,0.859624225,0.86107697,0.862457999,0.863719029,0.863702712,0.863678736,0.863647681,0.863613026,0.863576805,0.863536359,0.863493922,0.863449833,0.863398715,0.863347597,India,SugarCrop +17,8,10,0.876870526,0.876870429,0.876870377,0.879131281,0.880998637,0.882654955,0.884111718,0.884926326,0.885651337,0.886324146,0.886942201,0.886918881,0.886878991,0.886824956,0.886760489,0.886694105,0.88662106,0.8865458,0.886464392,0.886381867,0.886299342,India,Wheat +17,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,9,1,0.13477267,0.134773312,0.13477268,0.136760483,0.138665742,0.14045181,0.1422065,0.143915751,0.145509418,0.147006028,0.148405954,0.148387572,0.148363494,0.148334413,0.148302542,0.14827108,0.148236192,0.148202956,0.148168261,0.148133917,0.148099573,India,Corn +17,9,2,0,0,0,0,0.293986801,0.296411959,0.298408974,0.300413462,0.302816343,0.305496173,0.309179532,0.309788188,0.311174732,0.312549032,0.313932283,0.314877738,0.314722155,0.314153382,0.313658616,0.314101115,0.314543614,India,biomass +17,9,3,0.773284153,0.773284207,0.773284524,0.773360323,0.772897944,0.772514985,0.772128652,0.772088533,0.771775193,0.771541729,0.771305342,0.771436574,0.771520127,0.771560371,0.771568245,0.771543124,0.771486781,0.771408402,0.771301632,0.77117551,0.771049388,India,FiberCrop +17,9,4,0.339155327,0.339154777,0.339154918,0.342432457,0.345424484,0.348232661,0.350754193,0.352621666,0.354387365,0.356155806,0.357825612,0.357806766,0.357783117,0.357756364,0.357729269,0.357698982,0.35766808,0.357637322,0.357606004,0.357571675,0.357537346,India,MiscCrop +17,9,5,0.093311201,0.093311476,0.093311046,0.09387123,0.0945189,0.095144746,0.095702516,0.096469804,0.097146191,0.09775161,0.09828541,0.098218388,0.098138489,0.09804794,0.097957705,0.097873459,0.097793504,0.09771776,0.097642465,0.097570193,0.097497921,India,OilCrop +17,9,6,0.149328562,0.149328465,0.149328469,0.150177457,0.150948971,0.151667871,0.152334527,0.152163998,0.151954775,0.15174349,0.151529109,0.151535821,0.151534064,0.151526678,0.15151144,0.151493571,0.151470701,0.151446431,0.151418646,0.151390588,0.15136253,India,OtherGrain +17,9,7,0.729774183,0.72977366,0.729773418,0.731372884,0.73270783,0.733855419,0.734902514,0.735272467,0.735527395,0.735764078,0.735976401,0.735964467,0.735926005,0.735865666,0.735776921,0.735668049,0.735538388,0.735388076,0.735217881,0.735026672,0.734835463,India,Rice +17,9,8,0.395013179,0.395013433,0.395013438,0.395920919,0.396826316,0.397628281,0.398326461,0.398843754,0.399356244,0.399763291,0.400167493,0.400165678,0.400161076,0.400154918,0.400145867,0.400137587,0.40012714,0.400117061,0.40010594,0.40009299,0.40008004,India,Root_Tuber +17,9,9,0.80777484,0.80777473,0.807774819,0.814150202,0.819705819,0.824504532,0.828645797,0.830508755,0.832219282,0.833850288,0.835341719,0.83532454,0.835299694,0.835268224,0.835232529,0.835195358,0.835153632,0.83511026,0.835064641,0.835013143,0.834961645,India,SugarCrop 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+17,12,3,0.010852953,0.010852151,0.010852688,0.010991818,0.01111545,0.011230718,0.011337326,0.011415619,0.011483397,0.011551767,0.011610525,0.011612107,0.01161322,0.01161384,0.011613931,0.011613727,0.011613168,0.011612263,0.011610963,0.011609541,0.011608119,India,FiberCrop +17,12,4,0.022880996,0.022880977,0.022881058,0.023603314,0.024266078,0.02486295,0.02540994,0.025896588,0.026369405,0.026816442,0.02724763,0.027245355,0.027242685,0.027239731,0.02723638,0.027233109,0.027229395,0.027225652,0.027221856,0.027217715,0.027213574,India,MiscCrop +17,12,5,0.008178401,0.00817827,0.008178206,0.008032583,0.00792859,0.007831482,0.007743233,0.007687346,0.007631471,0.007579173,0.007533746,0.00752224,0.007508696,0.007493278,0.007477729,0.007463195,0.007449495,0.007436764,0.007424032,0.007411882,0.007399732,India,OilCrop +17,12,6,0.000401905,0.000401565,0.000401787,0.000398491,0.000395563,0.000392998,0.000390447,0.000391465,0.000392317,0.000393168,0.000394021,0.000394023,0.000394019,0.000394022,0.000394022,0.000394023,0.000394023,0.000394021,0.000394022,0.000394022,0.000394022,India,OtherGrain +17,12,7,0.347482659,0.347482902,0.347481974,0.349203616,0.350773678,0.352145298,0.353415876,0.353825145,0.35419585,0.354561763,0.354919231,0.354914873,0.354901982,0.35488158,0.354852974,0.354816793,0.35477373,0.354722859,0.354666434,0.354602869,0.354539304,India,Rice +17,12,8,0.045880659,0.04588144,0.045881162,0.045937681,0.045994204,0.046031837,0.046088437,0.046415228,0.046744033,0.047055421,0.047368812,0.047368828,0.047368748,0.047368616,0.047368523,0.047368225,0.047368107,0.047367995,0.04736758,0.047367365,0.04736715,India,Root_Tuber +17,12,9,0.146194668,0.146197316,0.146200034,0.151722837,0.15667818,0.161184742,0.165261015,0.167190697,0.169016023,0.17079511,0.172465462,0.172465041,0.172464752,0.172465305,0.172465334,0.172465291,0.172466112,0.17246518,0.172465096,0.172465305,0.172465514,India,SugarCrop +17,12,10,0.164967638,0.164967537,0.164967835,0.168023635,0.17075229,0.173269303,0.175565128,0.176703555,0.177841831,0.178921371,0.179941733,0.179939902,0.179936707,0.179932995,0.179928447,0.179923816,0.179918477,0.179912757,0.179906725,0.17990103,0.179895335,India,Wheat +17,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,13,1,0.00233684,0.002339133,0.002343852,0.00238689,0.002426533,0.002463616,0.002500196,0.002535145,0.002568344,0.002599717,0.00262921,0.002629224,0.002629218,0.002629221,0.002629213,0.002629218,0.002629217,0.002629213,0.002629222,0.002629208,0.002629194,India,Corn +17,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,13,4,0.003544614,0.003540749,0.003542055,0.003600567,0.003650377,0.003696082,0.003737469,0.003782227,0.003823926,0.003862662,0.00389999,0.003899136,0.00389811,0.003896977,0.003895731,0.003894455,0.003893108,0.003891751,0.003890348,0.003888865,0.003887382,India,MiscCrop +17,13,5,0,0,4.52E-05,4.45E-05,4.39E-05,4.33E-05,4.28E-05,4.32E-05,4.37E-05,4.41E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,0.0000444,India,OilCrop +17,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain +17,13,7,0.898086376,0.898079741,0.898074192,0.898779792,0.899403588,0.899942953,0.900437941,0.900601045,0.90073834,0.900871737,0.900999417,0.900997048,0.90098853,0.900974951,0.900955591,0.900931836,0.900903139,0.900870338,0.900832827,0.900790477,0.900748127,India,Rice +17,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,Root_Tuber +17,13,9,0.01048951,0.010797708,0.010588475,0.011054817,0.011478091,0.011866997,0.012222136,0.012391343,0.012552073,0.012709469,0.012857772,0.01285777,0.012857791,0.012857755,0.012857766,0.012857789,0.012857764,0.012857786,0.012857757,0.012857759,0.012857761,India,SugarCrop +17,13,10,0.011830134,0.01182484,0.011820945,0.012080192,0.012312476,0.012527677,0.012724834,0.012823886,0.012922458,0.013016097,0.013104703,0.013104404,0.013103755,0.013102974,0.013102009,0.013100973,0.013099875,0.013098723,0.013097538,0.013096259,0.01309498,India,Wheat +17,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,14,1,0.043774291,0.043771873,0.04377034,0.044513835,0.045211787,0.045865867,0.046510081,0.047131692,0.04771725,0.048269671,0.048787598,0.048784346,0.048780166,0.048775007,0.048769407,0.048763889,0.048758094,0.04875205,0.048746017,0.048740052,0.048734087,India,Corn +17,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,14,4,0.047072965,0.04708407,0.047080872,0.047103364,0.047122745,0.047141447,0.047159073,0.047365252,0.047548991,0.047713471,0.047856777,0.047847519,0.047836588,0.047824309,0.047810511,0.047797181,0.047782592,0.047767976,0.047752968,0.047737138,0.047721308,India,MiscCrop +17,14,5,0.004480494,0.004494756,0.00450376,0.004450791,0.004410437,0.0043729,0.004337774,0.004343257,0.004349187,0.004353221,0.004357312,0.00435434,0.004350859,0.004346889,0.004342937,0.004339243,0.00433578,0.004332568,0.004329374,0.004326325,0.004323276,India,OilCrop +17,14,6,0.01991325,0.019911523,0.019910766,0.019880395,0.019846685,0.01982135,0.019796155,0.019812423,0.019815186,0.019817606,0.019828015,0.019828977,0.019828758,0.019827748,0.019825724,0.019823197,0.019820076,0.019816668,0.01981284,0.019808929,0.019805018,India,OtherGrain +17,14,7,0.87085755,0.870855129,0.870853348,0.8717001,0.872470657,0.87313967,0.873756014,0.87395244,0.874133254,0.874311248,0.874485913,0.87448441,0.874479371,0.87447106,0.874459214,0.874444798,0.874427295,0.874407447,0.874384474,0.874359111,0.874333748,India,Rice +17,14,8,0.088780237,0.088746972,0.088703563,0.089019584,0.089336694,0.08961954,0.089867765,0.090045972,0.090224562,0.090367786,0.090511077,0.090511095,0.0905111,0.090510668,0.09051102,0.090511381,0.090511055,0.090511072,0.090511055,0.090511038,0.090511021,India,Root_Tuber +17,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,14,10,0.022305886,0.022307677,0.022308611,0.022791917,0.023224216,0.023624331,0.023990777,0.02417538,0.024358645,0.02453282,0.024697331,0.02469649,0.024695075,0.024693413,0.024691143,0.024688918,0.024686606,0.024683934,0.024681345,0.024678497,0.024675649,India,Wheat +17,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,15,1,0.028125727,0.028125636,0.028125896,0.028620149,0.029079501,0.029509724,0.029933731,0.030340579,0.03072535,0.031088816,0.031429929,0.031428785,0.031427444,0.03142578,0.031424007,0.031422198,0.031420218,0.031418261,0.031416332,0.03141441,0.031412488,India,Corn +17,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,15,4,0.118806381,0.118805799,0.118806288,0.118639159,0.118467476,0.118339452,0.118209542,0.118418724,0.118577439,0.118735087,0.11884447,0.118827151,0.118806533,0.118784566,0.118758519,0.118733287,0.118706862,0.118679301,0.118651373,0.118622031,0.118592689,India,MiscCrop +17,15,5,0.046628377,0.046631502,0.046630586,0.046206117,0.045933704,0.045690363,0.045452088,0.045401616,0.045327698,0.04525399,0.045200173,0.045153246,0.045097904,0.04503576,0.044973326,0.044915226,0.044860662,0.044809888,0.044759064,0.044711077,0.04466309,India,OilCrop +17,15,6,0.111191426,0.111191138,0.111192621,0.109509982,0.107997183,0.106665955,0.105471622,0.10542821,0.10531619,0.105202771,0.105086933,0.105092135,0.105090766,0.105085401,0.105074473,0.105061631,0.10504482,0.105026849,0.105006694,0.10498629,0.104965886,India,OtherGrain +17,15,7,0.475527092,0.475528147,0.475528004,0.477564186,0.479261258,0.480722997,0.482058398,0.482535989,0.482856964,0.483154365,0.483417828,0.483403626,0.483351231,0.483267886,0.483149365,0.483003031,0.482827082,0.48262583,0.482394584,0.482135591,0.481876598,India,Rice +17,15,8,0.217679944,0.217692354,0.217692841,0.218342606,0.218991935,0.21956789,0.220070089,0.220441171,0.220809632,0.221102386,0.221394309,0.221393303,0.22139008,0.221386361,0.221380629,0.221375222,0.22136883,0.221362683,0.221355427,0.221347527,0.221339627,India,Root_Tuber +17,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,15,10,0.183499576,0.183500429,0.183500197,0.186719208,0.189487204,0.192010471,0.194285915,0.195532416,0.196683975,0.197767491,0.198776985,0.19874869,0.198701101,0.198636287,0.198558955,0.198479624,0.198391779,0.198301829,0.198205654,0.198107004,0.198008354,India,Wheat +17,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,16,1,0.129924984,0.129925526,0.129925876,0.131464356,0.133169983,0.134790725,0.136386665,0.138049284,0.139535205,0.140920953,0.142208837,0.14214586,0.142061525,0.141956323,0.141845022,0.141732556,0.141611816,0.14149215,0.141371595,0.141248625,0.141125655,India,Corn +17,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,16,4,0.140337385,0.140338229,0.140336379,0.140617941,0.14084264,0.141014163,0.141183536,0.141377138,0.141564896,0.141751512,0.141936009,0.141918619,0.141897795,0.141874378,0.141848966,0.141822981,0.141795351,0.141767719,0.141738791,0.141708833,0.141678875,India,MiscCrop +17,16,5,0.037062418,0.037037037,0.037043273,0.036290127,0.035767349,0.035295889,0.034867711,0.034620839,0.034357898,0.034125701,0.033910364,0.033845051,0.03376908,0.033684001,0.033599504,0.033521223,0.03344885,0.033382722,0.033317263,0.033255566,0.033193869,India,OilCrop +17,16,6,0.040497852,0.040497348,0.040496393,0.040887132,0.04123776,0.041539362,0.041808761,0.041754998,0.041686118,0.041616388,0.041562593,0.041565459,0.041564742,0.04156178,0.04155573,0.041548435,0.041539147,0.041529117,0.041517748,0.04150627,0.041494792,India,OtherGrain +17,16,7,0.253591317,0.253591647,0.253591243,0.255307661,0.256572451,0.257644954,0.258607436,0.259009081,0.259158494,0.259267679,0.259322565,0.25929836,0.259212963,0.259076977,0.258882957,0.258643175,0.258355031,0.258024151,0.257645885,0.257219401,0.256792917,India,Rice +17,16,8,0.111793522,0.111784105,0.111791333,0.112163542,0.112534779,0.112863455,0.113149037,0.113364925,0.113577556,0.113746121,0.11391317,0.113911896,0.113908805,0.113904864,0.113899248,0.113893649,0.113887173,0.113880541,0.11387339,0.113865337,0.113857284,India,Root_Tuber +17,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,16,10,0.279052202,0.279051552,0.279051672,0.28338855,0.287128865,0.290533747,0.293599612,0.29524591,0.296786532,0.298235062,0.29958653,0.299555594,0.299501941,0.299430165,0.299344608,0.299256542,0.299159045,0.299059451,0.298951468,0.298841677,0.298731886,India,Wheat +17,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +18,4,1,0.140252998,0.140253232,0.140253222,0.140407088,0.14068187,0.140912593,0.141142749,0.14123762,0.141329519,0.141419883,0.141509455,0.141497029,0.141480773,0.141460471,0.141439399,0.141418102,0.141395576,0.141373753,0.141351518,0.141329194,0.14130687,Indonesia,Corn +18,4,2,0,0,0,0,0.094980883,0.095093229,0.095243009,0.09516795,0.095092934,0.095093115,0.095393441,0.095318194,0.09524301,0.095167769,0.095093001,0.095018008,0.094904722,0.094829885,0.094755261,0.094642551,0.094529841,Indonesia,biomass +18,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,4,4,0.056593915,0.056594139,0.056593981,0.058681916,0.060643929,0.062465567,0.064155475,0.064126342,0.064122261,0.064117384,0.064112699,0.064109922,0.064106468,0.064102206,0.064097271,0.064093388,0.064088398,0.064083787,0.064078593,0.064073304,0.064068015,Indonesia,MiscCrop +18,4,5,0.160767596,0.160767918,0.160767951,0.162468476,0.164374409,0.166135193,0.167729614,0.169956421,0.171959368,0.173735547,0.175343294,0.175226417,0.175089317,0.174934383,0.174778434,0.174634402,0.174497311,0.174367334,0.174238221,0.174115775,0.173993329,Indonesia,OilCrop +18,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,4,7,0.875967971,0.875967755,0.87596827,0.876627091,0.877226227,0.877818768,0.8783574,0.878577814,0.878794848,0.879008089,0.879216257,0.87921519,0.879208626,0.879197704,0.879181523,0.879161732,0.879137823,0.879109447,0.879077145,0.879041149,0.879005153,Indonesia,Rice +18,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,4,9,0.985989841,0.985990676,0.985990572,0.986212148,0.986434428,0.986646987,0.986855857,0.98713521,0.98740268,0.987659034,0.9879047,0.987903796,0.987902451,0.987900765,0.987898824,0.987896811,0.98789457,0.98789223,0.987889775,0.987887013,0.987884251,Indonesia,SugarCrop +18,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +18,5,1,0.115645999,0.115645981,0.115645959,0.115784699,0.116020977,0.116218861,0.116416532,0.116497847,0.116576711,0.116654343,0.116731737,0.116722002,0.11670907,0.116693368,0.116676893,0.11666015,0.116642451,0.116625302,0.116608087,0.116590538,0.116572989,Indonesia,Corn +18,5,2,0,0,0,0,0.164157336,0.164455934,0.164754727,0.164215815,0.164096143,0.164096131,0.164574899,0.164454692,0.164335041,0.164215517,0.164095341,0.16397536,0.163796624,0.163676763,0.163557166,0.163378058,0.16319895,Indonesia,biomass +18,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,5,4,0.114448991,0.1144488,0.114449073,0.118722623,0.122761133,0.12648768,0.129967188,0.13010927,0.13025068,0.130391657,0.130532193,0.130527121,0.130521469,0.130514877,0.130507843,0.130500551,0.130492499,0.130484778,0.130476689,0.130468367,0.130460045,Indonesia,MiscCrop +18,5,5,0.067885694,0.067886156,0.067885696,0.068408154,0.069155058,0.069838174,0.070441641,0.071319647,0.072089606,0.072752202,0.073334679,0.073232999,0.073112995,0.072976672,0.07283976,0.072711721,0.072589939,0.072474146,0.072358204,0.072247948,0.072137692,Indonesia,OilCrop +18,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,5,7,0.815231394,0.815231054,0.815231395,0.816145812,0.816977262,0.817799162,0.818546569,0.818853001,0.819153659,0.819449324,0.819738403,0.819736681,0.819726791,0.819710725,0.819687778,0.819660152,0.819625378,0.819584065,0.819538926,0.819486629,0.819434332,Indonesia,Rice +18,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,5,9,0.967347343,0.967347033,0.967347418,0.967799575,0.968286477,0.968750292,0.969205435,0.969829009,0.970424599,0.970994574,0.97154005,0.971535021,0.971527747,0.971518363,0.971507798,0.971496722,0.971484442,0.971471654,0.971458214,0.971442892,0.97142757,Indonesia,SugarCrop +18,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +18,6,1,0.070459202,0.070458662,0.070458819,0.070572725,0.070733696,0.070868092,0.071002472,0.071057459,0.071110791,0.071164393,0.071217871,0.071214464,0.071209991,0.071204705,0.07119852,0.071192742,0.071186626,0.07118061,0.071173832,0.071167553,0.071161274,Indonesia,Corn +18,6,2,0,0,0,0,0.040790128,0.041029116,0.041269683,0.040994657,0.040484193,0.040450328,0.040585903,0.040551928,0.040518117,0.040484102,0.040450255,0.040416155,0.040365384,0.040331738,0.040297921,0.040247321,0.040196721,Indonesia,biomass +18,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,6,4,0.019597924,0.01959786,0.019597983,0.020402857,0.021168638,0.021879099,0.022546004,0.022593033,0.022639959,0.022686807,0.02272407,0.022723162,0.022722199,0.022720992,0.022719713,0.022718414,0.022716984,0.022715583,0.022714048,0.022712454,0.02271086,Indonesia,MiscCrop +18,6,5,0.01676839,0.016768354,0.016768293,0.017221095,0.017699542,0.018154901,0.018589839,0.019247569,0.019860283,0.020431606,0.020966121,0.020941954,0.020913408,0.020880609,0.020847546,0.020816538,0.020786647,0.020758248,0.020729599,0.020702217,0.020674835,Indonesia,OilCrop +18,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,6,7,0.350462668,0.35046217,0.35046198,0.351846343,0.35310645,0.354356503,0.355495224,0.355960174,0.356416349,0.356863203,0.357297309,0.357293681,0.357274733,0.35724342,0.357198473,0.357141911,0.357073054,0.356992805,0.356900131,0.356796746,0.356693361,Indonesia,Rice +18,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,6,9,0.859502245,0.859502102,0.859502092,0.859789765,0.860092876,0.86034246,0.860643455,0.860998042,0.861350798,0.861702467,0.862052232,0.862050893,0.862048266,0.862045623,0.862041445,0.862038149,0.862033766,0.862029836,0.862025138,0.862020455,0.862015772,Indonesia,SugarCrop +18,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +19,9,1,0.005813356,0.005818041,0.00582555,0.005825264,0.005825158,0.005825081,0.005825009,0.00582498,0.005824949,0.005824919,0.005824889,0.005824859,0.005824835,0.005824777,0.005824739,0.005824693,0.005824654,0.005824589,0.005824553,0.00582449,0.005824427,Japan,Corn +19,9,2,0,0,0,0,0.097543337,0.096742806,0.095947389,0.090885588,0.093413749,0.094755819,0.094197515,0.094199304,0.09420061,0.094201483,0.094201526,0.094202342,0.094202698,0.094202658,0.094203365,0.09420326,0.094203155,Japan,biomass +19,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,9,4,0.056593273,0.056593592,0.056593601,0.056523945,0.056454964,0.056385555,0.056316249,0.056363194,0.056409834,0.056456423,0.056526922,0.056526673,0.056526907,0.056526475,0.056526441,0.056526637,0.056526393,0.056526453,0.056526474,0.056526344,0.056526214,Japan,MiscCrop +19,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,9,6,0.512952798,0.512952018,0.512953469,0.513600456,0.514141159,0.514573449,0.515005001,0.515330804,0.51554702,0.515870884,0.516087441,0.516088227,0.51608808,0.516088027,0.516088332,0.516088694,0.516087995,0.516088417,0.516087749,0.516088917,0.516090085,Japan,OtherGrain +19,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,9,8,0.026510967,0.026509928,0.026508195,0.02650785,0.02650737,0.026506982,0.026517788,0.026517676,0.026517538,0.026528622,0.026539574,0.026539738,0.026539549,0.026539458,0.026539239,0.026539333,0.026539163,0.026538957,0.026538779,0.026538619,0.026538459,Japan,Root_Tuber +19,9,9,0.071620836,0.071624016,0.071625546,0.071076034,0.070559358,0.070074286,0.069592423,0.069113606,0.068666144,0.068221109,0.067806199,0.0678056,0.067805538,0.067805681,0.067805517,0.067805794,0.067805558,0.067805133,0.067805154,0.067805082,0.06780501,Japan,SugarCrop +19,9,10,0.099075656,0.099076126,0.099076407,0.099622395,0.100131057,0.100603281,0.101117333,0.101633444,0.102112421,0.102593799,0.10307605,0.103075777,0.103076466,0.103075682,0.103076051,0.103075583,0.103074613,0.103075014,0.103074805,0.103073916,0.103073027,Japan,Wheat +19,9,11,0.011050972,0.011050309,0.01105092,0.011051368,0.011051568,0.011051759,0.011051913,0.011052768,0.011053497,0.011054183,0.011054779,0.011055119,0.011055324,0.011055436,0.011055485,0.011055475,0.011055384,0.011055235,0.011055045,0.011054788,0.011054531,Japan,FodderHerb +19,9,12,0.000111567,0.000112671,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,Japan,FodderGrass +19,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,10,1,0.049191244,0.049191667,0.04919141,0.049188881,0.049188198,0.049187464,0.049186878,0.04918668,0.049186396,0.049186046,0.049185767,0.049185624,0.04918534,0.049184973,0.049184575,0.049184182,0.049183773,0.049183212,0.04918296,0.049182523,0.049182086,Japan,Corn +19,10,2,0,0,0,0,0.257976913,0.25623208,0.254494349,0.244909071,0.249388008,0.251933876,0.248740544,0.249561331,0.250381372,0.250710534,0.250711192,0.250712519,0.250712727,0.250713487,0.250713741,0.250713791,0.250713841,Japan,biomass +19,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,10,4,0.334113397,0.334113257,0.334113701,0.335271482,0.336333728,0.337302275,0.338175243,0.335819078,0.333277652,0.33074347,0.328122804,0.328123953,0.328122616,0.328123362,0.328122468,0.328123886,0.32812281,0.328123151,0.328122515,0.328122655,0.328122795,Japan,MiscCrop +19,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,10,6,0.458756508,0.458756483,0.458756552,0.458971576,0.459185233,0.459400289,0.459615578,0.45983013,0.459937321,0.459936833,0.46004413,0.460044774,0.460044482,0.460044907,0.460044896,0.460044959,0.460044867,0.460044609,0.460044756,0.460044928,0.4600451,Japan,OtherGrain +19,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,10,8,0.190803972,0.190803833,0.190803764,0.190802873,0.190801682,0.190867774,0.190866406,0.190866009,0.190865681,0.190865405,0.190864689,0.190864709,0.190864428,0.190864239,0.190863897,0.190863545,0.19086301,0.190862948,0.19086249,0.190861734,0.190860978,Japan,Root_Tuber +19,10,9,0.494512238,0.494511649,0.494513125,0.492437914,0.490476091,0.488622504,0.486768895,0.484916753,0.483173843,0.481430645,0.479797013,0.479797096,0.47979679,0.479796505,0.479795681,0.479795484,0.479794981,0.47979475,0.479794157,0.479794177,0.479794197,Japan,SugarCrop +19,10,10,0.372067878,0.372067204,0.3720672,0.373494641,0.374821874,0.376048553,0.377378409,0.378712159,0.379945297,0.38117881,0.38241412,0.382414198,0.382414052,0.382413995,0.382412595,0.382412801,0.382411778,0.382412235,0.382410629,0.382410337,0.382410045,Japan,Wheat +19,10,11,0.060332175,0.060331945,0.060332051,0.060334469,0.060335556,0.060336554,0.060337368,0.060341902,0.060346019,0.060349714,0.060352916,0.060354642,0.060355836,0.060356446,0.060356654,0.060356468,0.06035613,0.060355248,0.06035417,0.060352971,0.060351772,Japan,FodderHerb +19,10,12,0.00080021,0.000800108,0.000800105,0.000800104,0.000800104,0.000800107,0.000800106,0.000800103,0.000800106,0.000800109,0.000800106,0.000800104,0.000800105,0.000800108,0.000800108,0.000800106,0.000800106,0.000800105,0.000800107,0.000800104,0.000800101,Japan,FodderGrass +19,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,11,1,0.113074219,0.113073988,0.113074297,0.113068778,0.113066751,0.113065526,0.113063917,0.113063226,0.113062705,0.113062119,0.113061525,0.113060899,0.113060441,0.113059488,0.113058537,0.11305781,0.113056573,0.11305563,0.113054752,0.113053855,0.113052958,Japan,Corn +19,11,2,0,0,0,0,0.34283928,0.340890115,0.339039135,0.341792614,0.337404041,0.333331193,0.32735766,0.327367811,0.327373548,0.326608462,0.325651513,0.324697826,0.323741843,0.322787873,0.321833905,0.320882387,0.319930869,Japan,biomass +19,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,11,4,0.706975001,0.706974969,0.706975105,0.714123931,0.720645032,0.726731606,0.732393923,0.721553511,0.710624129,0.699534273,0.688296683,0.688297495,0.688296859,0.688296945,0.688296435,0.688296898,0.68829614,0.688296144,0.688295855,0.688296078,0.688296301,Japan,MiscCrop +19,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,11,6,0.762133705,0.762132541,0.762132384,0.762837186,0.763540191,0.764164203,0.764710141,0.7650991,0.765488094,0.765798641,0.766109438,0.766110071,0.766109392,0.766110097,0.766110409,0.766110083,0.766110562,0.766110389,0.766110265,0.766109457,0.766108649,Japan,OtherGrain +19,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,11,8,0.387114853,0.387115768,0.387115299,0.387215569,0.387215223,0.387212482,0.387211209,0.387313783,0.387415904,0.387415762,0.387414561,0.387414645,0.387414564,0.387414169,0.387413205,0.387412764,0.387411687,0.38741124,0.38741094,0.387410684,0.387410428,Japan,Root_Tuber +19,11,9,0.994295112,0.994295322,0.994295239,0.994235453,0.994177647,0.994119232,0.994062825,0.994162534,0.994258124,0.994352093,0.994444582,0.994444549,0.994444553,0.994444536,0.994444512,0.994444496,0.994444488,0.994444465,0.994444415,0.994444413,0.994444411,Japan,SugarCrop +19,11,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Wheat +19,11,11,0.113925746,0.113925803,0.113925546,0.113930114,0.113932379,0.113934144,0.113935403,0.113944204,0.113951474,0.113958522,0.113964603,0.113968,0.113970231,0.113971347,0.113971606,0.113971454,0.113970476,0.113969123,0.113967148,0.113964804,0.11396246,Japan,FodderHerb +19,11,12,0.001733625,0.001733642,0.001733598,0.001733603,0.001733595,0.001733597,0.001733604,0.0017336,0.001733597,0.001733601,0.001733604,0.001733605,0.001733601,0.001733597,0.001733601,0.001733605,0.001733601,0.001733596,0.0017336,0.0017336,0.0017336,Japan,FodderGrass +19,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,12,1,0.085968595,0.085968274,0.085967513,0.08596191,0.085960442,0.085958762,0.085957437,0.085956931,0.085956416,0.085955622,0.085955663,0.085954603,0.08595418,0.085953224,0.085952334,0.085951272,0.08595058,0.085949356,0.085948954,0.085947639,0.085946324,Japan,Corn +19,12,2,0,0,0,0,0.380143767,0.378613437,0.377184964,0.372393777,0.369749673,0.370568578,0.371388262,0.370377888,0.369365546,0.368351365,0.367340105,0.366325839,0.365314902,0.364303601,0.363293895,0.36329351,0.363293125,Japan,biomass +19,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,12,4,0.567711109,0.567711532,0.567711145,0.571111885,0.574296098,0.577262647,0.579908486,0.574236246,0.56832817,0.562292673,0.556129251,0.556130352,0.556129982,0.556129578,0.55613012,0.556130522,0.556128399,0.556129156,0.556129469,0.556129118,0.556128767,Japan,MiscCrop +19,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,12,6,0.731956201,0.731956775,0.731956529,0.732718382,0.733479547,0.734155972,0.734746778,0.735252643,0.73567395,0.736010686,0.736347627,0.736346761,0.736347492,0.736347525,0.736346592,0.736347635,0.736347167,0.736346605,0.736346569,0.736346615,0.736346661,Japan,OtherGrain +19,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,12,8,0.292320886,0.292321018,0.292320951,0.29241044,0.292499726,0.292588706,0.292677546,0.292767851,0.292856557,0.292947344,0.292945825,0.292945915,0.292946668,0.292946121,0.292945408,0.292944749,0.2929448,0.292943913,0.292944034,0.292942997,0.29294196,Japan,Root_Tuber +19,12,9,0.73742955,0.737430621,0.737429831,0.73641212,0.735394842,0.734458802,0.733521388,0.73369074,0.733860006,0.734028525,0.734196602,0.734197001,0.734196021,0.734196258,0.734195646,0.734195669,0.734194224,0.734193902,0.734193251,0.734192309,0.734191367,Japan,SugarCrop +19,12,10,0.974694087,0.974694118,0.974693806,0.974843701,0.974982078,0.975109011,0.975245703,0.975382275,0.975507483,0.975632133,0.975756162,0.975756074,0.975756125,0.975755767,0.975755763,0.975755515,0.975755372,0.975755288,0.97575503,0.975754781,0.975754532,Japan,Wheat +19,12,11,0.090529573,0.090529328,0.09052972,0.090534063,0.090535922,0.090537602,0.090538868,0.090547869,0.090555526,0.09056118,0.090567506,0.090570865,0.090572728,0.09057438,0.090574526,0.090573996,0.090573224,0.09057205,0.090570488,0.090568246,0.090566004,Japan,FodderHerb +19,12,12,0.001391123,0.001391201,0.001391256,0.001391253,0.001391254,0.001391254,0.001391255,0.001391255,0.001391254,0.001391254,0.001391254,0.001391254,0.001391255,0.001391253,0.001391254,0.001391256,0.001391255,0.001391255,0.001391253,0.001391254,0.001391255,Japan,FodderGrass +19,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Corn +19,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,biomass +19,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,MiscCrop +19,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OtherGrain +19,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Rice +19,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Root_Tuber +19,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,SugarCrop +19,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Wheat +19,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderHerb +19,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderGrass +19,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +20,1,1,0.751467134,0.751466696,0.751467224,0.74749572,0.744224746,0.741302419,0.738604133,0.73828612,0.737949867,0.737605322,0.73725556,0.737182958,0.737086125,0.736967679,0.736843075,0.736717155,0.736585252,0.73645433,0.736322842,0.736189224,0.736055606,Mexico,Corn +20,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass +20,1,3,0.862389162,0.862389066,0.862389979,0.861035134,0.859666346,0.858384543,0.857183733,0.855847894,0.854615966,0.853487176,0.852403826,0.852498902,0.852563261,0.852598976,0.852612473,0.852603731,0.852571391,0.85251959,0.852450529,0.852369208,0.852287887,Mexico,FiberCrop +20,1,4,0.644642657,0.644642638,0.644642517,0.653844737,0.661779098,0.668672106,0.674832859,0.676811896,0.678592128,0.680271066,0.681849788,0.681833688,0.681814597,0.68179307,0.681768657,0.681744632,0.6817187,0.681692574,0.681665186,0.681637138,0.68160909,Mexico,MiscCrop +20,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop +20,1,6,0.791489456,0.791489227,0.79149012,0.793209178,0.794806374,0.796248454,0.797603915,0.798672769,0.799657101,0.800565061,0.801464214,0.801481254,0.801483492,0.801476893,0.801457468,0.801432726,0.801397143,0.801358086,0.801312082,0.801266208,0.801220334,Mexico,OtherGrain +20,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,1,10,0.761878578,0.761878664,0.761878745,0.761012747,0.760143705,0.759321092,0.758462575,0.75787985,0.757363075,0.756837065,0.756297677,0.756267852,0.756208108,0.756123857,0.756018909,0.755910195,0.755784842,0.755650813,0.755504562,0.755355003,0.755205444,Mexico,Wheat +20,1,11,0.774442848,0.774446009,0.774445676,0.776421482,0.778230533,0.779879369,0.781445519,0.78257663,0.783701112,0.784746811,0.785787786,0.785794377,0.785799235,0.78580131,0.785802634,0.785801845,0.785800364,0.785797284,0.785792891,0.785788217,0.785783543,Mexico,FodderHerb +20,1,12,0.772892453,0.77289295,0.772892354,0.771636927,0.770611009,0.769725606,0.768908837,0.766997522,0.765383308,0.763984872,0.762818987,0.76285853,0.762894272,0.762925423,0.762957121,0.762986556,0.763013112,0.763034413,0.76305036,0.763059762,0.763069164,Mexico,FodderGrass +20,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,2,1,0.705671394,0.705671071,0.705671439,0.70129266,0.697678401,0.694453089,0.691481016,0.691133581,0.690767166,0.690391312,0.690011278,0.689935602,0.689834992,0.689711938,0.689581932,0.689450929,0.689313033,0.689177528,0.689042008,0.68890298,0.688763952,Mexico,Corn +20,2,2,0,0,0,0,0.40889513,0.413187084,0.416717247,0.41940489,0.42194967,0.424185387,0.426548045,0.42757575,0.428106989,0.428060549,0.428022198,0.427859061,0.427568783,0.427207424,0.426806629,0.426401447,0.425996265,Mexico,biomass +20,2,3,0.905720376,0.905723032,0.905714707,0.904752228,0.903762701,0.902833151,0.901955959,0.900975271,0.900069855,0.899239527,0.898440408,0.898536431,0.898600607,0.898636548,0.898650306,0.898641037,0.898608639,0.898557078,0.898487257,0.898405205,0.898323153,Mexico,FiberCrop +20,2,4,0.61347191,0.613471568,0.613471257,0.625329533,0.635550178,0.644274058,0.652026946,0.654860725,0.657485219,0.659905474,0.662121223,0.662105823,0.662087967,0.662067267,0.66204628,0.66202319,0.661999462,0.661975342,0.661950352,0.661924107,0.661897862,Mexico,MiscCrop +20,2,5,0.038270641,0.038270562,0.038270677,0.035254305,0.033595704,0.032193231,0.030956,0.030682179,0.030386,0.030077835,0.029775111,0.029470042,0.029109206,0.028696915,0.028281399,0.027892403,0.027519153,0.027161492,0.026801976,0.026458677,0.026115378,Mexico,OilCrop +20,2,6,0.694314823,0.694314877,0.694314951,0.696410979,0.69838483,0.700155298,0.70181393,0.703067333,0.704295877,0.705424065,0.706539103,0.706574766,0.706580931,0.706566491,0.706526422,0.706474724,0.706402144,0.706319902,0.706225996,0.70613046,0.706034924,Mexico,OtherGrain +20,2,7,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,Mexico,Rice +20,2,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,2,10,0.761878288,0.76187831,0.761878067,0.761127721,0.760376406,0.759686345,0.758977504,0.758436733,0.757967021,0.757492711,0.757010591,0.756992332,0.756957575,0.756907201,0.756845504,0.756781532,0.756707999,0.756630505,0.756545873,0.756459988,0.756374103,Mexico,Wheat +20,2,11,0.75102128,0.751023022,0.751023648,0.753139503,0.75507724,0.756844029,0.758522547,0.759736352,0.760943339,0.76206524,0.763182798,0.763190174,0.763194403,0.763197204,0.763198604,0.763197769,0.763196329,0.763193028,0.763188308,0.763183154,0.763178,Mexico,FodderHerb +20,2,12,0.768745957,0.76874609,0.768745727,0.768745782,0.768746084,0.768745942,0.768745487,0.76874541,0.768746058,0.768745788,0.768745802,0.76874566,0.768745625,0.76874555,0.768745443,0.76874605,0.768745883,0.768745721,0.768745634,0.768746065,0.768746496,Mexico,FodderGrass +20,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,3,1,0.21555741,0.215556979,0.215557514,0.212554519,0.209878717,0.207512456,0.205377462,0.205161835,0.204945473,0.20472993,0.20451376,0.204512006,0.204509796,0.204506555,0.204503469,0.204500166,0.204496706,0.204493427,0.20448969,0.204486528,0.204483366,Mexico,Corn +20,3,2,0,0,0,0,0.236895088,0.239283215,0.241253223,0.242960473,0.244516024,0.245968161,0.247411547,0.248098094,0.248436195,0.248458134,0.248567079,0.248689369,0.248824011,0.248918732,0.248992694,0.249063639,0.249134584,Mexico,biomass +20,3,3,0.555657022,0.555656419,0.555653305,0.556175329,0.556044173,0.555843135,0.55546754,0.554876159,0.554348673,0.553856011,0.553343862,0.554347012,0.555017814,0.555389943,0.555525317,0.555428543,0.555089188,0.554544556,0.553816825,0.552956072,0.552095319,Mexico,FiberCrop +20,3,4,0.580711071,0.580711838,0.580711368,0.586539015,0.59171585,0.596351888,0.600452356,0.603858197,0.607043276,0.610009538,0.612760085,0.612735302,0.612704507,0.612671676,0.612634869,0.612597682,0.612558646,0.612519128,0.612476621,0.612434083,0.612391545,Mexico,MiscCrop +20,3,5,0.020945078,0.02094504,0.020944932,0.019984945,0.019225984,0.018590597,0.018051689,0.018635724,0.019173036,0.01966748,0.020132049,0.020117497,0.020100299,0.02008071,0.020060921,0.020042514,0.020024873,0.020008013,0.019991129,0.019974982,0.019958835,Mexico,OilCrop +20,3,6,0.426019315,0.426018663,0.426018141,0.428641072,0.431113102,0.433364197,0.435496869,0.437222795,0.438824014,0.440419848,0.441902188,0.441932974,0.441938482,0.441925508,0.441890286,0.441846539,0.441785772,0.441714389,0.441634989,0.441552146,0.441469303,Mexico,OtherGrain +20,3,7,0.792176452,0.792176726,0.792177001,0.791796157,0.791377814,0.791010307,0.790543448,0.789902707,0.789244505,0.788712314,0.788155615,0.788148843,0.788116118,0.788059241,0.787978032,0.787876004,0.787751354,0.787606782,0.78743998,0.787253032,0.787066084,Mexico,Rice +20,3,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,3,10,0.761878742,0.761878073,0.761877944,0.761107161,0.760335959,0.759624882,0.75889204,0.75834542,0.757868086,0.757385834,0.75689528,0.756875392,0.756836771,0.756781315,0.75671376,0.756642497,0.756561967,0.756476415,0.756383239,0.756288579,0.756193919,Mexico,Wheat +20,3,11,0.365728633,0.365728625,0.36572802,0.366948739,0.368063845,0.369180052,0.370196438,0.372149816,0.374104832,0.375958783,0.377714594,0.377723548,0.377729708,0.377731442,0.377733728,0.377732676,0.377731118,0.377727257,0.377721325,0.377716422,0.377711519,Mexico,FodderHerb +20,3,12,0.42901852,0.429018902,0.42901817,0.427271912,0.425848165,0.424622829,0.423497629,0.420886164,0.418695318,0.416810987,0.415248819,0.415299161,0.415344784,0.415384198,0.415425377,0.415462358,0.415496055,0.415523201,0.41554374,0.415555629,0.415567518,Mexico,FodderGrass +20,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,4,1,0.092268341,0.092268193,0.092268836,0.090784897,0.089468164,0.088308318,0.087264274,0.087159124,0.087054221,0.086948972,0.086843806,0.086842523,0.086841326,0.086839855,0.086839028,0.086837228,0.086835801,0.086834329,0.086832924,0.086831342,0.08682976,Mexico,Corn +20,4,2,0,0,0,0,0.098780345,0.098841599,0.098739267,0.1001268,0.102284592,0.104337119,0.106258593,0.106347545,0.106277644,0.106020788,0.105808763,0.1056395,0.105470642,0.105320665,0.105199214,0.105117402,0.10503559,Mexico,biomass +20,4,3,0.256639617,0.25664194,0.256641134,0.257133985,0.257009771,0.25682032,0.256465261,0.255906476,0.255408705,0.254942388,0.254458968,0.255406721,0.256040865,0.256392932,0.256520991,0.256428828,0.25610927,0.255593873,0.254907644,0.254093711,0.253279778,Mexico,FiberCrop +20,4,4,0.356632932,0.356633076,0.356632829,0.359847572,0.362672165,0.365106731,0.367244559,0.371155976,0.374774287,0.37819978,0.381430024,0.381400508,0.381363657,0.381325479,0.381281725,0.381238369,0.381190538,0.381143316,0.381095148,0.381043173,0.380991198,Mexico,MiscCrop +20,4,5,0.21046409,0.210463849,0.210463789,0.202905473,0.196564786,0.191167905,0.186599206,0.194287183,0.201516951,0.208377188,0.214897462,0.214895628,0.214894572,0.214892494,0.214891331,0.214890026,0.214888563,0.214887631,0.214886025,0.214884664,0.214883303,Mexico,OilCrop +20,4,6,0.289714015,0.289713985,0.289714286,0.29201333,0.294171162,0.296152297,0.297953123,0.299274482,0.300497459,0.301630271,0.302668351,0.302683453,0.302685814,0.302679705,0.302663218,0.302641713,0.302611439,0.302576914,0.302537822,0.302498339,0.302458856,Mexico,OtherGrain +20,4,7,0.707098929,0.707098835,0.707098988,0.706629634,0.706129605,0.705703433,0.705163677,0.704389011,0.703598778,0.702975178,0.702331213,0.702326189,0.702299181,0.702253889,0.702187836,0.702104966,0.702003688,0.70188597,0.701751173,0.701599586,0.701447999,Mexico,Rice 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+20,4,12,0.273687154,0.273687172,0.273687103,0.272269971,0.27112042,0.270132186,0.269226569,0.267121453,0.265361709,0.263850158,0.262599187,0.262640986,0.262679014,0.262712804,0.262745726,0.262777994,0.262804469,0.262828806,0.262845044,0.262855112,0.26286518,Mexico,FodderGrass +20,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,5,1,0.055998618,0.055998733,0.055998586,0.055059903,0.054229431,0.053498453,0.052841524,0.052775173,0.052708606,0.052642193,0.052575694,0.052574819,0.052573647,0.052572286,0.052570814,0.052569301,0.052567691,0.05256615,0.052564619,0.052563162,0.052561705,Mexico,Corn +20,5,2,0,0,0,0,0.092175436,0.093207202,0.094096807,0.094697247,0.095425575,0.095782726,0.0958233,0.095606697,0.095304146,0.09490096,0.094538304,0.094192548,0.093862789,0.09344787,0.093064437,0.092718487,0.092372537,Mexico,biomass 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+20,5,9,0.54101573,0.541015823,0.541015864,0.54308672,0.544877227,0.546452638,0.547812268,0.548538775,0.549263429,0.549878651,0.550600134,0.550596098,0.550590644,0.550582863,0.5505745,0.550565723,0.55055587,0.550545743,0.550534977,0.550522798,0.550510619,Mexico,SugarCrop +20,5,10,0.758220781,0.758220442,0.758220796,0.757535878,0.756850699,0.756233971,0.755603792,0.755082297,0.754634315,0.754183106,0.753726369,0.753715038,0.753692657,0.753661148,0.75362132,0.753580458,0.753533544,0.75348373,0.7534297,0.75337506,0.75332042,Mexico,Wheat +20,5,11,0.081480877,0.081485768,0.081483088,0.08233681,0.083129898,0.083862948,0.084568595,0.085084644,0.085602397,0.086087989,0.086575424,0.086578861,0.086581165,0.086582632,0.086582945,0.086582963,0.086581893,0.086580424,0.086578249,0.086575366,0.086572483,Mexico,FodderHerb +20,5,12,0.077916836,0.077916864,0.077916723,0.077916667,0.077916912,0.07791673,0.077916757,0.077916889,0.077916773,0.077916592,0.077916699,0.07791664,0.077916867,0.077916756,0.077916842,0.077916834,0.077916686,0.07791688,0.077916793,0.077916791,0.077916789,Mexico,FodderGrass +20,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,6,1,0.01446133,0.014461385,0.014461331,0.014210231,0.013987373,0.013791431,0.013615521,0.013597946,0.013580357,0.013562643,0.013545036,0.013545115,0.013545035,0.013544953,0.013544869,0.013544825,0.013544679,0.013544617,0.013544546,0.013544494,0.013544442,Mexico,Corn +20,6,2,0,0,0,0,0.052555944,0.05260619,0.052603464,0.052366125,0.052377572,0.052350856,0.052269357,0.052242964,0.05250239,0.05271625,0.052909946,0.053049974,0.053092029,0.053304639,0.053470341,0.053613842,0.053757343,Mexico,biomass +20,6,3,0.042922606,0.042923956,0.042923622,0.043029781,0.04300313,0.04296235,0.042885764,0.042765611,0.04265854,0.04255883,0.04245507,0.042658162,0.042794543,0.042870119,0.042897554,0.042877876,0.042809024,0.042698583,0.042550867,0.042376529,0.042202191,Mexico,FiberCrop +20,6,4,0.188948441,0.188948607,0.188949197,0.188642119,0.188331375,0.188083133,0.187832567,0.188206462,0.188574627,0.188875906,0.189172465,0.189148917,0.189121071,0.189089342,0.189054044,0.189018648,0.188979472,0.188939649,0.188899167,0.188854219,0.188809271,Mexico,MiscCrop +20,6,5,0.155858891,0.155858932,0.155859131,0.150163939,0.14538529,0.141303188,0.137826697,0.142790536,0.147414311,0.151773211,0.155895391,0.155894589,0.155894456,0.155893826,0.155892854,0.155892548,0.155891743,0.155890835,0.155890263,0.155889642,0.155889021,Mexico,OilCrop +20,6,6,0.378349457,0.378349405,0.378348457,0.381344776,0.3840586,0.386570754,0.388879712,0.390507365,0.392029048,0.393446989,0.394864429,0.394873127,0.394873926,0.394871214,0.39486068,0.394847883,0.394829798,0.394807995,0.394784014,0.394760125,0.394736236,Mexico,OtherGrain +20,6,7,0.4834353,0.483434248,0.483434726,0.482849558,0.48219687,0.481614383,0.480874022,0.47988779,0.478870503,0.478039179,0.477163077,0.477151955,0.477090465,0.476986553,0.476835032,0.4766453,0.476413346,0.476142996,0.475831999,0.475481509,0.475131019,Mexico,Rice +20,6,8,0.257050897,0.257050671,0.257050976,0.261290859,0.265154338,0.268631037,0.271964699,0.273606842,0.275167956,0.276734575,0.278218781,0.278218733,0.278218028,0.278217179,0.278216134,0.278214997,0.278213932,0.278212283,0.278210876,0.278209487,0.278208098,Mexico,Root_Tuber +20,6,9,0.229646051,0.229646576,0.229646606,0.231128557,0.232416007,0.23355174,0.234537512,0.235065764,0.235593026,0.236040985,0.236569336,0.236566342,0.236562509,0.236557085,0.236550862,0.23654484,0.236537531,0.236530375,0.236522874,0.236514455,0.236506036,Mexico,SugarCrop +20,6,10,0.746228315,0.746228458,0.746227969,0.745535589,0.744839686,0.744213956,0.743574632,0.743037092,0.742577514,0.742113725,0.741644251,0.741633183,0.741610598,0.741578706,0.741539,0.741498748,0.741451007,0.741400257,0.741343938,0.741287854,0.74123177,Mexico,Wheat +20,6,11,0.03956167,0.039561735,0.03956178,0.038960418,0.038414017,0.0379219,0.037482459,0.037740444,0.037983455,0.038227453,0.038472686,0.038474525,0.038475839,0.038476531,0.03847673,0.038476721,0.038476168,0.038475273,0.038474151,0.03847276,0.038471369,Mexico,FodderHerb +20,6,12,0.042032811,0.042032865,0.042032846,0.042032788,0.042032826,0.042032837,0.0420328,0.04203275,0.042032835,0.042032736,0.042032761,0.042032826,0.04203287,0.042032881,0.042032757,0.042032714,0.042032879,0.042032853,0.042032753,0.042032757,0.042032761,Mexico,FodderGrass +20,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,7,1,0.347770736,0.347770425,0.347768767,0.341928855,0.337680922,0.333961061,0.330538077,0.330071394,0.329559151,0.329020597,0.328472234,0.328276736,0.328017988,0.327697957,0.32736096,0.327021932,0.326660048,0.32630555,0.325948547,0.325584751,0.325220955,Mexico,Corn +20,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass +20,7,3,0.836775887,0.836776285,0.836775738,0.835266937,0.833678534,0.832183714,0.830762841,0.829163919,0.827691893,0.826341813,0.825041973,0.825263862,0.825413147,0.825497356,0.825528123,0.825507384,0.825432356,0.825311736,0.825150941,0.824961832,0.824772723,Mexico,FiberCrop +20,7,4,0.291379349,0.291379031,0.291379012,0.299528724,0.306799237,0.313333038,0.319191855,0.322488535,0.325608502,0.328552378,0.331314297,0.331297489,0.331277972,0.331256225,0.331232858,0.331208871,0.331182558,0.331156772,0.331130315,0.331101221,0.331072127,Mexico,MiscCrop +20,7,5,0.044340641,0.044341095,0.044340864,0.038247842,0.035543751,0.033243765,0.031161181,0.030752128,0.030216122,0.02958308,0.028881908,0.027917734,0.026764627,0.025430204,0.02406639,0.022772566,0.021510574,0.02028172,0.019028746,0.01781418,0.016599614,Mexico,OilCrop +20,7,6,0.320798015,0.320797696,0.320797919,0.322527491,0.324234775,0.325718112,0.327064762,0.328498684,0.32977939,0.330946072,0.331987328,0.332082919,0.33210008,0.332061792,0.331952507,0.331811056,0.331614996,0.331389788,0.331133406,0.330871107,0.330608808,Mexico,OtherGrain +20,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,7,10,0.759043346,0.759042956,0.759044287,0.757992511,0.756934917,0.755905825,0.754820131,0.754171904,0.753581218,0.752976806,0.752350499,0.752302855,0.752209387,0.752073108,0.751908259,0.751732404,0.751532107,0.751319374,0.75108491,0.750846816,0.750608722,Mexico,Wheat +20,7,11,0.289128684,0.289128072,0.289128522,0.288783372,0.288521511,0.288259002,0.287995134,0.289270053,0.290454081,0.291549961,0.292647413,0.292656065,0.292661296,0.292664587,0.292665352,0.292664872,0.292662256,0.292659133,0.292654358,0.292647694,0.29264103,Mexico,FodderHerb +20,7,12,0.360092526,0.360092096,0.360091563,0.358447852,0.357112459,0.355964715,0.354910958,0.352458241,0.350404625,0.348637928,0.34717296,0.347223222,0.347267593,0.347307206,0.347346984,0.347383872,0.347416866,0.347444279,0.347463864,0.347475838,0.347487812,Mexico,FodderGrass +20,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,8,1,0.266486512,0.266486077,0.266486073,0.26222762,0.258852939,0.255886669,0.253185017,0.252859743,0.252515641,0.252159877,0.251799068,0.251713797,0.251600493,0.2514608,0.25131577,0.251168273,0.251011872,0.250859223,0.250706745,0.250550655,0.250394565,Mexico,Corn +20,8,2,0,0,0,0,0.150511443,0.152303769,0.153596137,0.155279687,0.156486287,0.157863546,0.159968244,0.161106935,0.161944756,0.162366377,0.162853918,0.163323976,0.163775976,0.16418449,0.164328656,0.164409735,0.164490814,Mexico,biomass +20,8,3,0.852291393,0.852291252,0.852291461,0.850814799,0.849374399,0.848033118,0.846792507,0.845428862,0.844169528,0.843017327,0.841915299,0.841927682,0.841935595,0.841941336,0.841942891,0.841941329,0.841937439,0.84193039,0.841921469,0.841910738,0.841900007,Mexico,FiberCrop +20,8,4,0.214725192,0.214725338,0.214724755,0.219018371,0.222921607,0.226494713,0.229724916,0.231244286,0.232610143,0.233902315,0.235195906,0.235174413,0.235148459,0.23512109,0.235088974,0.23505763,0.235023699,0.23499002,0.234955179,0.234918636,0.234882093,Mexico,MiscCrop +20,8,5,0.224065407,0.22406543,0.224065394,0.216243675,0.20989418,0.204459161,0.199814697,0.204175748,0.208109015,0.211668297,0.214980847,0.214894007,0.214791254,0.214673539,0.214555766,0.214445746,0.214338834,0.214239134,0.214137118,0.214040559,0.213944,Mexico,OilCrop +20,8,6,0.492099024,0.492099159,0.492099086,0.494561438,0.496914087,0.499137988,0.501011783,0.503116475,0.505076752,0.506917218,0.508630999,0.50868857,0.508698512,0.508675676,0.508610236,0.508525948,0.508409179,0.508274719,0.508122594,0.507967331,0.507812068,Mexico,OtherGrain 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+20,9,2,0,0,0,0,0.199506078,0.200304514,0.200811095,0.200920658,0.202210646,0.204952456,0.208655126,0.209311176,0.209692942,0.209386924,0.209015144,0.208717859,0.208422934,0.208303289,0.208739399,0.209174084,0.209608769,Mexico,biomass +20,9,3,0.799932351,0.79993232,0.799932679,0.798056476,0.796228501,0.794528719,0.792957951,0.791233693,0.78964282,0.788188638,0.786799247,0.786814535,0.786825537,0.786831141,0.786833003,0.786832074,0.786826712,0.786818386,0.786807396,0.786793719,0.786780042,Mexico,FiberCrop +20,9,4,0.394675052,0.394676691,0.394676001,0.401761171,0.408054212,0.413539369,0.418521227,0.422304076,0.425876222,0.42924376,0.432400917,0.43237294,0.432339516,0.432303404,0.432262843,0.432222326,0.432178963,0.432135388,0.432090115,0.432041924,0.431993733,Mexico,MiscCrop +20,9,5,0.274811032,0.274811708,0.274810845,0.265019543,0.257602523,0.251251916,0.245718457,0.24644702,0.247008656,0.24741319,0.247745683,0.247419698,0.247033728,0.246593969,0.246150729,0.245735712,0.245338818,0.24495702,0.24457419,0.244209683,0.243845176,Mexico,OilCrop +20,9,6,0.417612211,0.417612547,0.417612018,0.419813779,0.421966539,0.423900672,0.425719667,0.427015478,0.428295519,0.429464296,0.430519407,0.430547218,0.430552842,0.4305417,0.430509274,0.430469323,0.430411985,0.430346517,0.430272231,0.430197131,0.430122031,Mexico,OtherGrain +20,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Rice +20,9,8,0.640924989,0.640924594,0.640925021,0.64646833,0.651479807,0.655970509,0.660142542,0.661798105,0.663445716,0.664991437,0.666531666,0.666530496,0.666526008,0.666520976,0.666512831,0.666505166,0.666496198,0.666486919,0.666477174,0.666466311,0.666455448,Mexico,Root_Tuber +20,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,9,10,0.761877845,0.761878484,0.761877744,0.760891739,0.759905169,0.758958975,0.757969938,0.757352199,0.75679606,0.756229533,0.755644897,0.755605635,0.755527778,0.755417031,0.755280607,0.755137795,0.754975624,0.754803098,0.754615279,0.754424055,0.754232831,Mexico,Wheat +20,9,11,0.490494894,0.490494734,0.490494257,0.486722689,0.483266878,0.48024274,0.477326961,0.477897141,0.478573321,0.479248432,0.479921038,0.479930724,0.479936659,0.479940513,0.479941874,0.479941593,0.479939285,0.47993446,0.479928058,0.479921273,0.479914488,Mexico,FodderHerb +20,9,12,0.619861774,0.619861167,0.619862408,0.618180344,0.61680351,0.615618738,0.614528223,0.611988239,0.609851242,0.608005682,0.606472552,0.606521737,0.606566223,0.606605319,0.606645807,0.60668214,0.606715088,0.606742541,0.60676229,0.60677428,0.60678627,Mexico,FodderGrass +20,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,10,1,0.202993939,0.202994203,0.202994271,0.200127276,0.197570643,0.195311241,0.193271844,0.193066351,0.192861057,0.192655725,0.192449959,0.192448708,0.192447077,0.192445017,0.192443284,0.192440766,0.192438574,0.192436414,0.192434259,0.192431936,0.192429613,Mexico,Corn +20,10,2,0,0,0,0,0.156602102,0.159009398,0.160977575,0.160588675,0.160228042,0.158984959,0.157649498,0.157998974,0.158752447,0.159513538,0.160340242,0.160977855,0.161480722,0.162416579,0.16285541,0.163292417,0.163729424,Mexico,biomass +20,10,3,0.44240658,0.442404661,0.442402647,0.443038399,0.44287953,0.442634193,0.442176616,0.441452462,0.440807306,0.440203512,0.439576009,0.440805123,0.441626756,0.442081573,0.442246334,0.442128531,0.441713647,0.441048153,0.440156927,0.439099766,0.438042605,Mexico,FiberCrop +20,10,4,0.388720293,0.388720254,0.388719478,0.391737465,0.394348847,0.396554771,0.398452101,0.403324018,0.408000083,0.41237294,0.416440506,0.416413762,0.416378958,0.41633976,0.416295439,0.416253285,0.416206553,0.416162574,0.416113636,0.416062208,0.41601078,Mexico,MiscCrop +20,10,5,0.450855385,0.450854777,0.450857378,0.439805925,0.430893639,0.423100101,0.41628432,0.415824395,0.415356592,0.41489323,0.414541629,0.414338053,0.414097122,0.413825879,0.413551915,0.413297272,0.413054157,0.41282306,0.412590861,0.412369565,0.412148269,Mexico,OilCrop +20,10,6,0.404957363,0.404957243,0.40495715,0.406737157,0.408500261,0.41001743,0.411280626,0.412749149,0.4140485,0.41522214,0.416365223,0.416469838,0.416487845,0.416446556,0.416327576,0.416174856,0.415962446,0.41571861,0.415442409,0.415160327,0.414878245,Mexico,OtherGrain +20,10,7,0.927048456,0.927047621,0.927049741,0.926895872,0.926730853,0.926589176,0.926410008,0.926153803,0.925892068,0.925684198,0.925468954,0.925467135,0.92545739,0.925440876,0.925416829,0.925387039,0.925350295,0.925307909,0.925259019,0.925204181,0.925149343,Mexico,Rice +20,10,8,0.534391617,0.53439162,0.534391679,0.540405148,0.5458698,0.550789371,0.555378099,0.557202726,0.559022551,0.560733279,0.562439424,0.562438626,0.562434621,0.562429443,0.562422905,0.562416111,0.562408309,0.562400363,0.562391465,0.562381372,0.562371279,Mexico,Root_Tuber +20,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,10,10,0.761877902,0.761878017,0.761878288,0.760280325,0.758676348,0.757050452,0.755310176,0.754485183,0.753693571,0.752876145,0.752014706,0.751915954,0.751721417,0.751442595,0.751100464,0.750742142,0.750332761,0.749895305,0.749419196,0.748932354,0.748445512,Mexico,Wheat +20,10,11,0.37640469,0.376405032,0.376404806,0.373576538,0.370949985,0.368531161,0.366318119,0.367560187,0.368699063,0.369837344,0.371077579,0.371087022,0.371093238,0.371096934,0.371098308,0.371097423,0.37109477,0.371090716,0.371084678,0.371077858,0.371071038,Mexico,FodderHerb +20,10,12,0.472148065,0.472147374,0.472148214,0.472147589,0.472146602,0.472148305,0.472146628,0.472147259,0.472148988,0.472147973,0.472147362,0.472147882,0.472146474,0.472146836,0.472147638,0.472147289,0.472148846,0.472147802,0.472149092,0.472148152,0.472147212,Mexico,FodderGrass +20,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,11,1,0.153313985,0.15331406,0.153314215,0.15102521,0.148981974,0.147178229,0.145553881,0.145391206,0.145228001,0.145065056,0.144902837,0.144902116,0.144902106,0.144901938,0.144902417,0.144901983,0.144902432,0.144902239,0.144902349,0.14490228,0.144902211,Mexico,Corn +20,11,2,0,0,0,0,0.093448818,0.094407586,0.095148763,0.094173804,0.093748529,0.0933685,0.093250691,0.094064449,0.094682385,0.095108795,0.095539648,0.095892261,0.096203426,0.096528419,0.096803488,0.097077184,0.09735088,Mexico,biomass +20,11,3,0.23104693,0.230605736,0.230694978,0.231236103,0.231100837,0.2308921,0.230501901,0.229886439,0.229337613,0.228823489,0.228288878,0.229335004,0.230035204,0.23042129,0.230561782,0.230461384,0.230108462,0.229542424,0.228782456,0.227882903,0.22698335,Mexico,FiberCrop +20,11,4,0.137960618,0.137960452,0.137960489,0.131207597,0.125981485,0.121883111,0.118518063,0.120599578,0.122614892,0.124515648,0.126294955,0.126273796,0.126248684,0.126220993,0.126190168,0.126159062,0.126125423,0.126092023,0.126057052,0.126020366,0.12598368,Mexico,MiscCrop +20,11,5,0.201388124,0.201379359,0.201387666,0.195020181,0.189659523,0.185057989,0.181115026,0.180476797,0.17990282,0.179393682,0.178949111,0.178948838,0.178949054,0.178948897,0.178949063,0.178949196,0.178949067,0.178948713,0.17894915,0.178949191,0.178949232,Mexico,OilCrop +20,11,6,0.57403958,0.574039766,0.574039767,0.571432676,0.569541367,0.567331032,0.564759649,0.563561759,0.562045368,0.560414328,0.558611796,0.559116012,0.55920429,0.559007082,0.55843351,0.55769584,0.556665696,0.555478663,0.554123614,0.552732482,0.55134135,Mexico,OtherGrain +20,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,11,8,0.303332056,0.303320312,0.303339115,0.308418368,0.313069848,0.317291647,0.321257364,0.322857894,0.324450489,0.325946857,0.327441053,0.327434504,0.327420204,0.327402027,0.327374083,0.327348055,0.32731833,0.327286408,0.327251093,0.327213024,0.327174955,Mexico,Root_Tuber +20,11,9,0.741328837,0.741323276,0.741325282,0.742697538,0.743979425,0.745088023,0.746022948,0.746495181,0.74695623,0.747329651,0.747778476,0.747762567,0.747739467,0.747709686,0.747675881,0.747640334,0.74760062,0.747560235,0.747516995,0.747468434,0.747419873,Mexico,SugarCrop +20,11,10,0.761877567,0.761880424,0.761880273,0.760985887,0.760090264,0.75924298,0.758361579,0.757773387,0.757250874,0.756719247,0.756173672,0.756142423,0.756080946,0.755993657,0.755885735,0.75577261,0.755644001,0.755507221,0.755358586,0.755207337,0.755056088,Mexico,Wheat +20,11,11,0.229739898,0.229739602,0.229738838,0.22837271,0.227080899,0.225945815,0.224888924,0.224908872,0.225002176,0.225094772,0.225183933,0.225190955,0.225196802,0.22519983,0.225200962,0.225200458,0.225198517,0.225195083,0.225190325,0.225184683,0.225179041,Mexico,FodderHerb +20,11,12,0.305398223,0.305397886,0.305395455,0.305395568,0.305394733,0.305395859,0.305395924,0.305395799,0.305395934,0.305395694,0.305395595,0.305395485,0.305395284,0.305395652,0.305395279,0.305395283,0.305395608,0.305395238,0.305395608,0.30539545,0.305395292,Mexico,FodderGrass +20,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,12,1,0.0024005,0.002400714,0.002400394,0.002358276,0.002320881,0.002288014,0.002258523,0.002255569,0.002252624,0.002249677,0.002246733,0.002246733,0.002246731,0.002246733,0.002246731,0.002246735,0.00224673,0.002246733,0.002246729,0.002246731,0.002246733,Mexico,Corn +20,12,2,0,0,0,0,0.041369765,0.041646397,0.041836573,0.041244488,0.040910593,0.040598852,0.040307789,0.040852209,0.041326667,0.041715431,0.042091976,0.042433849,0.042758145,0.042875536,0.042987064,0.043044058,0.043101052,Mexico,biomass +20,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FiberCrop +20,12,4,0.167766166,0.167765737,0.16776604,0.167609737,0.167509533,0.167346592,0.167240983,0.167280329,0.167314695,0.167347381,0.167376651,0.167356619,0.167332815,0.167305587,0.167275651,0.167245089,0.16721207,0.167178201,0.16714308,0.167105568,0.167068056,Mexico,MiscCrop +20,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop +20,12,6,0.002627294,0.002629221,0.002628729,0.002607109,0.002589664,0.00257193,0.002554927,0.00254411,0.002532706,0.002522228,0.002511469,0.002512464,0.002512641,0.002512255,0.002511122,0.002509669,0.002507646,0.002505317,0.002502675,0.002499976,0.002497277,Mexico,OtherGrain +20,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,12,8,0.006435783,0.006438363,0.006434508,0.006591317,0.006737434,0.006872059,0.007000332,0.007051955,0.007103877,0.007153146,0.007202754,0.007202761,0.007202693,0.007202631,0.007202496,0.007202433,0.007202357,0.00720225,0.007202137,0.007201967,0.007201797,Mexico,Root_Tuber +20,12,9,0.008515654,0.008514024,0.008506839,0.008577552,0.008639183,0.008693764,0.008741206,0.008766689,0.008792145,0.008813823,0.008839331,0.008839184,0.008838972,0.008838708,0.008838403,0.008838098,0.008837744,0.008837387,0.008836997,0.008836555,0.008836113,Mexico,SugarCrop +20,12,10,0.761879121,0.761878493,0.761878369,0.761179686,0.760478313,0.75983956,0.759183565,0.758657241,0.758202164,0.757744021,0.757278626,0.757264189,0.757235507,0.757195132,0.757145674,0.757093529,0.757033927,0.75696961,0.756899876,0.756828101,0.756756326,Mexico,Wheat +20,12,11,0.000536337,0.000533618,0.000533646,0.00052429,0.000515971,0.000508659,0.0005021,0.000501484,0.000500864,0.000500242,0.000499614,0.00049963,0.000499641,0.000499647,0.000499649,0.000499648,0.000499644,0.000499635,0.000499626,0.000499615,0.000499604,Mexico,FodderHerb +20,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FodderGrass +20,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +21,1,1,0.953321639,0.953321793,0.953321835,0.948137201,0.943813643,0.939966008,0.936480079,0.934060787,0.931812104,0.929707449,0.927740746,0.927666894,0.927565792,0.927439121,0.927304172,0.92716641,0.927017655,0.926867564,0.926715735,0.926560106,0.926404477,Middle East,Corn +21,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,1,3,0.995535001,0.995534542,0.995535288,0.996063669,0.996466342,0.996789431,0.997053308,0.99719373,0.997319605,0.997434472,0.997539023,0.997542842,0.997545299,0.997546529,0.997546803,0.997546136,0.997544561,0.997542295,0.997539257,0.997535664,0.997532071,Middle East,FiberCrop +21,1,4,0.854970271,0.854970149,0.854970153,0.858100321,0.860858036,0.863313643,0.86552799,0.8718091,0.876825001,0.880910336,0.884351099,0.884324074,0.884292117,0.884256828,0.884217187,0.884177448,0.884134718,0.884091684,0.88404698,0.883999919,0.883952858,Middle East,MiscCrop +21,1,5,0.26729784,0.267297907,0.267297842,0.26105207,0.258030215,0.255395054,0.25283341,0.251819001,0.250758,0.249694743,0.24856113,0.247441477,0.246114069,0.244593506,0.243049634,0.24159773,0.240207317,0.238885911,0.237553003,0.236273161,0.234993319,Middle East,OilCrop +21,1,6,0.607347612,0.607348073,0.607347723,0.604891178,0.603030345,0.601068619,0.59909075,0.596743355,0.594549799,0.592506921,0.59058943,0.590804828,0.590829776,0.590725477,0.590450993,0.590102969,0.589625798,0.589083274,0.588465617,0.587831712,0.587197807,Middle East,OtherGrain +21,1,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice +21,1,8,0.996890346,0.996890849,0.996890632,0.996938685,0.996983264,0.997023317,0.997060244,0.997210538,0.997348391,0.997475069,0.997591421,0.997591342,0.997591138,0.997590895,0.997590525,0.997590162,0.997589739,0.997589312,0.997588842,0.997588307,0.997587772,Middle East,Root_Tuber +21,1,9,0.503524381,0.503520756,0.503525196,0.50738762,0.511614645,0.515708785,0.519669217,0.525987563,0.532048416,0.537864962,0.543542164,0.545659691,0.547751943,0.549821557,0.551770506,0.553496982,0.555101052,0.55648411,0.557643595,0.55867688,0.559710165,Middle East,SugarCrop +21,1,10,0.594833886,0.594834096,0.594834069,0.595116212,0.595312329,0.595402724,0.595270279,0.58609472,0.578266228,0.571418994,0.565441946,0.565344517,0.565145607,0.564859761,0.564503859,0.564128882,0.5636967,0.563232557,0.562724589,0.562204464,0.561684339,Middle East,Wheat +21,1,11,0.463572998,0.463573403,0.463573114,0.464845176,0.465695789,0.466441882,0.466978676,0.4674308,0.467772936,0.468114565,0.468455849,0.468464624,0.468470539,0.468474511,0.468476179,0.468475946,0.468472675,0.468467804,0.468462581,0.468455339,0.468448097,Middle East,FodderHerb +21,1,12,0.299520368,0.299521255,0.299520593,0.299520219,0.299520096,0.299520622,0.29952077,0.299520277,0.299520556,0.299520845,0.299520241,0.29952057,0.2995205,0.299520567,0.299520614,0.299520219,0.299520407,0.299520192,0.299520496,0.299520301,0.299520106,Middle East,FodderGrass +21,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Corn +21,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FiberCrop +21,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,MiscCrop +21,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OilCrop +21,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OtherGrain +21,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Root_Tuber +21,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop +21,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Wheat +21,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderHerb +21,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,3,1,0.184606572,0.184603578,0.184605943,0.184094612,0.183923729,0.183784877,0.183644486,0.183076122,0.18249884,0.181915537,0.181397355,0.181353673,0.181294272,0.181218997,0.181138627,0.18105681,0.180967558,0.180877288,0.180785839,0.18069236,0.180598881,Middle East,Corn +21,3,2,0,0,0,0,0.041523267,0.041072615,0.040604609,0.04131205,0.04204409,0.042781107,0.042348543,0.042403528,0.042229129,0.042158197,0.04208772,0.042012909,0.041933725,0.041817176,0.041699791,0.041599704,0.041499617,Middle East,biomass +21,3,3,0.005730968,0.005733159,0.005731205,0.005733762,0.005733483,0.005733003,0.005731991,0.005730396,0.005728919,0.005727563,0.005726137,0.005728708,0.005730434,0.005731301,0.005731632,0.00573126,0.005730324,0.005728877,0.005726928,0.00572463,0.005722332,Middle East,FiberCrop +21,3,4,0.278378676,0.278378122,0.278378252,0.280369138,0.282102923,0.283755409,0.285324562,0.281429347,0.277737792,0.274248021,0.271042198,0.2710335,0.271022029,0.271009578,0.270996154,0.27098268,0.270968821,0.270954147,0.270939188,0.270923323,0.270907458,Middle East,MiscCrop +21,3,5,0.108681169,0.10868118,0.108681376,0.119508218,0.128320159,0.135469961,0.141355207,0.142609416,0.143761374,0.144814681,0.145770372,0.145616796,0.145436882,0.145232753,0.145027957,0.144837615,0.14465725,0.144487736,0.144318747,0.144158022,0.143997297,Middle East,OilCrop +21,3,6,0.113774356,0.113773335,0.113775054,0.11268197,0.111642009,0.110695235,0.10979701,0.10451139,0.099684166,0.095317303,0.091301276,0.09130137,0.091301416,0.091301099,0.091300931,0.091300556,0.091300455,0.091299735,0.091299245,0.091298775,0.091298305,Middle East,OtherGrain +21,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,3,8,0.244791175,0.244789524,0.244792735,0.244716875,0.244632109,0.244545962,0.244456533,0.244440784,0.244410943,0.244379238,0.244338961,0.244333385,0.244319124,0.244301009,0.244274606,0.244249636,0.244219391,0.244189839,0.244156821,0.244118999,0.244081177,Middle East,Root_Tuber +21,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop +21,3,10,0.007455328,0.007455983,0.007456085,0.007112936,0.006802983,0.006520732,0.00625824,0.006147386,0.006042599,0.005941586,0.005846289,0.005843918,0.005839272,0.005832628,0.005824506,0.005816004,0.005806351,0.005796096,0.005784973,0.005773665,0.005762357,Middle East,Wheat +21,3,11,0.000339743,0.00033867,0.000344637,0.000344638,0.000344637,0.000344637,0.000344637,0.000344637,0.000344637,0.000344638,0.000344638,0.000344638,0.000344636,0.000344637,0.000344638,0.000344636,0.000344637,0.000344638,0.000344638,0.000344638,0.000344638,Middle East,FodderHerb +21,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,7,1,0.984627352,0.984627349,0.984627483,0.984889459,0.985176809,0.985445041,0.985695951,0.98589581,0.986073304,0.986241679,0.986396119,0.986388876,0.986379114,0.986367084,0.986354324,0.986341421,0.986327724,0.986314172,0.986300318,0.986286419,0.98627252,Middle East,Corn +21,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,7,3,0.972564947,0.972564935,0.972565044,0.972790126,0.972959015,0.97311384,0.973240536,0.973225777,0.97321222,0.973199759,0.973186465,0.973209393,0.973224404,0.973232188,0.973234302,0.97323098,0.973222131,0.973208912,0.973191452,0.973170541,0.97314963,Middle East,FiberCrop +21,7,4,0.907403118,0.907402902,0.907402895,0.907174188,0.906940015,0.906738409,0.906533888,0.910356204,0.913660098,0.91655496,0.919070428,0.919048385,0.919022731,0.918993959,0.918962483,0.918930199,0.918895288,0.918860431,0.91882421,0.918786536,0.918748862,Middle East,MiscCrop +21,7,5,0.421057846,0.42105816,0.421058388,0.42235398,0.425848261,0.42893187,0.431681786,0.433070802,0.434196135,0.435102617,0.435909433,0.434807091,0.433506556,0.432024483,0.430524069,0.429114521,0.427786303,0.426553392,0.425316523,0.424133014,0.422949505,Middle East,OilCrop +21,7,6,0.717124083,0.717123965,0.717123885,0.71644509,0.715843074,0.715311202,0.714758258,0.71675055,0.718530069,0.720117574,0.721687346,0.721713584,0.721705737,0.721676758,0.721618752,0.721548967,0.721460095,0.721364917,0.721256874,0.721146219,0.721035564,Middle East,OtherGrain +21,7,7,0.999993942,0.999993937,0.999993947,0.999994165,0.999994362,0.999994542,0.999994707,0.999994946,0.99999516,0.999995354,0.999995528,0.999995547,0.999995563,0.999995577,0.99999559,0.9999956,0.999995609,0.999995616,0.999995621,0.999995625,0.999995629,Middle East,Rice +21,7,8,0.985671296,0.985671268,0.985671338,0.985889677,0.986092199,0.986279823,0.986453122,0.986388041,0.98632718,0.986265746,0.986209162,0.986208636,0.986207335,0.986205754,0.986203278,0.986200952,0.986198263,0.986195498,0.986192349,0.986188879,0.986185409,Middle East,Root_Tuber +21,7,9,0.922900249,0.922900202,0.922900163,0.924180542,0.925539358,0.926839864,0.928055499,0.929786171,0.931414523,0.932976075,0.934446386,0.934966944,0.935478423,0.935981289,0.936451639,0.936866057,0.937249338,0.937578561,0.937853552,0.938097988,0.938342424,Middle East,SugarCrop +21,7,10,0.545558786,0.545557971,0.54555917,0.547716951,0.549820613,0.551809442,0.553776506,0.557247731,0.560449635,0.563299636,0.565671947,0.565554439,0.565332126,0.565015087,0.564627379,0.564221999,0.563762175,0.563274996,0.562742963,0.562198062,0.561653161,Middle East,Wheat +21,7,11,0.2933221,0.293322722,0.293322025,0.293322607,0.29332276,0.293322984,0.293232066,0.293233684,0.293233977,0.293325019,0.293325632,0.293326388,0.293327042,0.293326752,0.293326037,0.293326265,0.293325277,0.293325061,0.293325384,0.293324373,0.293323362,Middle East,FodderHerb +21,7,12,0.47625303,0.476252649,0.476253128,0.476253116,0.476253087,0.476253186,0.476253534,0.476252315,0.476253268,0.476253608,0.476253163,0.476252641,0.476252585,0.476253935,0.476252398,0.476251423,0.476252946,0.476253432,0.476254216,0.476251531,0.476248846,Middle East,FodderGrass +21,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,8,1,0.929012073,0.929012118,0.929012004,0.929358654,0.929819359,0.930264316,0.930677655,0.931075223,0.931437991,0.931795445,0.932122471,0.932098856,0.93206757,0.932028618,0.931987663,0.931946095,0.931902541,0.931859999,0.93181701,0.931773223,0.931729436,Middle East,Corn +21,8,2,0,0,0,0,0.340006597,0.344248641,0.348077158,0.347200036,0.346369876,0.346054911,0.353216127,0.355795025,0.358202261,0.360396395,0.362501972,0.362541283,0.362128665,0.361690459,0.361236562,0.360782702,0.360328842,Middle East,biomass +21,8,3,0.982632094,0.982632105,0.9826321,0.982686937,0.982729669,0.982764023,0.982788869,0.982781393,0.982774813,0.98276856,0.982762167,0.982773986,0.982781951,0.982786273,0.982787605,0.982786128,0.982781814,0.982775187,0.982766176,0.982755664,0.982745152,Middle East,FiberCrop +21,8,4,0.73735967,0.737359663,0.737359593,0.737210505,0.73705482,0.736895443,0.736730908,0.738123627,0.739336886,0.740543832,0.741658955,0.741625093,0.741586236,0.741541731,0.74149358,0.741443608,0.741391341,0.741338517,0.74128448,0.741227318,0.741170156,Middle East,MiscCrop +21,8,5,0.338925997,0.338927389,0.33892679,0.340525246,0.34327254,0.345717166,0.347867918,0.34941957,0.350749943,0.35188592,0.352931801,0.352261364,0.351475782,0.3505913,0.349703943,0.348877857,0.348110923,0.347410731,0.34671314,0.346051104,0.345389068,Middle East,OilCrop +21,8,6,0.430086548,0.43008665,0.430086619,0.427992242,0.426209028,0.424740567,0.423368285,0.427144805,0.430706235,0.433952999,0.436986761,0.436996259,0.436993218,0.436982866,0.436962393,0.436936784,0.436903881,0.436870332,0.436832403,0.436792711,0.436753019,Middle East,OtherGrain +21,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice +21,8,8,0.93268815,0.932688121,0.932688391,0.933293305,0.933864182,0.934430089,0.934938014,0.935667238,0.936308309,0.936891902,0.937417907,0.937416727,0.937412862,0.937408233,0.937401509,0.937394994,0.937387159,0.937379328,0.93737082,0.937361123,0.937351426,Middle East,Root_Tuber +21,8,9,0.887722522,0.887723149,0.887722758,0.890768574,0.893783729,0.896596386,0.899256275,0.902150398,0.904847296,0.907398439,0.909774207,0.910473156,0.911160245,0.911836006,0.912468868,0.913026653,0.913543148,0.913986855,0.914358064,0.9146882,0.915018336,Middle East,SugarCrop +21,8,10,0.320971678,0.32097194,0.320972221,0.319461013,0.317892301,0.316250589,0.314528404,0.316300155,0.317849131,0.319195502,0.320320074,0.320224381,0.320050205,0.319805679,0.319511289,0.319203503,0.318859536,0.318499254,0.318109799,0.317711798,0.317313797,Middle East,Wheat +21,8,11,0.014975096,0.014975114,0.014975104,0.014976292,0.014976768,0.0149772,0.014971142,0.014973241,0.014975034,0.014983096,0.014984603,0.01498537,0.01498586,0.014986165,0.014986343,0.014986279,0.014985972,0.014985703,0.01498519,0.014984587,0.014983984,Middle East,FodderHerb +21,8,12,0.000280821,0.000280794,0.000280792,0.000280792,0.000280792,0.000280793,0.000280792,0.000280792,0.000280792,0.000280792,0.000280793,0.000280791,0.000280793,0.000280791,0.000280791,0.000280793,0.000280792,0.000280791,0.000280792,0.000280793,0.000280794,Middle East,FodderGrass +21,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,9,1,0.831448417,0.831448741,0.831448995,0.832437979,0.833749683,0.835030722,0.836300854,0.838024957,0.839545812,0.841047979,0.842420156,0.842367057,0.842294392,0.842203215,0.842107144,0.842008381,0.841903381,0.841797551,0.8416913,0.841582968,0.841474636,Middle East,Corn +21,9,2,0,0,0,0,0.259994451,0.26534674,0.270180147,0.268968609,0.267788664,0.266705131,0.26770953,0.267863342,0.267834598,0.268275184,0.268890684,0.269461189,0.269983926,0.270394811,0.270618249,0.270753674,0.270889099,Middle East,biomass +21,9,3,0.969462326,0.969462478,0.9694624,0.970351613,0.971150523,0.971867631,0.972529129,0.972351891,0.972175127,0.971997945,0.971831309,0.9718537,0.97186879,0.971876829,0.971879923,0.971877607,0.971869908,0.97185763,0.971841254,0.971822001,0.971802748,Middle East,FiberCrop +21,9,4,0.599260186,0.599260535,0.599260852,0.599093486,0.599024596,0.59884712,0.598770536,0.597170624,0.595769683,0.594469307,0.593265737,0.593233355,0.593195044,0.593152113,0.593104307,0.59305731,0.593005721,0.592954332,0.592900812,0.592844761,0.59278871,Middle East,MiscCrop +21,9,5,0.492144297,0.492145511,0.492144746,0.500017789,0.508092648,0.515043173,0.521127049,0.523405456,0.525450816,0.527282098,0.529014382,0.528547016,0.527996682,0.527369998,0.526741784,0.526152839,0.525594784,0.525069918,0.524545803,0.524044243,0.523542683,Middle East,OilCrop +21,9,6,0.085436407,0.085436626,0.08543654,0.085469495,0.085492875,0.08547159,0.085437295,0.089114224,0.092657769,0.096056553,0.099323289,0.099343877,0.099336724,0.099313198,0.099265506,0.099209177,0.099138212,0.09906149,0.098975767,0.098888447,0.098801127,Middle East,OtherGrain +21,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice +21,9,8,0.932990452,0.932990521,0.932990474,0.934669512,0.936205069,0.937605293,0.938877358,0.939098499,0.939317159,0.939485525,0.939652441,0.939651798,0.93964978,0.939647448,0.939643991,0.939640503,0.93963667,0.939632762,0.939628217,0.939623238,0.939618259,Middle East,Root_Tuber +21,9,9,0.831878739,0.831878023,0.831878087,0.838459368,0.844591897,0.850252321,0.855470069,0.858823631,0.862001793,0.865015025,0.867918629,0.868907896,0.869886502,0.870855051,0.871767162,0.872575202,0.873328229,0.873980496,0.874532666,0.875031679,0.875530692,Middle East,SugarCrop +21,9,10,0.28186793,0.28186831,0.28186772,0.283098919,0.284242469,0.285256882,0.286134366,0.287027631,0.287811579,0.288496682,0.289072591,0.289023066,0.288926584,0.288787531,0.288619278,0.288442422,0.288241524,0.288028242,0.287796964,0.287561585,0.287326206,Middle East,Wheat +21,9,11,0.123631175,0.123631128,0.12363124,0.129360258,0.134952589,0.14043378,0.145829459,0.152641459,0.159303368,0.165837342,0.172211678,0.172221515,0.172228311,0.172231477,0.1722323,0.172231675,0.17222939,0.172224227,0.172219076,0.172212525,0.172205974,Middle East,FodderHerb +21,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,10,1,0.585941547,0.585941464,0.585941247,0.595707648,0.606316385,0.616348404,0.625767608,0.636910558,0.647270925,0.656978802,0.666066469,0.665891314,0.665644844,0.665330575,0.664994071,0.664646376,0.664265904,0.663874849,0.663478266,0.663071322,0.662664378,Middle East,Corn +21,10,2,0,0,0,0,0.189772271,0.195896867,0.201479493,0.205640965,0.209141144,0.212431031,0.21560559,0.216078534,0.216286493,0.216180376,0.216079682,0.215910907,0.21567404,0.215472691,0.215397767,0.214729302,0.214060837,Middle East,biomass +21,10,3,0.997935896,0.997936051,0.997935919,0.998032304,0.998118194,0.998196329,0.998267212,0.998266294,0.99826547,0.998264708,0.998263913,0.998265464,0.998266503,0.998267077,0.99826728,0.998267129,0.998266602,0.998265754,0.998264628,0.998263293,0.998261958,Middle East,FiberCrop +21,10,4,0.468020452,0.468020877,0.468019951,0.468605822,0.469078625,0.46943882,0.469797025,0.470411564,0.471019175,0.471515988,0.472008119,0.471977345,0.471940488,0.471901776,0.471856782,0.471812123,0.471761298,0.47171334,0.471661313,0.471609436,0.471557559,Middle East,MiscCrop +21,10,5,0.35460555,0.354604815,0.354605262,0.352107722,0.350644331,0.349415584,0.348284937,0.347391547,0.346492536,0.345696314,0.344809588,0.344559245,0.344266459,0.343934122,0.343602079,0.343293017,0.343001193,0.342722657,0.342445475,0.342182731,0.341919987,Middle East,OilCrop +21,10,6,0.000516251,0.000516254,0.000516236,0.000505566,0.000495655,0.000486258,0.000477079,0.000461902,0.000446328,0.000430937,0.000415302,0.000415683,0.000415552,0.000415091,0.000414186,0.00041311,0.000411753,0.000410303,0.000408676,0.000407016,0.000405356,Middle East,OtherGrain +21,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,10,8,0.685580796,0.685580457,0.685580832,0.695973089,0.705353986,0.713858847,0.721603973,0.72679294,0.731568873,0.735952968,0.739950247,0.739944625,0.739932519,0.73991648,0.739891555,0.739869862,0.739842054,0.739815055,0.739785887,0.739751524,0.739717161,Middle East,Root_Tuber +21,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,SugarCrop +21,10,10,0.204994772,0.204994552,0.204995206,0.206384166,0.207579147,0.208689068,0.209567957,0.212679312,0.215595395,0.218387263,0.220972559,0.220953277,0.220913952,0.220855415,0.220783458,0.22070741,0.220620688,0.220526628,0.220424944,0.220321792,0.22021864,Middle East,Wheat +21,10,11,0.23204932,0.232048922,0.232048936,0.241416873,0.25046061,0.259227518,0.26776524,0.278417634,0.288699095,0.298656367,0.308250614,0.308264608,0.308274491,0.308279649,0.308281878,0.308281552,0.308276763,0.308270371,0.30826129,0.308251143,0.308240996,Middle East,FodderHerb +21,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +22,1,1,0.633188825,0.633196126,0.633196547,0.568336691,0.535477132,0.503442722,0.462692405,0.458852691,0.445474973,0.423999189,0.394401037,0.357106045,0.300210493,0.212389408,0.079796692,0,0,0,0,0,0,Pakistan,Corn +22,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass +22,1,3,0.896612245,0.89661225,0.896612425,0.897901585,0.898971817,0.900024796,0.901010604,0.911190407,0.919350447,0.92603645,0.931636607,0.931693731,0.931729816,0.931747003,0.931749849,0.931738315,0.931713298,0.93167794,0.931631253,0.931575659,0.931520065,Pakistan,FiberCrop +22,1,4,0.383223393,0.383223595,0.383223648,0.389442111,0.394551984,0.398964415,0.402665488,0.402395803,0.40200755,0.401718993,0.401421647,0.401364954,0.4012953,0.401219475,0.401134846,0.401049654,0.400959984,0.400869837,0.400777183,0.400680429,0.400583675,Pakistan,MiscCrop +22,1,5,0.468893699,0.468893211,0.46889331,0.467676064,0.46741474,0.467193604,0.466858855,0.467427193,0.467769275,0.468004177,0.468138139,0.467788044,0.467373122,0.466900517,0.466423202,0.465974198,0.465548445,0.465145878,0.464742333,0.464356181,0.463970029,Pakistan,OilCrop +22,1,6,0.198840705,0.198840959,0.198841194,0.196725537,0.194111845,0.19130061,0.188241937,0.180947319,0.174171534,0.167961796,0.162111983,0.162338551,0.16222988,0.161903873,0.161286955,0.160558628,0.159646939,0.158678896,0.157584881,0.156463345,0.155341809,Pakistan,OtherGrain +22,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,1,8,0.664999999,0.665017383,0.664962205,0.676222152,0.685887767,0.69430158,0.701686152,0.705745011,0.709490552,0.712939382,0.716091173,0.716085192,0.716069874,0.716052493,0.716025906,0.715999925,0.715969854,0.715940049,0.715906894,0.715869212,0.71583153,Pakistan,Root_Tuber +22,1,9,0.87621524,0.876214718,0.876215283,0.884235317,0.891379178,0.897609995,0.903061944,0.906060651,0.908856184,0.91146529,0.913896402,0.914563653,0.915217857,0.915860827,0.916461439,0.916990561,0.917478813,0.917897995,0.918246497,0.918555554,0.918864611,Pakistan,SugarCrop +22,1,10,0.922938699,0.922938818,0.92293873,0.920466017,0.918080598,0.915865851,0.913722851,0.91260793,0.911567203,0.91059507,0.909639035,0.909494136,0.909262791,0.908956983,0.908595955,0.90822347,0.907819291,0.907409034,0.906961645,0.906501185,0.906040725,Pakistan,Wheat +22,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Corn +22,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass +22,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,7,4,0.744983728,0.744982869,0.744982469,0.746373745,0.747498092,0.74845386,0.749242287,0.75227253,0.755030767,0.757446097,0.759682661,0.759636731,0.759583683,0.759526329,0.759460975,0.75939441,0.7593254,0.759256659,0.759185893,0.759111365,0.759036837,Pakistan,MiscCrop +22,7,5,0.527654826,0.52765326,0.527653566,0.525352369,0.524369721,0.523550036,0.522724523,0.522500318,0.522259687,0.522018732,0.521676538,0.521192773,0.520621592,0.519967867,0.51930555,0.518685273,0.518093346,0.517533786,0.516969802,0.516432013,0.515894224,Pakistan,OilCrop +22,7,6,0.548519933,0.548520681,0.548520506,0.549139168,0.548685251,0.547551432,0.545778249,0.537215008,0.528970018,0.521205828,0.513746884,0.514046333,0.513893373,0.513443902,0.512598907,0.511602796,0.510355354,0.509030549,0.507528557,0.50598739,0.504446223,Pakistan,OtherGrain +22,7,7,0.999569802,0.999569802,0.999569803,0.999608098,0.999638545,0.999664091,0.999685661,0.999702801,0.999717865,0.999731082,0.9997428,0.999743812,0.999744587,0.999745168,0.999745534,0.99974573,0.999745746,0.999745604,0.999745275,0.999744758,0.999744241,Pakistan,Rice +22,7,8,0.992611168,0.992611138,0.992611169,0.992973056,0.993274308,0.993529685,0.993748711,0.993865898,0.993975394,0.994075243,0.99416571,0.994165578,0.994165208,0.994164774,0.994164129,0.994163501,0.994162754,0.994162021,0.994161194,0.994160268,0.994159342,Pakistan,Root_Tuber +22,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop +22,7,10,0.966270331,0.966270314,0.966270357,0.965206191,0.964223082,0.963335221,0.962500412,0.962032011,0.961605176,0.961214162,0.960837728,0.960792541,0.960719926,0.96062451,0.960512032,0.960396006,0.960270659,0.960143777,0.96000571,0.959864073,0.959722436,Pakistan,Wheat +22,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,8,1,0.861455552,0.861455374,0.861455432,0.863626286,0.865875722,0.867971044,0.869987254,0.876051353,0.88101371,0.885148459,0.888647821,0.888605243,0.888550522,0.888485122,0.888416927,0.888349081,0.888279565,0.888213496,0.888147392,0.888080427,0.888013462,Pakistan,Corn +22,8,2,0,0,0,0,0.919845414,0.923156321,0.925949787,0.927574123,0.928821593,0.930176234,0.931391536,0.931724033,0.931857316,0.931888142,0.931921157,0.931931449,0.93189151,0.931866654,0.931835226,0.931774828,0.93171443,Pakistan,biomass +22,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,8,4,0.791222585,0.791221945,0.791221679,0.797264794,0.802148006,0.806205701,0.809669428,0.809564727,0.809451935,0.809334751,0.809213699,0.809177052,0.809134498,0.809087141,0.809035577,0.808982521,0.808927433,0.808873135,0.808817243,0.808757599,0.808697955,Pakistan,MiscCrop +22,8,5,0.462044681,0.462044863,0.462044494,0.456271001,0.452001658,0.448202563,0.444724066,0.439839705,0.435794942,0.432388499,0.429410432,0.429122881,0.428783616,0.428398043,0.42801159,0.427650497,0.427307958,0.426987179,0.426663715,0.426359015,0.426054315,Pakistan,OilCrop +22,8,6,0.631944577,0.631944979,0.631945565,0.634646363,0.636679106,0.638262658,0.639485961,0.633891722,0.628671069,0.623896015,0.619358134,0.619422415,0.619384486,0.619281138,0.619090378,0.618865837,0.618586555,0.61829449,0.6179657,0.617628736,0.617291772,Pakistan,OtherGrain +22,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,8,8,0.978133333,0.978133505,0.978133415,0.979376895,0.980419396,0.981300183,0.982058772,0.982496745,0.982894632,0.983262029,0.983600478,0.983600261,0.983599621,0.983598894,0.983597717,0.983596596,0.983595338,0.983593981,0.983592537,0.983590913,0.983589289,Pakistan,Root_Tuber +22,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop +22,8,10,0.960981527,0.96098149,0.960981493,0.959863461,0.958904584,0.958082865,0.957354115,0.956886736,0.956478669,0.956117839,0.95578448,0.955764134,0.955731673,0.955689132,0.955639389,0.955588701,0.955534162,0.955479536,0.955420557,0.955360666,0.955300775,Pakistan,Wheat +22,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,9,1,0.426707659,0.426707304,0.426707584,0.431525953,0.436385699,0.440968266,0.445451441,0.459041478,0.470660214,0.480703007,0.489475607,0.489416756,0.489341602,0.489251132,0.48915742,0.48906456,0.488968437,0.488877854,0.488787344,0.488695721,0.488604098,Pakistan,Corn +22,9,2,0,0,0,0,0.784707576,0.792702439,0.799583565,0.803587621,0.80449415,0.806550676,0.809364712,0.810100433,0.810285528,0.810297057,0.810312081,0.810289897,0.810162456,0.810080324,0.809985661,0.80982333,0.809660999,Pakistan,biomass +22,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,9,4,0.508891966,0.508891732,0.508891815,0.518347108,0.526171624,0.532810568,0.538582196,0.538200361,0.537804969,0.537512499,0.537212332,0.537155548,0.537088953,0.537015408,0.536934342,0.536853442,0.536767861,0.536682282,0.536594593,0.536502305,0.536410017,Pakistan,MiscCrop +22,9,5,0.370937891,0.37093765,0.370937653,0.369287749,0.368138944,0.36700306,0.36606865,0.365256168,0.364640351,0.364123688,0.363509508,0.363412074,0.363297018,0.363164744,0.363033442,0.36291153,0.362795357,0.362684775,0.362576621,0.362472049,0.362367477,Pakistan,OilCrop +22,9,6,0.517850333,0.517850089,0.517850006,0.526744048,0.534344335,0.540833635,0.546528961,0.548443322,0.550192968,0.551711887,0.553097951,0.553135686,0.553113841,0.553051702,0.552937494,0.552805147,0.552641283,0.552469945,0.552276284,0.552079981,0.551883678,Pakistan,OtherGrain +22,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,9,8,0.631758926,0.631758469,0.631758509,0.645967865,0.6583785,0.669246111,0.678904725,0.684650037,0.689961452,0.694947498,0.699520272,0.699517667,0.699510358,0.69950228,0.699489735,0.699478045,0.699463769,0.699449301,0.699434107,0.699416247,0.699398387,Pakistan,Root_Tuber +22,9,9,0.850224623,0.850224836,0.850224976,0.859897517,0.868416005,0.875878975,0.88243539,0.886068661,0.889469072,0.89265199,0.895627775,0.896431652,0.897226055,0.89801084,0.898748681,0.899401605,0.900009331,0.900534546,0.900978494,0.901378363,0.901778232,Pakistan,SugarCrop +22,9,10,0.908839676,0.90883958,0.90883946,0.906461692,0.90449136,0.902843939,0.901421982,0.900452062,0.899620548,0.898896624,0.898240159,0.898217828,0.898182549,0.898136369,0.898082294,0.898027392,0.897968293,0.897909135,0.897845457,0.897780781,0.897716105,Pakistan,Wheat +22,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,9,12,0.029850746,0.029371584,0.029669261,0.029669223,0.029669345,0.029669343,0.02966924,0.029669255,0.029669288,0.02966928,0.029669145,0.029669183,0.02966918,0.029669278,0.029669311,0.029669329,0.029669276,0.0296693,0.029669364,0.029669172,0.02966898,Pakistan,FodderGrass +22,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,10,1,0.685538146,0.685537966,0.685538021,0.689762833,0.693980341,0.697917684,0.701733514,0.713088011,0.722547913,0.730547683,0.737404829,0.737358873,0.737300334,0.73722926,0.737156399,0.737083022,0.737008098,0.73693704,0.736865968,0.73679388,0.736721792,Pakistan,Corn +22,10,2,0,0,0,0,0.780258865,0.788238656,0.795211335,0.799069324,0.799859367,0.801973528,0.804781332,0.8053615,0.805482115,0.805463062,0.805445903,0.805399346,0.805253528,0.805158553,0.805054081,0.804880058,0.804706035,Pakistan,biomass +22,10,3,0.992818978,0.992818995,0.992818995,0.992906012,0.992988519,0.993069966,0.993147175,0.993918888,0.994525866,0.995015655,0.995420947,0.995421851,0.995422418,0.995422703,0.995422761,0.99542258,0.995422174,0.995421623,0.995420848,0.99541995,0.995419052,Pakistan,FiberCrop +22,10,4,0.499802468,0.499802148,0.49980055,0.509579756,0.517731451,0.524590375,0.530369577,0.530418277,0.530343214,0.530262677,0.530173907,0.530115804,0.530046215,0.529970364,0.52988585,0.529801376,0.529711774,0.52962268,0.52953076,0.529433711,0.529336662,Pakistan,MiscCrop +22,10,5,0.28498796,0.284988395,0.28498795,0.280357779,0.276665753,0.273441107,0.270579443,0.266430649,0.263062172,0.26021368,0.257796481,0.257708977,0.257605388,0.25749039,0.257374989,0.257266567,0.257166308,0.257070697,0.256976142,0.256886292,0.256796442,Pakistan,OilCrop +22,10,6,0.319458368,0.319458293,0.319458503,0.321770563,0.3236569,0.325156187,0.326354672,0.321852385,0.317722139,0.314076411,0.310714653,0.310736887,0.310723865,0.310688029,0.310620699,0.310544213,0.310447355,0.310347181,0.310232869,0.310117844,0.310002819,Pakistan,OtherGrain +22,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,10,8,0.704270264,0.704269757,0.704269545,0.716947024,0.727930918,0.737482226,0.74591838,0.75090673,0.755505517,0.759807919,0.763743851,0.763743405,0.763739374,0.763734551,0.76372759,0.763720586,0.763712185,0.763705314,0.763697284,0.763687164,0.763677044,Pakistan,Root_Tuber +22,10,9,0.752112296,0.752112738,0.752113058,0.766411055,0.779167787,0.790484817,0.800540662,0.806161492,0.811452654,0.816433045,0.821114729,0.822381039,0.82363493,0.824876314,0.826044815,0.827080923,0.828047438,0.828884435,0.829593032,0.830233211,0.83087339,Pakistan,SugarCrop +22,10,10,0.832403279,0.832403352,0.83240354,0.828460986,0.825245135,0.822587637,0.8203212,0.818740819,0.817396414,0.816233622,0.815187761,0.815163317,0.815125088,0.815074637,0.815015736,0.814955755,0.814891363,0.814826606,0.814757716,0.814687243,0.81461677,Pakistan,Wheat +22,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,11,1,0.391935973,0.391936647,0.391936569,0.39662167,0.401358858,0.405833608,0.410215465,0.423548964,0.434989492,0.444908162,0.453594044,0.453533486,0.453455399,0.453359808,0.453262039,0.453165462,0.453064268,0.452968927,0.452874176,0.452777567,0.452680958,Pakistan,Corn +22,11,2,0,0,0,0,0.546393289,0.55821483,0.568794072,0.57485498,0.576093191,0.578240428,0.583456371,0.585124231,0.585643338,0.584888077,0.584238796,0.583673221,0.583082112,0.582691256,0.582397025,0.582102533,0.581808041,Pakistan,biomass +22,11,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,11,4,0.225376534,0.225377268,0.2253774,0.233118957,0.239552297,0.245075449,0.249796403,0.250157724,0.250427804,0.250695727,0.25095723,0.25091507,0.250865072,0.250809394,0.250749563,0.250686893,0.250620979,0.250556837,0.250488546,0.250417125,0.250345704,Pakistan,MiscCrop +22,11,5,0.125132608,0.125132641,0.125132371,0.122602888,0.120437136,0.118573678,0.116955794,0.114499045,0.112553615,0.110931067,0.10957824,0.10957754,0.109576666,0.109575541,0.10957438,0.109573646,0.109571998,0.109571334,0.109570707,0.109569286,0.109567865,Pakistan,OilCrop +22,11,6,0.123006116,0.123006467,0.123005986,0.126619935,0.129551171,0.13198816,0.134048689,0.131632532,0.129468026,0.127517007,0.125721459,0.125739578,0.125729149,0.125698776,0.125643122,0.125577664,0.125496555,0.125411216,0.1253156,0.125218397,0.125121194,Pakistan,OtherGrain +22,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,11,8,0.284361218,0.284359425,0.284359459,0.297088682,0.308675484,0.319198824,0.328864983,0.334742874,0.34028187,0.345570032,0.350503421,0.350502855,0.350501608,0.350499394,0.350498355,0.350496199,0.350494256,0.350491352,0.350489667,0.350487365,0.350485063,Pakistan,Root_Tuber +22,11,9,0.431666012,0.431664299,0.431664113,0.451066105,0.469165614,0.485939824,0.501446958,0.510384828,0.518981063,0.527235841,0.535145906,0.537303992,0.539452932,0.541594099,0.54362155,0.545429589,0.547124597,0.54860124,0.549858858,0.551001765,0.552144672,Pakistan,SugarCrop +22,11,10,0.535532378,0.535532786,0.535530615,0.528730693,0.523388055,0.519098126,0.515546443,0.512960117,0.510801262,0.50896329,0.507339482,0.507338536,0.507334651,0.507331827,0.507327071,0.507323263,0.507320837,0.507314773,0.507310848,0.507305304,0.50729976,Pakistan,Wheat +22,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit 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+22,14,6,0.598520248,0.598521916,0.598516076,0.622746974,0.64103285,0.655648233,0.667192548,0.670649721,0.672972426,0.674820133,0.675967803,0.676402524,0.676057766,0.675212961,0.673686619,0.671899737,0.66969079,0.667362764,0.664708333,0.661960064,0.659211795,Pakistan,OtherGrain +22,14,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,Root_Tuber +22,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop +22,14,10,0.954693158,0.954694018,0.954694358,0.953488154,0.95251334,0.951712629,0.951036277,0.950546804,0.950133043,0.949777036,0.949459049,0.949456367,0.949452019,0.949446482,0.949439883,0.949433209,0.949426078,0.949418927,0.949411253,0.949403427,0.949395601,Pakistan,Wheat +22,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit 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+23,7,9,0.996244939,0.996245528,0.996244609,0.996327199,0.996405596,0.996480798,0.996552877,0.996625075,0.996694283,0.996759237,0.996821529,0.996821446,0.996821329,0.996821212,0.996821038,0.996820883,0.996820714,0.996820522,0.996820337,0.996820115,0.996819893,Russia,SugarCrop +23,7,10,0.01105985,0.011059858,0.011059857,0.010900734,0.010752795,0.010607474,0.010459749,0.010357081,0.010258218,0.010163743,0.010068544,0.010065285,0.010058521,0.010048654,0.010036443,0.010023582,0.010008703,0.009992738,0.00997528,0.009957453,0.009939626,Russia,Wheat +23,7,11,0.137516315,0.137516026,0.137516015,0.137527396,0.137532683,0.137536805,0.137541025,0.137562411,0.137580964,0.137546134,0.137561594,0.137569537,0.137575013,0.137577749,0.137579072,0.137578388,0.13757631,0.137572907,0.137567926,0.137561525,0.137555124,Russia,FodderHerb +23,7,12,0.088596071,0.088596202,0.088594666,0.088594731,0.088594624,0.088594764,0.088594821,0.088594718,0.088594728,0.088594671,0.088594635,0.088594397,0.088594619,0.088594417,0.088594631,0.088594785,0.088594766,0.088594476,0.088594624,0.088594716,0.088594808,Russia,FodderGrass +23,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +23,8,1,0.095921721,0.09592189,0.09592164,0.095472681,0.095305043,0.095168522,0.095029898,0.094985125,0.094927541,0.094827233,0.094761217,0.094712493,0.094647236,0.094566262,0.094481748,0.094395858,0.094304554,0.094214269,0.094122841,0.09403082,0.093938799,Russia,Corn +23,8,2,0,0,0,0,0.011325906,0.011373153,0.011404648,0.011431029,0.011453957,0.011467051,0.011418986,0.011456549,0.011452679,0.011390276,0.011309075,0.011210897,0.011115358,0.011028566,0.010984069,0.011015581,0.011047093,Russia,biomass 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+23,15,1,0.070926333,0.070926435,0.07092631,0.070716136,0.07063691,0.070573474,0.070508771,0.070487564,0.070460831,0.07040286,0.070371627,0.07034934,0.070318124,0.070280819,0.070241181,0.070200752,0.070158501,0.070115695,0.070073508,0.07002992,0.069986332,Russia,Corn +23,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass +23,15,3,0.0027627,0.002762217,0.002763513,0.002493942,0.002274772,0.00209264,0.001939145,0.001939158,0.001939155,0.001939157,0.001939157,0.001939149,0.001939142,0.001939152,0.001939155,0.001939155,0.001939158,0.001939153,0.001939154,0.001939158,0.001939162,Russia,FiberCrop +23,15,4,0.214887208,0.214886759,0.214886781,0.212977033,0.211149714,0.209406418,0.207674065,0.206239245,0.204811737,0.203462668,0.202119742,0.202117137,0.202114738,0.202112425,0.20210914,0.202105778,0.202102567,0.202099101,0.202095239,0.2020914,0.202087561,Russia,MiscCrop +23,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop +23,15,6,0.008058353,0.008058362,0.008058344,0.007893755,0.007748185,0.007614048,0.007487447,0.007398475,0.007312025,0.007229179,0.007149521,0.007151845,0.007152038,0.007150784,0.007147691,0.007143712,0.0071384,0.007132371,0.007125596,0.007118649,0.007111702,Russia,OtherGrain +23,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice +23,15,8,0.043021127,0.043021129,0.043021314,0.043021071,0.043020798,0.043020496,0.043020548,0.043020253,0.043020237,0.04302038,0.043020173,0.04302021,0.043019922,0.043020201,0.04302011,0.043020104,0.043019777,0.043019805,0.043019585,0.043019736,0.043019887,Russia,Root_Tuber +23,15,9,0.315253411,0.315253447,0.315253419,0.315170639,0.315134439,0.315096297,0.315055909,0.315023667,0.314987247,0.314949566,0.314909654,0.314904701,0.314896566,0.314887245,0.314875739,0.3148646,0.314851578,0.314838449,0.314824214,0.314808658,0.314793102,Russia,SugarCrop +23,15,10,0.004430945,0.004430921,0.004430907,0.004378279,0.004330036,0.004283785,0.004237638,0.004199523,0.004163399,0.004129268,0.004095259,0.00409489,0.004094137,0.004093029,0.004091662,0.004090231,0.004088614,0.004086855,0.004084928,0.004082987,0.004081046,Russia,Wheat +23,15,11,0.07508606,0.075085955,0.075085927,0.075092808,0.075095613,0.075097731,0.075100051,0.075111958,0.075122297,0.07510145,0.075110129,0.075114548,0.075117624,0.075119124,0.075119832,0.075119605,0.075118249,0.075116399,0.07511362,0.075110214,0.075106808,Russia,FodderHerb +23,15,12,0.032809515,0.032809467,0.032809666,0.03280964,0.032809718,0.032809711,0.03280968,0.032809703,0.032809707,0.032809548,0.032809665,0.032809679,0.032809716,0.032809545,0.032809683,0.032809781,0.032809698,0.032809734,0.032809694,0.032809665,0.032809636,Russia,FodderGrass +23,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +23,16,1,0.16259729,0.162603329,0.162604833,0.162202188,0.162051711,0.161929715,0.161804713,0.161763709,0.161713116,0.161597135,0.161537259,0.161492959,0.161434538,0.161362035,0.161284684,0.161207132,0.161124464,0.161042792,0.160960934,0.160876831,0.160792728,Russia,Corn +23,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass +23,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop +23,16,4,0.039148736,0.039143065,0.039146058,0.038558868,0.037996114,0.037456758,0.036940328,0.036507774,0.036095152,0.03570201,0.035327718,0.035327251,0.035326589,0.035325947,0.035325157,0.0353244,0.035323574,0.035322773,0.035321931,0.035321012,0.035320093,Russia,MiscCrop +23,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop +23,16,6,0.006339222,0.006338689,0.006338772,0.006268895,0.006203656,0.006143866,0.006086661,0.006074498,0.006061496,0.006045605,0.006031967,0.006033182,0.006033281,0.006032627,0.006030985,0.00602894,0.006026159,0.006023025,0.006019483,0.00601586,0.006012237,Russia,OtherGrain +23,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice +23,16,8,0.072188814,0.07218779,0.072186793,0.072186384,0.072186177,0.072185466,0.0721849,0.072184763,0.072184822,0.072184588,0.07218439,0.072184305,0.072184557,0.072184297,0.072184338,0.07218384,0.072183843,0.072183656,0.072183184,0.072183246,0.072183308,Russia,Root_Tuber +23,16,9,0.045737123,0.045739762,0.045742594,0.045727072,0.045720396,0.045713278,0.045705877,0.045699836,0.045693412,0.045686461,0.045679237,0.045678351,0.045676907,0.045675183,0.045673172,0.045671142,0.0456688,0.045666467,0.045663946,0.045661305,0.045658664,Russia,SugarCrop +23,16,10,0.012440601,0.012439929,0.012440318,0.012298638,0.012169124,0.012045309,0.011922157,0.011817303,0.011718031,0.011624506,0.011531339,0.011530671,0.011529373,0.011527429,0.011524976,0.011522474,0.011519604,0.011516458,0.011513114,0.011509619,0.011506124,Russia,Wheat +23,16,11,0.162105168,0.162108106,0.162104812,0.162118069,0.1621238,0.162129024,0.162133401,0.162158099,0.162178783,0.162139423,0.162157452,0.162166405,0.162172486,0.162175746,0.16217682,0.162175891,0.162174021,0.162168758,0.162163906,0.162156652,0.162149398,Russia,FodderHerb +23,16,12,0.149731199,0.149732969,0.149701411,0.149701925,0.14970151,0.149700959,0.149701148,0.149701796,0.149701363,0.149701216,0.149701927,0.149701874,0.149701786,0.14970089,0.149701258,0.149700996,0.149701734,0.149701187,0.149701382,0.149701119,0.149700856,Russia,FodderGrass +23,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +24,1,1,0.02718526,0.027189112,0.027178117,0.027134017,0.027115287,0.027099134,0.027082468,0.027077054,0.027070185,0.027062451,0.027054495,0.027048709,0.027040949,0.027031271,0.027021105,0.027010766,0.026999792,0.026988802,0.026977656,0.026966316,0.026954976,South Africa,Corn +24,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass +24,1,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,1,4,0.885781874,0.885782078,0.885782939,0.886964421,0.888091148,0.889207293,0.890313402,0.891287356,0.892253039,0.893210598,0.894118946,0.8941153,0.894111612,0.894107093,0.894102334,0.894097194,0.894091845,0.894086661,0.894081195,0.894075049,0.894068903,South Africa,MiscCrop +24,1,5,0.079453592,0.079453265,0.07945386,0.077550684,0.076273121,0.075203322,0.074290368,0.073904116,0.073513935,0.073155424,0.072829166,0.07270183,0.072551118,0.072379742,0.072206064,0.072043864,0.071888747,0.071741025,0.071592313,0.071449738,0.071307163,South Africa,OilCrop +24,1,6,0.21422047,0.214217758,0.214221223,0.213902127,0.213579308,0.213254022,0.212926156,0.212471537,0.21208832,0.211703717,0.211317354,0.211322131,0.211322528,0.211320618,0.211314664,0.211307104,0.211296811,0.211284702,0.211271569,0.211257669,0.211243769,South Africa,OtherGrain +24,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,1,8,0.47368421,0.473676761,0.47367766,0.475577807,0.477419498,0.479256537,0.480973508,0.48300338,0.484995761,0.486981062,0.488835772,0.488820322,0.488778505,0.488729093,0.488655411,0.488584663,0.488501213,0.488418776,0.488325853,0.488221986,0.488118119,South Africa,Root_Tuber +24,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,1,10,0.45273213,0.452731976,0.452732067,0.452846898,0.452839412,0.452778973,0.452665873,0.452519532,0.452352263,0.452173998,0.451977189,0.451936732,0.45185465,0.451736783,0.45159113,0.451438205,0.451262697,0.451074734,0.450868545,0.450657535,0.450446525,South Africa,Wheat +24,1,11,0.317060367,0.317066222,0.317066768,0.317084494,0.317091542,0.31709706,0.317102143,0.317132359,0.317158131,0.3171805,0.317202299,0.317212413,0.317220705,0.317225349,0.317226471,0.317225414,0.31722174,0.317217782,0.317211005,0.31720213,0.317193255,South Africa,FodderHerb +24,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,2,1,0.504386105,0.504382214,0.504386193,0.504283921,0.504246543,0.50421482,0.504182395,0.504172122,0.50415897,0.504144222,0.504129756,0.504119004,0.504105307,0.504086942,0.504068343,0.504048486,0.504028116,0.504007538,0.503985288,0.503963831,0.503942374,South Africa,Corn +24,2,2,0,0,0,0,0.163245472,0.164793376,0.166107866,0.170121852,0.170901977,0.171609732,0.172675844,0.172935027,0.173327869,0.173507609,0.173691033,0.173390311,0.172856301,0.172358834,0.171972561,0.171647062,0.171321563,South Africa,biomass +24,2,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,2,4,0.977739286,0.977737399,0.977738443,0.978197414,0.978628506,0.979042287,0.979439248,0.979578633,0.979708109,0.97983675,0.979964449,0.979963522,0.97996233,0.979961162,0.979959772,0.979958392,0.97995695,0.979955444,0.979953943,0.979952311,0.979950679,South Africa,MiscCrop +24,2,5,0.117473094,0.117472727,0.117472996,0.115248049,0.113632173,0.112296261,0.111142067,0.111493175,0.111801274,0.112067287,0.112292466,0.112227363,0.112150821,0.112063932,0.111976328,0.111895326,0.111817848,0.111744348,0.111671116,0.111601105,0.111531094,South Africa,OilCrop +24,2,6,0.102660879,0.102661194,0.1026602,0.102762567,0.102658312,0.102555996,0.102385187,0.116085207,0.137647064,0.176911492,0.273511565,0.273607427,0.273609933,0.273549079,0.273405764,0.273228759,0.272992576,0.272730829,0.27243198,0.272128302,0.271824624,South Africa,OtherGrain +24,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,2,8,0.48741693,0.487411437,0.487424883,0.475753384,0.465043704,0.455112995,0.445854121,0.436939601,0.428686687,0.420888577,0.4136476,0.413639737,0.413620361,0.413597677,0.413563064,0.413531949,0.413492542,0.413454321,0.413412616,0.413364216,0.413315816,South Africa,Root_Tuber +24,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop +24,2,10,0.281280385,0.281281172,0.281281502,0.28155472,0.281800076,0.282032557,0.282256257,0.282221185,0.282181538,0.282139124,0.282094092,0.282084526,0.282065251,0.28203762,0.282005043,0.281968748,0.281928843,0.281886079,0.281838651,0.281791128,0.281743605,South Africa,Wheat +24,2,11,0.439265055,0.439458688,0.439248432,0.439266963,0.439274906,0.439281279,0.439286867,0.439318602,0.439347531,0.439372828,0.439396507,0.439407302,0.439415526,0.43941874,0.439421307,0.439420008,0.439416561,0.439411396,0.439403914,0.439394879,0.439385844,South Africa,FodderHerb +24,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,3,1,0.666168008,0.666167384,0.666167866,0.666131969,0.66611731,0.666104512,0.666091715,0.666087711,0.666082453,0.66607671,0.666070616,0.666066217,0.666060343,0.666053281,0.666045439,0.666037769,0.666029235,0.666020703,0.666012714,0.666004134,0.665995554,South Africa,Corn +24,3,2,0,0,0,0,0.183021768,0.184375294,0.18556369,0.190059245,0.190776102,0.191442209,0.192482133,0.192548444,0.192826641,0.192954256,0.193084813,0.192706234,0.192092114,0.191528275,0.191090212,0.190719117,0.190348022,South Africa,biomass +24,3,3,0.798211631,0.7982106,0.798212925,0.799920436,0.801522385,0.803106838,0.804669535,0.805525097,0.806381979,0.807238463,0.808090091,0.808151747,0.80819256,0.808215578,0.808223426,0.808218713,0.808198023,0.808165898,0.808122064,0.80807035,0.808018636,South Africa,FiberCrop +24,3,4,0.996087703,0.996087503,0.996087858,0.996145023,0.996201305,0.996255108,0.996306519,0.996344754,0.996382559,0.996418404,0.996453862,0.996453688,0.996453527,0.996453337,0.996453102,0.996452891,0.996452675,0.996452428,0.996452196,0.996451946,0.996451696,South Africa,MiscCrop +24,3,5,0.058673229,0.058673052,0.058673108,0.057199087,0.056059526,0.055143619,0.054350954,0.054142462,0.053956055,0.053792371,0.053651882,0.053626242,0.053596104,0.053561906,0.053527603,0.053495805,0.053465423,0.053436749,0.053407894,0.053380487,0.05335308,South Africa,OilCrop +24,3,6,0.079628917,0.07962975,0.079630384,0.079460445,0.079246221,0.079019976,0.078783788,0.081299865,0.084287739,0.08787216,0.092297595,0.092317788,0.092319014,0.09230746,0.092279173,0.092243996,0.092196647,0.092143683,0.092083638,0.092022292,0.091960946,South Africa,OtherGrain +24,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,3,8,0.861395608,0.861395493,0.861396954,0.85681065,0.852421685,0.84819972,0.844163842,0.840114396,0.836214548,0.832479379,0.828860109,0.828859174,0.828856034,0.828852275,0.828846444,0.828841196,0.828834936,0.828828796,0.828821467,0.82881393,0.828806393,South Africa,Root_Tuber +24,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop +24,3,10,0.179803118,0.179802779,0.179802635,0.180049937,0.180293671,0.180536197,0.180777379,0.180773558,0.180768835,0.180763674,0.180757587,0.180756429,0.180754231,0.180750767,0.180746444,0.18074225,0.180737233,0.180731732,0.180725942,0.180719966,0.18071399,South Africa,Wheat +24,3,11,0.260039045,0.26004013,0.260037992,0.260052527,0.260058516,0.260063351,0.260068413,0.260093105,0.260114896,0.260134438,0.260152324,0.260161621,0.260168048,0.260171507,0.260173231,0.26017256,0.260169355,0.260165415,0.260159831,0.260152906,0.260145981,South Africa,FodderHerb +24,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,4,1,0.119026818,0.119026816,0.119027367,0.118996141,0.118983088,0.118971866,0.118959949,0.11895637,0.118951553,0.118946074,0.118940513,0.118936688,0.118931158,0.118924386,0.118917593,0.11891024,0.118902713,0.118895026,0.118887058,0.118879273,0.118871488,South Africa,Corn +24,4,2,0,0,0,0,0.074192065,0.074728494,0.075218229,0.075146534,0.075765128,0.076962132,0.077871427,0.077519537,0.076976777,0.076394448,0.075816838,0.075264674,0.074736859,0.074237396,0.073768003,0.073330607,0.072893211,South Africa,biomass +24,4,3,1,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,FiberCrop +24,4,4,0.96364856,0.963648285,0.963647222,0.963980038,0.964309306,0.964635456,0.964958796,0.965280915,0.965599714,0.965901342,0.966200184,0.966198991,0.966197214,0.96619545,0.966193345,0.966191341,0.966189251,0.966187095,0.96618491,0.966182308,0.966179706,South Africa,MiscCrop +24,4,5,0.097449271,0.09744982,0.097449506,0.094072179,0.091536814,0.08941993,0.087618696,0.085647674,0.083813861,0.082114702,0.080545787,0.080456194,0.080351569,0.080232865,0.080114915,0.080005794,0.079902736,0.079805852,0.0797089,0.07961746,0.07952602,South Africa,OilCrop +24,4,6,0.015019307,0.015015949,0.015013271,0.014908196,0.014788518,0.014665377,0.014546033,0.012897222,0.011151776,0.009301441,0.007327029,0.007329643,0.007329668,0.007327987,0.007324016,0.007319117,0.007312605,0.00730538,0.007297182,0.007288814,0.007280446,South Africa,OtherGrain +24,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,4,8,0.011517906,0.011517525,0.011502978,0.01150229,0.011501353,0.011500429,0.011499402,0.011499218,0.011498921,0.011498543,0.011498061,0.011498019,0.01149788,0.011497661,0.011497386,0.011497085,0.011496756,0.011496399,0.011496052,0.011495646,0.01149524,South Africa,Root_Tuber +24,4,9,0.189241263,0.189241418,0.189242668,0.189232707,0.189228317,0.189223643,0.18921865,0.189214753,0.189210182,0.189205813,0.18920131,0.189200341,0.189199906,0.189198519,0.189197348,0.189195612,0.189194512,0.189192676,0.189191541,0.189189338,0.189187135,South Africa,SugarCrop +24,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat +24,4,11,0.045460889,0.045459095,0.045461034,0.045464442,0.045465806,0.045467095,0.045468192,0.045474226,0.045479083,0.045483686,0.04548793,0.045490112,0.045491688,0.045492356,0.045492635,0.045492628,0.04549197,0.045490981,0.045489592,0.045487947,0.045486302,South Africa,FodderHerb +24,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,5,1,0.014209265,0.014213762,0.014212052,0.014209074,0.014207783,0.014206723,0.0142056,0.014205226,0.014204773,0.014204253,0.014203734,0.01420334,0.014202812,0.014202158,0.014201491,0.014200778,0.01420004,0.014199289,0.014198532,0.014197775,0.014197018,South Africa,Corn +24,5,2,0,0,0,0,0.022254416,0.022254379,0.022254369,0.022254384,0.022378396,0.022522395,0.022667345,0.022541801,0.022369081,0.022197636,0.021999265,0.021812,0.021644905,0.021488003,0.021341312,0.02124125,0.021141188,South Africa,biomass +24,5,3,1,0.999999999,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,South Africa,FiberCrop +24,5,4,0.076309219,0.076308392,0.076311671,0.077422638,0.078547227,0.079654677,0.080775442,0.081915344,0.083067998,0.084201667,0.085349149,0.085346223,0.085342661,0.085339393,0.08533467,0.085330266,0.085325526,0.085320784,0.085315813,0.085310534,0.085305255,South Africa,MiscCrop +24,5,5,0.00203768,0.002037804,0.002038381,0.00201902,0.002005147,0.001993973,0.00198454,0.001987181,0.001989806,0.001992443,0.001994239,0.001993566,0.001992773,0.001991883,0.001990983,0.001990158,0.001989362,0.001988613,0.001987863,0.001987143,0.001986423,South Africa,OilCrop +24,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,OtherGrain +24,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Root_Tuber +24,5,9,0.065601615,0.065601885,0.065601886,0.065595716,0.065592977,0.065590316,0.06558716,0.065585011,0.065582365,0.065579645,0.065576763,0.065576402,0.065575785,0.065575022,0.065574382,0.065573548,0.065572743,0.065571588,0.065570675,0.065569679,0.065568683,South Africa,SugarCrop +24,5,10,0.11109645,0.111094527,0.111089288,0.111261331,0.111433747,0.11160639,0.111779259,0.111779266,0.111779233,0.111779423,0.11177937,0.111779407,0.111779317,0.111779305,0.111779084,0.111779228,0.111779463,0.111779463,0.11177941,0.111779117,0.111778824,South Africa,Wheat +24,5,11,0.008804553,0.008802478,0.008805031,0.008805772,0.008806045,0.008806305,0.008806539,0.008807792,0.00880887,0.00880983,0.008810763,0.008811201,0.008811498,0.008811674,0.008811767,0.008811722,0.008811612,0.0088114,0.008811118,0.008810751,0.008810384,South Africa,FodderHerb +24,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,6,1,0.717532726,0.717530605,0.717532734,0.717502406,0.717489836,0.717479868,0.717468347,0.717464986,0.717460535,0.717455691,0.7174499,0.717446364,0.717441376,0.71743474,0.717427498,0.717420832,0.717413495,0.71740597,0.717398177,0.717390683,0.717383189,South Africa,Corn +24,6,2,0,0,0,0,0.017295555,0.017415558,0.017520951,0.01771565,0.018034423,0.018191148,0.018272185,0.018150658,0.017985328,0.017814525,0.017652981,0.017506564,0.017374657,0.017250216,0.017133618,0.017024999,0.01691638,South Africa,biomass +24,6,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,6,4,0.853231573,0.853230957,0.853231244,0.854418561,0.855595271,0.856763243,0.857868911,0.858976411,0.860074761,0.861165574,0.862196011,0.862188629,0.862179812,0.862170237,0.862159189,0.862147877,0.862135929,0.862123723,0.862110784,0.862097442,0.8620841,South Africa,MiscCrop +24,6,5,0.005825454,0.005825256,0.005825344,0.005719962,0.005640056,0.005573172,0.005518723,0.005535778,0.005550451,0.005565172,0.00557755,0.005575828,0.005573777,0.005571444,0.005569087,0.005566867,0.005564764,0.005562744,0.005560727,0.005558783,0.005556839,South Africa,OilCrop +24,6,6,0.016762148,0.016763205,0.016758122,0.016760783,0.016745919,0.016735759,0.016723186,0.017010846,0.017315696,0.01765561,0.018032007,0.018035512,0.018035665,0.018033535,0.018028471,0.018021972,0.018013456,0.018003934,0.017993036,0.017981828,0.01797062,South Africa,OtherGrain +24,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,6,8,0.141044467,0.141046877,0.1410434,0.141032229,0.141015849,0.140999956,0.140982131,0.140979549,0.140973473,0.140967665,0.140959483,0.140958412,0.140955119,0.140951939,0.140946299,0.140941979,0.140935946,0.140929493,0.1409226,0.140915634,0.140908668,South Africa,Root_Tuber +24,6,9,0.035863315,0.035863311,0.035863265,0.035861489,0.035860636,0.035859665,0.035858786,0.035858032,0.035857117,0.035856345,0.03585538,0.03585536,0.035855115,0.035854879,0.035854583,0.035854373,0.035854115,0.035853877,0.035853456,0.035853134,0.035852812,South Africa,SugarCrop +24,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat +24,6,11,0.061423403,0.061423079,0.061422693,0.061428562,0.061430888,0.061432925,0.061434804,0.061444498,0.061452983,0.06146055,0.061467526,0.061471157,0.061473539,0.06147485,0.061475335,0.061475174,0.06147411,0.061472524,0.061470337,0.061467607,0.061464877,South Africa,FodderHerb +24,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,7,1,0.103841982,0.103842021,0.103841813,0.103731406,0.103684311,0.103644048,0.10360258,0.103588777,0.103571904,0.103552969,0.103532667,0.103518052,0.103499249,0.103475131,0.103449354,0.10342405,0.103396387,0.103369153,0.103341408,0.103312775,0.103284142,South Africa,Corn +24,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass +24,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,7,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop +24,7,5,0.079436648,0.07943601,0.079436544,0.076905396,0.075122564,0.073622654,0.0723474,0.071303223,0.070325025,0.069387002,0.068545706,0.068424033,0.068280341,0.068116488,0.06795066,0.067795332,0.067646695,0.067504518,0.067362325,0.06722584,0.067089355,South Africa,OilCrop +24,7,6,0.126190626,0.126191522,0.126191167,0.125835237,0.125465109,0.125074924,0.124664976,0.124499595,0.124308859,0.124110094,0.123898661,0.123934637,0.123939285,0.123922295,0.123877183,0.123820095,0.12374181,0.123652922,0.123551825,0.123448219,0.123344613,South Africa,OtherGrain +24,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,7,8,0.754142408,0.754142775,0.754142448,0.754088703,0.754018046,0.753946579,0.753789973,0.753775131,0.753750557,0.75372407,0.753690014,0.753684928,0.753672207,0.75365662,0.753634413,0.753612665,0.753587364,0.753561527,0.753532913,0.75350091,0.753468907,South Africa,Root_Tuber +24,7,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,SugarCrop +24,7,10,0.162691198,0.162691345,0.16269096,0.162725561,0.162680906,0.162602698,0.162490404,0.162395855,0.162289547,0.162175566,0.162048456,0.162022246,0.16197063,0.161894763,0.161801413,0.161703214,0.161591772,0.161470933,0.161339085,0.161205007,0.161070929,South Africa,Wheat +24,7,11,0.347975478,0.347975488,0.347975939,0.347993686,0.348001052,0.348007481,0.348012947,0.348044029,0.348071054,0.348095161,0.3481174,0.348128879,0.348136007,0.348141115,0.348142183,0.348141774,0.348138737,0.348133257,0.348126488,0.348117804,0.34810912,South Africa,FodderHerb +24,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,8,1,0.03232911,0.032328951,0.032329022,0.03230245,0.032291141,0.032281583,0.032271549,0.032268401,0.032264331,0.032259635,0.032254942,0.032251548,0.032246901,0.032241217,0.03223511,0.032228933,0.032222493,0.032216015,0.032209368,0.032202661,0.032195954,South Africa,Corn +24,8,2,0,0,0,0,0.044359018,0.044725503,0.045045443,0.045733047,0.046457337,0.046863256,0.047085422,0.046812024,0.046406481,0.04596155,0.045540438,0.045151553,0.044775297,0.04443413,0.044129334,0.043917882,0.04370643,South Africa,biomass +24,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,8,4,0.999764037,0.999764005,0.999764141,0.999767092,0.999769903,0.999772678,0.999775322,0.999777558,0.99977977,0.999781864,0.999783937,0.999783928,0.999783917,0.999783906,0.999783892,0.99978388,0.999783865,0.999783851,0.999783836,0.99978382,0.999783804,South Africa,MiscCrop +24,8,5,0.051591979,0.051591712,0.051591699,0.050316716,0.049337291,0.048516391,0.047844243,0.047337477,0.046853921,0.046413725,0.045997285,0.045968961,0.045935765,0.04589809,0.045859973,0.045824784,0.045791297,0.045759118,0.045727065,0.045696667,0.045666269,South Africa,OilCrop +24,8,6,0.152111411,0.152111799,0.15211169,0.152175165,0.152206922,0.152174002,0.152190359,0.155411994,0.158916231,0.16266059,0.166778798,0.16679044,0.166790903,0.166783698,0.166765618,0.166743334,0.166712885,0.166679591,0.166641895,0.16660353,0.166565165,South Africa,OtherGrain +24,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,8,8,0.884287041,0.884287351,0.884286902,0.884150289,0.884012406,0.883874117,0.88378124,0.883646358,0.883509469,0.883418063,0.883326744,0.883326672,0.883325688,0.883324628,0.883323497,0.883322493,0.883321731,0.883320055,0.883319004,0.883317217,0.88331543,South Africa,Root_Tuber +24,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,8,10,0.132801348,0.132801903,0.132801646,0.132877416,0.132906612,0.132916759,0.132911236,0.132854874,0.132791694,0.132725009,0.132651729,0.132636759,0.132606488,0.132563208,0.13250967,0.132452748,0.132388561,0.132320151,0.132245826,0.132169881,0.132093936,South Africa,Wheat +24,8,11,0.266897356,0.266896992,0.266897677,0.266912241,0.266918161,0.266923271,0.266927776,0.266953173,0.266975122,0.266995537,0.267013579,0.267022656,0.267029549,0.267032708,0.267034097,0.267034095,0.267030832,0.267027261,0.267020542,0.267013553,0.267006564,South Africa,FodderHerb +24,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,9,1,0.059810907,0.059811011,0.059811088,0.059752,0.059726874,0.059705606,0.059683321,0.059676222,0.059667158,0.059656884,0.059646263,0.059638709,0.059628414,0.059615791,0.059602233,0.05958869,0.059574178,0.059559561,0.059545061,0.059530122,0.059515183,South Africa,Corn +24,9,2,0,0,0,0,0.085251886,0.085913223,0.086493391,0.086735713,0.087413703,0.088316116,0.088887658,0.088559604,0.087994176,0.087358215,0.086761877,0.086153441,0.085567125,0.085009316,0.084483703,0.084331272,0.084178841,South Africa,biomass +24,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,9,4,0.99829692,0.99829697,0.998296903,0.998324023,0.998350702,0.99837623,0.998400668,0.998416562,0.998432285,0.998447849,0.998463249,0.998463184,0.998463107,0.998463025,0.99846293,0.998462836,0.998462735,0.998462634,0.998462531,0.998462423,0.998462315,South Africa,MiscCrop +24,9,5,0.06190677,0.061906654,0.061906628,0.060418667,0.059343434,0.05843219,0.057649041,0.057253117,0.056904394,0.056581037,0.056260919,0.056205111,0.05613958,0.056065184,0.055990586,0.055920955,0.055854754,0.055792036,0.055729293,0.055669255,0.055609217,South Africa,OilCrop +24,9,6,0.077869953,0.077869799,0.077869829,0.077843739,0.077802228,0.077753914,0.077699533,0.07759907,0.077459226,0.077317335,0.07717185,0.07718275,0.077183681,0.077178139,0.07716369,0.077145514,0.077120943,0.077093137,0.077061787,0.077029725,0.076997663,South Africa,OtherGrain +24,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,9,8,0.817268547,0.817268466,0.817269098,0.817059457,0.816844796,0.816630158,0.816480528,0.81628015,0.81607736,0.815873934,0.815734125,0.81573268,0.815729269,0.815724876,0.815718733,0.815714376,0.815706917,0.815701044,0.815694028,0.815686112,0.815678196,South Africa,Root_Tuber +24,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,9,10,0.364497455,0.364496995,0.36449742,0.36478595,0.365031649,0.365260376,0.365473517,0.365422363,0.365364466,0.365303519,0.365236008,0.365222134,0.365193956,0.365153719,0.365104495,0.365052786,0.364994148,0.364930525,0.364862432,0.364792432,0.364722432,South Africa,Wheat +24,9,11,0.344172145,0.344173219,0.344171626,0.344189712,0.344196367,0.344202622,0.344207764,0.344237444,0.344262528,0.344285931,0.344305131,0.344317118,0.344324403,0.344329368,0.34432968,0.344329489,0.344326463,0.344321636,0.344314922,0.344307252,0.344299582,South Africa,FodderHerb +24,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,10,1,0.060711864,0.060712039,0.060712054,0.060697875,0.060691828,0.060686727,0.060681318,0.060679558,0.06067746,0.060674986,0.060672406,0.060670564,0.060668067,0.060665017,0.060661677,0.060658438,0.060654911,0.060651308,0.060647739,0.060644081,0.060640423,South Africa,Corn +24,10,2,0,0,0,0,0.098949853,0.099287981,0.099565747,0.099079131,0.099361624,0.099704286,0.100217325,0.100440695,0.100816542,0.101060466,0.101385405,0.10165983,0.101683027,0.10150016,0.101274026,0.101087658,0.10090129,South Africa,biomass +24,10,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,10,4,0.980903535,0.980903626,0.980903615,0.981177698,0.981439561,0.981690089,0.981936869,0.982074738,0.982211285,0.982346637,0.982480837,0.98247981,0.982478419,0.982477103,0.982475491,0.982473803,0.982472168,0.982470415,0.982468562,0.982466737,0.982464912,South Africa,MiscCrop +24,10,5,0.059552851,0.059552875,0.059553103,0.058242337,0.057267895,0.056447606,0.055750173,0.055490644,0.055231842,0.055019269,0.054808134,0.054782225,0.054752104,0.054717744,0.054683545,0.05465161,0.05462161,0.054593345,0.054565092,0.054538343,0.054511594,South Africa,OilCrop +24,10,6,0.033283945,0.033283959,0.033283979,0.033258665,0.033241108,0.033206434,0.033183375,0.03281751,0.032452144,0.032076012,0.031702355,0.031707006,0.031707493,0.031705081,0.031699044,0.031691483,0.03168116,0.031669703,0.031656618,0.031643131,0.031629644,South Africa,OtherGrain +24,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,10,8,0.826824092,0.826824137,0.826824167,0.826757643,0.826690197,0.826685316,0.826617159,0.826553295,0.826488813,0.826486801,0.826485063,0.826484776,0.826483408,0.826481991,0.82648148,0.826478937,0.826477798,0.826475264,0.826473975,0.826471487,0.826468999,South Africa,Root_Tuber +24,10,9,0.895837521,0.895837364,0.895837564,0.895825069,0.89581964,0.895813857,0.895807904,0.895802978,0.895797772,0.895792256,0.895786355,0.895785703,0.895784627,0.895783233,0.895781709,0.895780085,0.895778282,0.895776235,0.895774145,0.895771989,0.895769833,South Africa,SugarCrop +24,10,10,0.32906907,0.329069528,0.329069509,0.329404648,0.329721749,0.330031211,0.330334152,0.33031276,0.330288052,0.330260796,0.330231723,0.330226129,0.330213936,0.330196907,0.330175277,0.33015281,0.33012767,0.330099602,0.330070515,0.330039923,0.330009331,South Africa,Wheat +24,10,11,0.268261591,0.26826168,0.268261551,0.268278193,0.26828407,0.268289174,0.268294236,0.268320246,0.268343789,0.268364155,0.268383485,0.268393335,0.268399996,0.268404048,0.268404961,0.268404506,0.268402055,0.26839779,0.268390875,0.26838357,0.268376265,South Africa,FodderHerb +24,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,11,1,0.731672556,0.731673219,0.731673003,0.731630895,0.731612828,0.731597535,0.731581441,0.73157597,0.731569903,0.73156208,0.731554859,0.731549173,0.731541817,0.731532329,0.731522466,0.731512568,0.731501825,0.731491399,0.731480774,0.731469559,0.731458344,South Africa,Corn +24,11,2,0,0,0,0,0.264481301,0.263749717,0.263036518,0.264673633,0.265110259,0.265526872,0.266980673,0.267139003,0.267333035,0.267811319,0.268462511,0.269016897,0.269557037,0.26957535,0.26958903,0.269603932,0.269618834,South Africa,biomass +24,11,3,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,11,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop +24,11,5,0.077915547,0.077915794,0.077915889,0.076757757,0.075891916,0.075186168,0.074603618,0.074712105,0.074759936,0.074838292,0.074887707,0.074853055,0.074812196,0.074766019,0.074719774,0.074676824,0.074636121,0.074597383,0.0745585,0.074521782,0.074485064,South Africa,OilCrop +24,11,6,0.165980449,0.165978842,0.165979236,0.165651506,0.165313777,0.164909307,0.164555861,0.16492844,0.16529019,0.165649715,0.166004501,0.166019315,0.166020862,0.166013592,0.165995039,0.165971095,0.165938918,0.16590151,0.165859936,0.165817479,0.165775022,South Africa,OtherGrain +24,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,11,8,0.946860159,0.946858196,0.946865583,0.946226315,0.945587585,0.94496252,0.944350403,0.943762879,0.943182798,0.942618571,0.942066722,0.942062461,0.942051057,0.942037456,0.942017086,0.941997778,0.941974615,0.941951713,0.941926136,0.941897364,0.941868592,South Africa,Root_Tuber +24,11,9,0.359782332,0.359783081,0.359783686,0.359759711,0.359749539,0.359739327,0.359728023,0.359718854,0.359708673,0.359698972,0.359688951,0.35968666,0.359684842,0.359682088,0.359679959,0.35967594,0.359673645,0.359669995,0.359666072,0.359661694,0.359657316,South Africa,SugarCrop +24,11,10,0.859613053,0.859614317,0.859613378,0.859766281,0.859896943,0.860019163,0.860132838,0.860107303,0.860079203,0.860048036,0.860014057,0.860006852,0.859993132,0.859973021,0.8599485,0.859921996,0.859892764,0.859860627,0.859826437,0.859791318,0.859756199,South Africa,Wheat +24,11,11,0.441149291,0.441149479,0.441149297,0.44116985,0.441178644,0.441185689,0.441192043,0.441227565,0.441257736,0.441284934,0.441310516,0.441323655,0.441332394,0.44133729,0.441339038,0.441338609,0.441334764,0.441328589,0.441320575,0.441311086,0.441301597,South Africa,FodderHerb +24,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +25,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,biomass +25,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop +25,1,4,0.221856123,0.221757322,0.221841835,0.223452264,0.211628075,0.198050769,0.182038181,0.173367537,0.161857123,0.148965968,0.133763983,0.120522175,0.104477285,0.086157135,0.064755806,0.041511523,0.014810099,0,0,0,0,South America_Northern,MiscCrop +25,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop +25,1,6,0.008682709,0.00867052,0.008740205,0.008450897,0.008215427,0.008020275,0.00785629,0.007855799,0.007855197,0.007854564,0.00785385,0.007853877,0.007853752,0.00785354,0.007853273,0.007852947,0.007852587,0.007852233,0.007851881,0.007851501,0.007851121,South America_Northern,OtherGrain +25,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice +25,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber +25,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,SugarCrop +25,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,2,2,0,0,0,0,0.035659885,0.036421278,0.037134231,0.03784461,0.03852491,0.039118955,0.039137079,0.039175998,0.039176612,0.039132482,0.03908899,0.039068984,0.039038681,0.039019599,0.039013661,0.03900737,0.039001079,South America_Northern,biomass +25,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop +25,2,4,0.453185907,0.453187784,0.453186366,0.454390448,0.455190424,0.45585495,0.456272359,0.457041752,0.457848522,0.458526192,0.459156747,0.458843602,0.45847695,0.458077382,0.457633324,0.457193566,0.456732124,0.456278577,0.455816197,0.455325308,0.454834419,South America_Northern,MiscCrop +25,2,5,0.059053498,0.059024925,0.059060133,0.058129154,0.058433509,0.058653205,0.058767129,0.060362607,0.061771717,0.063027743,0.064181179,0.063575149,0.062862906,0.062055223,0.061243178,0.060485025,0.05977058,0.059103081,0.058436659,0.057801428,0.057166197,South America_Northern,OilCrop +25,2,6,0.009844113,0.009839855,0.009849014,0.009517694,0.009236943,0.009001323,0.008800072,0.008791623,0.008780931,0.008769616,0.008757333,0.008757315,0.008755205,0.008751875,0.008746834,0.008741325,0.008735165,0.008729256,0.008722706,0.008716062,0.008709418,South America_Northern,OtherGrain +25,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice +25,2,8,0.182794457,0.182793844,0.182810849,0.179421898,0.176451894,0.17370484,0.17129537,0.177443135,0.183622156,0.189832487,0.196059608,0.196056262,0.196045477,0.19603281,0.196013852,0.195996307,0.195974548,0.195952957,0.195928735,0.19590251,0.195876285,South America_Northern,Root_Tuber +25,2,9,0.529603287,0.52959899,0.529598944,0.530784884,0.532779268,0.53462362,0.536425173,0.5385794,0.540567883,0.542410421,0.544215355,0.544124084,0.543993528,0.543825178,0.543637607,0.543440654,0.543220633,0.542992591,0.542751972,0.542477381,0.54220279,South America_Northern,SugarCrop +25,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,3,2,0,0,0,0,0.115898776,0.116441853,0.116803794,0.11710733,0.117371284,0.117578626,0.117821006,0.117576303,0.117195663,0.116656251,0.11621077,0.115866315,0.115799284,0.116161144,0.116512055,0.116773551,0.117035047,South America_Northern,biomass +25,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop +25,3,4,0.683656949,0.683658008,0.68365808,0.68356842,0.683232623,0.68277379,0.682274321,0.682514096,0.682677906,0.682911306,0.683095584,0.682758522,0.682363599,0.681931649,0.681457376,0.680984678,0.680494362,0.680015998,0.679526475,0.679008792,0.678491109,South America_Northern,MiscCrop +25,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop +25,3,6,0.018658962,0.018650961,0.018716187,0.018057129,0.017431168,0.016888238,0.016405775,0.016340441,0.016258018,0.016170728,0.016075953,0.01607576,0.016059515,0.016033648,0.015994772,0.015952127,0.015904522,0.015858901,0.015808093,0.015756654,0.015705215,South America_Northern,OtherGrain +25,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice +25,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber +25,3,9,0.556319235,0.556315559,0.556322483,0.557915727,0.560071663,0.562090289,0.564078612,0.566374296,0.568519945,0.570533015,0.572518107,0.572455614,0.572366696,0.572250927,0.572121764,0.571985603,0.571834065,0.571678357,0.571511913,0.571325149,0.571138385,South America_Northern,SugarCrop +25,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,4,2,0,0,0,0,0.023279602,0.023227756,0.023147106,0.023697254,0.024424757,0.025008285,0.025023549,0.025146611,0.025230909,0.025269661,0.025298507,0.025252708,0.025207688,0.025178548,0.025167734,0.025167304,0.025166874,South America_Northern,biomass +25,4,3,0.228050432,0.228049962,0.228050687,0.233709756,0.237473267,0.241040394,0.244210437,0.242633152,0.241102758,0.239608272,0.238096076,0.238992405,0.239562817,0.239847085,0.239905596,0.239746007,0.239375735,0.23884019,0.23812243,0.237270963,0.236419496,South America_Northern,FiberCrop +25,4,4,0.125699377,0.125699935,0.125699494,0.12695132,0.128064119,0.129037621,0.129917924,0.130389112,0.130807987,0.131275554,0.131692446,0.131671095,0.131646979,0.131620069,0.131589119,0.131558906,0.131526513,0.131494884,0.131460763,0.131425001,0.131389239,South America_Northern,MiscCrop +25,4,5,0.012944748,0.012945,0.012944883,0.012795112,0.012885806,0.012956163,0.013003526,0.013405485,0.013774305,0.014111064,0.014426724,0.014311622,0.01417714,0.014025573,0.013874239,0.013733929,0.013602406,0.013480287,0.013358957,0.013244035,0.013129113,South America_Northern,OilCrop +25,4,6,0.009919897,0.009919834,0.009919914,0.009587988,0.009310355,0.009078223,0.008880954,0.008874986,0.008867525,0.008859588,0.008850929,0.008850868,0.008849412,0.008847123,0.008843588,0.008839712,0.008835379,0.00883121,0.008826601,0.008821981,0.008817361,South America_Northern,OtherGrain +25,4,7,0.919960835,0.919960649,0.919960506,0.913869513,0.908249871,0.903115135,0.898373419,0.897852719,0.89735635,0.896886297,0.896397243,0.896385043,0.896354362,0.896308471,0.89624588,0.896170224,0.89608108,0.895980859,0.895866464,0.895737118,0.895607772,South America_Northern,Rice +25,4,8,0.075235753,0.075235798,0.075235823,0.074560682,0.0739781,0.073429626,0.072942061,0.074878717,0.076798184,0.078698975,0.080576816,0.080575741,0.080572488,0.080569251,0.080563652,0.080558635,0.080552504,0.080545922,0.080539274,0.080531823,0.080524372,South America_Northern,Root_Tuber +25,4,9,0.300350155,0.300350101,0.300350049,0.302359916,0.304488787,0.306529416,0.308573083,0.310830021,0.312994242,0.3150682,0.317146501,0.317134298,0.317117296,0.317094642,0.317070114,0.317044605,0.317015127,0.316985656,0.316953965,0.316919087,0.316884209,South America_Northern,SugarCrop +25,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,5,2,0,0,0,0,0.067580596,0.068342055,0.068945767,0.069341644,0.070218476,0.070918742,0.071276608,0.071319072,0.071314774,0.071418927,0.071525324,0.071604911,0.071657153,0.071694565,0.071723595,0.071751,0.071778405,South America_Northern,biomass +25,5,3,0.329686863,0.329687583,0.329687063,0.336040058,0.340748944,0.345228942,0.349284636,0.347598412,0.345949132,0.344328456,0.342690501,0.343428478,0.343899552,0.344135555,0.344187422,0.344060532,0.343760359,0.34332233,0.342735501,0.342037935,0.341340369,South America_Northern,FiberCrop +25,5,4,0.198850855,0.198851342,0.198851204,0.200127907,0.201269005,0.202273772,0.203140614,0.204322984,0.205434534,0.206477545,0.207522112,0.20750393,0.207481046,0.207456384,0.207429038,0.207401072,0.207371432,0.207341587,0.207310437,0.207277792,0.207245147,South America_Northern,MiscCrop +25,5,5,0.020254627,0.020254622,0.020254521,0.01992921,0.02003523,0.02011084,0.020148989,0.020733808,0.021263193,0.021740069,0.022172429,0.021960326,0.021711561,0.021429857,0.021147218,0.020883783,0.020635876,0.020404757,0.020174142,0.019954866,0.01973559,South America_Northern,OilCrop +25,5,6,0.018656677,0.018656741,0.018656763,0.018036588,0.017514588,0.017077166,0.016704635,0.016691553,0.016674881,0.016657324,0.016638316,0.016638311,0.016635134,0.016629888,0.016622108,0.016613617,0.016604065,0.016594965,0.016584756,0.0165744,0.016564044,South America_Northern,OtherGrain +25,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Northern,Rice +25,5,8,0.09437884,0.094378861,0.094378968,0.093731519,0.093122185,0.092588466,0.092092636,0.094336199,0.096549378,0.098730567,0.100874418,0.100872856,0.100868886,0.100863884,0.100856214,0.100849197,0.100840687,0.100832297,0.100822613,0.100812097,0.100801581,South America_Northern,Root_Tuber +25,5,9,0.431696845,0.431696937,0.431696999,0.433970385,0.436417423,0.438751538,0.441082619,0.443660157,0.446121251,0.448470398,0.450816565,0.450799692,0.450772338,0.450739089,0.450703043,0.45066247,0.450620019,0.450575572,0.450529677,0.450475825,0.450421973,South America_Northern,SugarCrop +25,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,6,2,0,0,0,0,0.193423647,0.19255177,0.191725506,0.19357438,0.195142143,0.196415056,0.197508597,0.196214515,0.196712654,0.1971284,0.197546774,0.197878025,0.19812155,0.19828591,0.198374995,0.198393997,0.198412999,South America_Northern,biomass +25,6,3,0.233886532,0.233890348,0.233886117,0.238354038,0.242231562,0.245976512,0.249477474,0.248378434,0.247290393,0.246211903,0.245132078,0.245303458,0.245412488,0.245467274,0.245478244,0.245446556,0.245375069,0.245271723,0.245134547,0.244971072,0.244807597,South America_Northern,FiberCrop +25,6,4,0.089279715,0.089279806,0.089279823,0.090846622,0.092255035,0.093499061,0.09460866,0.094518207,0.094424502,0.094366878,0.094269492,0.094254869,0.094237274,0.094217514,0.094195482,0.094173219,0.0941493,0.094124784,0.094099114,0.094071976,0.094044838,South America_Northern,MiscCrop +25,6,5,0.00854005,0.008539145,0.008540076,0.008259499,0.008227611,0.008187433,0.008137037,0.008544403,0.008935247,0.009309558,0.009673815,0.009547122,0.009396965,0.009225013,0.009050696,0.008886705,0.008729788,0.008580648,0.008430326,0.008286069,0.008141812,South America_Northern,OilCrop 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+26,1,3,0.93313884,0.933138809,0.933138435,0.928304282,0.923467713,0.918829337,0.91436218,0.91829924,0.921500304,0.924145718,0.926384279,0.926602426,0.926746891,0.926824619,0.926849906,0.926823815,0.926745318,0.926623379,0.926460403,0.926267901,0.926075399,South America_Southern,FiberCrop +26,1,4,0.469786064,0.469786445,0.469786387,0.471328809,0.472757087,0.47396697,0.475065457,0.476542996,0.477903976,0.47915369,0.480398032,0.480360126,0.480314791,0.480264897,0.480209303,0.480153152,0.480092926,0.480032516,0.479969806,0.479903723,0.47983764,South America_Southern,MiscCrop +26,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,1,6,0.735830627,0.735829812,0.735829726,0.746011836,0.754617262,0.761719143,0.767687733,0.760682597,0.754232425,0.748115531,0.742422676,0.742567455,0.742582165,0.74250705,0.742314538,0.742072257,0.741741055,0.741366467,0.740940406,0.740502563,0.74006472,South America_Southern,OtherGrain +26,1,7,0.980113632,0.980113733,0.98011369,0.979619685,0.979148074,0.97869939,0.978265584,0.977362569,0.97649043,0.975634806,0.974809229,0.974808998,0.974804718,0.97479736,0.974786228,0.974772048,0.974754705,0.974734097,0.974710467,0.974684103,0.974657739,South America_Southern,Rice +26,1,8,0.526340979,0.526342178,0.526340764,0.539059322,0.55044146,0.560603179,0.569865911,0.56322459,0.556971072,0.551126417,0.545474152,0.545465819,0.545448416,0.545427276,0.545395328,0.545363493,0.545326896,0.545290385,0.54524947,0.545202311,0.545155152,South America_Southern,Root_Tuber +26,1,9,0.906353361,0.906353879,0.906353257,0.914556546,0.920915912,0.92593828,0.93000035,0.92758588,0.925182711,0.922828447,0.920500521,0.920496275,0.920490514,0.920482753,0.920474364,0.920465168,0.920454755,0.920444283,0.920433226,0.920420518,0.92040781,South America_Southern,SugarCrop +26,1,10,0.013624544,0.01362469,0.013624668,0.01368155,0.013726213,0.013763393,0.013792699,0.013603906,0.013428334,0.013254526,0.013093369,0.013091498,0.013087885,0.013082774,0.013076561,0.013070055,0.013062687,0.013054899,0.013046392,0.013037739,0.013029086,South America_Southern,Wheat +26,1,11,0.000468153,0.000468169,0.000468052,0.000458418,0.000449557,0.000441241,0.000433643,0.000428813,0.000424214,0.000419843,0.000415692,0.000415712,0.000415723,0.000415733,0.000415734,0.000415734,0.000415727,0.000415719,0.000415708,0.000415694,0.00041568,South America_Southern,FodderHerb +26,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,2,1,0.635834477,0.635834799,0.635834172,0.636514189,0.637856618,0.639204641,0.640341129,0.64337539,0.646154667,0.648703837,0.650939,0.650742627,0.650488849,0.650185353,0.649870639,0.649556901,0.649235401,0.648930166,0.648626597,0.648317719,0.648008841,South America_Southern,Corn +26,2,2,0,0,0,0,0.088354742,0.088373317,0.088339036,0.087658239,0.087318338,0.088037079,0.08803762,0.088409297,0.088743469,0.08881871,0.088789042,0.088713328,0.088662713,0.088571221,0.088441438,0.088311306,0.088181174,South America_Southern,biomass +26,2,3,0.736430984,0.736430762,0.736438076,0.721166589,0.706813299,0.693478775,0.681067782,0.692915385,0.702841903,0.711186826,0.718345977,0.718625366,0.718811709,0.71891342,0.718948578,0.718918151,0.71881998,0.71866563,0.718459246,0.718216798,0.71797435,South America_Southern,FiberCrop +26,2,4,0.039929225,0.039929377,0.03992946,0.040653072,0.041269588,0.041808605,0.042301855,0.042596884,0.042875026,0.043118635,0.043362944,0.043357683,0.043351668,0.04334494,0.04333754,0.04333015,0.043322133,0.043313861,0.043305619,0.043296869,0.043288119,South America_Southern,MiscCrop +26,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,2,6,0.688689837,0.688678659,0.688688473,0.704468421,0.717540227,0.728569143,0.737915363,0.725636186,0.713972533,0.702827996,0.692172132,0.692176791,0.692177105,0.692175372,0.692170534,0.692163485,0.692154913,0.692143972,0.692132099,0.692119872,0.692107645,South America_Southern,OtherGrain +26,2,7,0.888703895,0.888703887,0.88870405,0.890523664,0.89209118,0.893506318,0.894770916,0.89506883,0.895358584,0.895639625,0.895909377,0.895906517,0.895891316,0.895865487,0.895828141,0.895781491,0.895724445,0.895658409,0.895582539,0.895497228,0.895411917,South America_Southern,Rice +26,2,8,0.075339614,0.075339718,0.075339124,0.076470329,0.077432033,0.078280944,0.079012775,0.077004723,0.075131409,0.07332894,0.071651261,0.071650315,0.071647388,0.071643979,0.071638827,0.071633948,0.071628094,0.071622273,0.071615796,0.071608297,0.071600798,South America_Southern,Root_Tuber +26,2,9,0.801159901,0.801158433,0.801158434,0.803036259,0.804730298,0.806140828,0.807405684,0.805509181,0.803728732,0.802069534,0.800464542,0.800454066,0.800438942,0.80041975,0.800397214,0.800374224,0.800348362,0.800321377,0.800292521,0.800259908,0.800227295,South America_Southern,SugarCrop +26,2,10,0.134316408,0.134316172,0.134313974,0.132869719,0.131543024,0.130264932,0.128980565,0.126536325,0.124151793,0.121932019,0.119812026,0.119756062,0.119643654,0.119482598,0.119284689,0.119077692,0.118842223,0.118590945,0.118317845,0.118040592,0.117763339,South America_Southern,Wheat +26,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,3,1,0.553533965,0.553534562,0.55353486,0.552368286,0.552807448,0.553445213,0.55395758,0.557627481,0.560997655,0.564002091,0.56666363,0.566327557,0.565885669,0.565344843,0.564777351,0.564205405,0.563604966,0.563017693,0.562428906,0.561828215,0.561227524,South America_Southern,Corn +26,3,2,0,0,0,0,0.036601001,0.036949962,0.037267486,0.03610138,0.036053233,0.036392927,0.036847474,0.036893529,0.036925194,0.036986359,0.03711036,0.037168334,0.037222504,0.037259298,0.037278827,0.037298761,0.037318695,South America_Southern,biomass +26,3,3,0.112909118,0.112908904,0.112909159,0.104921486,0.098203153,0.092478722,0.087560567,0.089748759,0.091599797,0.093162049,0.094527702,0.094582511,0.094619036,0.094639713,0.094647683,0.094643242,0.094624984,0.094596025,0.094556929,0.094510842,0.094464755,South America_Southern,FiberCrop +26,3,4,0.044070973,0.044070918,0.044070786,0.04518318,0.046152113,0.047005589,0.047756546,0.048069885,0.048363706,0.048639295,0.048895721,0.048891606,0.048886613,0.048881488,0.048875565,0.048869669,0.048863183,0.048856658,0.048850179,0.048843257,0.048836335,South America_Southern,MiscCrop +26,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,3,6,0.215308142,0.215307861,0.215308119,0.227401477,0.238042841,0.247503883,0.255985153,0.244170703,0.233728278,0.224347593,0.215892284,0.215900443,0.215902136,0.215899049,0.215890133,0.215879192,0.215864044,0.215846289,0.215826046,0.21580578,0.215785514,South America_Southern,OtherGrain +26,3,7,0.762834022,0.762833315,0.762833981,0.76514659,0.767175587,0.769015557,0.770587868,0.766732629,0.763127386,0.759700918,0.75645454,0.756446868,0.756409878,0.7563456,0.756252306,0.756136395,0.755993646,0.755827443,0.755636361,0.755422609,0.755208857,South America_Southern,Rice +26,3,8,0.441476429,0.441475839,0.44147621,0.453160081,0.46328312,0.471938052,0.479641924,0.474724747,0.470003994,0.465500112,0.461203097,0.461192036,0.461165559,0.461132479,0.461084266,0.461037782,0.460983711,0.460929747,0.460869938,0.460802173,0.460734408,South America_Southern,Root_Tuber +26,3,9,0.500869414,0.50086909,0.500870482,0.506139551,0.511200194,0.515811315,0.519972601,0.517474266,0.51506202,0.512740587,0.510513114,0.510478912,0.510428289,0.510361992,0.510288813,0.510211935,0.510124442,0.510033532,0.509937909,0.509829742,0.509721575,South America_Southern,SugarCrop +26,3,10,0.217237239,0.217237534,0.217237621,0.210790626,0.205241618,0.200234865,0.195672367,0.188810106,0.182476497,0.176661857,0.171317762,0.171239833,0.171061992,0.170795567,0.170461508,0.170107261,0.169694133,0.169245352,0.168755671,0.168256749,0.167757827,South America_Southern,Wheat +26,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,4,1,0.106441079,0.106441059,0.1064411,0.107149304,0.107937496,0.108663376,0.109350323,0.110472703,0.111513363,0.11247255,0.113350617,0.113324784,0.113289905,0.113246873,0.113201158,0.113155158,0.113105968,0.113057196,0.113008019,0.112958083,0.112908147,South America_Southern,Corn +26,4,2,0,0,0,0,0.01772228,0.017828995,0.017928568,0.01756304,0.017604345,0.017977251,0.017941766,0.017922426,0.017966342,0.018010816,0.018055703,0.018083594,0.018109888,0.01812759,0.018137098,0.018146428,0.018155758,South America_Southern,biomass +26,4,3,0.027968615,0.027968846,0.027968352,0.025823296,0.02404485,0.022545836,0.021270992,0.021873158,0.022389896,0.022833222,0.023216957,0.023225143,0.023230713,0.02323382,0.023234952,0.023234347,0.023231621,0.023227244,0.023221341,0.02321447,0.023207599,South America_Southern,FiberCrop +26,4,4,0.046668882,0.046668704,0.046668835,0.047453034,0.048150868,0.048758362,0.049292025,0.049430218,0.049567495,0.049684592,0.049800982,0.049796495,0.049791143,0.04978533,0.049778724,0.04977228,0.049765167,0.049757961,0.04975077,0.049742855,0.04973494,South America_Southern,MiscCrop +26,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,4,6,0.028132651,0.028133012,0.028132776,0.030073006,0.031826868,0.033416162,0.034850432,0.0329862,0.031348987,0.029890313,0.028593369,0.028593778,0.028593824,0.028593721,0.028593503,0.028592971,0.028592075,0.028591335,0.028590318,0.028589434,0.02858855,South America_Southern,OtherGrain +26,4,7,0.316700909,0.316700806,0.316701042,0.31941159,0.321932053,0.324168825,0.326210993,0.324843345,0.323469974,0.322186605,0.320989427,0.32098638,0.320971509,0.320945263,0.320906427,0.320858161,0.320799451,0.32073028,0.320651806,0.320563113,0.32047442,South America_Southern,Rice 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+26,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,5,1,0.160621342,0.160620603,0.160620856,0.16197336,0.163406781,0.164810375,0.166043009,0.167582472,0.169004624,0.17031098,0.171499815,0.171469124,0.171428021,0.171377297,0.171323248,0.171267698,0.171209139,0.171150163,0.171091126,0.171030848,0.17097057,South America_Southern,Corn +26,5,2,0,0,0,0,0.017597961,0.017652382,0.017703874,0.017529049,0.017511167,0.01786875,0.018041639,0.018072546,0.018155526,0.018235938,0.018308967,0.018373781,0.018438121,0.018486519,0.01840015,0.018322022,0.018243894,South America_Southern,biomass +26,5,3,0.124507019,0.124506976,0.124507444,0.115838522,0.108510966,0.102299641,0.096927439,0.099381223,0.101464497,0.103231674,0.104744433,0.104770421,0.104788036,0.104797764,0.104801534,0.104799062,0.104790614,0.104776671,0.10475774,0.104735738,0.104713736,South America_Southern,FiberCrop +26,5,4,0.066015437,0.066015508,0.066015468,0.067370311,0.06855814,0.069625532,0.070566378,0.070701465,0.070834985,0.070967775,0.071071036,0.071063887,0.071055366,0.071045473,0.071034798,0.07102407,0.071012522,0.071000724,0.070988209,0.070975729,0.070963249,South America_Southern,MiscCrop +26,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,5,6,0.023921069,0.023921115,0.023921174,0.025622032,0.027146919,0.028534053,0.029790889,0.02809524,0.026615959,0.025297465,0.024133907,0.024134198,0.024134161,0.024134148,0.024133866,0.024133538,0.024133117,0.024132478,0.024131914,0.024131341,0.024130768,South America_Southern,OtherGrain +26,5,7,0.216678472,0.216677796,0.216678637,0.218291647,0.219758951,0.221077207,0.222319431,0.220949307,0.219654485,0.218435544,0.217214129,0.217213455,0.217203815,0.217188949,0.217165964,0.217137319,0.217101283,0.217060479,0.217013104,0.216959677,0.21690625,South America_Southern,Rice +26,5,8,0.104693343,0.104693202,0.104693104,0.109189421,0.113205712,0.116773948,0.119983802,0.11733593,0.114865566,0.112526465,0.110353813,0.110351727,0.110346117,0.11033896,0.110328629,0.110318927,0.110307197,0.110295419,0.110282551,0.110267609,0.110252667,South America_Southern,Root_Tuber +26,5,9,0.362344244,0.362344231,0.362344275,0.373675723,0.38400434,0.393408662,0.40195745,0.398466638,0.395293783,0.392332151,0.389478481,0.389470809,0.389460321,0.389445628,0.389430049,0.389414849,0.389396362,0.38937739,0.38935692,0.389335653,0.389314386,South America_Southern,SugarCrop +26,5,10,0.065291417,0.065291482,0.065291331,0.06377121,0.062464036,0.061325034,0.060346685,0.058293221,0.056418573,0.054711576,0.053160292,0.05315678,0.053148975,0.053137423,0.053123074,0.05310795,0.053090344,0.05307134,0.053050579,0.053029565,0.053008551,South America_Southern,Wheat +26,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,6,1,0.128952191,0.128952621,0.128952464,0.128960661,0.129066055,0.129237313,0.129357265,0.130952275,0.132456938,0.13382216,0.135096786,0.135065516,0.135024412,0.134974423,0.134921928,0.134869238,0.134814382,0.134760656,0.13470731,0.134652206,0.134597102,South America_Southern,Corn +26,6,2,0,0,0,0,0.019330678,0.019243841,0.019164381,0.019011616,0.019282133,0.019606201,0.019859653,0.019930443,0.019932441,0.019933328,0.020011073,0.020080397,0.020149686,0.020210489,0.020202062,0.020115925,0.020029788,South America_Southern,biomass +26,6,3,0.176116725,0.176116795,0.176116623,0.166195359,0.157550723,0.150039387,0.143451917,0.151883942,0.159515521,0.166383753,0.172688053,0.172738851,0.172772426,0.17279175,0.172798435,0.172793631,0.172777082,0.172749351,0.172713265,0.172670048,0.172626831,South America_Southern,FiberCrop +26,6,4,0.039395044,0.039395067,0.039394988,0.040191336,0.04086749,0.041468589,0.041990796,0.04226527,0.042522412,0.042762752,0.042985504,0.042979356,0.042972036,0.042963914,0.042954876,0.042945603,0.042935538,0.042925304,0.042914687,0.042903434,0.042892181,South America_Southern,MiscCrop +26,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,6,6,0.183084638,0.183084482,0.183084391,0.192105635,0.199824819,0.206653656,0.212648618,0.208520116,0.204663103,0.201067547,0.19772626,0.197726921,0.197727556,0.197726635,0.197725759,0.197724495,0.197721886,0.197719449,0.197716793,0.197713505,0.197710217,South America_Southern,OtherGrain +26,6,7,0.298167545,0.298166629,0.298167116,0.301509784,0.304589639,0.30748983,0.310203637,0.309977159,0.309740605,0.309493176,0.309324262,0.309321927,0.309302847,0.309269331,0.309219617,0.309156281,0.309077849,0.308986144,0.308880494,0.308761231,0.308641968,South America_Southern,Rice +26,6,8,0.092299839,0.09229977,0.092299872,0.096887108,0.101011354,0.104766725,0.108145314,0.105319151,0.10271416,0.100321276,0.098051408,0.09804894,0.098043899,0.098037781,0.098028122,0.098018446,0.098007849,0.097996933,0.097984701,0.097970372,0.097956043,South America_Southern,Root_Tuber +26,6,9,0.557064806,0.557065001,0.557063839,0.561213789,0.564777743,0.567913979,0.570514973,0.566642704,0.562967859,0.55950047,0.556238086,0.556232491,0.556224525,0.556213925,0.556202202,0.556189229,0.556175481,0.556160862,0.556145339,0.55612819,0.556111041,South America_Southern,SugarCrop +26,6,10,0.167103826,0.167103738,0.167103982,0.165453942,0.163995843,0.162714943,0.161548711,0.157957562,0.154597822,0.151461887,0.148539454,0.148532156,0.148517288,0.148495197,0.148468163,0.148439465,0.148406554,0.148370707,0.148331397,0.148291645,0.148251893,South America_Southern,Wheat +26,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,7,1,0.250411329,0.250411038,0.250411224,0.251853951,0.253369759,0.254749938,0.256051547,0.257097163,0.25813748,0.259008351,0.259879966,0.259846512,0.259800142,0.25974216,0.259680765,0.25961876,0.25955206,0.259485408,0.259418031,0.259349209,0.259280387,South America_Southern,Corn +26,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,7,3,0.994001877,0.994001803,0.994002264,0.993942979,0.993879237,0.99381721,0.993756556,0.994228123,0.994611987,0.994929656,0.995197941,0.995200855,0.995202806,0.995203855,0.995204202,0.995203831,0.995202763,0.995201117,0.995198931,0.995196347,0.995193763,South America_Southern,FiberCrop +26,7,4,0.242610583,0.24261087,0.242611215,0.245673328,0.248512857,0.251047907,0.25343264,0.253728406,0.254018698,0.254223147,0.254424045,0.254394142,0.254358357,0.254319302,0.254275302,0.25423139,0.25418455,0.254136193,0.25408708,0.254035407,0.253983734,South America_Southern,MiscCrop +26,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,7,6,0.7936985,0.793698105,0.793698494,0.805537114,0.815282708,0.823296976,0.82995416,0.818950117,0.808841679,0.799586773,0.791092427,0.791213999,0.791229848,0.791170722,0.791016612,0.790820585,0.790552641,0.790247232,0.789898941,0.78954164,0.789184339,South America_Southern,OtherGrain +26,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,Rice +26,7,8,0.263195823,0.263196668,0.26319581,0.267737955,0.271809265,0.275317997,0.278506807,0.276915647,0.275401074,0.27389009,0.272461046,0.272454179,0.272438397,0.272417263,0.272387623,0.272359075,0.272325001,0.27229182,0.27225389,0.272211519,0.272169148,South America_Southern,Root_Tuber +26,7,9,0.867369661,0.86736935,0.867369346,0.880253003,0.89031344,0.898346745,0.90490043,0.904120607,0.903370919,0.902614444,0.90185106,0.901847069,0.901841377,0.90183395,0.901825628,0.901816861,0.901807042,0.901796787,0.901786123,0.901773831,0.901761539,South America_Southern,SugarCrop +26,7,10,0.003349194,0.003349175,0.003348979,0.003366745,0.003381129,0.003391329,0.003397154,0.003347424,0.003300671,0.003255675,0.003213518,0.003212221,0.00320973,0.003206232,0.003201965,0.003197512,0.00319248,0.003187133,0.003181324,0.003175383,0.003169442,South America_Southern,Wheat +26,7,11,0.001086351,0.001086138,0.001086485,0.001064143,0.001043576,0.001024286,0.001006662,0.000995455,0.000984784,0.000974643,0.000965014,0.000965057,0.000965086,0.000965102,0.000965108,0.000965104,0.000965096,0.000965073,0.000965047,0.000965012,0.000964977,South America_Southern,FodderHerb +26,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,8,1,0.326198032,0.3261976,0.326197781,0.327126883,0.32823045,0.329265985,0.330110974,0.330073477,0.330026588,0.329975395,0.329920965,0.32988423,0.32983276,0.329769054,0.329699894,0.32963241,0.329555817,0.329480702,0.329406534,0.329329512,0.32925249,South America_Southern,Corn +26,8,2,0,0,0,0,0.280988401,0.279543662,0.27800061,0.278110706,0.280424166,0.283204781,0.283041802,0.282816606,0.282384269,0.281707096,0.281034606,0.280310239,0.279533879,0.279167362,0.279224295,0.279455035,0.279685775,South America_Southern,biomass +26,8,3,0.937857522,0.937857776,0.937857968,0.934488625,0.931198302,0.92804189,0.925016849,0.928214405,0.930821992,0.932969679,0.934794096,0.934819593,0.934836121,0.934845145,0.934848115,0.934845057,0.93483567,0.934821389,0.934802786,0.934780107,0.934757428,South America_Southern,FiberCrop +26,8,4,0.294394132,0.294393085,0.294394035,0.292017201,0.289910864,0.288074092,0.2864195,0.287637289,0.288762875,0.28979976,0.290835474,0.290809416,0.290778379,0.290743084,0.29070504,0.290667429,0.290626247,0.290585426,0.290542123,0.290497592,0.290453061,South America_Southern,MiscCrop +26,8,5,0.000684574,0.000684004,0.000684178,0.000578134,0.000531139,0.000490828,0.000454034,0.000434025,0.000413827,0.000394084,0.000374979,0.000360829,0.000344032,0.000324757,0.000305218,0.000286829,0.000269074,0.000251968,0.000234658,0.000217996,0.000201334,South America_Southern,OilCrop +26,8,6,0.779098966,0.779099001,0.77909955,0.791196564,0.801312284,0.809706007,0.816761403,0.807342414,0.798738197,0.790895172,0.783671451,0.783764916,0.78377708,0.783732703,0.783615233,0.783466493,0.78326199,0.783030297,0.782766549,0.782497362,0.782228175,South America_Southern,OtherGrain +26,8,7,0.892494071,0.892494018,0.89249411,0.891009295,0.889588804,0.888231852,0.886938857,0.886480209,0.885970592,0.885497982,0.885016117,0.885014851,0.885005965,0.884989063,0.884963646,0.884931577,0.884891714,0.884844591,0.884790756,0.884730272,0.884669788,South America_Southern,Rice +26,8,8,0.349678672,0.349678626,0.349678628,0.351542478,0.353107302,0.354477697,0.355650537,0.355130964,0.354593751,0.354056017,0.353507215,0.353500333,0.353483225,0.353460753,0.35342652,0.353395246,0.353356408,0.353319747,0.353276811,0.35322944,0.353182069,South America_Southern,Root_Tuber +26,8,9,0.985674671,0.985674584,0.985674613,0.986222058,0.986659951,0.987018555,0.987314044,0.986956208,0.986605275,0.986256583,0.985910796,0.98591014,0.985909203,0.985908031,0.985906678,0.9859053,0.985903704,0.985902028,0.985900305,0.985898356,0.985896407,South America_Southern,SugarCrop 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+26,10,9,0.750791301,0.750792013,0.750791699,0.751965842,0.753125501,0.754199215,0.755106228,0.751993836,0.749013804,0.746170256,0.743469872,0.743462077,0.743451998,0.743438576,0.743423899,0.743407843,0.743390187,0.743371608,0.743352707,0.74333176,0.743310813,South America_Southern,SugarCrop +26,10,10,0.891054151,0.891054582,0.891054481,0.889610214,0.888348707,0.887193528,0.886189842,0.8826898,0.879320725,0.876101028,0.873042803,0.87302802,0.873002516,0.872967627,0.872925437,0.872881541,0.872832898,0.872782759,0.872728891,0.87267363,0.872618369,South America_Southern,Wheat +26,10,11,0.15971621,0.159715931,0.159716032,0.162143406,0.164534123,0.166891519,0.169214508,0.170958705,0.172714522,0.174419963,0.176137423,0.176144674,0.176148221,0.176150491,0.176151399,0.176150819,0.176149195,0.17614628,0.176142166,0.176137432,0.176132698,South America_Southern,FodderHerb +26,10,12,9.69E-06,9.72E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,0.0000097,South America_Southern,FodderGrass +26,10,13,1.25E-05,1.34E-05,1.33E-05,1.26E-05,1.21E-05,1.16E-05,1.11E-05,1.07E-05,1.04E-05,1.01E-05,9.81E-06,9.77E-06,9.72E-06,9.68E-06,9.64E-06,9.60E-06,9.56E-06,9.51E-06,9.47E-06,9.43E-06,0.00000939,South America_Southern,PalmFruit +26,11,1,0.403448523,0.403448787,0.403448861,0.402065001,0.401295462,0.400696471,0.399986349,0.401141623,0.402167476,0.403075957,0.403874389,0.403764752,0.403619318,0.403440892,0.40325367,0.403064885,0.40286625,0.402671187,0.402475727,0.402275903,0.402076079,South America_Southern,Corn +26,11,2,0,0,0,0,0.177362312,0.176293202,0.175205458,0.17545262,0.178196447,0.177286316,0.178056831,0.178734365,0.179108987,0.179221617,0.17946519,0.179745131,0.179995173,0.180164779,0.180260651,0.180355704,0.180450757,South America_Southern,biomass +26,11,3,0.148784176,0.148783557,0.148784556,0.140065732,0.132513361,0.125965183,0.120186577,0.124203995,0.127675614,0.130647624,0.133281608,0.133345184,0.133386948,0.133410295,0.133418034,0.133411241,0.133388715,0.133353556,0.133306684,0.133252008,0.133197332,South America_Southern,FiberCrop +26,11,4,0.258030911,0.258030539,0.258030216,0.258845365,0.259494791,0.260145238,0.260712728,0.26028539,0.25985822,0.259513246,0.259084353,0.259077242,0.259068038,0.259059226,0.259048303,0.259037906,0.259026039,0.259014625,0.259002914,0.258990902,0.25897889,South America_Southern,MiscCrop +26,11,5,0.000102222,0.000102062,0.000102076,8.97E-05,8.36E-05,7.84E-05,7.37E-05,7.13E-05,6.90E-05,6.68E-05,6.47E-05,6.32E-05,6.15E-05,5.96E-05,5.77E-05,5.58E-05,5.41E-05,5.24E-05,5.07E-05,4.91E-05,0.0000475,South America_Southern,OilCrop +26,11,6,0.19786714,0.197867004,0.197866933,0.200626204,0.203182977,0.205607582,0.207891104,0.206833607,0.205821992,0.204876052,0.203919857,0.203943628,0.203934203,0.203903877,0.203845928,0.203776907,0.203690704,0.203598015,0.203495422,0.203389603,0.203283784,South America_Southern,OtherGrain +26,11,7,0.441249873,0.441249004,0.441250278,0.442803041,0.444111968,0.445287755,0.446320853,0.44311697,0.44000342,0.437084408,0.43435111,0.434345145,0.434301793,0.434227259,0.434117084,0.43397949,0.433808709,0.433609829,0.433379506,0.433121879,0.432864252,South America_Southern,Rice +26,11,8,0.334217387,0.334216827,0.33421565,0.337103835,0.339702186,0.342016375,0.344044638,0.342255391,0.340551689,0.338945019,0.337332343,0.337324938,0.337305277,0.337282673,0.337247317,0.337214844,0.337174546,0.337136358,0.337092078,0.337042688,0.336993298,South America_Southern,Root_Tuber +26,11,9,0.59960644,0.599606755,0.599605885,0.602631198,0.605451937,0.608056637,0.610443445,0.606019957,0.601778433,0.597726508,0.593866158,0.59385543,0.593838941,0.593818019,0.593792255,0.593767864,0.593740069,0.593710681,0.59368046,0.593645393,0.593610326,South America_Southern,SugarCrop +26,11,10,0.808424039,0.808423353,0.808423574,0.809705638,0.810842348,0.811838677,0.812759556,0.810545388,0.808441804,0.806388098,0.804451145,0.804444483,0.804432553,0.804415733,0.804396649,0.804375502,0.80435333,0.80432986,0.804304087,0.804278522,0.804252957,South America_Southern,Wheat +26,11,11,0.146633502,0.146633207,0.146633134,0.143358183,0.140346696,0.137542492,0.134935998,0.133936775,0.133041644,0.132150635,0.131313657,0.13131891,0.131322245,0.131324242,0.131324914,0.131324544,0.131322974,0.131320776,0.131317416,0.131313421,0.131309426,South America_Southern,FodderHerb +26,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,12,1,0.058209116,0.058209237,0.058209017,0.056882268,0.055758175,0.054770379,0.053908245,0.053395665,0.052908298,0.052467183,0.052050821,0.052046047,0.052039177,0.052030631,0.052021534,0.05201199,0.052001517,0.051991032,0.051980085,0.051969105,0.051958125,South America_Southern,Corn +26,12,2,0,0,0,0,0.018769319,0.018538946,0.018298183,0.01886874,0.019507606,0.019525644,0.019541198,0.019613981,0.019663998,0.019686954,0.019710411,0.019727878,0.019739531,0.019747701,0.019720372,0.01967578,0.019631188,South America_Southern,biomass +26,12,3,0.004060358,0.004060381,0.004060393,0.003794869,0.003567546,0.003373913,0.003205742,0.003445165,0.003667919,0.003875204,0.004069703,0.004070888,0.004071686,0.004072117,0.004072315,0.004072204,0.004071825,0.004071204,0.004070352,0.004069381,0.00406841,South America_Southern,FiberCrop +26,12,4,0.069474065,0.069474137,0.069473888,0.069832352,0.070134568,0.070438195,0.070685862,0.070739096,0.070820382,0.07087258,0.070924828,0.070920894,0.070916415,0.070911691,0.070906501,0.070900739,0.070895255,0.070889007,0.070882411,0.070875957,0.070869503,South America_Southern,MiscCrop +26,12,5,1.17E-06,1.16E-06,1.16E-06,1.04E-06,9.47E-07,8.73E-07,8.13E-07,7.90E-07,7.69E-07,7.51E-07,7.34E-07,7.33E-07,7.32E-07,7.31E-07,7.30E-07,7.29E-07,7.28E-07,7.27E-07,7.25E-07,7.24E-07,0.000000723,South America_Southern,OilCrop +26,12,6,0.01270915,0.012709107,0.012709104,0.012431153,0.012174988,0.011932331,0.011702142,0.011577607,0.011456203,0.011339943,0.011223273,0.011226291,0.011225674,0.011222734,0.011216673,0.011209362,0.011199898,0.01118972,0.011178174,0.011166415,0.011154656,South America_Southern,OtherGrain 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+26,13,6,0.950071977,0.950071198,0.950071271,0.953185435,0.955695323,0.957728739,0.959383515,0.956745699,0.954248171,0.951897281,0.949679986,0.949733054,0.949739676,0.949714878,0.949648403,0.949563824,0.949447059,0.949314048,0.949161954,0.949005154,0.948848354,South America_Southern,OtherGrain +26,13,7,0.987444295,0.987444256,0.987444309,0.987645741,0.987838618,0.988027678,0.988207587,0.98831133,0.988413465,0.988514117,0.988612832,0.988612883,0.988611621,0.988609535,0.988606327,0.988602258,0.988597176,0.988591137,0.988584211,0.98857649,0.988568769,South America_Southern,Rice +26,13,8,0.36706908,0.367069921,0.36706907,0.370370346,0.373172265,0.375679495,0.377784974,0.378786605,0.379771664,0.380547774,0.381416715,0.381407657,0.381387092,0.381362001,0.381326798,0.381289046,0.381248738,0.381206091,0.381158396,0.381104048,0.3810497,South America_Southern,Root_Tuber +26,13,9,0.842877527,0.842877077,0.842880031,0.857659208,0.869299962,0.878626174,0.886253187,0.885310865,0.884400094,0.883479771,0.882548264,0.882539535,0.882525528,0.882507822,0.882489059,0.882468138,0.882444512,0.882421094,0.882394817,0.882366617,0.882338417,South America_Southern,SugarCrop +26,13,10,0.002828712,0.00282911,0.002828771,0.002879546,0.002925737,0.002965802,0.003001967,0.002989798,0.002978737,0.00296758,0.002957515,0.002956939,0.002955855,0.002954368,0.002952574,0.00295071,0.002948622,0.002946424,0.002944041,0.002941612,0.002939183,South America_Southern,Wheat +26,13,11,0.014550062,0.014549033,0.014549528,0.014254756,0.013982976,0.013727966,0.013494801,0.013347094,0.013206331,0.013072458,0.012945358,0.012946174,0.012946724,0.012947031,0.012947139,0.012947097,0.012946866,0.012946489,0.01294597,0.012945352,0.012944734,South America_Southern,FodderHerb +26,13,12,0.043240195,0.043241772,0.043240458,0.043240484,0.04324043,0.043240493,0.043240452,0.04324041,0.043240396,0.043240537,0.043240431,0.043240485,0.043240453,0.043240454,0.043240431,0.043240454,0.043240459,0.043240523,0.043240532,0.043240443,0.043240354,South America_Southern,FodderGrass +26,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,14,1,0.447774437,0.447775148,0.447776342,0.451466715,0.454987869,0.458215063,0.461232889,0.463576348,0.465804534,0.467922355,0.469822892,0.469789251,0.469742831,0.469684731,0.469623555,0.469559343,0.469491554,0.46942164,0.469352819,0.469281456,0.469210093,South America_Southern,Corn +26,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,14,3,0.984565251,0.984563743,0.984565443,0.983255545,0.981983741,0.980762698,0.979587242,0.980028324,0.980379127,0.980667967,0.98091247,0.980925431,0.980934043,0.980938661,0.980940186,0.980938592,0.980933927,0.980926624,0.980916937,0.980905517,0.980894097,South America_Southern,FiberCrop +26,14,4,0.400602422,0.400601893,0.40060185,0.403856981,0.406798832,0.409430318,0.411853393,0.412860099,0.413754317,0.414539085,0.415317918,0.41527774,0.415226841,0.415173842,0.415112321,0.415052167,0.414984859,0.414919701,0.414852423,0.414779402,0.414706381,South America_Southern,MiscCrop +26,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,14,6,0.868446076,0.868446581,0.868446593,0.877884825,0.885686525,0.89212533,0.897509649,0.897297263,0.897048369,0.896786575,0.896507382,0.896556535,0.896560989,0.896533431,0.896465227,0.896378981,0.896262782,0.896132564,0.895984017,0.895832439,0.895680861,South America_Southern,OtherGrain +26,14,7,0.961423473,0.961423422,0.96142361,0.96092822,0.960442811,0.959981988,0.959546069,0.958837531,0.958149631,0.957465917,0.956803675,0.956803433,0.956799067,0.956791018,0.956779164,0.956763784,0.956744814,0.956722413,0.956696852,0.956667996,0.95663914,South America_Southern,Rice +26,14,8,0.487689161,0.487689542,0.487689315,0.491995838,0.495651078,0.498879569,0.501671368,0.502412932,0.503024862,0.503636494,0.504235451,0.504227073,0.504210222,0.504183254,0.504147963,0.504114572,0.504072875,0.504033838,0.503988275,0.503935783,0.503883291,South America_Southern,Root_Tuber +26,14,9,0.974195427,0.974195595,0.974193173,0.977056591,0.979235428,0.9809342,0.982296581,0.982137502,0.981984069,0.98182902,0.981672208,0.981671171,0.981669695,0.981667769,0.981665565,0.981663275,0.981660705,0.98165798,0.981655172,0.98165197,0.981648768,South America_Southern,SugarCrop +26,14,10,0.007406371,0.007406338,0.007406574,0.007564697,0.007709498,0.007840026,0.007962285,0.007954482,0.007950023,0.007942058,0.007937394,0.007937064,0.007936488,0.007935764,0.007934826,0.00793387,0.007932793,0.007931668,0.007930464,0.007929227,0.00792799,South America_Southern,Wheat +26,14,11,0.010450806,0.010450339,0.010450796,0.010451723,0.010452114,0.010452475,0.010452782,0.0104545,0.010455971,0.010457327,0.010458571,0.010459218,0.010459654,0.010459886,0.010459976,0.010459935,0.01045976,0.01045947,0.010459056,0.010458585,0.010458114,South America_Southern,FodderHerb +26,14,12,0.143041632,0.14304,0.14304286,0.143042855,0.143042897,0.143042965,0.143042668,0.143042951,0.143042877,0.143042928,0.143042774,0.143043,0.143042907,0.143042621,0.143042953,0.143042959,0.143043043,0.143043074,0.14304276,0.143043041,0.143043322,South America_Southern,FodderGrass +26,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,15,1,0.404812093,0.404812042,0.404811372,0.408572564,0.412135964,0.415307481,0.418170574,0.420577782,0.42276833,0.424854008,0.426833314,0.426806303,0.426768548,0.426719795,0.42666866,0.426617073,0.426560164,0.42650371,0.426446461,0.426388185,0.426329909,South America_Southern,Corn +26,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,15,3,0.972947624,0.9729475,0.972948123,0.973260881,0.973554341,0.973844401,0.974130598,0.976540122,0.978515195,0.980161465,0.981559753,0.981562863,0.981564879,0.981565988,0.98156638,0.981565947,0.981564809,0.981563181,0.981560859,0.981558051,0.981555243,South America_Southern,FiberCrop +26,15,4,0.262976332,0.262977131,0.262976908,0.263898547,0.264728824,0.265471436,0.266125143,0.266838762,0.267458038,0.268073268,0.268598038,0.26855274,0.268497176,0.268436515,0.26836735,0.268298782,0.268224974,0.268151959,0.268075227,0.267995135,0.267915043,South America_Southern,MiscCrop +26,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,15,6,0.727624807,0.727623583,0.727624186,0.735190695,0.741320561,0.74629218,0.750377506,0.751919814,0.753342039,0.75466709,0.755892338,0.755941853,0.755948071,0.755924692,0.755863187,0.755785253,0.755678313,0.755556477,0.755418739,0.755277225,0.755135711,South America_Southern,OtherGrain +26,15,7,0.832756093,0.832756413,0.832755927,0.83187382,0.831047372,0.830267836,0.829471763,0.829066304,0.828651736,0.828227062,0.827851353,0.827850874,0.827835169,0.827806955,0.827764768,0.827711254,0.827644682,0.827565572,0.827475473,0.827374512,0.827273551,South America_Southern,Rice +26,15,8,0.351172515,0.351171796,0.351171778,0.355977958,0.360211037,0.363868408,0.367038656,0.368026165,0.36889357,0.369757438,0.370610594,0.370602626,0.370580408,0.37055306,0.370512885,0.370474316,0.370428658,0.370383155,0.370331069,0.370273376,0.370215683,South America_Southern,Root_Tuber +26,15,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,SugarCrop +26,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,15,11,0.000308838,0.000308271,0.000308324,0.000308351,0.000308363,0.000308374,0.000308384,0.000308435,0.000308479,0.000308519,0.000308556,0.000308576,0.000308589,0.000308595,0.000308597,0.000308597,0.000308591,0.000308582,0.000308571,0.000308557,0.000308543,South America_Southern,FodderHerb +26,15,12,0.020887782,0.020887557,0.020884867,0.020884829,0.020884835,0.020884904,0.020884898,0.020884837,0.020884833,0.020884918,0.020884854,0.020884892,0.020884858,0.020884821,0.020884863,0.020884867,0.020884902,0.020884876,0.020884862,0.020884834,0.020884806,South America_Southern,FodderGrass +26,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,16,1,0.228028366,0.22802853,0.228028969,0.230803869,0.233356857,0.235709498,0.237844155,0.239642034,0.24128575,0.242934625,0.244429405,0.244410595,0.244384776,0.244351996,0.24431691,0.244280664,0.244241763,0.24420197,0.244162421,0.244121792,0.244081163,South America_Southern,Corn +26,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,16,3,0.928684433,0.928684316,0.928683879,0.929466436,0.930206962,0.930939861,0.931664313,0.93777934,0.942829312,0.947063923,0.950679784,0.950683974,0.950686777,0.950688333,0.950688825,0.950688294,0.950686742,0.950684464,0.950681316,0.950677633,0.95067395,South America_Southern,FiberCrop +26,16,4,0.246093794,0.246093971,0.246093446,0.246427353,0.246672754,0.2469143,0.247151784,0.247679029,0.24811683,0.248553074,0.248901174,0.248864478,0.2488213,0.248774699,0.248721346,0.248666322,0.248609519,0.248550874,0.248490508,0.248427076,0.248363644,South America_Southern,MiscCrop +26,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,16,6,0.499102734,0.499102566,0.499102589,0.510127482,0.51931747,0.526988861,0.533344279,0.53533071,0.537171306,0.538998748,0.540592626,0.540645562,0.540651771,0.540625972,0.540559398,0.540472378,0.540355267,0.540223568,0.540073346,0.539919599,0.539765852,South America_Southern,OtherGrain +26,16,7,0.451512129,0.451512602,0.451512107,0.449952967,0.448502383,0.447035229,0.445652461,0.444953336,0.444240488,0.443406737,0.44266142,0.442661294,0.442636745,0.442592961,0.442529332,0.442447463,0.442346608,0.442226649,0.44209031,0.441935059,0.441779808,South America_Southern,Rice +26,16,8,0.230276504,0.230276872,0.230276434,0.234120109,0.237379143,0.240197475,0.24272116,0.24390867,0.245007725,0.246105247,0.247118869,0.247113298,0.247098797,0.247081147,0.247055633,0.247030879,0.24700074,0.246970072,0.246936706,0.246898672,0.246860638,South America_Southern,Root_Tuber +26,16,9,0.979721619,0.979723168,0.979723059,0.981989958,0.983707407,0.985045324,0.986117494,0.985991926,0.985870699,0.985748145,0.985624178,0.985623312,0.985622059,0.985620432,0.985618612,0.985616689,0.985614572,0.985612327,0.985609967,0.985607312,0.985604657,South America_Southern,SugarCrop +26,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn +26,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop +26,17,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop +26,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,17,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain +26,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice +26,17,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber +26,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop +26,17,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,18,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn +26,18,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,18,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop +26,18,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop +26,18,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,18,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain +26,18,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice +26,18,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber +26,18,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop +26,18,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,18,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,18,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,18,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +27,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn +27,3,2,0,0,0,0,0.016624252,0.015906988,0.015252726,0.014775737,0.013434885,0.012454579,0.011955923,0.011997278,0.01203875,0.012106404,0.012169275,0.012221953,0.01226418,0.012301252,0.012327874,0.012343849,0.012359824,South Asia,biomass +27,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,3,4,0.003808951,0.00380879,0.003808821,0.003941272,0.00406083,0.004171446,0.004272169,0.004201742,0.004134173,0.00407116,0.004010787,0.0040103,0.004009758,0.004009128,0.004008446,0.004007762,0.004006999,0.004006263,0.004005497,0.004004683,0.004003869,South Asia,MiscCrop +27,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop +27,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,3,7,0.176341837,0.176341987,0.176342133,0.161852732,0.150565417,0.141453315,0.133962959,0.127532981,0.121813483,0.116700738,0.11205275,0.112048836,0.112019949,0.111969372,0.111895391,0.111801557,0.111686827,0.111553877,0.111401598,0.111229962,0.111058326,South Asia,Rice +27,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,3,9,0.004435235,0.004434668,0.004435471,0.004409193,0.004432213,0.004444179,0.00444493,0.004292983,0.004145249,0.00400319,0.003866138,0.003859976,0.003851,0.003839391,0.003826435,0.003812748,0.00379753,0.00378167,0.003764987,0.003746021,0.003727055,South Asia,SugarCrop +27,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat +27,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,4,1,0.901022762,0.901022874,0.901022827,0.900326002,0.899703003,0.899154781,0.898642952,0.898524841,0.898406656,0.898327047,0.898248181,0.898247938,0.898247409,0.898248405,0.898248157,0.89824749,0.898247273,0.898247415,0.898247711,0.898246796,0.898245881,South Asia,Corn +27,4,2,0,0,0,0,0.224789312,0.224693922,0.224478993,0.228756378,0.231658876,0.234056716,0.236354449,0.235656285,0.234808367,0.233785216,0.232924473,0.232182516,0.231558174,0.231300049,0.231731257,0.232003832,0.232276407,South Asia,biomass +27,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,4,4,0.110911614,0.110911747,0.110911373,0.112314069,0.113515629,0.114553004,0.115511161,0.116127029,0.11670003,0.117186142,0.117628566,0.11762427,0.117618767,0.117613191,0.117606729,0.11760027,0.117593243,0.11758637,0.117579346,0.117571573,0.1175638,South Asia,MiscCrop +27,4,5,0.159742339,0.159742313,0.159742797,0.159360764,0.159160559,0.159026639,0.158893163,0.159757031,0.160623345,0.161436244,0.162136696,0.162080756,0.162015107,0.161940528,0.161867019,0.161797899,0.161732702,0.161671441,0.16161001,0.16155249,0.16149497,South Asia,OilCrop +27,4,6,0.010677185,0.010677141,0.010677199,0.011323931,0.011841325,0.012269198,0.012622217,0.012003435,0.011443992,0.010938386,0.010477297,0.010477308,0.010477303,0.010477299,0.010477319,0.010477302,0.010477317,0.010477325,0.010477315,0.010477298,0.010477281,South Asia,OtherGrain +27,4,7,0.605644085,0.605644004,0.605644322,0.605950857,0.606231992,0.606399276,0.606553168,0.606625337,0.606688398,0.606743433,0.606786773,0.606783268,0.606766489,0.606738177,0.606697476,0.606646544,0.606584417,0.606512705,0.606430512,0.606338008,0.606245504,South Asia,Rice +27,4,8,0.271372435,0.271372531,0.271372961,0.275921552,0.280167792,0.284014759,0.287627278,0.290919635,0.293963766,0.296665484,0.299197953,0.299197086,0.299193392,0.299190293,0.299184443,0.299178826,0.299172415,0.299166096,0.29915885,0.299150569,0.299142288,South Asia,Root_Tuber +27,4,9,0.796052651,0.796052762,0.796052493,0.795060768,0.794180262,0.793435907,0.792758866,0.795141319,0.797220985,0.799145159,0.800916456,0.800911403,0.800905464,0.800896375,0.800887927,0.800878112,0.800866495,0.800856093,0.80084396,0.800830127,0.800816294,South Asia,SugarCrop +27,4,10,0.743973667,0.743973393,0.743973499,0.743238565,0.74260966,0.741939775,0.741225101,0.743154341,0.744891793,0.746530211,0.747897933,0.747861844,0.747785553,0.747673903,0.747535121,0.747388602,0.747219809,0.747037397,0.746838974,0.746636557,0.74643414,South Asia,Wheat +27,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,5,1,0.205087093,0.205087227,0.205087144,0.200831514,0.197184923,0.193990307,0.191233528,0.1883193,0.185827252,0.183681563,0.181810701,0.181810287,0.181810584,0.181810727,0.181810879,0.181810315,0.181810183,0.181810766,0.181810066,0.181810792,0.181811518,South Asia,Corn +27,5,2,0,0,0,0,0.248847192,0.247835923,0.246759747,0.252201235,0.257370668,0.261471553,0.263103589,0.264486303,0.263467219,0.26231548,0.261254523,0.260416341,0.25971882,0.259172173,0.2587019,0.258313117,0.257924334,South Asia,biomass +27,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,5,4,0.119501889,0.119501896,0.119501817,0.120902936,0.122133612,0.123189281,0.124112025,0.124340867,0.124568761,0.124797077,0.125024539,0.125018756,0.125011668,0.125003958,0.124995122,0.124986556,0.1249773,0.124967581,0.124957879,0.124947367,0.124936855,South Asia,MiscCrop +27,5,5,0.095708554,0.095708136,0.095708265,0.094774728,0.094300577,0.093881114,0.093498543,0.094467006,0.095403049,0.096273421,0.097115105,0.096990726,0.09684462,0.096678044,0.096510156,0.096354359,0.096206543,0.096066158,0.095925763,0.095791449,0.095657135,South Asia,OilCrop +27,5,6,3.81E-05,3.80E-05,3.80E-05,3.49E-05,3.23E-05,3.01E-05,2.82E-05,2.73E-05,2.64E-05,2.56E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,0.0000248,South Asia,OtherGrain +27,5,7,0.557673875,0.557675138,0.557674817,0.558743635,0.559569359,0.560384867,0.561079776,0.561368442,0.561649015,0.56191993,0.562286599,0.562283863,0.562266402,0.562235778,0.562194678,0.562141107,0.56207772,0.56200379,0.561917606,0.561821988,0.56172637,South Asia,Rice +27,5,8,0.603811968,0.603811389,0.603812107,0.609672016,0.614987043,0.619765317,0.624215681,0.629382116,0.634113676,0.638419726,0.642401889,0.642399434,0.642393797,0.642386013,0.642374508,0.642364061,0.642351728,0.642338362,0.642324479,0.64230836,0.642292241,South Asia,Root_Tuber +27,5,9,0.929250372,0.929250289,0.929250201,0.929476477,0.929690629,0.929875689,0.930031301,0.932212126,0.934090847,0.935765435,0.937247767,0.937246425,0.937244236,0.937241225,0.937238134,0.937234678,0.937231123,0.937227252,0.937222948,0.937218481,0.937214014,South Asia,SugarCrop +27,5,10,0.436611041,0.43660987,0.436612563,0.442445691,0.447065111,0.450819816,0.453914986,0.455522897,0.457013266,0.458387568,0.459535026,0.459508641,0.459449656,0.459363725,0.459255819,0.459143362,0.459011293,0.458868657,0.458713708,0.458555965,0.458398222,South Asia,Wheat +27,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn +27,6,2,0,0,0,0,0.053099348,0.051756046,0.050486545,0.050110613,0.049820043,0.049530978,0.049243742,0.049510269,0.049778165,0.050047407,0.050297136,0.050506433,0.050674151,0.05082156,0.050926978,0.050990472,0.051053966,South Asia,biomass +27,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,6,4,0.060583704,0.060583952,0.060583706,0.061385899,0.062070962,0.062686882,0.063230835,0.063508057,0.063784748,0.064061486,0.06431211,0.064304544,0.064295141,0.064284975,0.064273583,0.064261776,0.06424904,0.064236507,0.064223303,0.06420924,0.064195177,South Asia,MiscCrop +27,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop +27,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,6,7,0.494452549,0.494452548,0.494452215,0.496095794,0.497505133,0.49876781,0.49987277,0.500077795,0.500249538,0.50039063,0.500485887,0.500468786,0.50040216,0.500289132,0.500130745,0.499933643,0.499694336,0.499417286,0.499097967,0.498739887,0.498381807,South Asia,Rice +27,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,SugarCrop +27,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat +27,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,7,1,0.977162324,0.97716228,0.977162521,0.97537418,0.974496912,0.973726521,0.97296171,0.972524506,0.972073361,0.971613037,0.971156889,0.970982534,0.970739119,0.970425363,0.970083798,0.969726843,0.969329568,0.968915976,0.968486367,0.968035179,0.967583991,South Asia,Corn +27,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,7,3,0.980463882,0.980468298,0.980465158,0.982326559,0.983790887,0.985012232,0.986046155,0.986566092,0.987047203,0.987491279,0.987898822,0.987936955,0.987962149,0.987975604,0.987979918,0.987975256,0.987961488,0.987940202,0.987911724,0.987878025,0.987844326,South Asia,FiberCrop +27,7,4,0.839722423,0.83972252,0.839722475,0.835818367,0.832483718,0.82963412,0.827169775,0.823586728,0.820381421,0.817512424,0.814927208,0.814892281,0.814850955,0.814806002,0.814754805,0.814702705,0.814647754,0.814591544,0.814533823,0.814473162,0.814412501,South Asia,MiscCrop +27,7,5,0.609872638,0.609869919,0.609876543,0.597772581,0.592065958,0.586865158,0.581897965,0.574385284,0.567471138,0.561029832,0.555105276,0.552772161,0.549973961,0.546724927,0.543388676,0.54021064,0.537114473,0.534111785,0.531045623,0.528069191,0.525092759,South Asia,OilCrop +27,7,6,0.445268154,0.445268229,0.445267749,0.427151133,0.41153479,0.395078018,0.377364926,0.371147353,0.363321955,0.354635725,0.344852896,0.347140465,0.347449301,0.346407307,0.343573406,0.339933162,0.334850852,0.328949716,0.322090427,0.314899489,0.307708551,South Asia,OtherGrain +27,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,7,9,0.422477745,0.422486223,0.422486673,0.43271718,0.442470673,0.451838773,0.460918242,0.475201848,0.488554095,0.501166839,0.513129308,0.513129279,0.513129268,0.513129314,0.513129412,0.51312944,0.513129562,0.513129648,0.513129487,0.513129116,0.513128745,South Asia,SugarCrop +27,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat +27,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,7,12,0.963527257,0.963554061,0.963548831,0.963548809,0.963548815,0.963548851,0.963548822,0.963548874,0.963548825,0.963548863,0.963548868,0.963548768,0.96354877,0.963548786,0.963548888,0.963548802,0.96354888,0.96354882,0.963548817,0.96354884,0.963548863,South Asia,FodderGrass +27,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,8,1,0.9785635,0.978563497,0.978563505,0.976982356,0.976200712,0.975515751,0.974840623,0.974446119,0.974042742,0.97363352,0.973230234,0.973082947,0.972877588,0.972613776,0.972327216,0.972028647,0.971697533,0.971354301,0.970998818,0.970626933,0.970255048,South Asia,Corn +27,8,2,0,0,0,0,0.650441241,0.655410587,0.659678102,0.647269441,0.645652282,0.643509703,0.641729488,0.642940166,0.643863615,0.645147662,0.646637089,0.64785108,0.648790527,0.649587884,0.650163995,0.650537115,0.650910235,South Asia,biomass +27,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,8,4,0.955082082,0.95508189,0.955082037,0.953858015,0.952829824,0.951955372,0.95118331,0.950163128,0.949265835,0.948457578,0.947721142,0.947712954,0.947703147,0.947692606,0.947680547,0.947668909,0.947656097,0.947643052,0.947629633,0.947615836,0.947602039,South Asia,MiscCrop +27,8,5,0.513614632,0.513616383,0.513614729,0.498576516,0.490942738,0.484212311,0.477861936,0.468661987,0.460441339,0.453072552,0.446271138,0.44383762,0.440940076,0.437604567,0.434209825,0.431003812,0.4279131,0.424948542,0.421947453,0.419056828,0.416166203,South Asia,OilCrop +27,8,6,0.4446394,0.444639616,0.444639087,0.430882342,0.419149434,0.407076612,0.394518842,0.389955057,0.384662891,0.378994812,0.372773168,0.374128409,0.374311748,0.373691872,0.372015512,0.369874384,0.366909074,0.363501189,0.359587106,0.35553608,0.351485054,South Asia,OtherGrain +27,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,8,9,0.890837833,0.890845771,0.890844392,0.894843158,0.898514501,0.901918346,0.905108681,0.909922853,0.914211511,0.91808719,0.921615146,0.921615259,0.921615123,0.921615243,0.921615328,0.921615256,0.921615206,0.921615333,0.921615299,0.921615176,0.921615053,South Asia,SugarCrop +27,8,10,0.769988962,0.769988791,0.769988933,0.769841393,0.769670705,0.769402806,0.769188626,0.769261033,0.769247498,0.769227909,0.76919884,0.769172728,0.7691252,0.769059708,0.768979785,0.76889684,0.768804203,0.768706941,0.768602091,0.768495722,0.768389353,South Asia,Wheat +27,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,8,12,0.992488729,0.992486386,0.992486699,0.992486693,0.992486695,0.992486694,0.992486702,0.992486693,0.992486713,0.992486674,0.992486739,0.992486697,0.992486703,0.992486665,0.992486742,0.992486693,0.992486681,0.992486701,0.992486706,0.992486724,0.992486742,South Asia,FodderGrass +27,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,9,1,0.978687594,0.978689847,0.978687678,0.978008297,0.977582431,0.977208661,0.976865958,0.976597185,0.976346952,0.976109478,0.975887877,0.975854308,0.975807904,0.975749175,0.975686476,0.975622195,0.97555214,0.975480893,0.975408648,0.975334588,0.975260528,South Asia,Corn +27,9,2,0,0,0,0,0.756191751,0.763004601,0.769230384,0.780726107,0.788822511,0.796283658,0.803241528,0.803366273,0.803342948,0.803145335,0.80301921,0.802924031,0.802792257,0.802706955,0.802679,0.802648896,0.802618792,South Asia,biomass +27,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,9,4,0.905711041,0.905712248,0.905711354,0.903587349,0.90179504,0.900278313,0.898972557,0.896905358,0.895080798,0.893472576,0.892006752,0.891996491,0.891984218,0.891970657,0.891955495,0.891940248,0.891924114,0.891907711,0.891890805,0.891873013,0.891855221,South Asia,MiscCrop +27,9,5,0.313923601,0.313923888,0.313924073,0.308224273,0.304718312,0.30166916,0.298810899,0.292935955,0.287899565,0.283439033,0.279549118,0.278995476,0.27834176,0.277597058,0.276847747,0.276147373,0.275478653,0.274843382,0.274206411,0.273598046,0.272989681,South Asia,OilCrop +27,9,6,0.461522804,0.461526474,0.461527381,0.446812939,0.434203879,0.421284708,0.407788215,0.405705932,0.402381668,0.398412313,0.393597406,0.395082637,0.395284883,0.394608081,0.392773401,0.390428185,0.387174829,0.383429942,0.379120959,0.374652396,0.370183833,South Asia,OtherGrain +27,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,9,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop +27,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat +27,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,10,1,0.429929669,0.429929499,0.429929899,0.419722908,0.411034058,0.403533615,0.397000658,0.389406915,0.382973957,0.377486133,0.372730365,0.372729894,0.372729288,0.372728943,0.372728446,0.372727609,0.372726894,0.372726274,0.372725736,0.372724659,0.372723582,South Asia,Corn +27,10,2,0,0,0,0,0.219757459,0.218142333,0.216503624,0.213309285,0.216858602,0.218242671,0.218777706,0.220403556,0.221224864,0.221134582,0.22104765,0.221001716,0.220844208,0.220742289,0.220705338,0.2206667,0.220628062,South Asia,biomass +27,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,10,4,0.049459503,0.049459452,0.049459471,0.050359123,0.051190107,0.051948732,0.052653151,0.053433236,0.054157647,0.054801722,0.055407577,0.055405335,0.055402856,0.055400115,0.055396926,0.055393728,0.055390275,0.055386943,0.055383488,0.055379643,0.055375798,South Asia,MiscCrop +27,10,5,0.07833679,0.078336809,0.078337054,0.077127464,0.075981651,0.074911291,0.073914676,0.07157489,0.069741272,0.068273975,0.067075133,0.067070631,0.067065392,0.067059854,0.067054197,0.06704887,0.067043752,0.067038982,0.067034066,0.067029772,0.067025478,South Asia,OilCrop +27,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,10,7,0.412475599,0.412475385,0.412475792,0.394486587,0.380441137,0.369143654,0.359834247,0.354545423,0.349872598,0.345703408,0.342034328,0.342032498,0.342017132,0.341993544,0.341957034,0.341911365,0.341853143,0.341786875,0.341709364,0.341622697,0.34153603,South Asia,Rice +27,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,10,9,0.822399832,0.822400733,0.822399163,0.819873618,0.817575325,0.815512139,0.813559501,0.812194774,0.810884612,0.809632407,0.808438866,0.808432254,0.808422572,0.808409923,0.808396406,0.808381871,0.80836551,0.808348413,0.808330372,0.808310891,0.80829141,South Asia,SugarCrop +27,10,10,0.919563806,0.919563813,0.919563799,0.920739723,0.921783,0.922630317,0.923315089,0.919115047,0.91532184,0.911877144,0.908718089,0.908685254,0.90861767,0.90851966,0.908398792,0.908271485,0.908125145,0.90796834,0.907797076,0.907622197,0.907447318,South Asia,Wheat +27,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,11,1,0.483104918,0.483105036,0.483105025,0.472470649,0.463456094,0.455632274,0.448784509,0.440608462,0.433719877,0.427798404,0.422629102,0.422628921,0.42262906,0.422628745,0.42262771,0.422627161,0.42262768,0.422625682,0.422626759,0.422624968,0.422623177,South Asia,Corn +27,11,2,0,0,0,0,0.224826723,0.223150802,0.22146215,0.218783485,0.221782511,0.22317599,0.223703351,0.225329127,0.226144804,0.22604507,0.225948477,0.225894208,0.225729885,0.225623333,0.225583793,0.225541863,0.225499933,South Asia,biomass +27,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,11,4,0.052114031,0.052113965,0.052113949,0.053102621,0.054020377,0.054863289,0.055627448,0.056402696,0.05714129,0.057794775,0.05838374,0.0583813,0.058378409,0.058375229,0.058371677,0.058368088,0.05836427,0.058360357,0.058356286,0.058352067,0.058347848,South Asia,MiscCrop +27,11,5,0.064700857,0.064700982,0.064701139,0.064053094,0.063449246,0.062876992,0.062334946,0.06024131,0.058609048,0.057292671,0.056229561,0.05622627,0.056222023,0.056217446,0.056212722,0.05620828,0.056204184,0.056200443,0.056196569,0.056192897,0.056189225,South Asia,OilCrop +27,11,6,0.001937024,0.001937131,0.001937062,0.001737199,0.001576725,0.001444571,0.001334286,0.001255547,0.00118601,0.001124197,0.00106928,0.001069314,0.001069322,0.001069304,0.001069271,0.001069228,0.00106918,0.001069113,0.001069037,0.001068965,0.001068893,South Asia,OtherGrain +27,11,7,0.541033323,0.541033345,0.541033734,0.522427503,0.507647875,0.495599026,0.485561607,0.479814214,0.474708327,0.470134166,0.466090681,0.466089576,0.46607504,0.466050192,0.466015043,0.465968767,0.465913669,0.465846858,0.465771194,0.465686388,0.465601582,South Asia,Rice +27,11,8,0.011806091,0.011805627,0.011805746,0.011370799,0.010970348,0.010597542,0.010250434,0.009738272,0.009275189,0.008856599,0.008478527,0.008478483,0.008478352,0.008478183,0.00847799,0.008477748,0.008477461,0.008477189,0.008476867,0.008476547,0.008476227,South Asia,Root_Tuber +27,11,9,0.784533318,0.784533677,0.784534161,0.781595629,0.778933973,0.776545112,0.77428482,0.772706766,0.771191874,0.769743507,0.768363249,0.768354437,0.76834176,0.768325345,0.768306722,0.768288235,0.768266401,0.768244386,0.76822066,0.76819462,0.76816858,South Asia,SugarCrop +27,11,10,0.909204088,0.909204076,0.909204086,0.907846288,0.906661522,0.905501398,0.904364108,0.903785817,0.903226057,0.902692464,0.902178166,0.902144078,0.902073777,0.901971708,0.901845589,0.901712732,0.901560078,0.901396061,0.901217267,0.90103451,0.900851753,South Asia,Wheat +27,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,12,1,0.150335314,0.15033522,0.150335332,0.144972126,0.140541881,0.136779518,0.133548338,0.129763522,0.12663456,0.123987844,0.121709216,0.121708702,0.121708972,0.121708913,0.121708311,0.121708393,0.121708389,0.121708309,0.121708151,0.121707924,0.121707697,South Asia,Corn +27,12,2,0,0,0,0,0.123936707,0.122829517,0.121739113,0.120137439,0.121964362,0.122665997,0.122965496,0.123925182,0.124398291,0.124320283,0.12424352,0.124197846,0.124087911,0.124016007,0.123986566,0.123956321,0.123926076,South Asia,biomass +27,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,12,4,0.051125149,0.051125118,0.051125049,0.05207362,0.052973478,0.053777872,0.054526637,0.055286585,0.055987767,0.056604952,0.057181268,0.05717842,0.057174649,0.057170622,0.057166146,0.057161533,0.057156301,0.057151143,0.057145926,0.057140198,0.05713447,South Asia,MiscCrop +27,12,5,0.068621233,0.068622028,0.068621541,0.067969918,0.067360769,0.066784108,0.06623904,0.063922397,0.06212342,0.060685682,0.059540466,0.05953778,0.05953452,0.059530685,0.059526678,0.059523167,0.059519668,0.059516191,0.059512947,0.059509864,0.059506781,South Asia,OilCrop +27,12,6,0.007509979,0.00751005,0.007510243,0.006734333,0.006113048,0.00560098,0.005173352,0.004865192,0.004592994,0.004352767,0.004137486,0.004137529,0.004137535,0.004137514,0.004137462,0.004137381,0.004137289,0.004137179,0.004137052,0.004136912,0.004136772,South Asia,OtherGrain +27,12,7,0.237530573,0.23752988,0.237530203,0.224262756,0.214139111,0.206144755,0.199654817,0.196005763,0.192803761,0.18996906,0.187488815,0.187487886,0.187480809,0.187468962,0.187450603,0.187427142,0.18739886,0.187365555,0.187327298,0.187284332,0.187241366,South Asia,Rice +27,12,8,0.005399114,0.005397569,0.005398051,0.005194829,0.005005316,0.004830916,0.004668412,0.004431428,0.004218592,0.004026253,0.003852295,0.003852107,0.003851553,0.003850935,0.003849963,0.003849068,0.003847961,0.003846859,0.003845654,0.003844229,0.003842804,South Asia,Root_Tuber +27,12,9,0.700634343,0.700635724,0.700636076,0.697047621,0.693780726,0.690858748,0.688105025,0.686188953,0.684353104,0.682602963,0.680940201,0.680931063,0.680919405,0.680906789,0.68088996,0.680873055,0.680853951,0.680834159,0.680813374,0.680790308,0.680767242,South Asia,SugarCrop +27,12,10,0.954416624,0.954416445,0.954416325,0.953720181,0.953111765,0.95251445,0.951926349,0.951623041,0.951329415,0.9510494,0.95077924,0.9507615,0.950725221,0.950671897,0.950606157,0.950536326,0.950455327,0.950368393,0.950272362,0.950174048,0.950075734,South Asia,Wheat +27,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,13,1,0.900764856,0.90076467,0.900764678,0.893048334,0.888572381,0.884679525,0.880936546,0.876044945,0.871516139,0.867305255,0.863343086,0.862761455,0.861951596,0.86091337,0.859790329,0.858624558,0.857336124,0.856005242,0.854634243,0.853207275,0.851780307,South Asia,Corn +27,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,13,4,0.51120013,0.511181192,0.511187491,0.520891355,0.529497677,0.53711757,0.543965289,0.547871933,0.55133113,0.554567552,0.557364083,0.557303092,0.557230753,0.557151267,0.557061965,0.556972078,0.556876182,0.556778762,0.556678368,0.556572059,0.55646575,South Asia,MiscCrop +27,13,5,0.003398058,0.003179191,0.003396547,0.003342437,0.003292071,0.003245239,0.003201855,0.003151677,0.003111496,0.003078316,0.003050707,0.003050704,0.003050713,0.0030507,0.0030507,0.003050687,0.003050709,0.003050696,0.003050682,0.0030507,0.003050718,South Asia,OilCrop +27,13,6,0.440787181,0.44078697,0.440786797,0.426773144,0.414688858,0.403349192,0.392489647,0.390966335,0.389045272,0.38697657,0.38458327,0.385169249,0.385251821,0.384987244,0.384268652,0.383351636,0.382085156,0.380635712,0.378978477,0.377274458,0.375570439,South Asia,OtherGrain +27,13,7,0.953433339,0.953434025,0.953431973,0.948614403,0.94413238,0.940000116,0.936089273,0.933883683,0.931724368,0.929620576,0.927518311,0.927479354,0.927315441,0.927047246,0.926659596,0.926173573,0.925577096,0.92487825,0.924059969,0.923119199,0.922178429,South Asia,Rice +27,13,8,0.314032647,0.314031487,0.314031766,0.316274163,0.318337528,0.320219794,0.322014491,0.318997312,0.316274008,0.313748569,0.311512097,0.311511858,0.311511283,0.31151144,0.311510258,0.311509852,0.311509318,0.311508801,0.311508224,0.311507619,0.311507014,South Asia,Root_Tuber +27,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop +27,13,10,0.696411292,0.696410482,0.696411415,0.696366229,0.696306344,0.696232622,0.696142876,0.696182393,0.696125159,0.696065601,0.695998184,0.695981529,0.695951643,0.695908768,0.695857323,0.695804304,0.69574357,0.695680367,0.6956124,0.695542507,0.695472614,South Asia,Wheat +27,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,13,12,0.97656249,0.976020732,0.976232912,0.976232903,0.976232924,0.976232893,0.976232918,0.976232903,0.976232891,0.976232956,0.976232915,0.976232899,0.976232878,0.97623292,0.976232879,0.97623295,0.976232916,0.976232901,0.976232927,0.976232937,0.976232947,South Asia,FodderGrass +27,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,14,1,0.408826889,0.408826777,0.408826974,0.389891563,0.379203599,0.370239634,0.362077628,0.351250068,0.341689839,0.333261072,0.325725866,0.324833047,0.323595724,0.32202116,0.320335146,0.318602928,0.316708848,0.314774796,0.312808198,0.310790801,0.308773404,South Asia,Corn +27,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,14,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,14,4,0.204147697,0.204147662,0.204145647,0.210401744,0.216133528,0.221307042,0.226036461,0.228812886,0.23129811,0.233567055,0.235690584,0.235653538,0.235610021,0.235561889,0.235508585,0.23545412,0.235396764,0.235339194,0.235279337,0.235215143,0.235150949,South Asia,MiscCrop +27,14,5,0.009891987,0.009890415,0.00988907,0.00981254,0.009736618,0.009665444,0.009598904,0.009182087,0.008864438,0.008611798,0.008412334,0.008412354,0.008412326,0.008412306,0.0084123,0.008412304,0.008412295,0.008412284,0.008412292,0.008412286,0.00841228,South Asia,OilCrop +27,14,6,0.248373585,0.248372368,0.248373527,0.233110021,0.220607679,0.209665075,0.200000927,0.199005396,0.197819503,0.196571683,0.195226311,0.195519858,0.195565178,0.195439954,0.195092371,0.194647855,0.194033073,0.19333128,0.192533607,0.191717166,0.190900725,South Asia,OtherGrain +27,14,7,0.715145319,0.715144959,0.715145666,0.695382789,0.678550956,0.663995004,0.651005143,0.643797108,0.637060431,0.630809528,0.624785224,0.624729023,0.624409346,0.623869861,0.623081319,0.622093737,0.620878524,0.619461107,0.617820031,0.615961257,0.614102483,South Asia,Rice +27,14,8,0.447485235,0.447485079,0.447484735,0.450054795,0.452413765,0.454561028,0.456602919,0.453167706,0.450056313,0.447161228,0.444589836,0.444589908,0.444589351,0.44458928,0.444588948,0.444588441,0.444587843,0.444587462,0.444586835,0.44458612,0.444585405,South Asia,Root_Tuber +27,14,9,0.680309604,0.680301645,0.680332334,0.676187723,0.672618375,0.669395702,0.666332913,0.664178178,0.662091138,0.660082405,0.658149627,0.658114795,0.658062973,0.657998404,0.657924884,0.657846355,0.657759623,0.65766995,0.657574973,0.657467527,0.657360081,South Asia,SugarCrop +27,14,10,0.996894111,0.996894121,0.996894202,0.996783216,0.996680876,0.996585367,0.996497432,0.996680798,0.996829002,0.996951136,0.997053446,0.997053241,0.997052842,0.997052288,0.997051631,0.997050951,0.997050161,0.99704936,0.997048498,0.997047598,0.997046698,South Asia,Wheat +27,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,14,12,0.968150344,0.968220616,0.968215746,0.968215784,0.968215787,0.968215716,0.968215693,0.968215704,0.968215738,0.968215798,0.968215721,0.968215811,0.968215817,0.968215748,0.968215653,0.968215629,0.968215842,0.968215682,0.968215656,0.968215596,0.968215536,South Asia,FodderGrass +27,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,15,1,0.06501323,0.065012495,0.065012518,0.062465958,0.060377779,0.058614291,0.057106849,0.055349025,0.053903474,0.05268467,0.051638581,0.051638502,0.051638035,0.051637536,0.051637167,0.051636513,0.051636139,0.051635451,0.051634813,0.051634307,0.051633801,South Asia,Corn +27,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,15,4,0.013835235,0.013835369,0.013834623,0.014107993,0.014362177,0.014595956,0.014814531,0.015049371,0.015268326,0.015464111,0.015642341,0.015641736,0.015641026,0.015640247,0.015639372,0.015638514,0.015637562,0.015636613,0.015635671,0.015634628,0.015633585,South Asia,MiscCrop +27,15,5,0.016930447,0.016935934,0.016934146,0.016732245,0.016539858,0.016356624,0.016189258,0.015732589,0.015371686,0.01508189,0.014847341,0.014847319,0.014847318,0.014847305,0.014847289,0.014847254,0.014847243,0.014847244,0.014847236,0.01484724,0.014847244,South Asia,OilCrop +27,15,6,0.000572259,0.000572386,0.000573031,0.000513506,0.000465897,0.0004267,0.000393996,0.000370435,0.000349637,0.000331293,0.000314858,0.000314858,0.000314859,0.000314859,0.00031486,0.00031486,0.000314859,0.000314859,0.00031486,0.000314858,0.000314856,South Asia,OtherGrain +27,15,7,0.195162908,0.195162612,0.195162645,0.183686093,0.174972311,0.168115405,0.162561824,0.159446505,0.156714772,0.154296189,0.152177728,0.152176905,0.15216675,0.152149275,0.152123415,0.152090798,0.152050505,0.152003402,0.151949414,0.151888831,0.151828248,South Asia,Rice +27,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,15,9,0.664757505,0.664799433,0.664811759,0.660774059,0.657211275,0.654011128,0.650982054,0.648864056,0.646824644,0.644869419,0.642999445,0.642977964,0.642944143,0.642902849,0.642854021,0.642805612,0.642749875,0.642692451,0.642631115,0.642560971,0.642490827,South Asia,SugarCrop +27,15,10,0.973213144,0.973213054,0.973211874,0.972787501,0.972417348,0.972055168,0.971700441,0.971518381,0.971342348,0.971174617,0.971013335,0.971002929,0.970981669,0.970950619,0.970912336,0.970872143,0.970825821,0.97077618,0.970721937,0.970666708,0.970611479,South Asia,Wheat +27,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,16,1,0.007241126,0.007240768,0.007240459,0.006937781,0.006691875,0.006485026,0.006308649,0.006104211,0.005936462,0.005795378,0.005674482,0.005674303,0.005674021,0.005673708,0.005673362,0.005672991,0.005672579,0.005672189,0.005671782,0.005671388,0.005670994,South Asia,Corn +27,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,16,4,0.003838268,0.003839458,0.003839776,0.003921504,0.003998072,0.004069096,0.004134242,0.004224144,0.004308557,0.004385229,0.004457459,0.004457287,0.004457076,0.004456825,0.00445656,0.004456296,0.004456016,0.004455718,0.004455415,0.004455117,0.004454819,South Asia,MiscCrop +27,16,5,0.006025173,0.006021052,0.006019701,0.005972944,0.005926541,0.00588305,0.005842405,0.005587788,0.005393809,0.005239557,0.005117772,0.005117784,0.005117781,0.005117774,0.005117768,0.005117791,0.005117786,0.005117762,0.005117783,0.005117765,0.005117747,South Asia,OilCrop +27,16,6,0.052706235,0.052706514,0.052706154,0.047917394,0.043977223,0.040680229,0.037869741,0.036204027,0.034694778,0.033301833,0.032029667,0.032031101,0.03203137,0.032030772,0.032029021,0.032026905,0.032023961,0.032020486,0.032016673,0.032012692,0.032008711,South Asia,OtherGrain +27,16,7,0.708556955,0.708556827,0.70855786,0.692862711,0.680059733,0.669388495,0.660312655,0.65505331,0.650315666,0.646012136,0.642140386,0.642132583,0.642080031,0.64198966,0.641857073,0.641690375,0.641486008,0.641247511,0.640973324,0.640664998,0.640356672,South Asia,Rice +27,16,8,0.114805372,0.114806303,0.114803425,0.110815604,0.107109019,0.103631634,0.100408294,0.095705103,0.091441562,0.087554947,0.084012804,0.084009411,0.084000031,0.083988429,0.083971352,0.083954892,0.08393511,0.08391566,0.083893722,0.083869079,0.083844436,South Asia,Root_Tuber +27,16,9,0.692259278,0.692213362,0.692251457,0.68707092,0.683084721,0.679401762,0.675840563,0.673279202,0.670738004,0.66824492,0.66579585,0.66569144,0.665539669,0.66534394,0.665125099,0.664893802,0.664636532,0.664369676,0.664087724,0.663768909,0.663450094,South Asia,SugarCrop +27,16,10,0.743956865,0.743957852,0.743958522,0.741017886,0.738483039,0.736036508,0.733673667,0.732427068,0.731233015,0.730104372,0.729029108,0.728966282,0.728841225,0.728657803,0.728431986,0.728195154,0.727923174,0.72763328,0.727316157,0.726992743,0.726669329,South Asia,Wheat +27,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +28,10,1,0.403817354,0.403817186,0.403817696,0.405287719,0.406654587,0.408021273,0.409285736,0.408757455,0.408228909,0.407700787,0.407278626,0.407278709,0.407278815,0.407278465,0.407278697,0.407277957,0.407278447,0.407278683,0.407278493,0.407278662,0.407278831,South Korea,Corn +28,10,2,0,0,0,0,0.217203869,0.218317313,0.21936025,0.219585249,0.217573226,0.216756949,0.216238598,0.217202351,0.218542153,0.219887186,0.221163365,0.222294654,0.222822918,0.223049186,0.223275991,0.223428863,0.223581735,South Korea,biomass +28,10,3,0.192443599,0.192241378,0.193103446,0.193103615,0.193104051,0.193103906,0.193103787,0.193103785,0.193103751,0.193103248,0.193103096,0.193103311,0.193103476,0.193102759,0.193103536,0.193103982,0.193103722,0.19310305,0.193103933,0.193103098,0.193102263,South Korea,FiberCrop +28,10,4,0.326381034,0.326379783,0.326380578,0.326283108,0.326089645,0.325896381,0.325798104,0.326564939,0.3272358,0.327907556,0.328676169,0.328675404,0.328673604,0.328672786,0.328671153,0.328669743,0.328668256,0.328666399,0.328665142,0.328663324,0.328661506,South Korea,MiscCrop +28,10,5,0.290279166,0.290278483,0.290279278,0.290334192,0.290413273,0.290402646,0.290483031,0.290384571,0.290376023,0.290367929,0.290269772,0.290262329,0.290254301,0.290244724,0.290236175,0.290226753,0.290219131,0.290211603,0.290203837,0.290196846,0.290189855,South Korea,OilCrop +28,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain +28,10,7,0.704700248,0.704699926,0.704699556,0.704336313,0.703962378,0.703585469,0.703203546,0.702827686,0.702449408,0.702068042,0.70168149,0.701680666,0.701675229,0.701664571,0.701650957,0.701633087,0.70161208,0.7015887,0.701559927,0.701528705,0.701497483,South Korea,Rice +28,10,8,0.786550872,0.786551603,0.78655127,0.790015704,0.793156833,0.795982598,0.798502555,0.795813971,0.79317046,0.790502007,0.787734298,0.78773375,0.787733664,0.787732632,0.787732078,0.787730586,0.787729945,0.787728583,0.787727686,0.787726645,0.787725604,South Korea,Root_Tuber +28,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop +28,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat +28,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb +28,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass +28,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit +28,11,1,0.13558632,0.135585805,0.135586178,0.136302932,0.136971282,0.137642329,0.138264268,0.138004148,0.137744213,0.137484829,0.137277623,0.137277576,0.137277589,0.13727767,0.137277581,0.137277472,0.137277641,0.13727759,0.137277536,0.137277453,0.13727737,South Korea,Corn +28,11,2,0,0,0,0,0.195944889,0.197046031,0.19801328,0.19849954,0.198986529,0.198430798,0.198221878,0.199126125,0.200382919,0.200592264,0.200802316,0.201012425,0.20164456,0.202489639,0.203196238,0.203762721,0.204329204,South Korea,biomass +28,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FiberCrop +28,11,4,0.24369326,0.243692567,0.243692372,0.243771588,0.243849969,0.243848336,0.243925745,0.244489394,0.245053001,0.245616928,0.246182309,0.246181978,0.246181104,0.246179871,0.246177824,0.246176784,0.246175022,0.246174289,0.246171946,0.246171675,0.246171404,South Korea,MiscCrop +28,11,5,0.259105923,0.259106447,0.259106164,0.259137433,0.25920388,0.259188636,0.259256871,0.259160303,0.25906319,0.259050054,0.258952008,0.258940719,0.258927888,0.258912814,0.258898664,0.258884454,0.258870385,0.258858782,0.258845785,0.258833917,0.258822049,South Korea,OilCrop +28,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain +28,11,7,0.703284377,0.703284664,0.703284662,0.702920194,0.702543369,0.702161333,0.70177467,0.701395412,0.701012517,0.700626815,0.700234765,0.700232992,0.70022563,0.700212817,0.700195393,0.700175647,0.700147833,0.700118783,0.700082938,0.700044108,0.700005278,South Korea,Rice +28,11,8,0.69699494,0.696995821,0.696995337,0.692511718,0.68863566,0.685101664,0.682104859,0.686371647,0.690700806,0.695181784,0.699812151,0.699811198,0.699810974,0.699811066,0.699809683,0.69980745,0.699806766,0.699805861,0.6998043,0.699801955,0.69979961,South Korea,Root_Tuber +28,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop +28,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat +28,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb +28,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass +28,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit +29,4,1,4.63E-05,4.63E-05,4.63E-05,4.51E-05,4.41E-05,4.31E-05,4.22E-05,4.19E-05,4.15E-05,4.12E-05,4.10E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.08E-05,4.08E-05,4.08E-05,0.0000408,Southeast Asia,Corn +29,4,2,0,0,0,0,0.147325983,0.144907726,0.142532129,0.141261635,0.139456662,0.138417557,0.13922134,0.138506404,0.138243811,0.137898619,0.137607455,0.137609059,0.137748255,0.137877227,0.138000362,0.13801917,0.138037978,Southeast Asia,biomass +29,4,3,0.196251024,0.196251263,0.196252108,0.192518266,0.189099235,0.185988248,0.183045561,0.180729091,0.178750716,0.176977633,0.17540532,0.175407092,0.175408634,0.175409212,0.17540907,0.175409062,0.175408327,0.175407066,0.175405029,0.17540343,0.175401831,Southeast Asia,FiberCrop +29,4,4,0.117499614,0.117499502,0.117499462,0.117768626,0.117984647,0.118153149,0.118319617,0.118699667,0.119028997,0.119312287,0.119591834,0.119565297,0.119533174,0.119498832,0.119459724,0.119421287,0.119379824,0.11933883,0.119295689,0.119250512,0.119205335,Southeast Asia,MiscCrop +29,4,5,0.031984324,0.031984358,0.031984288,0.03106581,0.030198438,0.029379287,0.028605772,0.027513208,0.026506061,0.025577878,0.024712806,0.024712739,0.024712736,0.02471279,0.024712802,0.024712743,0.02471281,0.024712793,0.024712754,0.024712749,0.024712744,Southeast Asia,OilCrop +29,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,4,7,0.36276898,0.362769173,0.362769019,0.363117744,0.363459005,0.363678998,0.363873615,0.361194071,0.358607062,0.356110633,0.353797395,0.353796397,0.353767894,0.353715771,0.353638036,0.353539434,0.353416334,0.353271853,0.353105616,0.352918414,0.352731212,Southeast Asia,Rice +29,4,8,0.000544307,0.000544297,0.000544302,0.000501513,0.000465274,0.000434262,0.000407414,0.000414434,0.000421764,0.000429408,0.000437385,0.000437384,0.000437384,0.000437387,0.000437385,0.000437384,0.000437388,0.000437387,0.000437384,0.000437387,0.00043739,Southeast Asia,Root_Tuber +29,4,9,0.670286026,0.670286194,0.670285919,0.667757818,0.665684669,0.663793486,0.662179925,0.661442057,0.660698962,0.660049198,0.65939469,0.659386577,0.659373741,0.659356622,0.659338671,0.65931979,0.659297831,0.659276093,0.659252445,0.659224893,0.659197341,Southeast Asia,SugarCrop +29,4,10,0.598623779,0.598623401,0.598624509,0.599231333,0.599631444,0.599846943,0.599762999,0.601312681,0.602411624,0.6032842,0.603917259,0.603833367,0.603665728,0.603423866,0.603128252,0.602817205,0.602463148,0.602081019,0.601666388,0.601244766,0.600823144,Southeast Asia,Wheat +29,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,4,13,0.000283385,0.000283376,0.000283389,0.000272972,0.000263392,0.000254481,0.000246193,0.000235198,0.000225181,0.000216058,0.000207664,0.000206759,0.000205856,0.000204958,0.000204064,0.000203174,0.000202288,0.000201405,0.000200527,0.000199652,0.000198777,Southeast Asia,PalmFruit +29,5,1,0.057745757,0.057745755,0.057745686,0.057265192,0.056817316,0.056396421,0.056001277,0.055908656,0.055815833,0.055745828,0.055676123,0.05567544,0.055673795,0.055672638,0.055670862,0.055669234,0.055667785,0.055665867,0.055664073,0.055662403,0.055660733,Southeast Asia,Corn +29,5,2,0,0,0,0,0.149391199,0.147766459,0.146183804,0.146589994,0.148072461,0.150709864,0.151489045,0.151518792,0.151486349,0.151324232,0.150883113,0.150427722,0.150012584,0.149645265,0.14932908,0.149068067,0.148807054,Southeast Asia,biomass +29,5,3,0.33556144,0.335561235,0.335561706,0.330265697,0.325481684,0.321111374,0.317053222,0.316208394,0.315458771,0.314801486,0.314241285,0.314242519,0.314244534,0.314243949,0.314244277,0.314244587,0.314243249,0.314241561,0.314241192,0.314237643,0.314234094,Southeast Asia,FiberCrop +29,5,4,0.153154302,0.153154529,0.15315439,0.154773625,0.156233835,0.157589644,0.158838114,0.15801627,0.157252877,0.15654917,0.155903303,0.155893659,0.155882446,0.155869986,0.155856061,0.155841985,0.155826935,0.155811597,0.155795761,0.155778885,0.155762009,Southeast Asia,MiscCrop +29,5,5,0.003327164,0.003327166,0.00332717,0.003195526,0.003074393,0.002962972,0.002859271,0.002690998,0.002542422,0.002410333,0.002292002,0.002292006,0.002292008,0.002292007,0.002292008,0.002292002,0.002292008,0.002292002,0.002292004,0.002292005,0.002292006,Southeast Asia,OilCrop +29,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,5,7,0.409790476,0.409790449,0.409790437,0.415129569,0.420159191,0.424872728,0.429262831,0.430602098,0.431823647,0.432927541,0.433907731,0.43390616,0.433883919,0.433845205,0.433787697,0.433714881,0.433624313,0.433518721,0.433396784,0.433259305,0.433121826,Southeast Asia,Rice +29,5,8,0.018480707,0.018480685,0.018480689,0.01764961,0.016912482,0.016260843,0.015673745,0.015897867,0.016125166,0.016362807,0.016603709,0.016603803,0.016603696,0.016603593,0.016603583,0.016603583,0.016603489,0.016603518,0.016603343,0.016603327,0.016603311,Southeast Asia,Root_Tuber +29,5,9,0.551195768,0.551195662,0.551195396,0.552378393,0.553511295,0.554429011,0.555344257,0.555628468,0.55590821,0.556186413,0.556463352,0.556457608,0.556447944,0.556437598,0.556426118,0.556412081,0.556397495,0.556382161,0.556365783,0.55634858,0.556331377,Southeast Asia,SugarCrop +29,5,10,0.783393115,0.783392468,0.783393927,0.784173523,0.784807862,0.785257671,0.785517851,0.786813611,0.787800388,0.788632116,0.789301691,0.78926177,0.789182238,0.789066942,0.78892573,0.788777901,0.788607657,0.788426716,0.788229019,0.788028637,0.787828255,Southeast Asia,Wheat +29,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,5,13,0.000157763,0.000157757,0.000157763,0.000153022,0.000148617,0.000144464,0.00014055,0.000136148,0.000132056,0.000128199,0.000124562,0.000124019,0.000123478,0.000122939,0.000122403,0.000121869,0.000121337,0.000120808,0.000120281,0.000119756,0.000119231,Southeast Asia,PalmFruit +29,6,1,0.019922306,0.019922382,0.01992232,0.019395359,0.018914184,0.018483974,0.018094027,0.017713226,0.01736965,0.017061525,0.016787255,0.016787227,0.016787162,0.016787153,0.016787075,0.016787014,0.016786951,0.016786891,0.016786821,0.016786767,0.016786713,Southeast Asia,Corn +29,6,2,0,0,0,0,0.084635611,0.0847604,0.084843181,0.083209617,0.084440806,0.085062504,0.085287711,0.085115457,0.085149906,0.085249521,0.085315795,0.085373972,0.085083168,0.084788741,0.084627968,0.084467018,0.084306068,Southeast Asia,biomass +29,6,3,0.106105865,0.10610588,0.106105802,0.107593704,0.108932617,0.110201291,0.111354952,0.11157051,0.111743393,0.111916151,0.112132857,0.112133197,0.112133151,0.11213303,0.112133112,0.112132929,0.112133551,0.112133435,0.112132722,0.112132329,0.112131936,Southeast Asia,FiberCrop +29,6,4,0.083806206,0.083806199,0.083806332,0.085306754,0.086727376,0.088064473,0.089278339,0.088602723,0.087964506,0.087364775,0.086801992,0.086795511,0.086788261,0.086779884,0.08677083,0.086761573,0.086750958,0.086740475,0.086730096,0.086718202,0.086706308,Southeast Asia,MiscCrop +29,6,5,0.006932235,0.006932237,0.006932236,0.006760212,0.006598145,0.006442696,0.006296322,0.006095051,0.005907839,0.005731303,0.005567182,0.005567189,0.005567184,0.005567186,0.0055672,0.005567187,0.005567202,0.005567203,0.005567189,0.005567171,0.005567153,Southeast Asia,OilCrop +29,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,6,7,0.436068329,0.436069114,0.436069531,0.443217957,0.449934396,0.456114295,0.461856067,0.466671569,0.471155874,0.475414327,0.479331804,0.479327805,0.479301165,0.47925633,0.479190145,0.479106724,0.479004304,0.478883691,0.478746202,0.478591206,0.47843621,Southeast Asia,Rice +29,6,8,0.007531349,0.007531353,0.007531355,0.007207515,0.006921159,0.006666134,0.006437007,0.006561326,0.006690914,0.00682306,0.006957771,0.006957778,0.006957755,0.006957727,0.00695771,0.006957684,0.006957644,0.006957627,0.006957574,0.006957528,0.006957482,Southeast Asia,Root_Tuber +29,6,9,0.501393684,0.501393214,0.501393668,0.499591167,0.498045024,0.496604281,0.495270052,0.494589786,0.493908665,0.49322432,0.49253618,0.492533371,0.492526631,0.492519274,0.492511552,0.492501117,0.492491071,0.492480924,0.492470267,0.492456833,0.492443399,Southeast Asia,SugarCrop +29,6,10,0.088331761,0.088298963,0.088315963,0.087506098,0.086632967,0.085542187,0.084215161,0.084332757,0.084251756,0.08410206,0.08382237,0.083694076,0.083436083,0.083063086,0.082602251,0.082116368,0.081556793,0.080954991,0.080295651,0.079619779,0.078943907,Southeast Asia,Wheat +29,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,6,13,7.61E-07,7.61E-07,7.61E-07,7.40E-07,7.20E-07,7.02E-07,6.84E-07,6.24E-07,5.75E-07,5.33E-07,4.97E-07,4.95E-07,4.93E-07,4.91E-07,4.89E-07,4.87E-07,4.84E-07,4.82E-07,4.80E-07,4.78E-07,0.000000476,Southeast Asia,PalmFruit +29,9,1,0.865055292,0.86505576,0.865055436,0.865004469,0.864953248,0.864902692,0.864851634,0.86474993,0.864698791,0.86464788,0.864596167,0.864596509,0.864596057,0.864597303,0.864596798,0.86459711,0.864597047,0.864596301,0.864595823,0.864596793,0.864597763,Southeast Asia,Corn +29,9,2,0,0,0,0,0.272797362,0.272822623,0.272782201,0.271945811,0.271094336,0.271600591,0.272465373,0.274183927,0.27446701,0.27460437,0.27465562,0.274693373,0.274979808,0.275433258,0.275884553,0.276334504,0.276784455,Southeast Asia,biomass +29,9,3,0.317916445,0.317941185,0.317940552,0.308390858,0.299457224,0.291119642,0.28327328,0.279652865,0.276148528,0.272670755,0.269306842,0.26930657,0.269306952,0.269306845,0.269306805,0.269307094,0.269306835,0.269306744,0.26930676,0.269306683,0.269306606,Southeast Asia,FiberCrop +29,9,4,0.411503034,0.411502834,0.411503114,0.404813981,0.398882594,0.393595239,0.388742042,0.393937451,0.399050535,0.403977054,0.40881705,0.408817067,0.408815288,0.40881271,0.408810204,0.408808808,0.408805247,0.40880372,0.408801367,0.408798792,0.408796217,Southeast Asia,MiscCrop +29,9,5,0.310904731,0.310904512,0.31090434,0.308397638,0.306178888,0.304153128,0.302225047,0.300849923,0.299569792,0.298383569,0.297199341,0.297198961,0.297198134,0.297197774,0.297197141,0.297195923,0.297195291,0.297194596,0.297194491,0.297193693,0.297192895,Southeast Asia,OilCrop +29,9,6,0.026202163,0.026203868,0.026204123,0.026066944,0.025944954,0.025822693,0.025711174,0.025114137,0.024570861,0.024069168,0.023616866,0.023618595,0.023618849,0.023618168,0.023616196,0.023613696,0.02361023,0.02360624,0.023601693,0.023597099,0.023592505,Southeast Asia,OtherGrain +29,9,7,0.998794208,0.998794967,0.998794557,0.998770191,0.998747463,0.998725906,0.99870615,0.998683386,0.998662485,0.998642957,0.998624864,0.998624856,0.998624777,0.998624625,0.998624398,0.998624118,0.998623759,0.998623343,0.998622859,0.998622326,0.998621793,Southeast Asia,Rice +29,9,8,0.55012184,0.550120232,0.550120663,0.552460508,0.554586794,0.556393476,0.558092701,0.554420362,0.550632183,0.546837683,0.543038637,0.543038019,0.543036358,0.543034999,0.543032839,0.54303029,0.5430279,0.54302575,0.543022862,0.543019555,0.543016248,Southeast Asia,Root_Tuber +29,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Southeast Asia,Wheat +29,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +29,10,1,0.667498927,0.667499448,0.667498175,0.667106165,0.666814267,0.666521839,0.666230096,0.66593845,0.665744193,0.665451841,0.665257956,0.665257574,0.665256738,0.665255018,0.665255027,0.665253989,0.665253145,0.665252055,0.665250744,0.665249619,0.665248494,Southeast Asia,Corn +29,10,2,0,0,0,0,0.286515273,0.285584642,0.284583519,0.283530086,0.284738491,0.284038454,0.282485748,0.281810375,0.283579155,0.285745784,0.286674136,0.287035689,0.28700761,0.286783986,0.286459388,0.286046078,0.285632768,Southeast Asia,biomass +29,10,3,0.165671112,0.165671085,0.165670259,0.166391345,0.167052992,0.167595511,0.168140153,0.168992776,0.169787895,0.170525328,0.171264278,0.171266996,0.171267931,0.171269105,0.171269645,0.171268897,0.171268282,0.17126735,0.171265082,0.171263963,0.171262844,Southeast Asia,FiberCrop +29,10,4,0.352174998,0.352175492,0.352175879,0.349018683,0.346166726,0.343618171,0.341369162,0.34264213,0.343817881,0.344996471,0.346077875,0.346075844,0.346073661,0.346070881,0.3460685,0.346065491,0.346063775,0.346059467,0.346057981,0.346054362,0.346050743,Southeast Asia,MiscCrop +29,10,5,0.350473777,0.350474118,0.35047297,0.347907797,0.34564733,0.343489086,0.341532201,0.340064946,0.338698698,0.337432443,0.336265526,0.33626489,0.3362659,0.33626412,0.336264451,0.336264509,0.336264402,0.336263825,0.336263467,0.336262953,0.336262439,Southeast Asia,OilCrop +29,10,6,0.062088127,0.06208836,0.062088473,0.06166967,0.061293056,0.060915619,0.060561687,0.059411174,0.058347068,0.057370089,0.056475108,0.056482173,0.056483498,0.056480511,0.056472393,0.056461467,0.056446296,0.056429329,0.056409641,0.05638976,0.056369879,Southeast Asia,OtherGrain +29,10,7,0.922326322,0.922326521,0.922326419,0.921721656,0.92117363,0.920648524,0.920145972,0.91961946,0.919118152,0.918641977,0.918222557,0.918222552,0.91821541,0.918202744,0.918184041,0.918160057,0.918130381,0.918095186,0.918054868,0.918009601,0.917964334,Southeast Asia,Rice +29,10,8,0.525553542,0.525553203,0.525553353,0.527050091,0.52833156,0.529399265,0.530466514,0.527956016,0.525442825,0.522928018,0.52030176,0.520301231,0.520299801,0.520298206,0.520295255,0.520292987,0.520290085,0.520287104,0.520283812,0.520279645,0.520275478,Southeast Asia,Root_Tuber +29,10,9,0.048104158,0.048105495,0.048106937,0.046997277,0.046099436,0.045347275,0.044697923,0.045051335,0.045388682,0.045690578,0.045975471,0.045975424,0.045975354,0.045975366,0.045975476,0.045975457,0.045975589,0.045975387,0.04597539,0.045975443,0.045975496,Southeast Asia,SugarCrop +29,10,10,0.79298993,0.792989501,0.792989444,0.791656871,0.790399025,0.789120138,0.787963827,0.786597989,0.785364564,0.784195214,0.783088032,0.783072956,0.783042697,0.782997073,0.782941684,0.782882942,0.782814566,0.782741624,0.782662301,0.782581927,0.782501553,Southeast Asia,Wheat +29,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,10,13,0.01018765,0.010189036,0.010193941,0.009814307,0.009460924,0.009135841,0.0088332,0.008416635,0.00804024,0.00769707,0.007384294,0.007352299,0.007320463,0.007288751,0.007257184,0.007225746,0.007194441,0.007163271,0.007132239,0.007101314,0.007070389,Southeast Asia,PalmFruit +29,11,1,0.062151874,0.062151856,0.062151809,0.062120032,0.062092444,0.062039956,0.062012792,0.061708729,0.061405835,0.061104316,0.060828998,0.060828488,0.060827863,0.060826884,0.060825984,0.060824915,0.060823881,0.060822679,0.060821616,0.060820424,0.060819232,Southeast Asia,Corn +29,11,2,0,0,0,0,0.050378535,0.050030119,0.04968939,0.049489534,0.049022768,0.049080473,0.049508338,0.049544292,0.04956899,0.049580285,0.0496125,0.049621075,0.049626764,0.049630839,0.049634054,0.049637025,0.049639996,Southeast Asia,biomass +29,11,3,0.436603198,0.436602868,0.436602786,0.431809675,0.427448818,0.423415071,0.419601709,0.419705474,0.419809774,0.419914415,0.420018453,0.420021265,0.420021813,0.420022293,0.420023467,0.420023518,0.420021629,0.420020297,0.420017665,0.420015264,0.420012863,Southeast Asia,FiberCrop +29,11,4,0.089398499,0.089398352,0.08939827,0.088336586,0.087388089,0.086516472,0.085719711,0.086603142,0.087459591,0.088253313,0.089017733,0.089012565,0.089006276,0.088999522,0.088991896,0.088984119,0.088975839,0.088967238,0.088958821,0.088949399,0.088939977,Southeast Asia,MiscCrop +29,11,5,0.001295615,0.001295541,0.001295559,0.00122711,0.001165794,0.001110894,0.001061321,0.000994033,0.000935424,0.000883695,0.000837714,0.000837708,0.000837712,0.000837711,0.000837711,0.000837712,0.000837715,0.000837713,0.000837711,0.000837712,0.000837713,Southeast Asia,OilCrop +29,11,6,0.002290709,0.002290543,0.002290489,0.002212157,0.002139279,0.002071495,0.002008455,0.001949041,0.00189384,0.001841795,0.001792732,0.001792732,0.001792732,0.001792732,0.001792727,0.00179272,0.001792714,0.001792706,0.001792696,0.00179269,0.001792684,Southeast Asia,OtherGrain +29,11,7,0.36095388,0.360954216,0.360954612,0.3580327,0.355219038,0.352609441,0.350197463,0.347911053,0.345822539,0.34383333,0.342037554,0.342037396,0.342028875,0.342013892,0.341993038,0.341964233,0.341929357,0.341888562,0.341841066,0.341788026,0.341734986,Southeast Asia,Rice +29,11,8,0.077745987,0.077745744,0.077746046,0.077312698,0.076912385,0.07657433,0.076268277,0.080249736,0.084186428,0.088054697,0.0918652,0.091865067,0.091864963,0.091864544,0.091864803,0.091864268,0.091864302,0.091864041,0.091863624,0.09186321,0.091862796,Southeast Asia,Root_Tuber +29,11,9,0.599159657,0.599159853,0.599159252,0.598840871,0.598420013,0.59810406,0.597789386,0.597889821,0.597993005,0.59809542,0.598197495,0.59819713,0.598196375,0.598195629,0.598195432,0.598194229,0.598193679,0.598192668,0.598191664,0.598190594,0.598189524,Southeast Asia,SugarCrop +29,11,10,0.682789136,0.682788817,0.682789153,0.689709683,0.695818507,0.701313014,0.706208239,0.717411942,0.726824376,0.73495654,0.741942386,0.741937786,0.741927845,0.741913553,0.741894993,0.741875993,0.741854043,0.741830683,0.741806132,0.741780833,0.741755534,Southeast Asia,Wheat +29,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,11,13,0.005653529,0.005665676,0.005662297,0.005586567,0.00551184,0.005440466,0.00537002,0.005252439,0.005139642,0.005033619,0.004931922,0.004910517,0.004889197,0.004867978,0.00484683,0.004825789,0.004804826,0.004783964,0.004763185,0.004742513,0.004721841,Southeast Asia,PalmFruit +29,12,1,0.039284554,0.03928472,0.039284761,0.039498475,0.039697121,0.039913664,0.040114509,0.039880556,0.039664802,0.039466059,0.039285162,0.039284931,0.039285083,0.039284647,0.039284637,0.039284607,0.039284405,0.039284089,0.039284161,0.039283684,0.039283207,Southeast Asia,Corn +29,12,2,0,0,0,0,0.072248887,0.072586833,0.072920362,0.074263216,0.07541478,0.076336259,0.077330974,0.077657028,0.078074256,0.078015751,0.077894656,0.07780363,0.077712489,0.077650904,0.077558847,0.077466066,0.077373285,Southeast Asia,biomass +29,12,3,0.748337412,0.748337601,0.748337467,0.744557358,0.740989733,0.737640095,0.734516796,0.727223587,0.720753922,0.715067016,0.709930471,0.70993054,0.709930588,0.709930322,0.709930696,0.709930771,0.709930222,0.70993036,0.709930224,0.709930047,0.70992987,Southeast Asia,FiberCrop +29,12,4,0.082509627,0.082509776,0.082509841,0.082829152,0.083148621,0.083435266,0.083689105,0.083516914,0.083376671,0.0832366,0.083128792,0.083123331,0.083116845,0.083109534,0.083101165,0.083093026,0.083084133,0.08307518,0.08306592,0.083055792,0.083045664,Southeast Asia,MiscCrop +29,12,5,0.049315029,0.049314981,0.049314982,0.048567783,0.047890539,0.047280537,0.046716541,0.045499465,0.044458769,0.043530047,0.04270814,0.042708193,0.042708167,0.042708146,0.042708034,0.042708202,0.042708129,0.042707984,0.042708078,0.042708061,0.042708044,Southeast Asia,OilCrop +29,12,6,0.022319854,0.02231961,0.022319469,0.021262555,0.020306328,0.019441521,0.018652609,0.018032793,0.017455488,0.016917987,0.016410807,0.01641078,0.016410767,0.016410815,0.016410854,0.016410759,0.016410775,0.016410857,0.01641084,0.016410824,0.016410808,Southeast Asia,OtherGrain +29,12,7,0.285016455,0.285015693,0.285015874,0.288381355,0.291583857,0.294531927,0.297310353,0.298837437,0.300183123,0.301526607,0.302776512,0.302774105,0.302766457,0.30275098,0.302727493,0.30269751,0.302661176,0.302619369,0.30257115,0.302515365,0.30245958,Southeast Asia,Rice +29,12,8,0.038677539,0.038677786,0.038677827,0.039116234,0.039526528,0.039907536,0.040292292,0.041004127,0.041676051,0.042323128,0.042944382,0.042944301,0.04294418,0.04294413,0.042944182,0.042944121,0.04294408,0.042943928,0.042944014,0.042943811,0.042943608,Southeast Asia,Root_Tuber +29,12,9,0.339587695,0.339587165,0.339587074,0.343812653,0.347709768,0.351330067,0.354668187,0.356637776,0.358409593,0.36008351,0.36175934,0.361755926,0.36174911,0.36174177,0.361733382,0.36172389,0.361714247,0.361703298,0.361692696,0.361680019,0.361667342,Southeast Asia,SugarCrop +29,12,10,0.676590806,0.67659121,0.676590322,0.677875569,0.679064311,0.680060224,0.680863512,0.682431865,0.683627857,0.684728717,0.685641878,0.685638603,0.685631859,0.68562251,0.685610421,0.685597949,0.685584239,0.685568801,0.685552078,0.685534553,0.685517028,Southeast Asia,Wheat +29,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,12,13,0.006505547,0.006507466,0.006507435,0.006378901,0.006255595,0.006137313,0.006023867,0.005892067,0.005765618,0.005644327,0.005527954,0.005503958,0.005480083,0.005456312,0.005432614,0.005409048,0.005385576,0.005362206,0.005338922,0.005315751,0.00529258,Southeast Asia,PalmFruit +29,15,1,0.485391311,0.485391495,0.485390812,0.485282267,0.485173416,0.485064548,0.484955357,0.484738567,0.484628105,0.484521032,0.484411935,0.484411353,0.484412175,0.48441181,0.484411521,0.484412957,0.48441196,0.484412277,0.484411915,0.484411822,0.484411729,Southeast Asia,Corn +29,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass +29,15,3,0.162742009,0.162746307,0.162742739,0.15678357,0.151280982,0.146207998,0.141487211,0.139221934,0.137039954,0.134936397,0.132910449,0.132910572,0.132911211,0.132910397,0.132910427,0.132910216,0.132910851,0.132910549,0.132910847,0.132910815,0.132910783,Southeast Asia,FiberCrop +29,15,4,0.236615256,0.236615549,0.236616339,0.233964497,0.231641455,0.229485491,0.227572261,0.228413729,0.229257401,0.230104316,0.230874429,0.23087419,0.230872161,0.23087132,0.230869323,0.230867085,0.230865133,0.230863808,0.230861669,0.230860104,0.230858539,Southeast Asia,MiscCrop +29,15,5,0.146903827,0.146903576,0.146903763,0.145441131,0.144151523,0.142976935,0.14186301,0.14107018,0.140333263,0.139599745,0.138921051,0.138921393,0.138921533,0.138921227,0.138921195,0.138921333,0.138920864,0.138920712,0.138920834,0.138920726,0.138920618,Southeast Asia,OilCrop +29,15,6,0.019746777,0.019745561,0.019745749,0.019648206,0.019560284,0.019472749,0.019393581,0.018982954,0.018604192,0.018263781,0.017952162,0.017952672,0.017952744,0.017952466,0.017951881,0.017951081,0.017949729,0.017948431,0.017946778,0.017945164,0.01794355,Southeast Asia,OtherGrain +29,15,7,0.697014469,0.697013861,0.697015393,0.693693407,0.69062686,0.687815744,0.685170884,0.681965606,0.679020793,0.676341748,0.673832519,0.673832475,0.673824011,0.673808207,0.67378634,0.673758172,0.673722486,0.673681462,0.673633226,0.673581154,0.673529082,Southeast Asia,Rice +29,15,8,0.296035659,0.296036251,0.296037322,0.299092024,0.301715398,0.303988127,0.3059969,0.301549615,0.29713667,0.292671993,0.288154812,0.288155489,0.288154469,0.288153779,0.288151527,0.288149944,0.288147766,0.288145344,0.288143641,0.288140725,0.288137809,Southeast Asia,Root_Tuber +29,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,15,10,0.97596774,0.975966777,0.975966306,0.975642458,0.97532493,0.975034572,0.974761735,0.974243093,0.973757813,0.973308538,0.972885777,0.972885185,0.972884267,0.972882757,0.97288077,0.972878747,0.972876574,0.972873997,0.972871362,0.972868683,0.972866004,Southeast Asia,Wheat +29,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +29,16,1,0.167994726,0.167991592,0.167994801,0.16885194,0.169712144,0.170575768,0.171381217,0.172624848,0.173812495,0.175006892,0.176208075,0.176207573,0.176207652,0.176207698,0.176207805,0.176207721,0.17620829,0.17620781,0.176208215,0.176208171,0.176208127,Southeast Asia,Corn +29,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass +29,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FiberCrop +29,16,4,0.006544249,0.006555347,0.006553222,0.006493724,0.00644019,0.006395244,0.006353364,0.006325701,0.006297999,0.006273199,0.006251108,0.00625081,0.006250458,0.00625008,0.006249646,0.006249227,0.006248783,0.006248304,0.006247818,0.006247311,0.006246804,Southeast Asia,MiscCrop +29,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OilCrop +29,16,6,0.031170855,0.031188314,0.031142146,0.02929692,0.027673727,0.026226194,0.024936501,0.024164071,0.023444825,0.022765894,0.02212482,0.022124931,0.022124782,0.022124888,0.022124829,0.022124923,0.022124849,0.022124927,0.022124885,0.02212491,0.022124935,Southeast Asia,OtherGrain +29,16,7,0.374291355,0.37428652,0.374288484,0.375191809,0.375994961,0.376896063,0.37779162,0.377571249,0.377244895,0.376913024,0.376679092,0.376678972,0.376671438,0.376660132,0.376641328,0.37661545,0.376584389,0.376548998,0.37650774,0.376459366,0.376410992,Southeast Asia,Rice +29,16,8,0.471226338,0.471228379,0.471221188,0.476835039,0.481915896,0.486461387,0.490686968,0.493929226,0.496849417,0.499447555,0.501828874,0.501829501,0.501829469,0.501828591,0.501827779,0.501827532,0.501828149,0.50182747,0.501826363,0.501826244,0.501826125,Southeast Asia,Root_Tuber +29,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,16,10,0.570102135,0.5701053,0.570104657,0.571582677,0.572956135,0.57411678,0.575067115,0.57684564,0.578206838,0.579464158,0.58051302,0.580512981,0.580512615,0.580512167,0.580511722,0.580511144,0.580510772,0.580510326,0.580510088,0.580509124,0.58050816,Southeast Asia,Wheat +29,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +31,7,1,0.950189885,0.950190028,0.950190325,0.950617049,0.951035644,0.951432604,0.951786538,0.952142637,0.952475877,0.952787335,0.953077285,0.95307533,0.953072491,0.953069025,0.953065401,0.953061604,0.953057615,0.953053624,0.95304934,0.953045131,0.953040922,Argentina,Corn +31,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass +31,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop +31,7,4,0.825013756,0.825014076,0.825013708,0.825365843,0.825652629,0.82587629,0.826097685,0.828944587,0.831629761,0.834220308,0.836658194,0.836647133,0.83663408,0.836619402,0.836603203,0.836586813,0.836569375,0.836551759,0.836533457,0.836514336,0.836495215,Argentina,MiscCrop +31,7,5,0.001507454,0.001507332,0.001507392,0.001436456,0.001416714,0.001397632,0.001377656,0.001340903,0.001306059,0.001272404,0.001240667,0.001224788,0.001205899,0.001184192,0.001162175,0.001141455,0.001121405,0.001102037,0.001082457,0.001063656,0.001044855,Argentina,OilCrop +31,7,6,0.268254793,0.268254035,0.268253304,0.268848161,0.269359321,0.26987057,0.270296484,0.26978132,0.269267481,0.268838778,0.268410133,0.268410987,0.268410119,0.26841058,0.268410549,0.268410804,0.268410309,0.268410179,0.268409936,0.26840997,0.268410004,Argentina,OtherGrain +31,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice +31,7,8,0.468563535,0.468564842,0.4685642,0.476203741,0.482983638,0.48912247,0.494722233,0.496770544,0.498687857,0.500601576,0.502393505,0.502384978,0.502362998,0.502336103,0.502293346,0.50225399,0.502205316,0.50215791,0.50210474,0.502044725,0.50198471,Argentina,Root_Tuber +31,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop +31,7,10,0.032349528,0.032349367,0.032349425,0.033004125,0.033560438,0.034038875,0.03446412,0.034687456,0.034881808,0.03506192,0.035227009,0.035224505,0.035219407,0.035212215,0.035203463,0.035194185,0.035183574,0.03517228,0.035159973,0.035147367,0.035134761,Argentina,Wheat +31,7,11,0.516501379,0.51650147,0.51650127,0.520306029,0.523886734,0.52724843,0.530392002,0.531494859,0.532485845,0.533475495,0.534356256,0.534362745,0.534367287,0.534370181,0.534370766,0.534370594,0.534368483,0.534365506,0.534361079,0.534355813,0.534350547,Argentina,FodderHerb 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+31,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass +31,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop +31,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop +31,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop +31,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain +31,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice +31,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber +31,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop +31,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat +31,15,11,0.083354468,0.083333333,0.083277726,0.083292946,0.08329937,0.083305128,0.083310537,0.083338902,0.08336335,0.083385792,0.083406485,0.083417029,0.083424093,0.083428222,0.083429641,0.083429121,0.083426016,0.083421171,0.083414532,0.08340662,0.083398708,Argentina,FodderHerb 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+32,6,4,0.066365289,0.066365488,0.066365645,0.067116331,0.067819914,0.068447206,0.06905183,0.069104426,0.069156645,0.069208202,0.069259393,0.069256301,0.069252752,0.069248763,0.069244047,0.069239301,0.069234212,0.069229184,0.069223906,0.069218155,0.069212404,Colombia,MiscCrop +32,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop +32,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain +32,6,7,0.806264955,0.806264694,0.806264849,0.800639306,0.795457732,0.790804277,0.786635705,0.784254246,0.781991842,0.779850456,0.777829634,0.777819541,0.777793891,0.777754814,0.777701938,0.77763813,0.777560648,0.777474746,0.777376365,0.777265827,0.777155289,Colombia,Rice +32,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber +32,6,9,0.515152391,0.515150903,0.515152209,0.517813815,0.520172593,0.522208016,0.524026728,0.525526604,0.526917197,0.528199133,0.529371817,0.529369971,0.529366948,0.52936302,0.529358429,0.529353714,0.529348332,0.529343154,0.529337312,0.529330599,0.529323886,Colombia,SugarCrop +32,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat +32,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb +32,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass +32,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit +32,11,1,0.052961832,0.052964482,0.052964174,0.053342164,0.053760394,0.054119209,0.054457779,0.05521011,0.055857511,0.056420286,0.056918944,0.056911618,0.056902116,0.056890545,0.056878444,0.056866036,0.056853336,0.056840671,0.056828067,0.056815263,0.056802459,Colombia,Corn +32,11,2,0,0,0,0,0.013929284,0.013983004,0.014030935,0.014066966,0.013976949,0.013522248,0.013239948,0.013285702,0.013343192,0.013400876,0.013458802,0.013516974,0.013575469,0.0136341,0.013693032,0.013752252,0.013811472,Colombia,biomass +32,11,3,0.112541308,0.112545173,0.112530103,0.111258123,0.11014584,0.109163116,0.10829863,0.108254302,0.108214928,0.10817766,0.108138881,0.1082121,0.108261197,0.108287708,0.108297059,0.108288943,0.108263507,0.108223087,0.108169121,0.108105079,0.108041037,Colombia,FiberCrop +32,11,4,0.008206679,0.008206292,0.008206233,0.008226983,0.008244196,0.008257868,0.008271535,0.008267709,0.008263828,0.008256395,0.008252457,0.008252225,0.008251933,0.008251616,0.008251272,0.008250913,0.00825054,0.008250152,0.008249763,0.008249349,0.008248935,Colombia,MiscCrop +32,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop +32,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain 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+1,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,USA,Rice +1,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,USA,Root_Tuber +1,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,USA,SugarCrop +1,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,USA,Wheat +1,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,USA,FodderHerb +1,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,USA,FodderGrass +1,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,USA,Corn +1,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass +1,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,USA,FiberCrop +1,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,USA,MiscCrop +1,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,USA,OilCrop +1,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,USA,OtherGrain +1,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice +1,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber +1,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop +1,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,USA,Wheat +1,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,USA,FodderHerb +1,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,USA,FodderGrass +1,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +1,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,USA,Corn +1,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass +1,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop +1,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,USA,MiscCrop +1,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,USA,OilCrop +1,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,USA,OtherGrain 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+1,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,USA,FodderGrass +1,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit +2,1,1,0.095592217,0.095592302,0.095592367,0.104934282,0.113453051,0.120574277,0.126516045,0.131455195,0.13575834,0.13953226,0.142857836,0.142668704,0.142403389,0.142063672,0.141700312,0.141326206,0.140916268,0.14049506,0.14006859,0.13963308,0.13919757,Africa_Eastern,Corn +2,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass +2,1,3,0.612867111,0.612866753,0.612867843,0.601199707,0.592269637,0.584365624,0.577220987,0.573874975,0.570894463,0.568043649,0.565281333,0.566093779,0.566639498,0.566942708,0.567052455,0.566971608,0.56669436,0.566251072,0.565658382,0.564960555,0.564262728,Africa_Eastern,FiberCrop +2,1,4,0.151261262,0.151261169,0.151261403,0.157495222,0.162999493,0.167875429,0.172251437,0.178350604,0.18396083,0.189175825,0.194092624,0.194057888,0.19401586,0.193969204,0.193918245,0.193864933,0.193810171,0.193753671,0.193694482,0.193633195,0.193571908,Africa_Eastern,MiscCrop +2,1,5,0.136945185,0.136945099,0.136944974,0.125726293,0.118506692,0.1127149,0.107940714,0.107175689,0.106398924,0.105625213,0.104901733,0.104463574,0.103943676,0.103348282,0.102745265,0.102178877,0.101634359,0.101113131,0.10058787,0.100084517,0.099581164,Africa_Eastern,OilCrop +2,1,6,0.103608049,0.10360809,0.103608083,0.086868889,0.075567425,0.063706649,0.050861701,0.044445032,0.037027753,0.029209106,0.020600325,0.022611188,0.022966776,0.022190562,0.019903734,0.01688829,0.012511427,0.007121735,0,0,0,Africa_Eastern,OtherGrain +2,1,7,0.999999997,0.999999997,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999996,Africa_Eastern,Rice +2,1,8,0.005535442,0.005535397,0.005535445,0.005356694,0.005194455,0.005047668,0.004914976,0.004895445,0.004875993,0.0048541,0.004833125,0.004832352,0.004830095,0.004827322,0.004823234,0.004819284,0.004814588,0.004809887,0.004804653,0.004798741,0.004792829,Africa_Eastern,Root_Tuber +2,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,1,10,0.080090766,0.080090845,0.080090755,0.06839723,0.058975794,0.04883096,0.037659522,0.034168218,0.030410062,0.026523549,0.0222907,0.021607691,0.020055656,0.017688425,0.014640576,0.011277481,0.007116189,0.002028783,0,0,0,Africa_Eastern,Wheat +2,1,11,0.033696542,0.033696126,0.03369635,0.033696331,0.033696273,0.033696455,0.03369632,0.033696397,0.033696399,0.033696406,0.03369644,0.033696221,0.033696463,0.033696234,0.033696289,0.033696216,0.033696411,0.033696294,0.033696332,0.033696427,0.033696522,Africa_Eastern,FodderHerb +2,1,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,1,13,0.002041835,0.002023214,0.002052025,0.00192701,0.001817409,0.001719955,0.001633344,0.001592598,0.001554222,0.001517425,0.001482789,0.001482789,0.001482787,0.001482787,0.001482785,0.001482786,0.001482786,0.00148279,0.001482786,0.001482789,0.001482792,Africa_Eastern,PalmFruit +2,2,1,0.045268487,0.045268489,0.04526859,0.049448838,0.05329175,0.056645938,0.059573696,0.062165066,0.064462351,0.066538595,0.068399517,0.068354091,0.068290855,0.068209108,0.068121836,0.068032069,0.067934134,0.067832905,0.067730762,0.067626621,0.06752248,Africa_Eastern,Corn +2,2,2,0,0,0,0,0.020552925,0.020605491,0.02063466,0.020455345,0.020246761,0.01999066,0.019867921,0.020109865,0.020363418,0.020670064,0.02095474,0.02122061,0.021439403,0.021620694,0.021774093,0.021900391,0.022026689,Africa_Eastern,biomass +2,2,3,0.561359374,0.561359397,0.561359416,0.551101196,0.542519877,0.534966529,0.528219682,0.525506523,0.522912592,0.520543006,0.518274789,0.518468925,0.518598861,0.518671829,0.518699483,0.518680473,0.518615177,0.518509554,0.51836534,0.518200661,0.518035982,Africa_Eastern,FiberCrop +2,2,4,0.079171693,0.079171786,0.079171732,0.083123101,0.086446723,0.089299125,0.091770501,0.095294598,0.098401177,0.101205039,0.103756735,0.103735684,0.103710896,0.103682939,0.103652753,0.103621234,0.103587975,0.103555012,0.103520673,0.10348426,0.103447847,Africa_Eastern,MiscCrop +2,2,5,0.007284941,0.007284976,0.007284956,0.006737879,0.00634638,0.006036938,0.005783929,0.005713268,0.005650546,0.005590959,0.005536941,0.005529917,0.005521626,0.005512173,0.005502711,0.005493891,0.005485458,0.005477446,0.005469429,0.005461745,0.005454061,Africa_Eastern,OilCrop +2,2,6,0.015625435,0.015625426,0.015625392,0.015897667,0.016168599,0.016380935,0.016537679,0.016505149,0.016453262,0.016397353,0.016328315,0.016348037,0.016351577,0.016343934,0.016321687,0.016293103,0.016253326,0.016207646,0.016155821,0.016102948,0.016050075,Africa_Eastern,OtherGrain +2,2,7,0.785181501,0.785182449,0.785180712,0.776547329,0.769594323,0.76282639,0.755965529,0.748484595,0.741334381,0.734320246,0.727074971,0.727138003,0.726407944,0.724994392,0.722787802,0.719901496,0.716172499,0.711598092,0.7061338,0.699732805,0.69333181,Africa_Eastern,Rice +2,2,8,0.008590624,0.008590611,0.008590614,0.009485105,0.010288838,0.011015302,0.011678586,0.011900209,0.012104737,0.012296852,0.012480944,0.012480705,0.012480027,0.012479225,0.012477999,0.012476874,0.012475462,0.012474057,0.012472521,0.012470779,0.012469037,Africa_Eastern,Root_Tuber +2,2,9,0.569939483,0.569940238,0.569940034,0.571319131,0.572762226,0.574096712,0.575318654,0.57708175,0.578734034,0.580380027,0.581918555,0.581910835,0.581902235,0.581889368,0.581874263,0.581860097,0.581843092,0.581825383,0.581807231,0.581786677,0.581766123,Africa_Eastern,SugarCrop +2,2,10,0.08894569,0.088945768,0.088945497,0.08600646,0.083500533,0.081226459,0.079169232,0.077975977,0.076910812,0.0759435,0.075066387,0.075046003,0.075000075,0.074931176,0.074845392,0.074754695,0.074648794,0.074533855,0.074408884,0.074281471,0.074154058,Africa_Eastern,Wheat +2,2,11,0.001898593,0.001898526,0.001898484,0.001898496,0.001898563,0.001898627,0.001898688,0.001899008,0.001899281,0.001899527,0.001899765,0.001899879,0.001899956,0.001899999,0.001900015,0.001900008,0.001899971,0.001899918,0.001899846,0.00189976,0.001899674,Africa_Eastern,FodderHerb +2,2,12,0.998562064,0.99856217,0.998562124,0.998562123,0.998562131,0.998562124,0.998562125,0.998562122,0.998562127,0.998562122,0.998562128,0.998562128,0.99856212,0.998562122,0.998562115,0.998562125,0.99856212,0.998562124,0.99856213,0.998562126,0.998562122,Africa_Eastern,FodderGrass +2,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,3,1,0.003994068,0.003994079,0.003994074,0.003928212,0.003886851,0.003850614,0.003817908,0.00392892,0.004025457,0.004111771,0.004187262,0.004185233,0.004182397,0.004178802,0.00417493,0.00417095,0.004166613,0.004162157,0.004157636,0.004153054,0.004148472,Africa_Eastern,Corn +2,3,2,0,0,0,0,0.019665698,0.019693824,0.019718211,0.019599235,0.019721589,0.019835175,0.019899497,0.019908687,0.019872467,0.019832845,0.019793404,0.01976177,0.019737847,0.019721912,0.019714401,0.019715097,0.019715793,Africa_Eastern,biomass +2,3,3,0.342746653,0.342747071,0.342746466,0.334665838,0.327681657,0.321612665,0.316248909,0.314545738,0.312942449,0.311436776,0.310121605,0.310146605,0.310161436,0.310172157,0.310174773,0.310173127,0.310164767,0.310150449,0.310131162,0.310111237,0.310091312,Africa_Eastern,FiberCrop +2,3,4,0.013897539,0.013897512,0.013897542,0.013811055,0.013736486,0.013667877,0.013610809,0.013789601,0.013946475,0.014093145,0.014228886,0.014226758,0.014224298,0.014221544,0.014218439,0.014215361,0.014212105,0.014208691,0.014205251,0.01420165,0.014198049,Africa_Eastern,MiscCrop +2,3,5,0.003386002,0.00338601,0.003386007,0.003140354,0.002956593,0.002810938,0.00269296,0.002668917,0.002647342,0.002627097,0.002609269,0.00260856,0.002607764,0.002606832,0.002605917,0.002605044,0.002604215,0.002603434,0.002602649,0.002601893,0.002601137,Africa_Eastern,OilCrop +2,3,6,0.001169166,0.001169171,0.001169171,0.001175638,0.001182888,0.001189013,0.001194471,0.001192727,0.00119073,0.001188657,0.001186465,0.001186866,0.001186937,0.001186785,0.001186339,0.001185766,0.001184958,0.001184035,0.001182993,0.001181928,0.001180863,Africa_Eastern,OtherGrain +2,3,7,0.780684085,0.780683538,0.78068427,0.774155179,0.768571585,0.763723688,0.759487824,0.75365502,0.748599368,0.744192891,0.740294037,0.740295271,0.74027385,0.740232402,0.74016902,0.74008593,0.739981398,0.739856436,0.739713857,0.739552577,0.739391297,Africa_Eastern,Rice +2,3,8,0.000377575,0.000377591,0.000377611,0.000369128,0.000361456,0.000354402,0.000347936,0.000341932,0.000336315,0.000331073,0.000326192,0.000326189,0.00032618,0.000326169,0.000326152,0.000326137,0.000326118,0.000326099,0.000326079,0.000326054,0.000326029,Africa_Eastern,Root_Tuber +2,3,9,0.250663791,0.2506639,0.250663678,0.253238804,0.255524733,0.257741163,0.259718929,0.261542937,0.263206384,0.264792008,0.266212856,0.266210946,0.2662076,0.266203488,0.266197879,0.266193378,0.266187526,0.266181434,0.266175291,0.266168284,0.266161277,Africa_Eastern,SugarCrop +2,3,10,0.072202498,0.072202711,0.072202668,0.072470645,0.072714247,0.072958216,0.07317076,0.072637943,0.072136366,0.071695373,0.071284371,0.071282894,0.071280057,0.071275712,0.071270341,0.071264493,0.071257805,0.071250245,0.071242318,0.071234872,0.071227426,Africa_Eastern,Wheat +2,3,11,0.000329664,0.000330299,0.00033043,0.000330437,0.000330451,0.000330462,0.000330473,0.000330527,0.000330574,0.000330617,0.000330659,0.00033068,0.000330691,0.000330701,0.000330704,0.000330702,0.000330695,0.000330686,0.000330674,0.000330658,0.000330642,Africa_Eastern,FodderHerb +2,3,12,0.994585031,0.994584984,0.994584897,0.994584885,0.994584886,0.994584889,0.994584894,0.994584891,0.994584891,0.994584902,0.994584903,0.994584897,0.994584908,0.994584894,0.994584898,0.994584903,0.994584894,0.9945849,0.994584908,0.9945849,0.994584892,Africa_Eastern,FodderGrass +2,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,4,1,0.009881844,0.009881812,0.009881813,0.0097634,0.009698808,0.009642943,0.009591223,0.009503331,0.009422948,0.009346416,0.009274142,0.009268877,0.009261469,0.009251969,0.009241795,0.009231352,0.009219873,0.009208083,0.009196149,0.009183957,0.009171765,Africa_Eastern,Corn +2,4,2,0,0,0,0,0.018079215,0.01811994,0.018159981,0.017969031,0.017878575,0.017803433,0.017728746,0.017730476,0.017731633,0.017732054,0.017786026,0.017878229,0.017963024,0.018032678,0.018087101,0.01804842,0.018009739,Africa_Eastern,biomass +2,4,3,0.089279448,0.08927934,0.08927921,0.087466271,0.086085492,0.084886703,0.083786923,0.085180035,0.086462756,0.087661926,0.088735195,0.088819888,0.088876413,0.088907491,0.088918352,0.088909932,0.088880721,0.088834027,0.088772266,0.088698891,0.088625516,Africa_Eastern,FiberCrop +2,4,4,0.05582773,0.055827465,0.055827823,0.05609574,0.056318906,0.056496212,0.056626993,0.057799775,0.058825556,0.05974684,0.06055682,0.060543295,0.060526731,0.06050876,0.060488741,0.060468742,0.060446848,0.060424767,0.060402003,0.060377951,0.060353899,Africa_Eastern,MiscCrop +2,4,5,9.48E-05,9.48E-05,9.48E-05,8.76E-05,8.21E-05,7.78E-05,7.43E-05,7.36E-05,7.29E-05,7.23E-05,7.18E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,Africa_Eastern,OilCrop +2,4,6,0.002872596,0.002872602,0.002872593,0.00287723,0.002882412,0.00288755,0.002891372,0.002875921,0.002861684,0.002848699,0.002836961,0.002837112,0.002837145,0.00283708,0.002836902,0.002836663,0.002836335,0.002835939,0.002835521,0.002835081,0.002834641,Africa_Eastern,OtherGrain +2,4,7,0.784249782,0.784249208,0.784249414,0.77781623,0.772375203,0.767613234,0.7633163,0.757545956,0.752504789,0.748063859,0.743976992,0.743986051,0.743898935,0.743730714,0.743470695,0.74313734,0.742714289,0.742209636,0.741626727,0.740967265,0.740307803,Africa_Eastern,Rice +2,4,8,3.17E-07,3.20E-07,3.39E-07,3.27E-07,3.16E-07,3.05E-07,2.96E-07,2.85E-07,2.76E-07,2.67E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,Africa_Eastern,Root_Tuber +2,4,9,0.274133034,0.274133495,0.274133821,0.278417803,0.282474702,0.286210399,0.28970549,0.292878266,0.295885117,0.298636391,0.301215962,0.301208492,0.301195705,0.301179468,0.301162282,0.301143594,0.301122893,0.301100615,0.301078432,0.301051637,0.301024842,Africa_Eastern,SugarCrop +2,4,10,0.008436924,0.008436962,0.008436963,0.008502637,0.008565155,0.008624426,0.008680377,0.008643156,0.008606061,0.008576503,0.008547039,0.00854705,0.008547041,0.008547037,0.008547029,0.008547028,0.008547029,0.00854705,0.008547037,0.008547034,0.008547031,Africa_Eastern,Wheat +2,4,11,0.001743463,0.001743231,0.001743148,0.001743188,0.001743257,0.001743316,0.001743374,0.001743677,0.001743937,0.001744175,0.001744393,0.001744508,0.001744581,0.001744623,0.001744635,0.001744629,0.001744596,0.001744548,0.001744476,0.001744393,0.00174431,Africa_Eastern,FodderHerb +2,4,12,0.975003018,0.97500308,0.975003117,0.975003072,0.975003059,0.975003118,0.975003069,0.975003201,0.975003106,0.975003139,0.975003063,0.975003058,0.975003099,0.975003078,0.975003101,0.975003076,0.97500317,0.975003068,0.975003115,0.975003131,0.975003147,Africa_Eastern,FodderGrass +2,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,5,1,0.01476409,0.014764129,0.014764088,0.013954221,0.013339087,0.012825038,0.012387848,0.012121254,0.011894211,0.011695468,0.011519237,0.011514426,0.011507644,0.011499004,0.011489726,0.011480218,0.011469788,0.011459103,0.011448287,0.011437241,0.011426195,Africa_Eastern,Corn +2,5,2,0,0,0,0,0.007446548,0.00733757,0.007238692,0.00718112,0.007126878,0.007081912,0.007040385,0.007026856,0.007012859,0.007001222,0.00701701,0.007032685,0.007048253,0.007063769,0.007079235,0.007094789,0.007110343,Africa_Eastern,biomass +2,5,3,0.02792279,0.027922936,0.02792283,0.02684332,0.026428475,0.026065484,0.025729856,0.027496356,0.02908539,0.030513777,0.031795376,0.031929773,0.032017986,0.032065011,0.032079343,0.032061864,0.032012285,0.031936284,0.031834598,0.031714045,0.031593492,Africa_Eastern,FiberCrop +2,5,4,0.014173335,0.014173315,0.014173345,0.013927402,0.013725805,0.013555362,0.013409373,0.013615085,0.013794398,0.013958241,0.014105899,0.014104675,0.014103167,0.01410155,0.014099704,0.014097868,0.014095896,0.014093902,0.014091808,0.014089638,0.014087468,Africa_Eastern,MiscCrop +2,5,5,1.08E-05,1.08E-05,1.08E-05,1.00E-05,9.39E-06,8.83E-06,8.34E-06,7.54E-06,6.90E-06,6.36E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,Africa_Eastern,OilCrop +2,5,6,0.00252571,0.002525711,0.002525718,0.002502472,0.002482414,0.002463471,0.002445607,0.002402986,0.00236498,0.002332534,0.002302419,0.002302678,0.00230273,0.002302633,0.002302344,0.002301971,0.002301458,0.002300868,0.002300194,0.00229951,0.002298826,Africa_Eastern,OtherGrain +2,5,7,0.662923905,0.662924163,0.662924721,0.651562728,0.642260793,0.634300864,0.627427277,0.618764764,0.611421085,0.605124059,0.599577496,0.599580393,0.599541963,0.599468256,0.599356126,0.599211887,0.599030639,0.598814485,0.598565078,0.598283909,0.59800274,Africa_Eastern,Rice +2,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,5,9,0.168832247,0.168832161,0.168832868,0.175931617,0.182565199,0.188662739,0.194304468,0.199600456,0.20450698,0.209072364,0.213274211,0.213266055,0.213254786,0.213239826,0.213222852,0.213204938,0.213185048,0.213165018,0.21314375,0.213119843,0.213095936,Africa_Eastern,SugarCrop +2,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,5,11,0.003034021,0.003033919,0.003034093,0.003034161,0.003034294,0.003034412,0.003034506,0.003035077,0.003035549,0.00303598,0.003036399,0.003036596,0.00303672,0.003036807,0.003036832,0.00303682,0.003036761,0.003036671,0.003036539,0.003036383,0.003036227,Africa_Eastern,FodderHerb +2,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,5,13,8.04E-05,8.05E-05,8.05E-05,7.75E-05,7.48E-05,7.23E-05,6.99E-05,6.65E-05,6.34E-05,6.06E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,Africa_Eastern,PalmFruit +2,6,1,0.00019445,0.000194446,0.000194448,0.000183807,0.000175405,0.000168425,0.000162486,0.000157056,0.000152384,0.000148356,0.000144742,0.000144703,0.000144648,0.000144578,0.000144503,0.000144427,0.000144342,0.000144256,0.000144167,0.000144076,0.000143985,Africa_Eastern,Corn +2,6,2,0,0,0,0,0.02764196,0.026373588,0.025225551,0.023782561,0.022505618,0.02169615,0.020995435,0.02135743,0.021725355,0.022099428,0.022451131,0.022750114,0.022994071,0.023201055,0.023389991,0.02355022,0.023710449,Africa_Eastern,biomass +2,6,3,0.004307421,0.004307418,0.004307475,0.003963567,0.003677975,0.003431926,0.003218665,0.003106926,0.003002998,0.002906313,0.002816386,0.002817074,0.002817515,0.002817757,0.002817831,0.002817749,0.002817501,0.002817113,0.002816602,0.002815987,0.002815372,Africa_Eastern,FiberCrop +2,6,4,0.005902902,0.00590291,0.005902919,0.005700828,0.005531382,0.005389812,0.00526523,0.005305762,0.005341877,0.005373628,0.005403154,0.005402717,0.005402232,0.005401667,0.005401036,0.005400379,0.005399683,0.005398958,0.005398221,0.005397434,0.005396647,Africa_Eastern,MiscCrop +2,6,5,2.12E-06,2.15E-06,2.14E-06,2.00E-06,1.89E-06,1.78E-06,1.69E-06,1.51E-06,1.36E-06,1.24E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,Africa_Eastern,OilCrop +2,6,6,0.001257281,0.00125728,0.001257286,0.00123399,0.001213254,0.001194917,0.001178373,0.001139886,0.001106892,0.001079011,0.001054986,0.001055004,0.001055002,0.001055001,0.001054985,0.001054964,0.001054939,0.001054913,0.001054879,0.001054838,0.001054797,Africa_Eastern,OtherGrain +2,6,7,0.763173518,0.763172973,0.763173435,0.755946978,0.749885438,0.744594773,0.74002597,0.733621413,0.728029102,0.723114692,0.7188136,0.718815733,0.718786402,0.718730629,0.718643899,0.718531972,0.718391357,0.718223105,0.718030292,0.717811191,0.71759209,Africa_Eastern,Rice +2,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,6,9,0.180824405,0.18082454,0.180824647,0.1835229,0.186035811,0.188308934,0.190401739,0.193734969,0.196836215,0.199696695,0.202307482,0.20230317,0.20229644,0.202287792,0.202277441,0.202266773,0.20225582,0.202243407,0.202230172,0.202216325,0.202202478,Africa_Eastern,SugarCrop +2,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb +2,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Corn +2,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass +2,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FiberCrop +2,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,MiscCrop +2,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OtherGrain +2,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb +2,7,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,8,1,0.045251605,0.04525139,0.045251474,0.04497056,0.045158443,0.045354023,0.045528516,0.046565189,0.047491994,0.048327522,0.049092572,0.049029411,0.048940101,0.048825904,0.048702802,0.048576714,0.04843788,0.04829507,0.048150213,0.048002604,0.047854995,Africa_Eastern,Corn +2,8,2,0,0,0,0,0.008553479,0.008674807,0.00879453,0.008872517,0.00895825,0.009043696,0.009122761,0.009131003,0.009136668,0.009139262,0.009141922,0.009143907,0.009145219,0.009146147,0.009146879,0.009147574,0.009148269,Africa_Eastern,biomass +2,8,3,0.478650008,0.478649362,0.478649065,0.489985203,0.500862147,0.511193527,0.521076215,0.530178015,0.538938057,0.547353718,0.555420363,0.555458989,0.555484787,0.555499634,0.555504581,0.555500934,0.555487426,0.555466149,0.555438328,0.555405221,0.555372114,Africa_Eastern,FiberCrop +2,8,4,0.085622129,0.085622103,0.085622438,0.087189219,0.088376533,0.08933637,0.090094206,0.090953992,0.091675123,0.092292661,0.092803152,0.092782529,0.092758122,0.092731248,0.092701271,0.092671205,0.092639007,0.092606422,0.092573016,0.092537677,0.092502338,Africa_Eastern,MiscCrop +2,8,5,0.024667106,0.024667091,0.024667,0.022997145,0.021761997,0.02078358,0.019981261,0.019686087,0.019419548,0.019172811,0.018945616,0.018931895,0.018915819,0.018897601,0.018879247,0.018862104,0.018845756,0.018830317,0.018814782,0.018799979,0.018785176,Africa_Eastern,OilCrop +2,8,6,0.00112735,0.001127403,0.0011274,0.001138219,0.001149758,0.001160268,0.001170203,0.001178655,0.001185903,0.001192604,0.001198187,0.001198587,0.001198663,0.001198511,0.001198064,0.001197487,0.001196688,0.001195768,0.001194721,0.001193647,0.001192573,Africa_Eastern,OtherGrain +2,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,8,9,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,8,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,8,11,0.00208639,0.002074124,0.002075433,0.002075481,0.002075558,0.002075627,0.002075696,0.002076042,0.002076339,0.002076608,0.002076861,0.002076991,0.002077079,0.002077125,0.00207714,0.002077134,0.002077092,0.002077035,0.00207696,0.002076861,0.002076762,Africa_Eastern,FodderHerb +2,8,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass +2,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,9,1,0.001353682,0.001353623,0.001353671,0.001318363,0.001309076,0.001301994,0.001294772,0.001291555,0.001288172,0.001284351,0.001280345,0.001277446,0.001273353,0.001268098,0.001262471,0.001256678,0.0012503,0.001243739,0.001237092,0.001230314,0.001223536,Africa_Eastern,Corn +2,9,2,0,0,0,0,0.001177128,0.001168318,0.001159443,0.001127781,0.00111137,0.001095146,0.001079654,0.00109416,0.001108766,0.001123441,0.001136834,0.001147867,0.001156455,0.001163573,0.00117022,0.001175364,0.001180508,Africa_Eastern,biomass +2,9,3,0.103617246,0.10361829,0.103618267,0.109243869,0.114861825,0.120360054,0.12574401,0.138645649,0.150991829,0.162823425,0.174213906,0.174258827,0.174289165,0.174304942,0.174309896,0.174304969,0.174288891,0.174264186,0.174230474,0.174191116,0.174151758,Africa_Eastern,FiberCrop +2,9,4,0.020356932,0.02035708,0.020357061,0.020985015,0.021456017,0.021828665,0.022124083,0.02260164,0.022982648,0.02330162,0.023564814,0.023556868,0.023547502,0.023537234,0.023525642,0.023514041,0.02350172,0.023489327,0.02347648,0.023462886,0.023449292,Africa_Eastern,MiscCrop +2,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,9,6,0.000106779,0.000106776,0.000106777,0.00010759,0.000108402,0.000109168,0.000109838,0.000110275,0.000110657,0.000111039,0.000111321,0.000111334,0.000111337,0.000111332,0.000111317,0.000111298,0.000111272,0.000111241,0.000111207,0.000111172,0.000111137,Africa_Eastern,OtherGrain +2,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice +2,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,9,9,0.999999992,0.999999996,0.999999996,0.999999995,0.999999995,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,0.999999992,Africa_Eastern,SugarCrop +2,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,9,11,0.000583912,0.000584821,0.000591729,0.000591744,0.000591764,0.000591784,0.000591802,0.000591904,0.000591989,0.000592065,0.000592137,0.000592173,0.0005922,0.000592214,0.000592219,0.000592217,0.000592203,0.000592186,0.000592167,0.000592135,0.000592103,Africa_Eastern,FodderHerb +2,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,10,1,0.01826401,0.018263918,0.018264008,0.018154649,0.018155313,0.018165771,0.01817578,0.018122903,0.018074726,0.018024733,0.017981646,0.017968913,0.017950981,0.017927892,0.017903141,0.017877848,0.017849816,0.01782105,0.01779178,0.017762077,0.017732374,Africa_Eastern,Corn +2,10,2,0,0,0,0,0.012535398,0.012738775,0.012927852,0.012634941,0.012619955,0.012610098,0.012600435,0.01264599,0.012691091,0.012735602,0.012791272,0.012780766,0.01276456,0.012759271,0.012759456,0.012759627,0.012759798,Africa_Eastern,biomass +2,10,3,0.175292115,0.175291659,0.17529199,0.182391308,0.190904458,0.199125211,0.207008143,0.225754132,0.243343882,0.259884055,0.275490976,0.27618755,0.276649222,0.27690112,0.276986952,0.276908756,0.276662847,0.276276857,0.275761384,0.275151228,0.274541072,Africa_Eastern,FiberCrop +2,10,4,0.148954803,0.148954382,0.148954199,0.153587304,0.157062256,0.159802845,0.162001223,0.165932356,0.169092378,0.171752033,0.17400791,0.173955868,0.173893328,0.173824567,0.173747582,0.173670334,0.173587598,0.173504229,0.173417774,0.173326916,0.173236058,Africa_Eastern,MiscCrop +2,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,10,6,0.003384129,0.003384126,0.003384125,0.003415447,0.003446409,0.003476039,0.003502798,0.0035186,0.003531249,0.003543892,0.003554982,0.003555253,0.00355531,0.00355521,0.003554895,0.003554472,0.003553908,0.003553245,0.00355251,0.003551746,0.003550982,Africa_Eastern,OtherGrain +2,10,7,0.785156175,0.785156662,0.785156281,0.77878542,0.773392135,0.768686297,0.764458647,0.758740355,0.753757434,0.749382442,0.745456379,0.745463468,0.745389003,0.745248332,0.74503139,0.744751846,0.744397613,0.743975828,0.743487558,0.742937727,0.742387896,Africa_Eastern,Rice +2,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,10,11,0.001741348,0.001742182,0.001740992,0.001741036,0.001741105,0.001741162,0.00174122,0.001741523,0.001741779,0.001742017,0.001742241,0.001742352,0.00174243,0.001742476,0.001742483,0.001742481,0.001742448,0.001742391,0.001742328,0.001742244,0.00174216,Africa_Eastern,FodderHerb +2,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,11,1,0.001978284,0.001978283,0.001978261,0.001971621,0.001972794,0.001974697,0.001976548,0.001972927,0.001969085,0.001965946,0.001962756,0.001961805,0.001960467,0.001958755,0.001956909,0.001955014,0.001952919,0.001950771,0.001948593,0.001946356,0.001944119,Africa_Eastern,Corn +2,11,2,0,0,0,0,0.008780607,0.008918627,0.009050724,0.008908749,0.008901423,0.008897836,0.008894315,0.008925698,0.008964785,0.009003823,0.009043046,0.009035377,0.009023739,0.009015984,0.009012089,0.009012095,0.009012101,Africa_Eastern,biomass +2,11,3,0.164792533,0.16479264,0.164792485,0.172362177,0.180539162,0.188465509,0.196125727,0.214317438,0.231440137,0.247589106,0.262887136,0.263249088,0.263488859,0.263619955,0.263664261,0.263623946,0.263496553,0.26329645,0.263028292,0.262710689,0.262393086,Africa_Eastern,FiberCrop +2,11,4,0.121212796,0.121212799,0.121212771,0.124871732,0.127599059,0.129753271,0.131449116,0.134405255,0.136805379,0.138779923,0.140410747,0.140363025,0.140306623,0.14024399,0.140173932,0.140103332,0.14002766,0.139951109,0.139871953,0.139788219,0.139704485,Africa_Eastern,MiscCrop +2,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop +2,11,6,0.001622246,0.001622251,0.001622249,0.001641717,0.001660817,0.001678673,0.00169597,0.001701723,0.001706738,0.001711764,0.001716051,0.00171609,0.001716094,0.001716071,0.001716041,0.001715975,0.001715896,0.001715804,0.001715699,0.001715592,0.001715485,Africa_Eastern,OtherGrain +2,11,7,0.785156301,0.785156908,0.785156458,0.778375859,0.772677798,0.767556905,0.762774444,0.756703069,0.751282027,0.746371039,0.741771465,0.741792676,0.741581029,0.741172801,0.740540718,0.739721331,0.738681593,0.737430808,0.735973262,0.734315117,0.732656972,Africa_Eastern,Rice +2,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber +2,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop +2,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat +2,11,11,0.001650918,0.001649532,0.001649315,0.001649357,0.00164943,0.001649492,0.00164954,0.001649854,0.001650114,0.001650339,0.001650559,0.001650674,0.001650745,0.00165079,0.001650809,0.001650796,0.001650766,0.001650722,0.001650648,0.001650559,0.00165047,Africa_Eastern,FodderHerb +2,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass +2,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit +2,12,1,0.007908252,0.007909483,0.007909607,0.007850306,0.007841796,0.007837804,0.007833389,0.007826546,0.007821485,0.007815469,0.007809024,0.007802785,0.007793947,0.007782558,0.007770308,0.007757669,0.007743676,0.007729226,0.007714509,0.007699438,0.007684367,Africa_Eastern,Corn +2,12,2,0,0,0,0,0.003622711,0.0036054,0.003588142,0.003450696,0.003399997,0.003351517,0.003303719,0.003347063,0.00339097,0.003435469,0.00347602,0.00350942,0.003535453,0.00355707,0.003577228,0.003592846,0.003608464,Africa_Eastern,biomass 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+3,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass +3,1,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop +3,1,4,0.928928648,0.928928765,0.92892869,0.932175102,0.935124216,0.93780192,0.94025359,0.941628491,0.942925218,0.944171458,0.945346233,0.945340095,0.945333127,0.945325128,0.945316459,0.94530747,0.945298143,0.945288544,0.945278533,0.945268087,0.945257641,Africa_Northern,MiscCrop +3,1,5,0.997723236,0.997723226,0.997723146,0.997802609,0.997884956,0.997958567,0.998024453,0.998041101,0.998056624,0.998072031,0.998087372,0.998083316,0.998078508,0.998072991,0.998067373,0.99806209,0.998057,0.99805213,0.998047196,0.998042472,0.998037748,Africa_Northern,OilCrop +3,1,6,0.671458353,0.671458347,0.671458163,0.670090164,0.668840937,0.667657696,0.66643855,0.664391681,0.662386098,0.660360001,0.658401631,0.6584355,0.658413462,0.658356725,0.65825628,0.658139464,0.657993564,0.657841088,0.657670623,0.657495246,0.657319869,Africa_Northern,OtherGrain 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+3,2,1,0.648805225,0.648805215,0.648806081,0.631260324,0.617244718,0.605514916,0.595606514,0.589471966,0.583810559,0.578643254,0.573769438,0.573677653,0.573559613,0.573420311,0.573275562,0.573131167,0.572981385,0.572842559,0.572701738,0.572560945,0.572420152,Africa_Northern,Corn +3,2,2,0,0,0,0,0.709261937,0.715844827,0.721580118,0.726163513,0.729412858,0.73234538,0.736099215,0.736432942,0.736473128,0.73616943,0.735956396,0.73609356,0.736492866,0.736766121,0.736930414,0.737092315,0.737254216,Africa_Northern,biomass +3,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop +3,2,4,0.851653067,0.851653058,0.851653198,0.85096827,0.850331773,0.849801991,0.849268459,0.849084496,0.848896929,0.848708023,0.848516363,0.848501014,0.848483184,0.848463332,0.848440972,0.848418648,0.848394985,0.848370928,0.848346203,0.848320101,0.848293999,Africa_Northern,MiscCrop +3,2,5,0.636474578,0.636474603,0.63647412,0.638465233,0.641414353,0.644025712,0.646230307,0.647141127,0.648034912,0.648832759,0.649640718,0.64914879,0.648566984,0.647901563,0.647232135,0.646604142,0.646003419,0.645429943,0.644853803,0.644302345,0.643750887,Africa_Northern,OilCrop +3,2,6,0.038207848,0.038207775,0.038207788,0.036310914,0.034604609,0.033017857,0.031533806,0.031025431,0.030492888,0.029948542,0.029396037,0.029453748,0.029446105,0.029394956,0.029286122,0.029154283,0.028983237,0.028796926,0.028586522,0.028371856,0.02815719,Africa_Northern,OtherGrain +3,2,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,2,8,0.901065317,0.901066038,0.901064609,0.905366995,0.909282642,0.912844778,0.91611229,0.918063058,0.919935174,0.921704826,0.923373977,0.923372045,0.923366727,0.923360186,0.92335067,0.923341805,0.923330963,0.923320333,0.923308597,0.923295469,0.923282341,Africa_Northern,Root_Tuber +3,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop +3,2,10,0.795368503,0.795368353,0.795368425,0.802613053,0.808844025,0.814259454,0.818965638,0.821843461,0.824364902,0.826669085,0.82875852,0.828737856,0.828701546,0.828651947,0.828592719,0.828531131,0.82846351,0.82839319,0.828317418,0.828240137,0.828162856,Africa_Northern,Wheat +3,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Corn +3,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass +3,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,MiscCrop +3,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OilCrop +3,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain +3,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice +3,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Root_Tuber +3,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,SugarCrop +3,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Wheat +3,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn +3,4,2,0,0,0,0,0.472866429,0.473184897,0.473289307,0.474228745,0.474383924,0.473962416,0.473560414,0.473816705,0.473992007,0.474072625,0.474155199,0.474216708,0.474365907,0.474395032,0.474308857,0.474112181,0.473915505,Africa_Northern,biomass +3,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,4,4,0.422239986,0.422239792,0.422239095,0.417848253,0.413882289,0.41013247,0.406702303,0.405827201,0.404947194,0.404168313,0.403384711,0.403354112,0.403316696,0.403276517,0.403230138,0.403184677,0.403136623,0.403087637,0.403037542,0.402983052,0.402928562,Africa_Northern,MiscCrop +3,4,5,0.066324969,0.066325021,0.066324945,0.063723171,0.062004121,0.060406618,0.058894841,0.058021639,0.057179164,0.056396301,0.055628184,0.055431194,0.055199349,0.054936165,0.054672606,0.054427752,0.054193998,0.053971521,0.053749171,0.053537959,0.053326747,Africa_Northern,OilCrop +3,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain +3,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,4,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber +3,4,9,0.69087369,0.690873646,0.690873564,0.697027901,0.702692607,0.707752554,0.712310809,0.71449194,0.716561812,0.718615658,0.720477123,0.720456145,0.720425971,0.720386265,0.720342461,0.720296807,0.720246223,0.720192987,0.720137396,0.720074787,0.720012178,Africa_Northern,SugarCrop +3,4,10,0.896375504,0.896375191,0.896375168,0.900834482,0.904715474,0.908160503,0.911166519,0.910910245,0.910647103,0.910416663,0.910179161,0.910167039,0.910141631,0.910105575,0.91006178,0.910015452,0.909962767,0.909906342,0.909845185,0.909782908,0.909720631,Africa_Northern,Wheat +3,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,7,1,0.999810161,0.99981017,0.999810155,0.999821517,0.99983188,0.999841081,0.999849188,0.999853835,0.999858131,0.999862172,0.999865917,0.999865827,0.999865712,0.999865574,0.99986543,0.999865287,0.99986514,0.999865001,0.999864862,0.999864721,0.99986458,Africa_Northern,Corn +3,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass +3,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop +3,7,4,0.774239738,0.774239613,0.774240335,0.777441765,0.780385407,0.783004496,0.78538022,0.781751042,0.77837237,0.775179449,0.772256685,0.772235183,0.772209262,0.772180708,0.772149356,0.772117893,0.772083928,0.772049812,0.772013998,0.771976467,0.771938936,Africa_Northern,MiscCrop +3,7,5,0.659492181,0.659491858,0.659492308,0.665197981,0.673597624,0.681085111,0.687805225,0.687672893,0.687488436,0.687202397,0.686832557,0.685548589,0.684016067,0.682245598,0.680435692,0.67871865,0.677058245,0.675461361,0.673839499,0.672271545,0.670703591,Africa_Northern,OilCrop +3,7,6,0.760967273,0.76096766,0.760966784,0.761993771,0.76291495,0.763745163,0.764403012,0.76076383,0.757224475,0.753723914,0.75034038,0.750356108,0.750347372,0.750322884,0.750278226,0.750224738,0.750158979,0.750088789,0.750011014,0.749930667,0.74985032,Africa_Northern,OtherGrain +3,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber +3,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop +3,7,10,0.956533779,0.956533775,0.956533743,0.958442301,0.960059505,0.961431635,0.962608308,0.963348963,0.963995841,0.964585079,0.965102905,0.965091578,0.965071843,0.965044593,0.965012027,0.964978215,0.964940537,0.964901188,0.964858678,0.964815008,0.964771338,Africa_Northern,Wheat +3,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass 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+3,9,5,0.080843446,0.080843401,0.080843382,0.084877544,0.088803294,0.09246639,0.095890593,0.096342841,0.096795355,0.097250343,0.097708927,0.097642637,0.097564428,0.097475321,0.097385513,0.097301943,0.097222098,0.097145902,0.097069479,0.096996852,0.096924225,Africa_Northern,OilCrop +3,9,6,0.001720679,0.001720683,0.001720681,0.001722005,0.001722753,0.001723088,0.001721421,0.001739776,0.001756071,0.001771519,0.001784398,0.00178533,0.001785344,0.001784726,0.001783294,0.001781517,0.001779162,0.001776544,0.001773588,0.001770582,0.001767576,Africa_Northern,OtherGrain +3,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,9,8,0.907638184,0.907638234,0.907638151,0.908713956,0.909741377,0.910722685,0.91169366,0.930465604,0.950107574,0.971126679,0.995443046,0.995442982,0.995442828,0.995442654,0.995442369,0.995442114,0.99544179,0.995441471,0.995441124,0.995440733,0.995440342,Africa_Northern,Root_Tuber +3,9,9,0.648714227,0.648713588,0.648713867,0.655056279,0.660802419,0.666016351,0.670707619,0.6727317,0.674646503,0.676548225,0.67834456,0.678330728,0.678309181,0.678284397,0.678252821,0.678221626,0.678187715,0.678151419,0.678113951,0.678070794,0.678027637,Africa_Northern,SugarCrop +3,9,10,0.186208001,0.186208055,0.186208087,0.193814263,0.200971212,0.207667418,0.213926828,0.214228727,0.214522509,0.214812381,0.215021451,0.215004645,0.21497053,0.214920278,0.214857207,0.214792515,0.214717706,0.214637597,0.214550497,0.214462117,0.214373737,Africa_Northern,Wheat +3,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +3,10,1,0.487075921,0.487075928,0.487075841,0.480010756,0.475365399,0.471697172,0.468651644,0.463285949,0.458407974,0.4539357,0.44977701,0.449540569,0.449232398,0.448860291,0.448470084,0.448080561,0.447676485,0.447284817,0.446894555,0.446496667,0.446098779,Africa_Northern,Corn +3,10,2,0,0,0,0,0.075018429,0.075044345,0.075092117,0.074864903,0.07502871,0.075159227,0.075292182,0.076321555,0.077356436,0.078396662,0.079354472,0.080128373,0.080777653,0.081300211,0.08176034,0.082123432,0.082486524,Africa_Northern,biomass +3,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop +3,10,4,0.3018831,0.301882939,0.30188339,0.299301581,0.296997055,0.29496992,0.293216538,0.289786101,0.286551792,0.283513403,0.28075409,0.280734759,0.280712277,0.280687393,0.280659994,0.280631672,0.280601479,0.28057154,0.280540006,0.280507621,0.280475236,Africa_Northern,MiscCrop +3,10,5,0.01650592,0.016505888,0.016505859,0.01595688,0.015523059,0.01512881,0.01477582,0.014975037,0.015163496,0.015347989,0.0155285,0.015513218,0.015495185,0.015474858,0.015454536,0.015435574,0.015417663,0.015400581,0.015383566,0.015367404,0.015351242,Africa_Northern,OilCrop +3,10,6,2.91E-05,2.91E-05,2.91E-05,3.00E-05,3.09E-05,3.18E-05,3.25E-05,3.31E-05,3.36E-05,3.40E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,Africa_Northern,OtherGrain +3,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice +3,10,8,0.701651159,0.701651361,0.701651302,0.703984169,0.706212603,0.708339499,0.710456808,0.722914636,0.735375688,0.747806413,0.760244041,0.760242647,0.760237055,0.760229449,0.760218215,0.760208109,0.760195553,0.760184169,0.760170207,0.760155299,0.760140391,Africa_Northern,Root_Tuber +3,10,9,0.751667428,0.751667639,0.751667766,0.757513618,0.762734306,0.767412521,0.771567108,0.773804708,0.775869703,0.777843103,0.779726445,0.77971759,0.779704641,0.779688531,0.779669587,0.779650519,0.779628751,0.779606235,0.77958258,0.77955597,0.77952936,Africa_Northern,SugarCrop +3,10,10,0.097474869,0.097474838,0.097474666,0.10153739,0.105345504,0.108939646,0.112334605,0.111712994,0.111134549,0.110600186,0.110108592,0.110104431,0.110095984,0.11008261,0.110066191,0.11004939,0.110029294,0.110008271,0.109984979,0.109962368,0.109939757,Africa_Northern,Wheat +3,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb +3,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass +3,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit +4,1,1,0.000334281,0.000334274,0.000334218,0.000335227,0.000338294,0.000340393,0.000341599,0.000336842,0.000332414,0.00032852,0.000324769,0.000324106,0.000323212,0.000322098,0.000320922,0.00031973,0.000318454,0.000317183,0.000315903,0.000314599,0.000313295,Africa_Southern,Corn +4,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass +4,1,3,0.012591484,0.01259045,0.012590737,0.01378759,0.014758174,0.01556204,0.016239225,0.016532877,0.01680326,0.01705619,0.017298203,0.01729815,0.017298192,0.017298247,0.017298199,0.017298206,0.017298148,0.017298189,0.017298191,0.0172981,0.017298009,Africa_Southern,FiberCrop +4,1,4,0.013712192,0.013712086,0.013712078,0.01366773,0.013628951,0.013590105,0.013556965,0.013999818,0.014395718,0.014746379,0.015060527,0.01505854,0.015056183,0.01505362,0.01505077,0.015048015,0.015044971,0.015041747,0.01503866,0.015035165,0.01503167,Africa_Southern,MiscCrop +4,1,5,0.000635126,0.000635237,0.000635168,0.00055796,0.000500948,0.000454919,0.000416838,0.000406974,0.000397483,0.000388384,0.000379671,0.000370533,0.000361438,0.000352407,0.000344182,0.000337244,0.000331348,0.000326303,0.000321744,0.000317842,0.00031394,Africa_Southern,OilCrop +4,1,6,0.001025919,0.001025778,0.001025854,0.000931406,0.000860414,0.000804941,0.000760034,0.000730116,0.000704274,0.000681649,0.000661684,0.000661852,0.000661875,0.000661797,0.000661586,0.000661319,0.000660952,0.000660535,0.000660061,0.000659577,0.000659093,Africa_Southern,OtherGrain +4,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,1,9,0.350205606,0.350206538,0.350206205,0.366822662,0.3824663,0.397220058,0.411116136,0.419457223,0.427524372,0.435415124,0.443016594,0.443013649,0.443009122,0.44300393,0.442997911,0.442991358,0.442984429,0.442977246,0.442969314,0.442960514,0.442951714,Africa_Southern,SugarCrop +4,1,10,0.520671348,0.520671605,0.520670219,0.521163587,0.521549226,0.521930483,0.522202183,0.500802278,0.48164322,0.464460151,0.448954558,0.448950378,0.448942534,0.448931422,0.448916647,0.448901575,0.448885451,0.448867733,0.448847468,0.44882707,0.448806672,Africa_Southern,Wheat +4,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,1,13,0.000992296,0.000992354,0.000991719,0.000956529,0.000923789,0.000893328,0.000865,0.000844142,0.0008245,0.000805666,0.000787944,0.000784508,0.000781093,0.000777689,0.000774296,0.000770918,0.000767562,0.00076421,0.000760879,0.000757563,0.000754247,Africa_Southern,PalmFruit +4,2,1,0.007869536,0.007869501,0.00786952,0.007527966,0.00732178,0.007158143,0.007021255,0.006933433,0.006853013,0.006780818,0.006711678,0.006701877,0.006688507,0.006671822,0.006654106,0.006636109,0.006616762,0.006597401,0.006577866,0.006558008,0.00653815,Africa_Southern,Corn +4,2,2,0,0,0,0,0.033031711,0.033531836,0.033935491,0.033688555,0.033209381,0.03277754,0.032386169,0.032534857,0.032650099,0.032670226,0.03260813,0.032523857,0.032431051,0.032347208,0.032274491,0.032215253,0.032156015,Africa_Southern,biomass +4,2,3,0.060165435,0.060165369,0.060165277,0.067661221,0.074039891,0.079593924,0.084431327,0.085083455,0.085674682,0.086202792,0.086699078,0.086733453,0.086756491,0.086769368,0.086773799,0.086770201,0.086758037,0.086739088,0.086713773,0.08668402,0.086654267,Africa_Southern,FiberCrop +4,2,4,0.031922096,0.031921893,0.031922025,0.032144436,0.032341053,0.032511656,0.032655622,0.033259642,0.033817477,0.034327078,0.034800282,0.034797637,0.034794451,0.034791059,0.034787131,0.034783343,0.034779235,0.034775044,0.034770715,0.034766169,0.034761623,Africa_Southern,MiscCrop +4,2,5,0.008153517,0.008153585,0.00815354,0.007135342,0.006382491,0.005778376,0.005282602,0.005116913,0.004960441,0.004812933,0.004674063,0.004564629,0.004456156,0.004348801,0.004251272,0.004169282,0.00409994,0.004040922,0.003987886,0.003942815,0.003897744,Africa_Southern,OilCrop +4,2,6,0.000538321,0.000538257,0.000538327,0.000491475,0.000455737,0.000426638,0.000401965,0.000388283,0.000375785,0.000364334,0.00035379,0.000354365,0.000354443,0.000354177,0.000353466,0.000352562,0.000351323,0.000349915,0.000348319,0.000346691,0.000345063,Africa_Southern,OtherGrain +4,2,7,0.202889692,0.202889331,0.202890072,0.206070272,0.208823013,0.211065879,0.21274279,0.21147231,0.210142823,0.208816935,0.207361484,0.207359356,0.207120635,0.206682678,0.206018021,0.205169744,0.204109637,0.202853481,0.201404695,0.199772036,0.198139377,Africa_Southern,Rice +4,2,8,0.008349751,0.008349746,0.008349731,0.008037647,0.007750421,0.007483028,0.007234126,0.00690716,0.006608994,0.006337251,0.006089628,0.006036895,0.005984592,0.005932707,0.00588382,0.005840349,0.005799725,0.005764388,0.005734176,0.005706605,0.005679034,Africa_Southern,Root_Tuber +4,2,9,0.854368245,0.854368384,0.854368256,0.8531087,0.851966526,0.850923437,0.849980502,0.841598856,0.833966653,0.826900232,0.820355397,0.820347046,0.820333715,0.820317313,0.820298467,0.820278435,0.820256282,0.820233036,0.82020888,0.820181168,0.820153456,Africa_Southern,SugarCrop +4,2,10,0.351979309,0.351978963,0.351979208,0.351722437,0.351384826,0.350976458,0.35039482,0.331006806,0.31417254,0.299326504,0.286178025,0.286113266,0.285982856,0.285795405,0.285565313,0.28532447,0.285048682,0.284753762,0.284434287,0.284108386,0.283782485,Africa_Southern,Wheat +4,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,2,13,0.001273203,0.001273713,0.001273637,0.001213663,0.001159511,0.00111017,0.001065233,0.001027436,0.000992273,0.00095956,0.000929132,0.000925083,0.000921041,0.000917028,0.000913032,0.000909051,0.000905087,0.000901143,0.000897218,0.000893304,0.00088939,Africa_Southern,PalmFruit +4,3,1,0.038274991,0.038274867,0.038274987,0.036875253,0.035693887,0.034693258,0.033817532,0.033409048,0.033060391,0.032742075,0.032467376,0.032466737,0.032465449,0.032463898,0.032462326,0.032460842,0.032459054,0.0324573,0.032455451,0.032453754,0.032452057,Africa_Southern,Corn +4,3,2,0,0,0,0,0.032788318,0.032962543,0.033088107,0.03257836,0.03207889,0.031453352,0.031016544,0.031324792,0.031587442,0.03162257,0.031658353,0.031658342,0.031649324,0.031621746,0.031604594,0.031587284,0.031569974,Africa_Southern,biomass +4,3,3,0.060445798,0.060445813,0.060445768,0.062536063,0.064408399,0.066067442,0.067576601,0.069635669,0.071441039,0.073028801,0.074412896,0.074414539,0.074415396,0.07441602,0.074416257,0.074416146,0.074415632,0.074414756,0.074413632,0.074412368,0.074411104,Africa_Southern,FiberCrop +4,3,4,0.01702662,0.017026575,0.017026613,0.017257718,0.017462213,0.017646843,0.017810587,0.017870426,0.017922669,0.017967435,0.018012067,0.018011308,0.018010284,0.018009345,0.018008248,0.018006992,0.018005799,0.018004562,0.018003217,0.018001878,0.018000539,Africa_Southern,MiscCrop +4,3,5,0.002021913,0.002021902,0.002021898,0.001817113,0.001658114,0.001525722,0.001413555,0.001327545,0.001251568,0.001184032,0.001124054,0.001097972,0.001072158,0.001046663,0.001023524,0.00100411,0.000987727,0.000973815,0.000961342,0.000950772,0.000940202,Africa_Southern,OilCrop +4,3,6,1.57E-05,1.57E-05,1.57E-05,1.46E-05,1.37E-05,1.29E-05,1.22E-05,1.16E-05,1.11E-05,1.06E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,Africa_Southern,OtherGrain +4,3,7,0.261228084,0.261227582,0.261228098,0.264904677,0.26811814,0.270876816,0.273244399,0.271279076,0.269534337,0.267921706,0.26642038,0.266420208,0.266346768,0.266212437,0.266009121,0.265751499,0.26542891,0.26504807,0.264611018,0.264119253,0.263627488,Africa_Southern,Rice +4,3,8,0.000181178,0.000181168,0.000181174,0.000173219,0.000165971,0.000159302,0.000153233,0.000149924,0.000146812,0.000143826,0.000140962,0.000139735,0.000138517,0.000137309,0.000136171,0.000135159,0.000134213,0.000133391,0.000132688,0.000132047,0.000131406,Africa_Southern,Root_Tuber +4,3,9,0.663609023,0.663609604,0.663609171,0.660122498,0.65713369,0.654414077,0.651869051,0.638182771,0.626060916,0.615089237,0.605220668,0.605195759,0.605159891,0.605112573,0.605059513,0.605004565,0.604941695,0.604876359,0.604808135,0.604730406,0.604652677,Africa_Southern,SugarCrop +4,3,10,0.425370761,0.425372002,0.425371644,0.423771891,0.422404771,0.42121246,0.41998368,0.404074026,0.390281705,0.378163431,0.367578349,0.367546127,0.367478539,0.367380676,0.367259236,0.367131996,0.366985156,0.366827784,0.366656989,0.366483212,0.366309435,Africa_Southern,Wheat +4,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,3,13,0.002785422,0.002785434,0.002785451,0.00267173,0.002567066,0.002470762,0.002382189,0.002315768,0.002253149,0.00219412,0.002138485,0.002129176,0.002119915,0.002110685,0.002101487,0.002092336,0.002083228,0.002074157,0.002065126,0.002056133,0.00204714,Africa_Southern,PalmFruit +4,4,1,0.007604331,0.007604343,0.007604342,0.007377418,0.007193519,0.007035626,0.006901714,0.006789314,0.006689974,0.006600434,0.006523203,0.006522552,0.006521632,0.006520461,0.006519208,0.006517925,0.006516533,0.006515117,0.00651368,0.006512226,0.006510772,Africa_Southern,Corn +4,4,2,0,0,0,0,0.016314941,0.016450068,0.016554834,0.016026551,0.015741783,0.015474637,0.015242213,0.01529573,0.015332524,0.015349416,0.015360067,0.015359747,0.015368266,0.015407395,0.015438667,0.015463117,0.015487567,Africa_Southern,biomass +4,4,3,0.002167058,0.002167056,0.00216705,0.002304179,0.002425841,0.002534258,0.002631456,0.002676012,0.002715637,0.002751212,0.002782472,0.002784228,0.002785413,0.002786066,0.002786284,0.002786079,0.00278546,0.002784458,0.002783154,0.002781607,0.00278006,Africa_Southern,FiberCrop +4,4,4,0.014038881,0.014038847,0.014038864,0.014139569,0.014228887,0.014306663,0.014372558,0.014341379,0.014316186,0.014297126,0.014271879,0.01427137,0.014270749,0.014270069,0.01426932,0.014268557,0.014267746,0.014266928,0.014266051,0.014265142,0.014264233,Africa_Southern,MiscCrop +4,4,5,0.000300866,0.000300853,0.000300862,0.000275639,0.00025492,0.000237308,0.000222058,0.000205584,0.000191481,0.000179271,0.000168567,0.000164827,0.000161153,0.000157544,0.000154285,0.000151563,0.000149284,0.000147367,0.000145664,0.000144238,0.000142812,Africa_Southern,OilCrop +4,4,6,3.31E-05,3.31E-05,3.31E-05,3.12E-05,2.95E-05,2.79E-05,2.66E-05,2.51E-05,2.38E-05,2.26E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.15E-05,2.15E-05,2.15E-05,2.15E-05,Africa_Southern,OtherGrain +4,4,7,0.104380688,0.104380644,0.104380547,0.105627754,0.106685163,0.107614089,0.108404467,0.107647941,0.106966749,0.106357816,0.105815225,0.105814981,0.105793396,0.105755065,0.105695686,0.105620957,0.105527285,0.105417241,0.105289705,0.105147171,0.105004637,Africa_Southern,Rice +4,4,8,2.88E-07,2.87E-07,2.89E-07,2.77E-07,2.66E-07,2.56E-07,2.47E-07,2.42E-07,2.37E-07,2.33E-07,2.29E-07,2.27E-07,2.25E-07,2.23E-07,2.21E-07,2.19E-07,2.18E-07,2.17E-07,2.15E-07,2.14E-07,2.13E-07,Africa_Southern,Root_Tuber +4,4,9,0.485742324,0.485743987,0.485744531,0.478224091,0.471406562,0.465238041,0.459502569,0.445189554,0.43274464,0.421842409,0.412151922,0.412138336,0.412116292,0.412088086,0.412056002,0.412023059,0.411985019,0.411946521,0.411904809,0.411858168,0.411811527,Africa_Southern,SugarCrop +4,4,10,0.006387925,0.006387967,0.006387796,0.006386618,0.006383023,0.006381612,0.006376908,0.005880441,0.005470949,0.00512678,0.004834919,0.004834527,0.004833718,0.004832533,0.00483107,0.004829531,0.004827772,0.004825893,0.004823832,0.004821755,0.004819678,Africa_Southern,Wheat +4,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,4,13,0.001015392,0.001015412,0.001015416,0.000968006,0.000924806,0.00088583,0.000849964,0.000821224,0.000794486,0.000769621,0.000746508,0.000743253,0.000740012,0.000736785,0.000733573,0.000730376,0.00072719,0.000724021,0.000720863,0.00071772,0.000714577,Africa_Southern,PalmFruit +4,5,1,0.002526179,0.00252618,0.002526175,0.002416452,0.002331043,0.002262249,0.002203894,0.002113676,0.002039233,0.001975784,0.001921703,0.001921488,0.001921208,0.001920843,0.001920461,0.001920059,0.001919636,0.00191922,0.001918769,0.001918329,0.001917889,Africa_Southern,Corn +4,5,2,0,0,0,0,0.002846512,0.002733261,0.002631968,0.002449647,0.002329956,0.002231935,0.002146564,0.002143136,0.002138743,0.002133208,0.002127698,0.002121962,0.002115983,0.002109877,0.002104637,0.002099387,0.002094137,Africa_Southern,biomass +4,5,3,0.003430343,0.003430366,0.003430278,0.003261323,0.003103284,0.002961386,0.002831034,0.002669265,0.002525695,0.00239825,0.002283036,0.002287554,0.002290551,0.002292183,0.002292724,0.002292224,0.002290623,0.002288117,0.002284771,0.002280802,0.002276833,Africa_Southern,FiberCrop +4,5,4,0.011820028,0.011820037,0.011820047,0.011799019,0.01177792,0.01175675,0.01174052,0.01161027,0.011495981,0.011392426,0.011304211,0.011303708,0.011303111,0.011302427,0.011301704,0.011300956,0.011300161,0.011299348,0.01129853,0.011297645,0.01129676,Africa_Southern,MiscCrop +4,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop +4,5,6,8.18E-05,8.17E-05,8.18E-05,7.48E-05,6.90E-05,6.40E-05,5.98E-05,5.51E-05,5.12E-05,4.78E-05,4.48E-05,4.49E-05,4.49E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.47E-05,4.46E-05,Africa_Southern,OtherGrain +4,5,7,0.185019468,0.185019216,0.185019488,0.17661759,0.170295096,0.16529245,0.161295028,0.157360546,0.154099501,0.151314027,0.148868989,0.14886806,0.148837263,0.14878049,0.148695655,0.148587536,0.148452958,0.148293687,0.148110662,0.147905054,0.147699446,Africa_Southern,Rice +4,5,8,1.30E-07,1.22E-07,1.23E-07,1.20E-07,1.16E-07,1.13E-07,1.10E-07,1.06E-07,1.01E-07,9.77E-08,9.42E-08,9.34E-08,9.26E-08,9.18E-08,9.10E-08,9.04E-08,8.97E-08,8.92E-08,8.87E-08,8.83E-08,8.79E-08,Africa_Southern,Root_Tuber +4,5,9,0.264431511,0.264430248,0.264429705,0.256342275,0.250444484,0.244955119,0.239783487,0.22913333,0.219887947,0.211782048,0.204597661,0.204448314,0.204229918,0.203945932,0.203627638,0.203291375,0.202916367,0.20252401,0.202111779,0.201643446,0.201175113,Africa_Southern,SugarCrop +4,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,6,1,0.085083799,0.085084235,0.085084133,0.084183922,0.083422854,0.082798626,0.082243086,0.081787082,0.081397836,0.081042491,0.080688211,0.080688306,0.080688046,0.080688343,0.080688454,0.080688271,0.08068841,0.080688331,0.08068816,0.080688265,0.08068837,Africa_Southern,Corn +4,6,2,0,0,0,0,0.011140411,0.010662644,0.010220907,0.00965384,0.00919122,0.008722731,0.008303731,0.008362687,0.008418272,0.008469668,0.008517739,0.008557692,0.008589448,0.008616884,0.008640477,0.008660195,0.008679913,Africa_Southern,biomass +4,6,3,0.042878663,0.042877987,0.042879504,0.040788185,0.038851485,0.037091271,0.035486065,0.033512585,0.031754287,0.030188324,0.028768887,0.028816091,0.028847599,0.028864832,0.02887065,0.02886531,0.028848504,0.028822242,0.028787161,0.02874548,0.028703799,Africa_Southern,FiberCrop +4,6,4,0.056205089,0.056205134,0.056205081,0.054477909,0.053118388,0.052020268,0.051128892,0.049985293,0.048964926,0.048101502,0.047329394,0.047326262,0.04732254,0.047318028,0.047313481,0.047308444,0.047302912,0.04729761,0.047292176,0.047286205,0.047280234,Africa_Southern,MiscCrop +4,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop +4,6,6,0.010588965,0.010588244,0.010589368,0.010111852,0.009681037,0.00928329,0.00891583,0.008361715,0.007874002,0.007442719,0.007058406,0.007060411,0.007060749,0.007059935,0.007057636,0.00705469,0.007050575,0.007045877,0.007040522,0.007035058,0.007029594,Africa_Southern,OtherGrain +4,6,7,0.331176562,0.331171075,0.331179509,0.332852052,0.334006441,0.333496231,0.330948567,0.326374922,0.32095486,0.314668959,0.306941218,0.306931215,0.305241165,0.302108046,0.297295487,0.291043562,0.28303049,0.273250775,0.26155293,0.247805058,0.234057186,Africa_Southern,Rice +4,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop +4,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,7,1,0.01184429,0.011844314,0.011844372,0.012005122,0.012141338,0.012242313,0.012318167,0.011739564,0.011262307,0.010867866,0.010526838,0.010521602,0.010514568,0.010505823,0.010496625,0.010487312,0.010477425,0.01046756,0.010457635,0.010447542,0.010437449,Africa_Southern,Corn +4,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass +4,7,3,0.764574628,0.764580306,0.764578206,0.764963477,0.765348451,0.765580198,0.765811254,0.762274648,0.758858376,0.755491,0.752171707,0.752172811,0.752171813,0.752172537,0.75217277,0.752172605,0.752171895,0.75217281,0.752171108,0.75217149,0.752171872,Africa_Southern,FiberCrop +4,7,4,0.013136475,0.013136443,0.013136442,0.013083592,0.013030105,0.012987461,0.012944432,0.012642929,0.012363314,0.012099889,0.011851596,0.011847787,0.011843245,0.011838251,0.011832654,0.011827034,0.011820976,0.011814881,0.011808574,0.011801914,0.011795254,Africa_Southern,MiscCrop +4,7,5,0.004554946,0.004554958,0.004554792,0.004066321,0.003698047,0.00339285,0.003135383,0.00309384,0.003052594,0.003011887,0.002971856,0.002900808,0.002830124,0.002759972,0.00269609,0.002642225,0.002596446,0.002557311,0.002521966,0.002491743,0.00246152,Africa_Southern,OilCrop +4,7,6,0.001562589,0.001562577,0.001562552,0.001488877,0.001427817,0.001377472,0.001334013,0.00132702,0.00132061,0.001314794,0.001308995,0.001309017,0.00130902,0.001309011,0.00130898,0.001308941,0.001308892,0.001308834,0.001308771,0.001308701,0.001308631,Africa_Southern,OtherGrain +4,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,7,8,0.019394792,0.019394786,0.019394589,0.018653283,0.017970171,0.017333819,0.016748033,0.016483693,0.016230147,0.015980445,0.01574105,0.015606087,0.015472097,0.015339184,0.015213747,0.015102347,0.014998113,0.014907385,0.014829959,0.014759135,0.014688311,Africa_Southern,Root_Tuber +4,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop +4,7,10,0.854629994,0.854629389,0.854628617,0.855737569,0.856682125,0.857516148,0.858241077,0.860774368,0.863268975,0.865776845,0.868245253,0.868244329,0.86824244,0.868240037,0.86823665,0.868233637,0.868229841,0.868225628,0.868221409,0.868216904,0.868212399,Africa_Southern,Wheat +4,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,8,1,0.004566015,0.004566023,0.004566017,0.00444746,0.004395303,0.004352739,0.00431547,0.004252256,0.004193285,0.004141122,0.004090844,0.00408262,0.004071598,0.004057972,0.004043602,0.004029117,0.004013703,0.003998481,0.003983166,0.003967591,0.003952016,Africa_Southern,Corn +4,8,2,0,0,0,0,0.004304663,0.004267126,0.004228818,0.004223165,0.004188676,0.004152483,0.004128545,0.004125678,0.004127051,0.004122821,0.004118694,0.004115128,0.004112127,0.004110235,0.004109745,0.004111037,0.004112329,Africa_Southern,biomass +4,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop +4,8,4,0.001866101,0.001866121,0.001866082,0.001911889,0.001951306,0.00198472,0.002014398,0.002155375,0.002290378,0.002419264,0.002542205,0.002541988,0.002541704,0.002541395,0.002541041,0.002540702,0.002540319,0.002539944,0.00253955,0.002539154,0.002538758,Africa_Southern,MiscCrop +4,8,5,0.001111069,0.001111172,0.001111156,0.000986401,0.000892196,0.000815187,0.000750584,0.000740239,0.000730006,0.000720232,0.000710627,0.000693853,0.000677212,0.000660738,0.00064577,0.000633181,0.000622526,0.000613447,0.000605285,0.000598339,0.000591393,Africa_Southern,OilCrop +4,8,6,0,0,2.01E-07,1.74E-07,1.55E-07,1.39E-07,1.26E-07,1.20E-07,1.15E-07,1.09E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,Africa_Southern,OtherGrain +4,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,8,8,0.012119367,0.012119175,0.012119235,0.011657754,0.011232806,0.010837102,0.010468635,0.009996926,0.009570723,0.009182173,0.008824366,0.008748152,0.008672507,0.00859756,0.008526793,0.008463968,0.008405181,0.008353976,0.008310356,0.008270425,0.008230494,Africa_Southern,Root_Tuber +4,8,9,0.186277073,0.186276241,0.186277002,0.197449578,0.208232731,0.218629949,0.228631931,0.234733789,0.240706361,0.246620376,0.252381535,0.252377349,0.252370709,0.252363138,0.252353951,0.25234469,0.252333888,0.252321921,0.25231069,0.252296163,0.252281636,Africa_Southern,SugarCrop +4,8,10,0.993001681,0.993001892,0.993000707,0.993060757,0.993111548,0.993155975,0.993194106,0.993333857,0.993470712,0.993607474,0.993741335,0.993741127,0.993740748,0.993740165,0.993739502,0.993738811,0.993737992,0.993737094,0.993736148,0.993735178,0.993734208,Africa_Southern,Wheat +4,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +4,9,1,0.016473335,0.016473234,0.01647332,0.015182556,0.014237117,0.01350733,0.012927876,0.012839164,0.012756282,0.012684676,0.012618723,0.012618067,0.012617152,0.01261601,0.012614816,0.012613609,0.012612339,0.012611066,0.012609793,0.012608471,0.012607149,Africa_Southern,Corn +4,9,2,0,0,0,0,0.117872283,0.118910495,0.119820412,0.120387356,0.120107088,0.11952315,0.11900491,0.118628491,0.118184563,0.117662263,0.117188244,0.116878996,0.116777779,0.116711704,0.116685367,0.117154877,0.117624387,Africa_Southern,biomass +4,9,3,0.235319003,0.235318615,0.235318842,0.25228193,0.265519699,0.276067031,0.284795351,0.288604813,0.292175963,0.295503221,0.29858069,0.298594094,0.298602691,0.298607088,0.298609422,0.298608285,0.298604209,0.298597012,0.298587474,0.2985767,0.298565926,Africa_Southern,FiberCrop +4,9,4,0.013609186,0.013609181,0.013609206,0.013172558,0.012793106,0.012456162,0.012153737,0.012431919,0.012689058,0.012934878,0.013162771,0.013161876,0.013160878,0.013159703,0.013158459,0.013157186,0.013155842,0.013154468,0.013153038,0.01315155,0.013150062,Africa_Southern,MiscCrop +4,9,5,0.007171415,0.007171388,0.00717141,0.006208643,0.00550987,0.004957577,0.004509996,0.004383006,0.00426302,0.004148164,0.004040075,0.003944973,0.003850631,0.003757217,0.003672331,0.003600931,0.0035405,0.003489038,0.003442747,0.003403362,0.003363977,Africa_Southern,OilCrop +4,9,6,1.85E-05,1.85E-05,1.85E-05,1.59E-05,1.39E-05,1.24E-05,1.12E-05,1.08E-05,1.04E-05,1.01E-05,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,Africa_Southern,OtherGrain +4,9,7,0.226919348,0.226921974,0.226923303,0.229975451,0.232605596,0.234951908,0.236834367,0.253748763,0.272088825,0.292092527,0.314083329,0.314082616,0.313963845,0.313747963,0.313421535,0.313004598,0.312484746,0.311870743,0.311164293,0.310369387,0.309574481,Africa_Southern,Rice +4,9,8,0.000230432,0.000230415,0.000230387,0.000217996,0.000206984,0.000197037,0.000188055,0.00018256,0.000177376,0.000172488,0.00016788,0.000166417,0.000164966,0.000163528,0.000162172,0.000160966,0.000159839,0.000158858,0.000158022,0.000157257,0.000156492,Africa_Southern,Root_Tuber +4,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop +4,9,10,0.95240683,0.952406572,0.952406253,0.948219827,0.944729631,0.941756323,0.939159288,0.939225424,0.9392874,0.939347278,0.939378003,0.939368887,0.939350306,0.93932412,0.939291805,0.939257787,0.939218943,0.93917769,0.939132522,0.939086889,0.939041256,Africa_Southern,Wheat +4,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,9,13,0.015544483,0.015544618,0.015545211,0.015065651,0.014613178,0.014192352,0.013795239,0.013548017,0.013310835,0.013083406,0.01286531,0.012809889,0.012754705,0.012699783,0.012645092,0.01259059,0.012536338,0.012482326,0.012428548,0.01237497,0.012321392,Africa_Southern,PalmFruit +4,10,1,0.008121679,0.008121687,0.008121685,0.007533387,0.007087065,0.006735108,0.006449522,0.006304192,0.006175218,0.006064379,0.005965685,0.005965459,0.00596512,0.005964781,0.005964338,0.005963941,0.005963479,0.005963056,0.005962563,0.005962116,0.005961669,Africa_Southern,Corn +4,10,2,0,0,0,0,0.034873428,0.034492378,0.03410184,0.033025416,0.032606115,0.032202736,0.031840655,0.032032252,0.032185783,0.032279521,0.032388043,0.032486738,0.032561597,0.032630904,0.032697247,0.032777013,0.032856779,Africa_Southern,biomass +4,10,3,0.199085858,0.199085527,0.199086137,0.218032309,0.233472047,0.246271231,0.257093162,0.260493149,0.263670787,0.266536468,0.269250247,0.269272945,0.269288865,0.269296841,0.269300856,0.269298274,0.269290669,0.269278632,0.269261365,0.269241462,0.269221559,Africa_Southern,FiberCrop +4,10,4,0.022474996,0.022474903,0.022474924,0.021844434,0.021284841,0.020791711,0.02035256,0.019999682,0.019686043,0.019393543,0.019129536,0.019128642,0.019127663,0.019126542,0.01912527,0.019124047,0.019122638,0.019121301,0.019119927,0.01911839,0.019116853,Africa_Southern,MiscCrop +4,10,5,0.005361785,0.005361792,0.005361807,0.00471707,0.004224616,0.003829122,0.003504748,0.003347485,0.003204129,0.003073546,0.002953434,0.002887986,0.00282367,0.002760494,0.002703421,0.002655743,0.002615826,0.0025822,0.002552347,0.002527324,0.002502301,Africa_Southern,OilCrop +4,10,6,0.000299868,0.000299933,0.000299889,0.000256083,0.000224047,0.000199458,0.000180002,0.000172888,0.000166334,0.000160303,0.000154689,0.000154703,0.000154704,0.000154699,0.000154683,0.000154664,0.000154637,0.000154606,0.000154571,0.000154536,0.000154501,Africa_Southern,OtherGrain +4,10,7,0.377058955,0.377075056,0.377058273,0.38738017,0.397382424,0.406926432,0.416091616,0.418889808,0.4215686,0.424235273,0.42687832,0.426877621,0.426845772,0.426787917,0.426701585,0.42659223,0.426454308,0.426293961,0.426108934,0.425901611,0.425694288,Africa_Southern,Rice +4,10,8,0.000927477,0.000927495,0.000927541,0.000900783,0.000875559,0.000851775,0.000829349,0.000795761,0.000764836,0.000736393,0.00070992,0.000703743,0.000697614,0.00069153,0.000685799,0.000680707,0.000675946,0.000671802,0.000668263,0.000665034,0.000661805,Africa_Southern,Root_Tuber 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+4,11,6,0.000166409,0.000167752,0.000167539,0.000140711,0.000121668,0.000107411,9.63E-05,9.14E-05,8.70E-05,8.31E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,Africa_Southern,OtherGrain +4,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice +4,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber +4,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop +4,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat +4,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb +4,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass +4,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit +5,1,1,0.008468486,0.008468455,0.008468529,0.008214724,0.008001985,0.007803085,0.007618885,0.007721149,0.007807602,0.007881359,0.007945539,0.007943182,0.007939963,0.007935795,0.007931315,0.007926735,0.007921689,0.007916518,0.007911281,0.007905874,0.007900467,Africa_Western,Corn +5,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass +5,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,1,4,0.006456719,0.006456735,0.006456718,0.006536008,0.006602232,0.006660606,0.006708037,0.006800365,0.006884975,0.006961665,0.007033078,0.007032529,0.007031885,0.007031168,0.007030359,0.007029549,0.007028666,0.007027799,0.007026907,0.007025954,0.007025001,Africa_Western,MiscCrop +5,1,5,0.040384927,0.040385039,0.040385034,0.041605347,0.042920908,0.04407013,0.045081111,0.046091611,0.046966575,0.047759522,0.048447399,0.048343268,0.048219384,0.04807742,0.047933638,0.047798692,0.047668184,0.047542438,0.047415409,0.047293705,0.047172001,Africa_Western,OilCrop +5,1,6,0.000515563,0.000515562,0.000515563,0.000515628,0.000515813,0.000515701,0.000515497,0.00047892,0.000450347,0.000427248,0.000408237,0.000408389,0.000408417,0.00040836,0.000408188,0.00040797,0.000407664,0.000407313,0.000406911,0.000406502,0.000406093,Africa_Western,OtherGrain +5,1,7,0.60232417,0.602324083,0.602323525,0.601307182,0.600420618,0.599586008,0.598786591,0.596754379,0.594886622,0.593074008,0.591509182,0.591513378,0.591443692,0.591313972,0.591115137,0.590859739,0.590540157,0.590162385,0.589727508,0.589235979,0.58874445,Africa_Western,Rice +5,1,8,0.016457986,0.016457985,0.016457244,0.016315085,0.016180836,0.016061374,0.01594934,0.015820072,0.015698119,0.015583605,0.015476269,0.015476174,0.015475801,0.015475427,0.015474763,0.015474108,0.015473385,0.015472657,0.015471762,0.015470842,0.015469922,Africa_Western,Root_Tuber +5,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,SugarCrop +5,1,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,Wheat +5,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,2,1,0.009194538,0.009194541,0.009194543,0.009107695,0.00902949,0.008956523,0.008884097,0.008890754,0.008897187,0.008903501,0.008905944,0.008905062,0.008903806,0.00890222,0.0089005,0.008898748,0.008896808,0.008894822,0.008892799,0.008890747,0.008888695,Africa_Western,Corn +5,2,2,0,0,0,0,0.007543228,0.007689997,0.007815074,0.00792831,0.008019998,0.008098772,0.008176966,0.008186775,0.008184432,0.008171766,0.008166421,0.00816242,0.00814202,0.008155674,0.008175789,0.008185146,0.008194503,Africa_Western,biomass +5,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,2,4,0.020243025,0.020243021,0.020243033,0.01994646,0.01969508,0.019487395,0.019314331,0.019520097,0.019702968,0.019870648,0.020022635,0.020022311,0.020021762,0.02002125,0.02002077,0.020020204,0.020019524,0.02001892,0.020018264,0.0200175,0.020016736,Africa_Western,MiscCrop +5,2,5,0.014204879,0.014204821,0.014204848,0.01465468,0.015132838,0.015558346,0.015934831,0.016284326,0.016598424,0.016875858,0.017129705,0.017094171,0.017052143,0.017004101,0.01695583,0.016910743,0.016867423,0.016825846,0.016784094,0.016744262,0.01670443,Africa_Western,OilCrop +5,2,6,0.001340621,0.001340623,0.00134062,0.001377129,0.001409891,0.001439083,0.001465716,0.001455525,0.001446604,0.001438963,0.001432573,0.001432623,0.001432632,0.00143261,0.00143256,0.001432494,0.001432398,0.001432293,0.001432171,0.00143205,0.001431929,Africa_Western,OtherGrain +5,2,7,0.169846623,0.169846321,0.169846433,0.169844972,0.169894207,0.169878967,0.169723195,0.16934159,0.168973035,0.168552847,0.168059388,0.168065787,0.167982856,0.167829746,0.167592302,0.16728989,0.166908499,0.166455969,0.165934842,0.165349532,0.164764222,Africa_Western,Rice +5,2,8,0.018930246,0.018930196,0.018930147,0.020078566,0.021125799,0.022087059,0.022974794,0.024031237,0.02497701,0.025840159,0.026620056,0.026619525,0.026618226,0.026616505,0.026614088,0.026611697,0.026608812,0.026605957,0.026602804,0.026599293,0.026595782,Africa_Western,Root_Tuber +5,2,9,0.780459357,0.780458689,0.780458879,0.772248244,0.765549447,0.759373508,0.753594767,0.75755111,0.760926977,0.763763432,0.766222448,0.766120871,0.765971555,0.765775663,0.765557513,0.765325515,0.765066132,0.76479331,0.764506773,0.764179876,0.763852979,Africa_Western,SugarCrop +5,2,10,0.332005118,0.332004598,0.332005162,0.315121764,0.302694561,0.292768758,0.284439181,0.279226843,0.274753376,0.270866875,0.267263091,0.26711347,0.266773971,0.266263873,0.265625,0.264947177,0.264155038,0.26329281,0.262351005,0.261389902,0.260428799,Africa_Western,Wheat +5,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,3,1,0.004658766,0.004658757,0.004658759,0.004550623,0.004451007,0.004357384,0.004271248,0.004360258,0.004437831,0.004509047,0.004571581,0.004571553,0.004571508,0.004571423,0.004571357,0.004571286,0.004571214,0.00457113,0.004571052,0.004570988,0.004570924,Africa_Western,Corn +5,3,2,0,0,0,0,0.00514137,0.005195799,0.005239873,0.005286009,0.005326049,0.005361363,0.005414901,0.005412515,0.005403525,0.005436046,0.005478421,0.00551705,0.005551701,0.005583181,0.005611822,0.005640551,0.00566928,Africa_Western,biomass +5,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,3,4,0.019148094,0.019148111,0.019148019,0.018826656,0.018564735,0.018344724,0.018150007,0.018405654,0.018641039,0.018855332,0.019055856,0.019055218,0.019054366,0.019053528,0.019052555,0.019051624,0.019050538,0.019049513,0.019048411,0.019047258,0.019046105,Africa_Western,MiscCrop +5,3,5,0.002387458,0.002387463,0.002387463,0.002478779,0.002560186,0.002632081,0.00269447,0.002787273,0.002872168,0.002948261,0.003017319,0.003015927,0.003014221,0.003012342,0.003010418,0.003008617,0.003006885,0.003005218,0.003003563,0.003001994,0.003000425,Africa_Western,OilCrop +5,3,6,0.001367071,0.001367071,0.001367069,0.001421633,0.001471466,0.001516519,0.00155827,0.001666942,0.001765808,0.001856222,0.001938757,0.001938779,0.001938773,0.001938765,0.001938765,0.00193874,0.001938701,0.001938668,0.001938641,0.001938596,0.001938551,Africa_Western,OtherGrain +5,3,7,0.106906542,0.106906476,0.106906694,0.107399263,0.107879208,0.108244332,0.108527006,0.10842277,0.108335116,0.108220775,0.10806778,0.108070642,0.108028399,0.107947194,0.107823129,0.107665273,0.107465571,0.107229389,0.106957386,0.106652411,0.106347436,Africa_Western,Rice +5,3,8,0.005841539,0.005841518,0.005841524,0.006373875,0.006855129,0.007291751,0.007690411,0.008145359,0.008546936,0.008907544,0.009228057,0.009227907,0.009227483,0.009226961,0.009226171,0.009225431,0.009224533,0.009223641,0.00922263,0.009221495,0.00922036,Africa_Western,Root_Tuber +5,3,9,0.208406522,0.20840673,0.208405972,0.200962385,0.194487361,0.188829571,0.183813225,0.184314443,0.184814197,0.18524935,0.18568443,0.185681096,0.185676473,0.185671375,0.18566437,0.185658144,0.185649536,0.185642589,0.185633188,0.185624278,0.185615368,Africa_Western,SugarCrop +5,3,10,0.211010353,0.211010692,0.211011073,0.198629659,0.189747986,0.182725167,0.17692737,0.173319194,0.170256658,0.167624146,0.165205714,0.165110799,0.164895712,0.164573114,0.164168978,0.163740743,0.16324133,0.162697503,0.162104585,0.161500058,0.160895531,Africa_Western,Wheat +5,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +5,4,1,0.001307043,0.001307046,0.001307048,0.001275891,0.001247839,0.001221467,0.001197217,0.001200821,0.001203918,0.001207021,0.001209605,0.001209583,0.001209552,0.001209511,0.00120947,0.001209423,0.001209378,0.001209326,0.001209274,0.001209222,0.00120917,Africa_Western,Corn +5,4,2,0,0,0,0,0.001547265,0.001537255,0.001527971,0.0015674,0.001597466,0.001625327,0.001650822,0.001636504,0.001622309,0.001608225,0.001600538,0.00160473,0.001608236,0.001611746,0.001615268,0.001618798,0.001622328,Africa_Western,biomass +5,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop +5,4,4,0.005237485,0.005237519,0.005237502,0.005241798,0.005243858,0.005245886,0.005247909,0.005277285,0.005304519,0.005329621,0.005352509,0.005352406,0.005352294,0.005352159,0.005352019,0.005351875,0.005351731,0.005351576,0.005351424,0.005351252,0.00535108,Africa_Western,MiscCrop +5,4,5,5.22E-06,5.22E-06,5.22E-06,5.48E-06,5.73E-06,5.95E-06,6.14E-06,6.41E-06,6.65E-06,6.88E-06,7.08E-06,7.07E-06,7.06E-06,7.04E-06,7.03E-06,7.02E-06,7.01E-06,6.99E-06,6.98E-06,6.97E-06,6.96E-06,Africa_Western,OilCrop +5,4,6,8.49E-06,8.49E-06,8.49E-06,8.80E-06,9.09E-06,9.34E-06,9.57E-06,1.02E-05,1.08E-05,1.14E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,Africa_Western,OtherGrain +5,4,7,0.054839452,0.054839372,0.054839431,0.053660212,0.052633644,0.051751371,0.050943467,0.050585253,0.050269625,0.049995535,0.04972143,0.049721586,0.04972016,0.049716971,0.049712478,0.049706502,0.049699198,0.049690453,0.04968039,0.049669089,0.049657788,Africa_Western,Rice +5,4,8,0.003713479,0.003713468,0.003713475,0.004083612,0.004415183,0.004715253,0.00498877,0.00534387,0.005661308,0.005946729,0.006203984,0.006203885,0.006203644,0.00620336,0.006202942,0.006202499,0.006201999,0.006201499,0.006200982,0.00620033,0.006199678,Africa_Western,Root_Tuber 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+5,10,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop +5,10,5,0.001029563,0.001025864,0.00102299,0.000932564,0.000857808,0.000794818,0.000740896,0.000716773,0.000694339,0.00067319,0.000653537,0.000653536,0.000653537,0.000653537,0.000653537,0.000653538,0.000653538,0.000653537,0.000653538,0.000653537,0.000653536,Africa_Western,OilCrop +5,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain +5,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice +5,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber +5,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop +5,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat +5,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb +5,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass +5,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit +6,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,1,3,0.999999987,0.999999987,0.999999988,0.999999988,0.999999988,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,Australia_NZ,FiberCrop +6,1,4,0.007979772,0.007980383,0.007980425,0.008065825,0.008151905,0.008238835,0.008323001,0.008383613,0.008444477,0.008505691,0.008567205,0.008566329,0.008565293,0.008564125,0.008562853,0.008561562,0.008560175,0.008558794,0.008557356,0.008555833,0.00855431,Australia_NZ,MiscCrop +6,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,1,9,0.133766026,0.133768174,0.133765904,0.133723992,0.133706072,0.133686219,0.133666139,0.133649487,0.133632014,0.133613116,0.133594053,0.133590743,0.13358703,0.133582314,0.133577567,0.133571933,0.133566016,0.133559383,0.133552787,0.133544795,0.133536803,Australia_NZ,SugarCrop +6,1,10,5.67E-06,5.72E-06,5.33E-06,4.99E-06,4.71E-06,4.49E-06,4.31E-06,4.26E-06,4.22E-06,4.18E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,Australia_NZ,Wheat +6,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,1,12,0.691193432,0.691191654,0.691193085,0.691193603,0.691192894,0.691192867,0.691193699,0.691192889,0.691193197,0.691193421,0.69119333,0.691193613,0.691192834,0.691192728,0.691192506,0.691192634,0.69119247,0.691192745,0.691193318,0.691193577,0.691193836,Australia_NZ,FodderGrass +6,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,2,1,0.128778504,0.128763282,0.128814554,0.127262898,0.12587046,0.124537849,0.123358415,0.122746558,0.12218405,0.121623949,0.121112393,0.121112549,0.12111227,0.121112779,0.12111217,0.121112294,0.121112413,0.121112399,0.121112051,0.121112345,0.121112639,Australia_NZ,Corn +6,2,2,0,0,0,0,0.013834856,0.013643993,0.013438731,0.013349296,0.013261153,0.013166739,0.013077167,0.013259983,0.013428438,0.013578903,0.013713616,0.013809709,0.013877983,0.013926105,0.013960956,0.013983687,0.014006418,Australia_NZ,biomass +6,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,2,4,0.001302658,0.001302698,0.001302722,0.001316766,0.001330938,0.001345246,0.0013591,0.001369079,0.0013791,0.001389182,0.001399319,0.001399186,0.001399028,0.001398847,0.001398653,0.001398456,0.001398247,0.001398036,0.001397817,0.001397587,0.001397357,Australia_NZ,MiscCrop +6,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,2,6,0.003859112,0.003858879,0.003859199,0.003904874,0.003936591,0.003955937,0.003967486,0.003900491,0.003837875,0.003780627,0.003728258,0.003729886,0.003729634,0.003728145,0.003725025,0.003721288,0.003716481,0.003711267,0.003705383,0.003699419,0.003693455,Australia_NZ,OtherGrain +6,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,2,9,0.064658497,0.064658564,0.064658646,0.064626625,0.064613027,0.064598307,0.064583083,0.064570663,0.064557343,0.064542911,0.064527987,0.064525988,0.064522934,0.064519331,0.064515352,0.06451083,0.064506339,0.064501204,0.064495916,0.064489972,0.064484028,Australia_NZ,SugarCrop +6,2,10,0.000224754,0.000224707,0.000224675,0.000210126,0.000198537,0.000189111,0.000181287,0.00017946,0.000177648,0.00017593,0.000174302,0.000174297,0.000174287,0.000174273,0.000174255,0.000174236,0.000174215,0.000174192,0.000174168,0.000174143,0.000174118,Australia_NZ,Wheat +6,2,11,0.660690028,0.660698298,0.660660659,0.660662899,0.660662658,0.660663567,0.660664909,0.660667537,0.660671308,0.660674229,0.660676241,0.660677529,0.66067896,0.660679333,0.660679259,0.660678795,0.660678877,0.660678077,0.660677886,0.66067598,0.660674074,Australia_NZ,FodderHerb +6,2,12,0.660707504,0.660707578,0.660707215,0.660707347,0.660706502,0.660707049,0.66070667,0.660707354,0.660707279,0.660707266,0.660707233,0.660707753,0.660707522,0.660707469,0.660707106,0.66070691,0.660706759,0.660707603,0.660706853,0.6607069,0.660706947,Australia_NZ,FodderGrass +6,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,3,1,0.170911422,0.170912938,0.170911364,0.168950122,0.167189193,0.165501599,0.164005831,0.16323041,0.162516437,0.161805772,0.161155662,0.161156108,0.161156047,0.161155795,0.161155802,0.161155441,0.161155389,0.161155531,0.161154814,0.161155009,0.161155204,Australia_NZ,Corn +6,3,2,0,0,0,0,0.293681306,0.294798115,0.295541185,0.296162441,0.296702246,0.297126165,0.297620499,0.298051434,0.298202386,0.298022882,0.297849925,0.297606121,0.297290573,0.296933508,0.296554908,0.296174233,0.295793558,Australia_NZ,biomass +6,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,3,4,0.937227497,0.937229198,0.937230372,0.937859724,0.938481477,0.93909661,0.939680834,0.940094885,0.940504655,0.940911322,0.941314904,0.941309337,0.941303112,0.94129597,0.941288333,0.941280433,0.941271861,0.941263559,0.941254778,0.941246035,0.941237292,Australia_NZ,MiscCrop +6,3,5,0.125268586,0.125272713,0.125277285,0.125276809,0.125276664,0.125276344,0.125276209,0.125276273,0.125276154,0.125275997,0.125275804,0.125275571,0.125275587,0.125275321,0.125275338,0.12527497,0.125274835,0.125274679,0.125274749,0.125274408,0.125274067,Australia_NZ,OilCrop +6,3,6,0.060002067,0.060004416,0.060002127,0.059803387,0.059580379,0.059343986,0.059091098,0.058954187,0.058792042,0.058646444,0.058489104,0.058513045,0.058507966,0.058483924,0.058435086,0.058376797,0.058302246,0.058222159,0.058131686,0.058039752,0.057947818,Australia_NZ,OtherGrain +6,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,3,9,0.661436563,0.661436186,0.661437003,0.661247457,0.661165792,0.661080771,0.660989381,0.660915287,0.660835736,0.660750253,0.66065962,0.660649114,0.660631478,0.660609458,0.660586057,0.66055988,0.660530714,0.660501421,0.66046955,0.660433856,0.660398162,Australia_NZ,SugarCrop +6,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,3,12,0.96870573,0.968706754,0.968704903,0.968704864,0.968704872,0.968704971,0.968704998,0.968704837,0.96870482,0.968704806,0.968704983,0.96870497,0.968704866,0.968704914,0.968704949,0.968704862,0.96870495,0.968704896,0.968704828,0.968704974,0.96870512,Australia_NZ,FodderGrass +6,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,4,1,0.005995213,0.005995444,0.00599663,0.005913119,0.005839095,0.005768547,0.005706213,0.005674034,0.005644447,0.005614987,0.005588087,0.005587959,0.005587807,0.005587578,0.005587362,0.005587159,0.005586979,0.005586745,0.005586487,0.005586263,0.005586039,Australia_NZ,Corn +6,4,2,0,0,0,0,0.06037717,0.059721401,0.059012107,0.058827547,0.05864378,0.058403632,0.058207951,0.058530778,0.058775534,0.058927273,0.059080876,0.059190044,0.059303338,0.059405154,0.059476433,0.059571207,0.059665981,Australia_NZ,biomass +6,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,4,4,0.357430986,0.357430877,0.357430833,0.3548924,0.352553068,0.350219432,0.347989108,0.34727084,0.34654922,0.345727475,0.345001365,0.344979346,0.344953015,0.344923382,0.344891521,0.34485858,0.344822928,0.344788757,0.344753055,0.344714498,0.344675941,Australia_NZ,MiscCrop +6,4,5,2.21E-05,2.31E-05,2.35E-05,2.23E-05,2.13E-05,2.05E-05,1.99E-05,2.03E-05,2.06E-05,2.10E-05,2.14E-05,2.14E-05,2.14E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,Australia_NZ,OilCrop +6,4,6,0.009037328,0.009037086,0.009037138,0.009274027,0.009455457,0.009589698,0.009690296,0.009417791,0.009176204,0.008966242,0.008774168,0.008778179,0.008777693,0.008774208,0.008766805,0.008757877,0.008746349,0.00873381,0.008719665,0.008705253,0.008690841,Australia_NZ,OtherGrain +6,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,4,9,0.201748048,0.201748267,0.201748489,0.201675419,0.201644025,0.201611392,0.201576727,0.201549211,0.201519428,0.201487446,0.201454788,0.201450277,0.201443943,0.201435713,0.201427233,0.201417505,0.20140702,0.201396112,0.201384647,0.201372079,0.201359511,Australia_NZ,SugarCrop +6,4,10,0.018731362,0.018731853,0.018731896,0.017536872,0.016582708,0.015804728,0.015157648,0.015006289,0.014856078,0.014713498,0.014578301,0.014577631,0.014576372,0.014574492,0.014572252,0.014569904,0.014567298,0.014564424,0.014561341,0.014558214,0.014555087,Australia_NZ,Wheat +6,4,11,0.811594195,0.811455841,0.811594197,0.811595473,0.811596224,0.811596642,0.81159701,0.811598849,0.811601868,0.811604015,0.811605343,0.811606359,0.81160701,0.81160749,0.811607344,0.811606966,0.811606549,0.811606336,0.811606384,0.811604799,0.811603214,Australia_NZ,FodderHerb +6,4,12,0.811450097,0.811449204,0.811448743,0.81144855,0.811448646,0.81144856,0.811448631,0.811448828,0.811448557,0.811448546,0.811448644,0.811448584,0.811448662,0.811448606,0.811448663,0.811448728,0.811448871,0.81144849,0.811448915,0.811448604,0.811448293,Australia_NZ,FodderGrass +6,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,5,2,0,0,0,0,0.714041091,0.714041072,0.714041374,0.714041134,0.714041488,0.714041153,0.71404144,0.713595541,0.713149199,0.712701442,0.712254053,0.711806939,0.711357505,0.710999559,0.710819939,0.710729797,0.710639655,Australia_NZ,biomass +6,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,5,4,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,Australia_NZ,MiscCrop +6,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,5,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop +6,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb +6,5,12,0.994304672,0.994292384,0.994250619,0.994250616,0.994250618,0.994250616,0.99425062,0.99425062,0.994250618,0.994250623,0.994250618,0.994250626,0.994250626,0.994250617,0.994250614,0.994250618,0.994250619,0.994250617,0.994250616,0.994250619,0.994250622,Australia_NZ,FodderGrass +6,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,6,1,0.022245304,0.02218689,0.022199871,0.022060815,0.021978989,0.021901828,0.021824527,0.021761795,0.021697345,0.021631981,0.021575662,0.021568273,0.021558215,0.021545839,0.021532664,0.021519397,0.0215051,0.021490909,0.021476646,0.021461849,0.021447052,Australia_NZ,Corn +6,6,2,0,0,0,0,0.501048458,0.497554039,0.494169061,0.492857389,0.491546078,0.490344001,0.48914245,0.488924385,0.488705855,0.48848764,0.488269368,0.487942104,0.487723497,0.487505043,0.487395967,0.487395964,0.487395961,Australia_NZ,biomass +6,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop 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+6,6,11,0.842901413,0.842897948,0.842899801,0.842900592,0.842901204,0.842901645,0.842901907,0.842903361,0.842904746,0.842906155,0.842907243,0.842908039,0.842908411,0.842908726,0.842908758,0.842908669,0.842908437,0.842908237,0.842907713,0.842907448,0.842907183,Australia_NZ,FodderHerb +6,6,12,0.994135362,0.994132716,0.994131357,0.994131332,0.994131368,0.994131365,0.994131372,0.994131365,0.994131358,0.994131367,0.994131383,0.994131356,0.994131346,0.994131345,0.994131345,0.994131351,0.994131349,0.994131342,0.99413136,0.994131364,0.994131368,Australia_NZ,FodderGrass +6,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,7,1,0.057359072,0.057359448,0.057359869,0.056422069,0.055687839,0.054997435,0.054380581,0.054072066,0.053782557,0.053491809,0.053223669,0.053204177,0.053178481,0.053146879,0.053113929,0.053080413,0.053045467,0.053010674,0.052976159,0.052941139,0.052906119,Australia_NZ,Corn +6,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,FiberCrop +6,7,4,0.121975541,0.121974883,0.121974428,0.121963162,0.12194987,0.121936056,0.121920935,0.121960767,0.121951886,0.121942738,0.121932441,0.121926436,0.121918263,0.121909006,0.121900155,0.121890247,0.121879996,0.121870309,0.121859331,0.121848214,0.121837097,Australia_NZ,MiscCrop +6,7,5,8.90E-05,8.91E-05,8.91E-05,8.46E-05,8.13E-05,7.85E-05,7.62E-05,7.74E-05,7.87E-05,7.99E-05,8.10E-05,8.08E-05,8.06E-05,8.03E-05,8.00E-05,7.97E-05,7.95E-05,7.93E-05,7.91E-05,7.89E-05,7.87E-05,Australia_NZ,OilCrop +6,7,6,0.001274295,0.001274292,0.001274298,0.001250173,0.001229985,0.001212155,0.001195473,0.001163207,0.001133926,0.001107022,0.001082226,0.001083052,0.001082967,0.001082286,0.001080825,0.001079047,0.001076738,0.001074222,0.00107136,0.00106845,0.00106554,Australia_NZ,OtherGrain +6,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,7,8,0.634835012,0.634833914,0.634836074,0.634354721,0.633829638,0.633292665,0.632732173,0.632631671,0.632447626,0.632245926,0.631994887,0.631961927,0.63187233,0.631762426,0.63159601,0.631438247,0.631247931,0.631058447,0.630845268,0.630606182,0.630367096,Australia_NZ,Root_Tuber +6,7,9,0.701082193,0.701083034,0.701082406,0.700769774,0.700635378,0.700492569,0.700341559,0.700221678,0.700089733,0.69995033,0.69980247,0.69978327,0.699756006,0.6997194,0.699680134,0.699637529,0.699591203,0.699543455,0.699491383,0.699433606,0.699375829,Australia_NZ,SugarCrop +6,7,10,0.019121622,0.019121566,0.019121645,0.017868488,0.016864391,0.016039661,0.015347373,0.015184521,0.015021794,0.014866244,0.014717142,0.014713714,0.01470711,0.014697602,0.014685951,0.014673797,0.014659912,0.014645217,0.0146291,0.014612714,0.014596328,Australia_NZ,Wheat +6,7,11,0.855479388,0.855479601,0.855479643,0.855480431,0.855481048,0.855481425,0.855481804,0.855483895,0.855485659,0.855487279,0.855488747,0.855489614,0.855489812,0.85549027,0.855490327,0.85549007,0.855489992,0.855489837,0.855489139,0.855488633,0.855488127,Australia_NZ,FodderHerb +6,7,12,0.877402759,0.877402356,0.87740236,0.877402918,0.877402456,0.877402561,0.877402771,0.877402354,0.877403025,0.877403014,0.877402406,0.877402859,0.87740234,0.87740302,0.877403077,0.877402611,0.877402931,0.877402836,0.877402984,0.877402704,0.877402424,Australia_NZ,FodderGrass +6,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,8,1,0.137059827,0.137059241,0.137059599,0.134037115,0.132091152,0.13030801,0.128683093,0.127918028,0.127170121,0.126407504,0.12568863,0.125547374,0.125359513,0.12512818,0.124885751,0.124641837,0.124384684,0.124132063,0.123878581,0.123620806,0.123363031,Australia_NZ,Corn +6,8,2,0,0,0,0,0.012016701,0.012019158,0.01199814,0.012019232,0.012049637,0.011998584,0.011989147,0.012071366,0.012132928,0.012169621,0.012206918,0.012233598,0.012244339,0.012241384,0.012231435,0.012226573,0.012221711,Australia_NZ,biomass +6,8,3,0.999910524,0.999910489,0.999910616,0.999912984,0.999915187,0.999917258,0.999919235,0.999919486,0.99991974,0.999919996,0.999920249,0.999920301,0.999920337,0.999920357,0.999920364,0.99992036,0.999920343,0.999920314,0.999920277,0.999920233,0.999920189,Australia_NZ,FiberCrop +6,8,4,0.015115852,0.015115794,0.015115785,0.015114197,0.015118822,0.015116817,0.015114769,0.015113805,0.015112631,0.015111408,0.015110044,0.015109156,0.015108111,0.015106971,0.015105704,0.015104427,0.01510308,0.015101698,0.015100284,0.015098813,0.015097342,Australia_NZ,MiscCrop +6,8,5,9.14E-05,9.13E-05,9.13E-05,8.28E-05,7.81E-05,7.41E-05,7.08E-05,7.11E-05,7.14E-05,7.16E-05,7.17E-05,7.07E-05,6.95E-05,6.81E-05,6.67E-05,6.55E-05,6.43E-05,6.33E-05,6.22E-05,6.12E-05,6.02E-05,Australia_NZ,OilCrop +6,8,6,0.002487985,0.002487983,0.002487978,0.002423569,0.002370345,0.0023245,0.002284524,0.002215021,0.002152962,0.002096795,0.002045969,0.002047116,0.002046987,0.002046013,0.002043943,0.002041442,0.002038204,0.002034683,0.002030696,0.002026645,0.002022594,Australia_NZ,OtherGrain +6,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,8,8,0.424443649,0.424448803,0.42444451,0.423817351,0.423133414,0.422437072,0.421711951,0.42158206,0.421343633,0.421083395,0.420759529,0.420719003,0.420601913,0.420460789,0.420248338,0.42004475,0.419800211,0.419556041,0.419284399,0.418976966,0.418669533,Australia_NZ,Root_Tuber +6,8,9,0.958413357,0.958413291,0.958413337,0.958328107,0.958291518,0.958252571,0.958211099,0.958177789,0.958141387,0.958102763,0.958061894,0.958056376,0.958048672,0.958038742,0.958027495,0.958015992,0.958002687,0.957989366,0.957975088,0.957958711,0.957942334,Australia_NZ,SugarCrop +6,8,10,0.008701013,0.008701028,0.008701011,0.008126917,0.007667846,0.007291719,0.00697684,0.006902906,0.006829124,0.006758742,0.006691394,0.006690073,0.006687481,0.006683765,0.00667924,0.006674509,0.006669163,0.00666347,0.00665732,0.006651059,0.006644798,Australia_NZ,Wheat +6,8,11,0.286931794,0.286931742,0.28693174,0.286934034,0.28693438,0.286934757,0.286936266,0.286938792,0.286941955,0.286943899,0.286946196,0.286948157,0.286948456,0.28694932,0.286949619,0.286949383,0.286949045,0.286948373,0.286947954,0.286946622,0.28694529,Australia_NZ,FodderHerb +6,8,12,0.287950502,0.287950337,0.287950168,0.287950399,0.287950809,0.287949385,0.287950088,0.287949389,0.287950009,0.287949244,0.287950431,0.287949341,0.287949842,0.287950336,0.287950482,0.287950414,0.287950355,0.287949471,0.287949138,0.287950138,0.287951138,Australia_NZ,FodderGrass +6,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,9,1,0.158122921,0.158122345,0.158122963,0.153996104,0.15155068,0.149340463,0.147305185,0.146377319,0.145451022,0.144498403,0.143589788,0.143355223,0.143043586,0.142658986,0.142254806,0.141848962,0.141420932,0.140999774,0.140576781,0.14014743,0.139718079,Australia_NZ,Corn +6,9,2,0,0,0,0,0.027585656,0.027508551,0.02740663,0.027408779,0.02743793,0.027293053,0.027259618,0.027380247,0.027474143,0.027536262,0.027599037,0.027643334,0.027692304,0.02771398,0.027686307,0.027669938,0.027653569,Australia_NZ,biomass +6,9,3,0.999991053,0.999991005,0.999990936,0.999991178,0.999991401,0.99999161,0.999991808,0.99999183,0.999991853,0.999991877,0.9999919,0.99999191,0.999991918,0.999991922,0.999991923,0.999991922,0.999991919,0.999991913,0.999991905,0.999991896,0.999991887,Australia_NZ,FiberCrop +6,9,4,0.04204518,0.04204511,0.042045087,0.042058438,0.042071332,0.042083999,0.042096335,0.042111526,0.04214371,0.042158133,0.042172408,0.042170154,0.042167357,0.042164634,0.042161144,0.042157968,0.04215445,0.042151062,0.042147371,0.042143596,0.042139821,Australia_NZ,MiscCrop +6,9,5,1.92E-05,1.93E-05,1.93E-05,1.81E-05,1.73E-05,1.66E-05,1.60E-05,1.63E-05,1.66E-05,1.69E-05,1.72E-05,1.71E-05,1.71E-05,1.70E-05,1.70E-05,1.69E-05,1.69E-05,1.68E-05,1.68E-05,1.67E-05,1.66E-05,Australia_NZ,OilCrop +6,9,6,0.007026205,0.007026194,0.00702614,0.006961622,0.006907142,0.006860831,0.006816454,0.006615188,0.006437396,0.006277228,0.006136052,0.006137739,0.006137543,0.006136116,0.006133051,0.006129347,0.006124577,0.006119358,0.0061135,0.006107525,0.00610155,Australia_NZ,OtherGrain +6,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice +6,9,8,0.78688185,0.786881851,0.786880921,0.786461375,0.786002384,0.78553393,0.785045712,0.784958259,0.78479693,0.784621958,0.784402817,0.784374599,0.784296136,0.784200303,0.784056692,0.783919186,0.783753004,0.78358804,0.783403626,0.783194878,0.78298613,Australia_NZ,Root_Tuber +6,9,9,0.344491802,0.344491082,0.344491983,0.344332239,0.344264476,0.344191628,0.344115004,0.344054008,0.343986384,0.343914735,0.343839157,0.343829051,0.343814852,0.343797509,0.3437766,0.343755119,0.343729922,0.343705485,0.343679588,0.343650041,0.343620494,Australia_NZ,SugarCrop +6,9,10,0.028182665,0.028182595,0.028182715,0.026381164,0.024939572,0.023760064,0.022774702,0.022543772,0.022313901,0.022095199,0.021886905,0.021884328,0.021879524,0.021872706,0.02186448,0.021855594,0.021845852,0.021835352,0.021823808,0.021812268,0.021800728,Australia_NZ,Wheat +6,9,11,0.85375968,0.853759595,0.853759741,0.85376055,0.853761144,0.853761367,0.853761713,0.853763699,0.853765631,0.853767036,0.8537683,0.853769147,0.853769467,0.853769872,0.853770078,0.853770019,0.853769652,0.853769529,0.853768891,0.8537684,0.853767909,Australia_NZ,FodderHerb +6,9,12,0.854777411,0.854777083,0.854777493,0.854777053,0.854777157,0.854776884,0.854777291,0.854777379,0.85477711,0.854777416,0.854777139,0.854777489,0.854777034,0.85477704,0.854777465,0.854777062,0.854777444,0.85477734,0.854777182,0.854777118,0.854777054,Australia_NZ,FodderGrass +6,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,10,1,0.149638757,0.149638552,0.149638405,0.146371642,0.143621276,0.141101163,0.138718752,0.137844077,0.13696311,0.136132615,0.135304017,0.135259685,0.135199369,0.135125345,0.135047661,0.134969169,0.134885928,0.134803402,0.134720641,0.13463662,0.134552599,Australia_NZ,Corn +6,10,2,0,0,0,0,0.034815862,0.034984105,0.035101044,0.034871906,0.034775748,0.034761989,0.034541472,0.034593608,0.034597173,0.034543446,0.034490763,0.034411323,0.034333984,0.034249832,0.034147853,0.034059855,0.033971857,Australia_NZ,biomass +6,10,3,0.999341104,0.999341109,0.999340792,0.999358167,0.999374434,0.999389748,0.99940439,0.999406347,0.999408312,0.999410278,0.999412233,0.999412441,0.999412581,0.999412658,0.999412687,0.999412669,0.999412601,0.999412491,0.999412347,0.99941217,0.999411993,Australia_NZ,FiberCrop +6,10,4,0.122869227,0.122869372,0.122869549,0.123565525,0.124262926,0.124963164,0.125570448,0.125804981,0.12598892,0.126221636,0.126453889,0.126447469,0.126441354,0.126433818,0.126425142,0.126417433,0.126408732,0.126399619,0.126390054,0.126380476,0.126370898,Australia_NZ,MiscCrop +6,10,5,0.000579239,0.000579318,0.00057932,0.000545259,0.000520616,0.00050043,0.000483488,0.000491961,0.000500097,0.000508153,0.000515911,0.000514645,0.000513182,0.000511543,0.000509923,0.000508435,0.000507075,0.000505851,0.000504648,0.000503521,0.000502394,Australia_NZ,OilCrop +6,10,6,0.002889688,0.00288968,0.002889672,0.002826498,0.002775744,0.002732292,0.002694602,0.002615832,0.002544998,0.002481144,0.002423702,0.0024246,0.002424512,0.002423756,0.002422108,0.002420139,0.002417562,0.002414769,0.002411613,0.002408396,0.002405179,Australia_NZ,OtherGrain +6,10,7,0.885961109,0.885960809,0.885959243,0.886772823,0.887587123,0.888391329,0.889140573,0.889939435,0.890729774,0.891511022,0.892239342,0.892659243,0.893071331,0.893475849,0.893872264,0.894261784,0.894643947,0.895019247,0.895387332,0.895749215,0.896111098,Australia_NZ,Rice +6,10,8,0.15423624,0.154238929,0.154235971,0.156113776,0.157817757,0.159460155,0.16096067,0.16033651,0.159587257,0.158815551,0.157971379,0.15792173,0.157784639,0.157618223,0.157369675,0.157131081,0.156845501,0.156561555,0.156244033,0.155885203,0.155526373,Australia_NZ,Root_Tuber +6,10,9,0.359420541,0.359420594,0.359420031,0.359345122,0.359312861,0.359279303,0.359244104,0.35921558,0.359184978,0.359151748,0.359118279,0.359113821,0.359107408,0.359098621,0.359089844,0.359080173,0.359068766,0.359057717,0.359046241,0.359032692,0.359019143,Australia_NZ,SugarCrop +6,10,10,0.010354823,0.010354825,0.010354843,0.009687741,0.009155616,0.008717871,0.008353098,0.008267693,0.008182805,0.008102048,0.0080253,0.008024543,0.008023036,0.008020956,0.008018337,0.008015593,0.008012494,0.008009297,0.008005738,0.008002086,0.007998434,Australia_NZ,Wheat +6,10,11,0.849410378,0.849410378,0.849410186,0.849411443,0.849412139,0.849412069,0.849412259,0.849414212,0.849416328,0.849417767,0.849419149,0.849419863,0.849420289,0.849420582,0.849420541,0.849420904,0.849420166,0.849420241,0.849419489,0.849419055,0.849418621,Australia_NZ,FodderHerb +6,10,12,0.822013575,0.822013326,0.822013784,0.822013806,0.822014178,0.82201446,0.822013849,0.822014187,0.8220142,0.822014343,0.822014326,0.822014121,0.822014573,0.822014174,0.822014236,0.822013565,0.822013821,0.822013935,0.822014637,0.822013444,0.822012251,Australia_NZ,FodderGrass +6,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,11,1,0.439168989,0.439168006,0.439169673,0.437067083,0.435720425,0.434551513,0.433378509,0.432955748,0.432508226,0.432046252,0.431579372,0.431481992,0.431347472,0.431176589,0.430993765,0.430807172,0.430603295,0.430396033,0.430186087,0.42997166,0.429757233,Australia_NZ,Corn +6,11,2,0,0,0,0,0.104072202,0.105840475,0.107436137,0.107864373,0.107628417,0.107344394,0.107090329,0.107334584,0.107461947,0.107453039,0.107444997,0.107408903,0.107383341,0.107299889,0.107206158,0.107153769,0.10710138,Australia_NZ,biomass +6,11,3,0.891462794,0.891462204,0.891462429,0.894036259,0.896439827,0.898711796,0.900888727,0.901162072,0.901438784,0.901716651,0.901992486,0.90206031,0.902105163,0.902130639,0.902139737,0.902134068,0.902112334,0.90207671,0.902029001,0.901972195,0.901915389,Australia_NZ,FiberCrop +6,11,4,0.379688283,0.379688558,0.379688922,0.377325615,0.375170753,0.373120351,0.371276381,0.370048209,0.368820216,0.367695726,0.366569636,0.366562916,0.366554861,0.366545883,0.366535991,0.36652578,0.366514941,0.366503116,0.366491526,0.366480147,0.366468768,Australia_NZ,MiscCrop +6,11,5,0.006052032,0.006051988,0.006052024,0.005495042,0.005183012,0.004926023,0.004701886,0.004726331,0.00474301,0.004756681,0.004766156,0.004699265,0.004621314,0.004533557,0.004446104,0.004365238,0.004290746,0.004223371,0.004156716,0.004093751,0.004030786,Australia_NZ,OilCrop +6,11,6,0.030979754,0.030979693,0.030979725,0.030322578,0.02976122,0.029266516,0.028823012,0.028271108,0.027769026,0.027296293,0.026850829,0.026859091,0.026858929,0.026853195,0.026839981,0.026824019,0.026803131,0.026779761,0.026753417,0.026726744,0.026700071,Australia_NZ,OtherGrain +6,11,7,0.854138748,0.854140326,0.854143255,0.855128124,0.856119555,0.857094655,0.857996001,0.858970969,0.859931098,0.860877947,0.86175477,0.862275776,0.862780308,0.863271567,0.863748117,0.86421118,0.864659362,0.865094562,0.865516796,0.865927055,0.866337314,Australia_NZ,Rice +6,11,8,0.338362368,0.338361882,0.3383627,0.342247934,0.345955912,0.34948529,0.352929491,0.352027211,0.351119162,0.350214846,0.349306896,0.349305297,0.349300454,0.349293825,0.349286566,0.349278527,0.349267094,0.349257743,0.349247993,0.349234779,0.349221565,Australia_NZ,Root_Tuber +6,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop +6,11,10,0.02118273,0.021182691,0.021182663,0.020197864,0.019379492,0.01869438,0.018107882,0.017956735,0.017806238,0.017664287,0.017530393,0.017529178,0.017526802,0.017523355,0.017519195,0.017514838,0.017509853,0.017504575,0.017498851,0.017493048,0.017487245,Australia_NZ,Wheat +6,11,11,0.862306611,0.862306292,0.862306029,0.862306928,0.862307715,0.862307699,0.862308742,0.862309963,0.862310565,0.862312594,0.862313958,0.862313751,0.862314358,0.862314869,0.862314513,0.862315027,0.862315002,0.862314692,0.862314057,0.862313663,0.862313269,Australia_NZ,FodderHerb +6,11,12,0.740074009,0.740074399,0.740074564,0.740074336,0.740073984,0.740073835,0.740073981,0.740074127,0.740074229,0.74007432,0.7400747,0.740074215,0.740074705,0.740074263,0.740074513,0.74007445,0.740074534,0.740074274,0.740074589,0.740074363,0.740074137,Australia_NZ,FodderGrass +6,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,12,1,0.376910508,0.376910665,0.376911463,0.374769735,0.37303096,0.371335278,0.369737756,0.369173694,0.368596587,0.368011529,0.367424223,0.367370502,0.367296301,0.367200302,0.36709864,0.366994988,0.366880414,0.366764916,0.36664862,0.366528535,0.36640845,Australia_NZ,Corn +6,12,2,0,0,0,0,0.105496655,0.105899737,0.106237519,0.106003451,0.105127963,0.104224849,0.103390052,0.103316449,0.103164181,0.102919979,0.102677552,0.102415992,0.102174548,0.101882564,0.101584704,0.101326489,0.101068274,Australia_NZ,biomass +6,12,3,0.962997004,0.962997083,0.962997163,0.963935456,0.964818821,0.96565231,0.966451742,0.966562307,0.966672952,0.966783487,0.966893476,0.966897823,0.966900858,0.966902591,0.966903183,0.966902874,0.966901293,0.966899044,0.966895677,0.966892103,0.966888529,Australia_NZ,FiberCrop +6,12,4,0.395779658,0.395779469,0.395779774,0.393581873,0.39148886,0.389501352,0.387722577,0.386469704,0.385216671,0.384066346,0.383019328,0.383008653,0.382995805,0.382982728,0.382965724,0.38295037,0.382932641,0.382914515,0.382896675,0.382877285,0.382857895,Australia_NZ,MiscCrop +6,12,5,0.000616697,0.000616894,0.000617031,0.00056973,0.000537697,0.000511825,0.000490274,0.000493801,0.000497023,0.000500028,0.000502625,0.000500264,0.000497485,0.000494328,0.000491153,0.000488191,0.000485415,0.000482849,0.000480288,0.00047785,0.000475412,Australia_NZ,OilCrop +6,12,6,0.016122562,0.016122534,0.016122528,0.015490643,0.014954443,0.014490515,0.014087126,0.013750677,0.013437598,0.013153457,0.012890949,0.012892963,0.012892919,0.01289153,0.01288831,0.012884352,0.012879155,0.012873369,0.012866847,0.012860188,0.012853529,Australia_NZ,OtherGrain +6,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,12,8,0.197715717,0.197715421,0.19771506,0.200682915,0.203541464,0.206359577,0.209060657,0.208335059,0.207679111,0.207024678,0.206369189,0.206367466,0.206363966,0.206359015,0.206352273,0.206345429,0.20633738,0.206329119,0.206320299,0.206309424,0.206298549,Australia_NZ,Root_Tuber +6,12,9,0.478419687,0.478419254,0.478420427,0.478316813,0.478273704,0.478225204,0.478175249,0.47813623,0.478093042,0.478047426,0.477998634,0.477992714,0.477983755,0.477971637,0.477958657,0.477944798,0.477929231,0.477913701,0.477896916,0.477877733,0.47785855,Australia_NZ,SugarCrop +6,12,10,0.013422646,0.013422645,0.013422641,0.012760971,0.012213666,0.011758051,0.011366244,0.0112704,0.011174948,0.011084854,0.010995059,0.010994206,0.010992471,0.010990016,0.010986991,0.01098381,0.010980188,0.010976308,0.010972086,0.010967738,0.01096339,Australia_NZ,Wheat +6,12,11,0.874965367,0.874965795,0.874965774,0.874966304,0.874966563,0.874967185,0.874967434,0.874969159,0.874970175,0.87497195,0.874973353,0.874973946,0.874974291,0.874974498,0.874974732,0.874974343,0.874974411,0.874974064,0.874974092,0.874973666,0.87497324,Australia_NZ,FodderHerb +6,12,12,0.965039734,0.965039598,0.965039505,0.965039571,0.965039547,0.965039529,0.965039549,0.965039542,0.965039483,0.965039467,0.96503958,0.965039605,0.965039671,0.965039626,0.965039739,0.965039678,0.965039617,0.965039663,0.965039582,0.965039543,0.965039504,Australia_NZ,FodderGrass +6,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,MiscCrop +6,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain +6,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop +6,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,15,11,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderHerb +6,15,12,0.999999886,0.99999973,0.99999973,0.999999787,0.999999794,0.999999801,0.999999806,0.99999981,0.999999812,0.999999813,0.999999814,0.999999812,0.999999809,0.999999806,0.999999803,0.999999801,0.9999998,0.9999998,0.9999998,0.9999998,0.9999998,Australia_NZ,FodderGrass +6,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,16,1,0.137216334,0.137205882,0.137210946,0.137020173,0.136957031,0.136905363,0.136853072,0.136836236,0.136815571,0.136792498,0.136768777,0.136752958,0.136730955,0.136703108,0.136673512,0.136643056,0.136609911,0.136575929,0.136541758,0.13650667,0.136471582,Australia_NZ,Corn +6,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,16,3,0.053089643,0.053043867,0.053061224,0.053194466,0.053178843,0.053152328,0.05310008,0.053014116,0.052936178,0.052862775,0.052786775,0.052924237,0.053015064,0.053063891,0.05307973,0.053063551,0.053014719,0.052939066,0.052837606,0.052717258,0.05259691,Australia_NZ,FiberCrop +6,16,4,0.211207982,0.211209053,0.211206808,0.210117763,0.209103172,0.208162514,0.207296359,0.206720105,0.206144658,0.205569575,0.205065552,0.205062905,0.205057178,0.205053125,0.205047216,0.205042107,0.20503567,0.205030281,0.205024191,0.205018184,0.205012177,Australia_NZ,MiscCrop +6,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,16,6,0.015140647,0.015143307,0.015144663,0.01513588,0.015127516,0.015112476,0.015103883,0.015115977,0.015127868,0.015133124,0.015138311,0.015138642,0.015138729,0.015138551,0.015138121,0.015137697,0.015137113,0.015136363,0.015135606,0.015134851,0.015134096,Australia_NZ,OtherGrain +6,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber +6,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop +6,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat +6,16,11,0.85065169,0.850651464,0.850652601,0.85065356,0.850653507,0.850653911,0.850654005,0.850655543,0.850656827,0.850657638,0.850658571,0.850659273,0.85065941,0.850659615,0.850659965,0.85065985,0.850659621,0.850659401,0.850659036,0.85065875,0.850658464,Australia_NZ,FodderHerb +6,16,12,0.999999998,0.999999996,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderGrass +6,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +6,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn +6,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass +6,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop +6,17,4,0.90106051,0.901103656,0.90105748,0.900145308,0.89930268,0.898452584,0.897635174,0.897465515,0.897293484,0.897120559,0.896986579,0.896977899,0.896967908,0.896956754,0.89694438,0.89693181,0.896918316,0.896904712,0.896890772,0.896875871,0.89686097,Australia_NZ,MiscCrop +6,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop +6,17,6,0.01063779,0.01063897,0.010629682,0.010935455,0.011172767,0.011350457,0.011488965,0.011138005,0.010829728,0.010559858,0.010316437,0.010321176,0.010320641,0.010316569,0.010307919,0.010297511,0.010283996,0.010269318,0.010252746,0.010235877,0.010219008,Australia_NZ,OtherGrain +6,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice +6,17,8,0.876035196,0.876023467,0.876050691,0.876038753,0.876026225,0.876013486,0.876000197,0.875998436,0.875993056,0.875988579,0.875982573,0.875981672,0.875979919,0.875976645,0.875972986,0.875969117,0.875964663,0.875960523,0.875955147,0.875949479,0.875943811,Australia_NZ,Root_Tuber +6,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop +6,17,10,0.999999987,0.999999991,0.999999992,0.999999992,0.999999992,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.99999999,0.99999999,0.99999999,Australia_NZ,Wheat +6,17,11,0.426640923,0.426412089,0.426392064,0.426394534,0.42639529,0.426396143,0.426396826,0.426401005,0.426404871,0.426407911,0.426410927,0.426412439,0.426413492,0.426413825,0.426414328,0.426414308,0.42641377,0.426413017,0.426412194,0.426410782,0.42640937,Australia_NZ,FodderHerb +6,17,12,0.426573835,0.426571506,0.426576327,0.426576439,0.426575944,0.426576249,0.426576089,0.426576887,0.426576585,0.426576398,0.426576532,0.426576422,0.426576549,0.426575983,0.426576547,0.426576488,0.426575927,0.426576166,0.426576842,0.426575947,0.426575052,Australia_NZ,FodderGrass +6,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit +7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,biomass +7,1,3,0.125623312,0.125626653,0.125622185,0.125664121,0.125652349,0.125634802,0.125601834,0.125550617,0.125505269,0.125463203,0.12541945,0.125505982,0.125564182,0.125596765,0.125608747,0.125600416,0.125571166,0.125523883,0.125461227,0.125387604,0.125313981,Brazil,FiberCrop +7,1,4,0.003363771,0.003365238,0.003363627,0.003420609,0.003475513,0.003528205,0.003578594,0.003611073,0.003642192,0.003671975,0.003698814,0.003698581,0.003698332,0.003698056,0.003697747,0.003697432,0.003697106,0.003696776,0.003696432,0.003696079,0.003695726,Brazil,MiscCrop +7,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice +7,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,1,9,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Brazil,SugarCrop +7,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,2,2,0,0,0,0,0.026091434,0.025480897,0.024926363,0.024905188,0.024979571,0.024568144,0.024235214,0.024070469,0.023968068,0.02386606,0.023815189,0.023764437,0.023713812,0.023663222,0.023612707,0.023612812,0.023612917,Brazil,biomass +7,2,3,0.400556178,0.400556101,0.400555894,0.387939559,0.376346207,0.365777182,0.356192084,0.350194355,0.344354553,0.338764343,0.333311538,0.333504937,0.333634706,0.333707161,0.33373332,0.333714771,0.333647806,0.333543221,0.333402231,0.333236548,0.333070865,Brazil,FiberCrop +7,2,4,0.049065821,0.0490659,0.049065933,0.049770539,0.05042118,0.051037148,0.051638894,0.052167137,0.052656198,0.053127385,0.053579626,0.053573564,0.053566902,0.053559086,0.053550754,0.053542315,0.053533033,0.053523829,0.053514494,0.053504406,0.053494318,Brazil,MiscCrop +7,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,2,7,0.60559465,0.605594042,0.605594752,0.603490678,0.601676442,0.600048895,0.598602218,0.598546603,0.598475585,0.598390507,0.598284128,0.598282133,0.59825416,0.598207533,0.598137649,0.598050225,0.597941681,0.597814416,0.597669588,0.597505163,0.597340738,Brazil,Rice +7,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,2,9,0.347788822,0.347789457,0.347789203,0.348979846,0.35002517,0.351069993,0.351917217,0.352870384,0.353624098,0.354277472,0.354832609,0.354827627,0.35481916,0.3548097,0.354799288,0.354787447,0.354774933,0.354761943,0.354747803,0.354732377,0.354716951,Brazil,SugarCrop +7,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,3,2,0,0,0,0,0.013277046,0.01325182,0.013231254,0.013119536,0.013070327,0.013156065,0.013328289,0.013371078,0.013413183,0.013454528,0.013495998,0.013531497,0.013561043,0.013602338,0.013637815,0.013667407,0.013696999,Brazil,biomass +7,3,3,0.162740415,0.162740436,0.162740127,0.155645274,0.149308637,0.143659254,0.138642732,0.135568529,0.132605314,0.129796954,0.127086624,0.127131952,0.127162684,0.127179322,0.127184754,0.127180257,0.127164095,0.127139065,0.127105619,0.127066109,0.127026599,Brazil,FiberCrop +7,3,4,0.024062117,0.024062183,0.024062078,0.024237306,0.024390396,0.02454347,0.024675384,0.02494764,0.025209702,0.025462921,0.02569504,0.025683977,0.025670817,0.025656421,0.025640282,0.02562422,0.025606986,0.025589524,0.025571669,0.025552893,0.025534117,Brazil,MiscCrop +7,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,3,7,0.097505999,0.097505249,0.097505328,0.096736372,0.096080755,0.095498215,0.094986606,0.094970666,0.094950937,0.094926816,0.094896973,0.094896193,0.094888681,0.094875474,0.094855865,0.094831216,0.094800704,0.094765095,0.094724191,0.094678335,0.094632479,Brazil,Rice +7,3,8,0.002634219,0.002634232,0.002634214,0.002705371,0.002770096,0.00282905,0.002884308,0.002895518,0.002906749,0.002916748,0.002926752,0.002926734,0.00292669,0.002926638,0.002926554,0.00292648,0.002926394,0.002926294,0.002926204,0.002926083,0.002925962,Brazil,Root_Tuber +7,3,9,0.482213748,0.482214175,0.48221373,0.483479191,0.484607319,0.485733212,0.486640371,0.48766627,0.488471467,0.489167357,0.489751196,0.489742888,0.489730076,0.489714975,0.489697148,0.489678614,0.489657875,0.489635689,0.489613429,0.489587229,0.489561029,Brazil,SugarCrop +7,3,10,0.000170618,0.000171252,0.000171245,0.000171231,0.000171218,0.000171204,0.000171189,0.000171184,0.000171179,0.000171174,0.000171169,0.000171169,0.000171166,0.000171163,0.000171158,0.000171154,0.000171149,0.000171144,0.000171138,0.000171133,0.000171128,Brazil,Wheat +7,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,4,2,0,0,0,0,0.022982014,0.022958684,0.022933439,0.022684081,0.022715804,0.022776149,0.022993307,0.023066779,0.023139051,0.023209598,0.02328054,0.023341396,0.023392026,0.023452519,0.023513109,0.023563618,0.023614127,Brazil,biomass +7,4,3,0.404725326,0.404724731,0.404724944,0.391979615,0.380364389,0.369785044,0.360219586,0.354293136,0.348511504,0.34297003,0.337568965,0.337595315,0.337614432,0.337623373,0.337626153,0.337622529,0.337612272,0.33759778,0.33757757,0.337553828,0.337530086,Brazil,FiberCrop +7,4,4,0.047703632,0.047703581,0.047703564,0.04838242,0.049025551,0.049613497,0.050185272,0.050433443,0.050636174,0.050838552,0.051038273,0.051017854,0.050993344,0.050966907,0.050937006,0.050906942,0.050874678,0.050842491,0.05080907,0.05077362,0.05073817,Brazil,MiscCrop +7,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,4,7,0.036599349,0.036599331,0.036599363,0.036290964,0.036028028,0.03579429,0.035588821,0.035581819,0.035572982,0.035562495,0.035549192,0.035548983,0.035545646,0.035539637,0.035531137,0.035520064,0.035506638,0.035490696,0.035472621,0.035452303,0.035431985,Brazil,Rice +7,4,8,0.003726835,0.003726844,0.003726845,0.003832242,0.003927063,0.004013893,0.004093813,0.004100801,0.004107725,0.004114636,0.004119749,0.004119718,0.004119625,0.004119521,0.004119361,0.004119205,0.004119028,0.004118849,0.004118631,0.004118407,0.004118183,Brazil,Root_Tuber +7,4,9,0.290118032,0.290117899,0.290117883,0.291213803,0.292168383,0.293125814,0.293903296,0.294776146,0.295469761,0.296073754,0.296585822,0.296582151,0.296576406,0.296570483,0.296562113,0.296553401,0.296544815,0.296535067,0.2965244,0.296514493,0.296504586,Brazil,SugarCrop +7,4,10,0.000349303,0.000349092,0.00034867,0.000348634,0.0003486,0.000348561,0.00034852,0.000348509,0.000348497,0.000348483,0.000348468,0.000348465,0.000348459,0.000348451,0.000348441,0.000348429,0.000348416,0.000348402,0.000348387,0.000348372,0.000348357,Brazil,Wheat +7,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,5,2,0,0,0,0,0.017385141,0.017366688,0.017347032,0.017142215,0.017121999,0.017116048,0.017235563,0.017290425,0.017344375,0.017397609,0.017443416,0.01748908,0.017527156,0.017572615,0.017618271,0.01765632,0.017694369,Brazil,biomass +7,5,3,0.091087001,0.091086802,0.091086957,0.086774439,0.082969579,0.079600266,0.076629937,0.07482633,0.073091599,0.071451213,0.069873187,0.069877212,0.06987971,0.069880617,0.069881105,0.069880846,0.069879379,0.06987723,0.069874719,0.069871394,0.069868069,Brazil,FiberCrop +7,5,4,0.035092619,0.035092729,0.0350926,0.035758312,0.036375179,0.036971449,0.037529924,0.037686534,0.037859554,0.038017084,0.038175215,0.038174204,0.038172955,0.038171582,0.038170066,0.03816846,0.03816682,0.038165202,0.038163454,0.038161518,0.038159582,Brazil,MiscCrop +7,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,5,6,3.30E-05,3.30E-05,3.30E-05,3.12E-05,2.97E-05,2.83E-05,2.70E-05,2.65E-05,2.61E-05,2.56E-05,2.52E-05,2.50E-05,2.49E-05,2.48E-05,2.47E-05,2.46E-05,2.45E-05,2.44E-05,2.43E-05,2.42E-05,2.41E-05,Brazil,OtherGrain +7,5,7,0.079059851,0.07905974,0.079059801,0.07842824,0.077892423,0.077419465,0.077007474,0.077000991,0.076993127,0.076983264,0.07697086,0.076970334,0.076967458,0.07696181,0.076954303,0.076944101,0.076931689,0.076916835,0.076899997,0.076881068,0.076862139,Brazil,Rice +7,5,8,0.020060044,0.020060056,0.020060066,0.020633447,0.021160041,0.021635813,0.022075233,0.022130611,0.02218541,0.022230722,0.02227559,0.022275333,0.022274521,0.022273583,0.022272079,0.022270444,0.022268831,0.022267039,0.02226505,0.02226282,0.02226059,Brazil,Root_Tuber +7,5,9,0.159175461,0.159174848,0.159175151,0.159906651,0.160537544,0.161169938,0.161687194,0.162264992,0.162726606,0.163130203,0.163474783,0.16347378,0.163472048,0.163469561,0.163467044,0.163463997,0.16346112,0.163457716,0.163454024,0.163450477,0.16344693,Brazil,SugarCrop +7,5,10,0.26339881,0.263397715,0.263398408,0.26337215,0.263343703,0.263315635,0.263284839,0.263276369,0.263266122,0.263256549,0.263246198,0.263243299,0.263239461,0.263232058,0.263223222,0.263215348,0.263206249,0.263196191,0.263184402,0.263172391,0.26316038,Brazil,Wheat +7,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,6,2,0,0,0,0,0.022127819,0.022110072,0.022091965,0.021802503,0.021673225,0.021701327,0.02193461,0.021982231,0.022029839,0.022077166,0.022124602,0.02217203,0.022219586,0.022267105,0.022314893,0.022362648,0.022410403,Brazil,biomass 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+7,6,7,0.154722404,0.154722406,0.154722046,0.153578316,0.152602262,0.151733633,0.150969641,0.150945284,0.150914528,0.150877601,0.150831417,0.150830213,0.150818586,0.150798299,0.150767755,0.150729396,0.150681952,0.150625954,0.150561794,0.150489801,0.150417808,Brazil,Rice +7,6,8,0.013449852,0.013449853,0.013449861,0.013837942,0.014194684,0.014523404,0.014828013,0.014852979,0.014877608,0.014902321,0.014920378,0.014920162,0.014919846,0.0149193,0.014918633,0.014917918,0.01491709,0.014916206,0.014915241,0.014914256,0.014913271,Brazil,Root_Tuber +7,6,9,0.103109971,0.103110372,0.103110246,0.103618741,0.104056098,0.104495203,0.104854453,0.105256058,0.105576887,0.105857785,0.106098037,0.106097424,0.106096181,0.106094997,0.106093458,0.106091684,0.106090091,0.10608809,0.106086404,0.106084016,0.106081628,Brazil,SugarCrop +7,6,10,0.014049883,0.01404987,0.014049898,0.014049162,0.014048413,0.014047641,0.014046737,0.014046493,0.014046246,0.014045937,0.014045637,0.01404555,0.014045425,0.014045237,0.014044992,0.014044734,0.014044446,0.014044145,0.014043817,0.014043459,0.014043101,Brazil,Wheat +7,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,10,2,0,0,0,0,0.002549924,0.002603767,0.00265759,0.002689034,0.002689051,0.002689042,0.00268904,0.002666889,0.002644919,0.002624285,0.002606062,0.002591348,0.002581205,0.002573341,0.002565506,0.002558815,0.002552124,Brazil,biomass +7,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop +7,10,4,0.007105539,0.007105207,0.007105542,0.007275838,0.00743735,0.007592553,0.007741011,0.007585822,0.007446436,0.007318968,0.007206054,0.007205894,0.007205728,0.007205498,0.007205303,0.007205085,0.007204863,0.007204621,0.007204338,0.007204132,0.007203926,Brazil,MiscCrop +7,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,10,7,0.014735906,0.014737693,0.01473079,0.014599647,0.014485584,0.014381821,0.014287181,0.014278247,0.014266935,0.014253435,0.014236461,0.014236007,0.014231727,0.01422422,0.014213143,0.014199156,0.014181822,0.014161582,0.014138178,0.014112041,0.014085904,Brazil,Rice +7,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber +7,10,9,0.047789288,0.047788617,0.047788205,0.048029978,0.048241657,0.048454103,0.048627011,0.048821722,0.048976202,0.049111103,0.049226024,0.049225054,0.049223884,0.049222017,0.049220354,0.049218549,0.049216279,0.049214243,0.049211803,0.049209071,0.049206339,Brazil,SugarCrop +7,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,11,2,0,0,0,0,0.006563043,0.006706878,0.006847896,0.006916537,0.006985962,0.007052986,0.007120602,0.007154662,0.007188874,0.007223237,0.007257754,0.007289302,0.007317796,0.007343243,0.007365572,0.007384765,0.007403958,Brazil,biomass +7,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop +7,11,4,0.015942103,0.015940007,0.015940412,0.016318587,0.016677158,0.017021621,0.017343518,0.017454731,0.017574284,0.017686815,0.017792565,0.017792021,0.017791618,0.017790971,0.017790207,0.017789543,0.017788894,0.017788003,0.017787248,0.017786483,0.017785718,Brazil,MiscCrop +7,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice +7,11,8,0.559821424,0.559590311,0.559849194,0.565019951,0.569540331,0.573628517,0.577179225,0.579396391,0.581498082,0.583385058,0.585265918,0.585263124,0.585255743,0.585246724,0.585233325,0.585220651,0.585205455,0.585190201,0.585173052,0.585153825,0.585134598,Brazil,Root_Tuber +7,11,9,0.180975513,0.180978763,0.180992411,0.181797761,0.182493995,0.183192105,0.183762254,0.184399654,0.184908459,0.185352236,0.185731456,0.18572987,0.185727426,0.18572419,0.185720741,0.185716927,0.185712548,0.18570825,0.18570376,0.185698492,0.185693224,Brazil,SugarCrop +7,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat +7,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +7,12,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn +7,12,2,0,0,0,0,0.025181608,0.025171323,0.025160983,0.024863385,0.024831993,0.024832015,0.024821649,0.024927907,0.025045107,0.025162708,0.025270178,0.025367317,0.025453791,0.025519092,0.025573495,0.025638918,0.025704341,Brazil,biomass +7,12,3,0.297828688,0.297830562,0.29783037,0.286806041,0.276890964,0.267949493,0.259940048,0.255020874,0.250242441,0.245686364,0.241267144,0.241267406,0.241267897,0.241267992,0.241267018,0.241266898,0.241267679,0.241267083,0.2412666,0.241266735,0.24126687,Brazil,FiberCrop +7,12,4,0.045764242,0.04576432,0.045764277,0.046160726,0.046521748,0.046865984,0.047192864,0.04764256,0.048076462,0.048493697,0.048873638,0.048871736,0.04886941,0.04886716,0.048864234,0.048861507,0.048858383,0.048854961,0.04885164,0.048848301,0.048844962,Brazil,MiscCrop +7,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop +7,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain +7,12,7,0.861697991,0.861698219,0.861697723,0.860642649,0.859728911,0.858903317,0.858165214,0.858133064,0.858092524,0.858042848,0.857981521,0.85798052,0.857964948,0.857937534,0.857897085,0.857846006,0.857782571,0.857707459,0.857622197,0.857525132,0.857428067,Brazil,Rice +7,12,8,0.025367287,0.025367357,0.025367337,0.026066249,0.026693838,0.027278815,0.027817632,0.027910534,0.027990887,0.028059519,0.028127595,0.028127171,0.028126055,0.028124725,0.028122636,0.028120743,0.02811835,0.028115962,0.028113386,0.028110418,0.02810745,Brazil,Root_Tuber +7,12,9,0.153468498,0.153467848,0.15346809,0.154185832,0.154801217,0.155418636,0.15592446,0.156488149,0.156939736,0.157334251,0.157672415,0.157671732,0.157670177,0.157669061,0.157666804,0.157665689,0.157663705,0.157661504,0.15765874,0.157656551,0.157654362,Brazil,SugarCrop +7,12,10,0.002649843,0.002649845,0.002649846,0.002649788,0.002649735,0.002649674,0.002649612,0.002649591,0.00264958,0.002649551,0.00264952,0.002649527,0.002649507,0.002649499,0.002649487,0.002649461,0.002649448,0.002649412,0.002649389,0.002649377,0.002649365,Brazil,Wheat +7,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb +7,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass +7,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit +8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Canada,Corn +8,7,2,0,0,0,0,0.005901079,0.005944011,0.005980374,0.006017278,0.0060529,0.006086601,0.006081888,0.006099668,0.006075542,0.006045996,0.00601663,0.005991468,0.005967756,0.005943529,0.005921552,0.00590479,0.005888028,Canada,biomass +8,7,3,0.064214127,0.064213721,0.064213692,0.064219766,0.064217176,0.064213196,0.064206157,0.064195198,0.064185664,0.064176803,0.064167549,0.064186264,0.064199167,0.064206254,0.064209135,0.064207555,0.064201327,0.064191273,0.064177871,0.064162018,0.064146165,Canada,FiberCrop +8,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,7,5,0.001099316,0.001099304,0.001099314,0.001044947,0.001010017,0.000979333,0.000951514,0.000901831,0.000854891,0.000810709,0.000769165,0.000764893,0.000759858,0.000754129,0.000748352,0.000742947,0.000737836,0.000733053,0.000728261,0.000723685,0.000719109,Canada,OilCrop +8,7,6,0.027376495,0.02737647,0.027376479,0.027098353,0.02684639,0.026617742,0.026400109,0.026287447,0.026172531,0.026057231,0.025952249,0.025955268,0.025955162,0.025952896,0.025948055,0.025941984,0.025933882,0.025925052,0.025915149,0.025904919,0.025894689,Canada,OtherGrain +8,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,7,10,0.016468236,0.016468298,0.016468245,0.016650952,0.016791921,0.016904489,0.017001976,0.017026398,0.017042874,0.017059102,0.01707463,0.017073098,0.017070187,0.017066217,0.017061382,0.017056316,0.017050636,0.017044639,0.017038133,0.017031484,0.017024835,Canada,Wheat +8,7,11,0.15218853,0.152188148,0.152188257,0.153268279,0.154350214,0.155438563,0.156475607,0.157580834,0.158690989,0.159807921,0.160871146,0.160873331,0.160874093,0.160874932,0.160875694,0.160874983,0.1608749,0.16087344,0.160872109,0.160870456,0.160868803,Canada,FodderHerb +8,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0.999999999,0.999999998,Canada,Corn +8,8,2,0,0,0,0,0.004783952,0.004809044,0.004832101,0.004856751,0.004881016,0.004904756,0.004862905,0.004893413,0.004879952,0.004854059,0.00482835,0.004806542,0.004786488,0.004766292,0.004748105,0.004734093,0.004720081,Canada,biomass +8,8,3,0.031265729,0.031265834,0.031266181,0.031269695,0.031268156,0.031265919,0.03126183,0.031255386,0.03124988,0.03124457,0.03123926,0.031250194,0.031257625,0.031261884,0.031263431,0.031262506,0.031259086,0.03125314,0.031245285,0.031236051,0.031226817,Canada,FiberCrop +8,8,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,8,5,0.001344911,0.001344912,0.001344909,0.001310859,0.001286278,0.001265157,0.001245972,0.00116605,0.001091645,0.001021527,0.000955926,0.000954183,0.000952145,0.000949838,0.00094753,0.000945385,0.000943371,0.000941485,0.000939614,0.000937837,0.00093606,Canada,OilCrop +8,8,6,0.018053457,0.018053377,0.018053419,0.017871492,0.017699109,0.017542945,0.017395091,0.017325322,0.017262703,0.01720011,0.017130092,0.017130826,0.017130841,0.017130294,0.017129133,0.01712778,0.017126028,0.017124047,0.017121914,0.01711958,0.017117246,Canada,OtherGrain +8,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,8,10,0.014927835,0.014927912,0.014927903,0.015101999,0.015239448,0.015352152,0.015452485,0.015477854,0.015496535,0.015515145,0.015533661,0.01553328,0.015532587,0.015531709,0.015530587,0.015529394,0.015528117,0.015526817,0.015525319,0.01552376,0.015522201,Canada,Wheat +8,8,11,0.102347184,0.102347058,0.10234732,0.10311685,0.103888153,0.104664876,0.105405249,0.106195322,0.106989944,0.107789496,0.108552006,0.108553623,0.10855454,0.108555235,0.108555511,0.108555007,0.108554387,0.108553859,0.108553205,0.108551797,0.108550389,Canada,FodderHerb +8,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,9,1,0.227640468,0.227640581,0.227641035,0.222474043,0.217616528,0.213127365,0.208848472,0.203507581,0.198545245,0.193945207,0.189626727,0.189626484,0.189625771,0.189624767,0.189623311,0.189622958,0.189621433,0.189620751,0.189619276,0.189618379,0.189617482,Canada,Corn +8,9,2,0,0,0,0,0.006771511,0.006689443,0.006609489,0.006598043,0.006586244,0.006480282,0.00642087,0.00640544,0.006424871,0.006473664,0.006520046,0.006557874,0.00658417,0.006604655,0.006619379,0.006628347,0.006637315,Canada,biomass +8,9,3,0.000816365,0.000817228,0.00081732,0.000817432,0.000817384,0.000817312,0.000817182,0.000816979,0.000816802,0.000816637,0.000816467,0.000816816,0.000817051,0.000817184,0.000817237,0.000817206,0.000817093,0.000816907,0.000816657,0.000816365,0.000816073,Canada,FiberCrop +8,9,4,0.003541746,0.003541682,0.003541669,0.003542188,0.003541022,0.003539808,0.00354007,0.003541012,0.003541824,0.003542589,0.003543279,0.003542731,0.003542076,0.003541371,0.003540565,0.00353977,0.003538916,0.00353807,0.003537175,0.003536246,0.003535317,Canada,MiscCrop +8,9,5,0.000513026,0.000513025,0.000513028,0.000499065,0.000490021,0.000482123,0.000474946,0.000440761,0.000408809,0.000379,0.000351061,0.000350146,0.000349071,0.000347855,0.000346638,0.000345505,0.000344439,0.000343443,0.000342452,0.000341509,0.000340566,Canada,OilCrop +8,9,6,0.001472751,0.001472747,0.001472744,0.001462328,0.001453263,0.00144424,0.001435868,0.001428899,0.001421925,0.001414994,0.001408074,0.001408108,0.001408107,0.001408087,0.001408036,0.001407992,0.001407914,0.001407843,0.00140775,0.001407666,0.001407582,Canada,OtherGrain +8,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,9,8,0.874574917,0.874574944,0.874574994,0.877916652,0.880955133,0.883705678,0.88618292,0.886622834,0.887061445,0.88749847,0.887890464,0.88789053,0.88789041,0.887890515,0.887890363,0.887890573,0.887890484,0.887890528,0.887890491,0.887890447,0.887890403,Canada,Root_Tuber +8,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,9,10,0.002534398,0.002534402,0.002534397,0.002564554,0.002588472,0.002608145,0.00262572,0.002630174,0.002633491,0.002636792,0.002640094,0.002640052,0.002639993,0.002639908,0.002639796,0.002639682,0.002639556,0.002639422,0.002639291,0.002639147,0.002639003,Canada,Wheat +8,9,11,0.01848338,0.01848341,0.018483348,0.017954897,0.017463006,0.017013287,0.016589171,0.016065947,0.015585437,0.015144773,0.014735356,0.014735639,0.014735802,0.014735941,0.0147359,0.014735876,0.014735851,0.014735688,0.014735487,0.014735364,0.014735241,Canada,FodderHerb +8,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,10,1,0.195070939,0.195070684,0.195070362,0.190463593,0.186139212,0.182148967,0.178352569,0.173620762,0.169232631,0.165172428,0.161366048,0.161365317,0.161365009,0.161365298,0.161364483,0.161364407,0.161363679,0.161363563,0.161363313,0.161362976,0.161362639,Canada,Corn +8,10,2,0,0,0,0,0.048860021,0.048355004,0.04784881,0.047713278,0.047572541,0.047424096,0.047221969,0.047539992,0.047840204,0.048119124,0.048400352,0.04855634,0.048667176,0.048775632,0.048862259,0.048928647,0.048995035,Canada,biomass +8,10,3,0.000343851,0.000343558,0.000342972,0.000343028,0.000343003,0.000342969,0.000342903,0.000342802,0.000342715,0.000342631,0.000342546,0.00034272,0.000342838,0.000342905,0.000342929,0.000342917,0.000342859,0.000342766,0.000342641,0.000342496,0.000342351,Canada,FiberCrop +8,10,4,0.038607042,0.038606963,0.038606924,0.038620654,0.038617789,0.038614767,0.038611567,0.038626401,0.038640868,0.038655279,0.038669189,0.038667874,0.038666328,0.038664581,0.038662681,0.038660699,0.038658537,0.038656409,0.03865412,0.038651885,0.03864965,Canada,MiscCrop +8,10,5,0.089962469,0.08996229,0.089962669,0.087104838,0.084694776,0.082572761,0.080722588,0.080141341,0.079595833,0.079053893,0.078515497,0.078515244,0.078515084,0.078515141,0.078515651,0.078515385,0.07851566,0.078515242,0.078515356,0.078515427,0.078515498,Canada,OilCrop +8,10,6,0.001372293,0.001372302,0.001372287,0.001361723,0.001351851,0.001342605,0.001333968,0.001328524,0.001323054,0.001318163,0.001313274,0.001313329,0.001313329,0.00131329,0.001313198,0.001313085,0.001312943,0.001312779,0.001312597,0.001312412,0.001312227,Canada,OtherGrain +8,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,10,8,0.412725545,0.412725146,0.412726015,0.420214495,0.427212954,0.43370804,0.439692287,0.440769638,0.441846052,0.442924402,0.443895353,0.443895554,0.443894507,0.443894897,0.443894743,0.443894836,0.443895231,0.443894826,0.443894867,0.4438954,0.443895933,Canada,Root_Tuber +8,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,10,10,0.002635284,0.002635291,0.00263528,0.002666403,0.002690984,0.002711129,0.002729073,0.002733621,0.002736949,0.002740283,0.002743582,0.002743526,0.002743408,0.00274324,0.002743036,0.002742834,0.002742596,0.002742344,0.00274208,0.002741805,0.00274153,Canada,Wheat +8,10,11,0.031698001,0.031697925,0.031697893,0.030803137,0.029969907,0.029207671,0.028488235,0.027600072,0.026783701,0.026034808,0.02533838,0.025338786,0.025338982,0.025339164,0.025339068,0.025339094,0.025338955,0.025338737,0.025338466,0.025338302,0.025338138,Canada,FodderHerb +8,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,11,1,0.384396275,0.384398463,0.384408273,0.377373149,0.37072951,0.364541098,0.358594498,0.35111947,0.344108444,0.33754976,0.331341775,0.331337181,0.331329667,0.331321568,0.331312503,0.331303225,0.331292886,0.331283813,0.331273311,0.331262559,0.331251807,Canada,Corn +8,11,2,0,0,0,0,0.048901016,0.048430849,0.047926986,0.047784779,0.047948565,0.04809451,0.048252089,0.048370965,0.04846651,0.04851046,0.048535029,0.048528262,0.048570477,0.048626609,0.048679272,0.048711341,0.04874341,Canada,biomass +8,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FiberCrop +8,11,4,0.12275718,0.122759441,0.122759249,0.122565923,0.122372193,0.12217847,0.121984541,0.121653591,0.121322444,0.120992273,0.120662079,0.120659263,0.120655394,0.120651312,0.12064683,0.120642405,0.12063722,0.120632461,0.120627204,0.12062191,0.120616616,Canada,MiscCrop +8,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,OilCrop +8,11,6,0.000895021,0.0009207,0.000931507,0.000929319,0.000927355,0.000925279,0.000923065,0.000921686,0.000920504,0.000919256,0.000917919,0.000918178,0.000918191,0.000918026,0.000917632,0.000917152,0.00091651,0.000915786,0.000914976,0.000914149,0.000913322,Canada,OtherGrain +8,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,11,10,0.043836936,0.043825631,0.043846643,0.044349827,0.04474931,0.045078775,0.045373635,0.045448528,0.045504677,0.045560552,0.045616711,0.045616469,0.045615993,0.045615439,0.045614803,0.045614088,0.045613578,0.045612769,0.045611915,0.045611033,0.045610151,Canada,Wheat +8,11,11,0.461934686,0.461943513,0.461948391,0.454604113,0.447599153,0.441043174,0.434720413,0.426722525,0.419184658,0.41210467,0.405373849,0.405375309,0.405375328,0.405376087,0.405374543,0.4053759,0.405374172,0.405373892,0.40537338,0.405372132,0.405370884,Canada,FodderHerb +8,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn +8,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,13,3,0.015625105,0.015626249,0.015624026,0.015625604,0.015624972,0.0156239,0.015622091,0.015619269,0.015616802,0.015614555,0.015612228,0.015616991,0.015620288,0.015622127,0.01562288,0.015622421,0.015620904,0.015618256,0.015614828,0.015610819,0.01560681,Canada,FiberCrop +8,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop +8,13,5,8.74E-05,8.74E-05,8.74E-05,8.33E-05,8.00E-05,7.71E-05,7.46E-05,7.08E-05,6.74E-05,6.42E-05,6.12E-05,6.12E-05,6.11E-05,6.10E-05,6.09E-05,6.08E-05,6.07E-05,6.06E-05,6.05E-05,6.04E-05,6.03E-05,Canada,OilCrop +8,13,6,0.003893994,0.003893983,0.003893984,0.0038518,0.003811822,0.003775268,0.003742029,0.003727288,0.003712221,0.003697101,0.003683448,0.00368388,0.00368386,0.003683544,0.003682808,0.003681929,0.003680757,0.003679462,0.003678,0.003676512,0.003675024,Canada,OtherGrain +8,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,13,10,0.003281586,0.003281571,0.003281582,0.003317511,0.003344864,0.003366354,0.003384687,0.003389243,0.003392144,0.003394959,0.003397594,0.003397162,0.003396351,0.003395228,0.003393862,0.003392439,0.003390845,0.003389164,0.003387341,0.003385476,0.003383611,Canada,Wheat +8,13,11,0.046926734,0.046926018,0.046926163,0.047301616,0.047677849,0.048056927,0.048418733,0.048805415,0.049194721,0.049586782,0.049960882,0.049961849,0.049962438,0.049962841,0.049962891,0.049962772,0.04996241,0.049961958,0.049961337,0.049960585,0.049959833,Canada,FodderHerb +8,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,14,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn +8,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,14,3,0.006077187,0.00608398,0.006079224,0.006079932,0.006079623,0.006079173,0.006078344,0.006077082,0.006075957,0.006074922,0.006073853,0.006076039,0.006077522,0.006078369,0.006078693,0.006078512,0.006077788,0.006076612,0.00607505,0.006073207,0.006071364,Canada,FiberCrop +8,14,4,0.004047079,0.004047038,0.00404698,0.00404459,0.004043851,0.004041359,0.004038788,0.004036644,0.004034444,0.004032212,0.004029927,0.004029577,0.004029168,0.004028723,0.00402823,0.00402773,0.004027199,0.004026665,0.00402611,0.00402552,0.00402493,Canada,MiscCrop +8,14,5,2.52E-05,2.52E-05,2.52E-05,2.39E-05,2.30E-05,2.21E-05,2.13E-05,2.02E-05,1.92E-05,1.83E-05,1.74E-05,1.74E-05,1.74E-05,1.73E-05,1.73E-05,1.73E-05,1.73E-05,1.72E-05,1.72E-05,1.72E-05,1.72E-05,Canada,OilCrop +8,14,6,0.002013259,0.002013226,0.002013257,0.001992602,0.001973039,0.001955329,0.001938559,0.001931493,0.001924386,0.001917287,0.001910169,0.001910252,0.001910248,0.001910196,0.001910058,0.001909897,0.001909692,0.001909457,0.001909193,0.001908933,0.001908673,Canada,OtherGrain +8,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,14,10,0.001807374,0.001807369,0.001807375,0.00182866,0.001845447,0.001859187,0.001871394,0.001874485,0.001876752,0.001879,0.001881235,0.001881184,0.001881071,0.001880939,0.00188078,0.001880607,0.00188042,0.001880205,0.001879993,0.001879772,0.001879551,Canada,Wheat +8,14,11,0.079336029,0.079335543,0.07933539,0.079948196,0.080562101,0.081180435,0.081769928,0.08239995,0.08303361,0.083671482,0.084279852,0.084281447,0.084282418,0.084282914,0.084283134,0.084282901,0.084282464,0.084281651,0.084280719,0.084279542,0.084278365,Canada,FodderHerb +8,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,15,1,0.986462512,0.986463313,0.986464892,0.986063915,0.985669667,0.985289614,0.984912614,0.984419922,0.983938909,0.983471536,0.983012463,0.983012485,0.983012463,0.983012426,0.983012389,0.983012363,0.983012343,0.983012338,0.983012292,0.983012242,0.983012192,Canada,Corn +8,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,15,3,0.001381805,0.001382739,0.001382248,0.00138244,0.001382359,0.00138223,0.001382015,0.001381668,0.001381367,0.001381096,0.001380808,0.001381394,0.001381797,0.001382024,0.001382108,0.00138206,0.001381868,0.001381546,0.001381131,0.001380628,0.001380125,Canada,FiberCrop +8,15,4,0.002556241,0.002556273,0.002556292,0.002553701,0.002551065,0.002547299,0.002543523,0.00253887,0.002534189,0.00252949,0.002524783,0.00252459,0.002524354,0.002524095,0.002523812,0.002523526,0.002523219,0.002522911,0.002522596,0.002522263,0.00252193,Canada,MiscCrop +8,15,5,3.75E-06,3.75E-06,3.74E-06,3.55E-06,3.40E-06,3.26E-06,3.15E-06,2.98E-06,2.83E-06,2.68E-06,2.55E-06,2.55E-06,2.54E-06,2.54E-06,2.53E-06,2.52E-06,2.52E-06,2.51E-06,2.51E-06,2.50E-06,2.49E-06,Canada,OilCrop +8,15,6,0.00127598,0.001275973,0.001275976,0.001264691,0.001253511,0.001243491,0.001234065,0.00122911,0.001224137,0.001218652,0.001213719,0.001213743,0.001213745,0.001213724,0.001213665,0.001213601,0.001213519,0.001213434,0.001213335,0.001213224,0.001213113,Canada,OtherGrain +8,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,15,10,0.000974372,0.000974373,0.00097438,0.00098596,0.000995138,0.001002677,0.001009404,0.001011109,0.001012376,0.00101363,0.001014888,0.00101487,0.001014837,0.001014796,0.001014742,0.001014686,0.001014631,0.001014567,0.001014497,0.001014427,0.001014357,Canada,Wheat +8,15,11,0.013048379,0.013048442,0.013048466,0.013156438,0.013264836,0.013374101,0.013478427,0.01358992,0.013702197,0.013815363,0.01392343,0.013923677,0.013923783,0.013923795,0.013923841,0.01392379,0.013923823,0.013923719,0.013923466,0.013923428,0.01392339,Canada,FodderHerb +8,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +8,16,1,0.529451589,0.529533371,0.529446233,0.522023059,0.514945879,0.508298773,0.501863246,0.493702278,0.48597789,0.478690407,0.471736478,0.471732682,0.471726568,0.471720146,0.471713558,0.471705471,0.471698581,0.471688456,0.471681278,0.471673899,0.47166652,Canada,Corn +8,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass +8,16,3,0.000996954,0.001002192,0.001026119,0.001026293,0.001026216,0.001026109,0.001025909,0.00102561,0.001025349,0.001025102,0.001024845,0.001025372,0.001025716,0.001025918,0.001025993,0.00102595,0.001025784,0.0010255,0.001025135,0.001024692,0.001024249,Canada,FiberCrop +8,16,4,0.002894399,0.002894443,0.002894567,0.002893825,0.002892981,0.002892102,0.002889906,0.00288947,0.002888938,0.00288838,0.002887741,0.002887339,0.002886872,0.002886346,0.00288576,0.002885172,0.002884536,0.002883907,0.002883258,0.002882562,0.002881866,Canada,MiscCrop +8,16,5,0,4.59E-07,5.05E-07,4.78E-07,4.57E-07,4.38E-07,4.22E-07,3.99E-07,3.78E-07,3.58E-07,3.40E-07,3.39E-07,3.39E-07,3.38E-07,3.37E-07,3.36E-07,3.36E-07,3.35E-07,3.34E-07,3.34E-07,3.34E-07,Canada,OilCrop +8,16,6,0.000616064,0.000616178,0.000616157,0.000611264,0.000606679,0.000602384,0.000598371,0.000595719,0.000593071,0.000590433,0.000588056,0.000588068,0.000588067,0.000588059,0.000588042,0.000588019,0.000587989,0.000587956,0.00058792,0.000587883,0.000587846,Canada,OtherGrain +8,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice +8,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber +8,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop +8,16,10,0.00055878,0.000558778,0.000558706,0.000565377,0.000570669,0.000575027,0.000578922,0.000579911,0.000580645,0.000581379,0.000582112,0.000582105,0.000582094,0.000582076,0.000582056,0.000582034,0.000582011,0.000581985,0.000581958,0.000581931,0.000581904,Canada,Wheat +8,16,11,0.01640683,0.016405359,0.016405829,0.016540666,0.01667639,0.016813209,0.016943819,0.017083051,0.017223309,0.017364715,0.017499699,0.017499814,0.017499904,0.017499948,0.017499942,0.017499935,0.017499886,0.017499836,0.017499778,0.017499686,0.017499594,Canada,FodderHerb +8,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass +8,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit +9,4,1,0.092256614,0.092256608,0.092256575,0.092996101,0.093646829,0.094266533,0.094815862,0.094887975,0.094922218,0.094956179,0.094990057,0.094987614,0.094984115,0.094979795,0.094975386,0.094970863,0.094966076,0.094961332,0.094956545,0.094951643,0.094946741,Central America and Caribbean,Corn +9,4,2,0,0,0,0,0.041868511,0.041903365,0.041938193,0.041573093,0.041262526,0.041521838,0.041747497,0.042010375,0.042274774,0.042540864,0.042790519,0.042951792,0.043113801,0.043041751,0.042969879,0.042879956,0.042790033,Central America and Caribbean,biomass +9,4,3,0.469018358,0.469018562,0.469018539,0.462529793,0.456479762,0.450655605,0.445272532,0.436998383,0.429075571,0.421510262,0.414189976,0.414197102,0.414204051,0.414206187,0.414208501,0.41420736,0.414204674,0.414199473,0.414193018,0.414186203,0.414179388,Central America and Caribbean,FiberCrop +9,4,4,0.106889797,0.106889899,0.106889959,0.108214987,0.109384224,0.110522982,0.11154179,0.112186542,0.112788931,0.113350592,0.113870727,0.113866929,0.113862311,0.113857071,0.11385143,0.113845744,0.113839599,0.113833302,0.113826932,0.113820205,0.113813478,Central America and Caribbean,MiscCrop +9,4,5,0.001126282,0.001126335,0.001126419,0.001093071,0.001062094,0.001032893,0.001005365,0.000990125,0.000975123,0.000960764,0.000947026,0.000926602,0.00090662,0.00088707,0.00086945,0.000854784,0.000842565,0.000832325,0.000823291,0.000815776,0.000808261,Central America and Caribbean,OilCrop +9,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,4,7,0.362071551,0.362071489,0.362071607,0.365146458,0.367926793,0.370301764,0.372471621,0.381502858,0.389890987,0.397613178,0.404746525,0.404746216,0.404729965,0.404701815,0.404660403,0.404606244,0.404542159,0.40446438,0.404377202,0.404278798,0.404180394,Central America and Caribbean,Rice +9,4,8,0.180137838,0.180138195,0.180138445,0.171749206,0.164145892,0.157215777,0.150912757,0.14671564,0.142773118,0.139023604,0.135508746,0.134487729,0.133472049,0.132463023,0.131508976,0.130659749,0.129864225,0.12917104,0.128579345,0.128038061,0.127496777,Central America and Caribbean,Root_Tuber +9,4,9,0.425532331,0.425534208,0.425534096,0.42588044,0.426165646,0.426449435,0.426732557,0.42680947,0.426883116,0.426956008,0.42692076,0.426916283,0.426909668,0.426901315,0.426891948,0.4268818,0.426870727,0.426859036,0.426846856,0.426833196,0.426819536,Central America and Caribbean,SugarCrop +9,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +9,5,1,0.13527404,0.13527395,0.135273288,0.133601374,0.132151694,0.130814077,0.129632852,0.127834986,0.126201224,0.12477348,0.123498966,0.123497185,0.123496054,0.123493749,0.123491918,0.123489883,0.123487836,0.12348568,0.123483121,0.123481133,0.123479145,Central America and Caribbean,Corn +9,5,2,0,0,0,0,0.048473395,0.048513331,0.048573395,0.048673912,0.048875643,0.049057927,0.049057866,0.048773796,0.048270844,0.048431648,0.048633195,0.048835737,0.04901863,0.049202219,0.049120599,0.049222725,0.049324851,Central America and Caribbean,biomass +9,5,3,0.286731249,0.286731524,0.286730875,0.283893689,0.281244308,0.278695531,0.276247596,0.272506877,0.268883921,0.265377213,0.261983286,0.261990388,0.261995677,0.261998627,0.262000005,0.261999039,0.261996538,0.261992407,0.261986574,0.261979701,0.261972828,Central America and Caribbean,FiberCrop +9,5,4,0.11121555,0.111215619,0.111215544,0.11129593,0.111375795,0.111412791,0.11149238,0.111145108,0.110797566,0.110451651,0.110148124,0.110144682,0.110141772,0.110138071,0.110134349,0.11013005,0.110125442,0.110120908,0.110116213,0.110111936,0.110107659,Central America and Caribbean,MiscCrop +9,5,5,0.001490985,0.001490976,0.001491091,0.001432612,0.001378812,0.00132933,0.001283846,0.001250724,0.001219513,0.001189597,0.001161425,0.001136383,0.001111883,0.00108791,0.001066306,0.001048321,0.001033334,0.001020783,0.001009704,0.00100049,0.000991276,Central America and Caribbean,OilCrop +9,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,5,7,0.340959874,0.340959997,0.340959594,0.346801976,0.352282088,0.357387093,0.362103024,0.36375311,0.36519378,0.366523457,0.367735528,0.367732988,0.367708261,0.367665078,0.367601223,0.36752185,0.367421801,0.367305667,0.367171291,0.367021354,0.366871417,Central America and Caribbean,Rice +9,5,8,0.113571919,0.113571909,0.113572043,0.107960174,0.102911858,0.098341787,0.094174196,0.092037175,0.090014427,0.088066587,0.086225056,0.085538609,0.084856468,0.084179565,0.083540165,0.082971978,0.082440115,0.08197693,0.081581582,0.081220397,0.080859212,Central America and Caribbean,Root_Tuber +9,5,9,0.435227766,0.435227956,0.43522772,0.439042863,0.44251231,0.445666272,0.448499426,0.452216693,0.455721062,0.459010881,0.462085536,0.462078291,0.462067742,0.462052233,0.462036595,0.462019239,0.462000651,0.461981182,0.461959789,0.46193728,0.461914771,Central America and Caribbean,SugarCrop +9,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +9,6,1,0.060874884,0.060874777,0.060874762,0.060568473,0.060294611,0.060071283,0.05987275,0.058618411,0.057504803,0.056525552,0.055652156,0.055651209,0.055649759,0.055647468,0.05564561,0.055643386,0.055641143,0.055638864,0.055636844,0.055634637,0.05563243,Central America and Caribbean,Corn +9,6,2,0,0,0,0,0.036163773,0.036163917,0.036163842,0.036467489,0.036820181,0.036804705,0.036789358,0.03649691,0.036558375,0.036589255,0.036743309,0.036898303,0.037053742,0.037194288,0.037303958,0.037398322,0.037492686,Central America and Caribbean,biomass +9,6,3,0.171426068,0.171426447,0.171425597,0.171428124,0.171427787,0.171426964,0.1714253,0.171423299,0.171420721,0.171418913,0.171417607,0.171420637,0.171423818,0.171424834,0.171425267,0.171424659,0.171423799,0.171421456,0.171419196,0.171415482,0.171411768,Central America and Caribbean,FiberCrop +9,6,4,0.068216282,0.068216347,0.068216154,0.068212288,0.06820761,0.068203196,0.068198151,0.067837197,0.06753215,0.067228266,0.066952503,0.066950701,0.066947696,0.066944871,0.066941522,0.066938088,0.066934487,0.066930773,0.066926868,0.066922762,0.066918656,Central America and Caribbean,MiscCrop +9,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop +9,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,6,7,0.671244201,0.671243571,0.671244674,0.672949785,0.674528325,0.67589964,0.677154527,0.681353651,0.685046698,0.68842699,0.691495052,0.691490917,0.691468542,0.691429175,0.691371613,0.691300319,0.691213688,0.691111677,0.690993801,0.690861984,0.690730167,Central America and Caribbean,Rice +9,6,8,0.03718519,0.037185179,0.037185013,0.035061878,0.033179482,0.03149997,0.02999052,0.029410881,0.028853257,0.028317874,0.027803392,0.027567721,0.02733343,0.027100933,0.026881242,0.026685942,0.026503037,0.02634374,0.026207487,0.026082593,0.025957699,Central America and Caribbean,Root_Tuber +9,6,9,0.477013614,0.477013033,0.477011749,0.481347185,0.485310056,0.488948986,0.492261986,0.495158692,0.497834931,0.5004008,0.502747548,0.502741411,0.502732872,0.502721764,0.502709321,0.502696367,0.502681596,0.502666284,0.502649962,0.50263195,0.502613938,Central America and Caribbean,SugarCrop +9,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,6,13,1.47E-05,1.47E-05,1.47E-05,1.41E-05,1.36E-05,1.31E-05,1.27E-05,1.23E-05,1.18E-05,1.15E-05,1.11E-05,1.10E-05,1.10E-05,1.10E-05,1.09E-05,1.09E-05,1.08E-05,1.08E-05,1.07E-05,1.07E-05,1.07E-05,Central America and Caribbean,PalmFruit +9,12,1,0.004748834,0.004748811,0.004748841,0.004665813,0.004592069,0.004529201,0.00447292,0.00442304,0.004379368,0.004339873,0.004304418,0.004304405,0.004304393,0.00430441,0.004304386,0.004304419,0.004304404,0.004304385,0.004304403,0.0043044,0.004304397,Central America and Caribbean,Corn +9,12,2,0,0,0,0,0.003775538,0.003778799,0.003782072,0.00377879,0.00377715,0.003775512,0.003773873,0.003768974,0.003764061,0.003759156,0.003754247,0.003750982,0.003739581,0.003750996,0.003760805,0.003768998,0.003777191,Central America and Caribbean,biomass +9,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FiberCrop +9,12,4,0.003184749,0.003184704,0.003184704,0.003159827,0.003137821,0.003117307,0.003098256,0.003062082,0.003028924,0.002998725,0.002970083,0.002969995,0.00296988,0.002969773,0.002969644,0.002969508,0.002969379,0.002969232,0.002969079,0.002968921,0.002968763,Central America and Caribbean,MiscCrop +9,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop +9,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain +9,12,7,0.12442195,0.124415371,0.124421019,0.124091165,0.123804658,0.123516095,0.123319731,0.123127201,0.122933061,0.122737606,0.122540072,0.122539625,0.122536695,0.122531649,0.122524685,0.122515849,0.122505253,0.1224927,0.122478403,0.122462454,0.122446505,Central America and Caribbean,Rice +9,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Root_Tuber +9,12,9,0.194162729,0.194161753,0.194162256,0.197633272,0.200880627,0.203884999,0.206641358,0.208995221,0.21122577,0.213256674,0.215226831,0.215226513,0.215225539,0.215223401,0.215222227,0.215222007,0.215219852,0.215219069,0.215217031,0.215215025,0.215213019,Central America and Caribbean,SugarCrop +9,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat +9,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb +9,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass +9,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit +10,7,1,0.993685478,0.993685363,0.993685293,0.993628514,0.993608955,0.99359295,0.993576664,0.993571389,0.993564857,0.993557604,0.993547222,0.993542133,0.993535111,0.993526145,0.993516551,0.993506715,0.993495964,0.993484983,0.993473833,0.993462422,0.993451011,Central Asia,Corn +10,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,7,3,0.988252156,0.988252162,0.9882521,0.988452465,0.988617905,0.988770065,0.988908067,0.988703815,0.988492075,0.98826674,0.988021119,0.988038179,0.988049535,0.98805578,0.988057962,0.98805612,0.988050127,0.988040682,0.988028174,0.988013312,0.98799845,Central Asia,FiberCrop +10,7,4,0.911548612,0.9115484,0.911548575,0.912115101,0.9126406,0.91316194,0.913644039,0.913558405,0.913469668,0.913379583,0.913287334,0.913272473,0.913254553,0.913234966,0.913212965,0.913190814,0.913166848,0.913142907,0.913118262,0.913092183,0.913066104,Central Asia,MiscCrop +10,7,5,0.33065884,0.330658546,0.330657976,0.324983691,0.323756791,0.322522459,0.320967511,0.296911128,0.276247469,0.258284383,0.242524336,0.241045114,0.239284235,0.237258883,0.235197312,0.233251297,0.231374353,0.22957195,0.227747399,0.225991048,0.224234697,Central Asia,OilCrop +10,7,6,0.288178717,0.288179357,0.288177674,0.287845603,0.28767443,0.287310114,0.286735371,0.282146347,0.277879074,0.274024121,0.27046161,0.270679815,0.270706606,0.270601637,0.270326605,0.269976837,0.269496819,0.268951386,0.268330545,0.267694873,0.267059201,Central Asia,OtherGrain +10,7,7,0.967804239,0.967804244,0.967804323,0.969054598,0.970141074,0.971118637,0.971989448,0.972683471,0.973321313,0.973905072,0.974430892,0.974534666,0.974610792,0.974664218,0.974691679,0.974698775,0.974682222,0.974644727,0.974584359,0.974501809,0.974419259,Central Asia,Rice +10,7,8,0.484096417,0.484095988,0.484096079,0.483631695,0.483153669,0.482673199,0.482185344,0.481830922,0.481559807,0.48128519,0.480995239,0.480985911,0.480959943,0.48092845,0.480881274,0.480835355,0.480781276,0.480726686,0.480666665,0.480598888,0.480531111,Central Asia,Root_Tuber +10,7,9,0.14406752,0.144067194,0.144067069,0.143741128,0.143598628,0.143447809,0.143287409,0.143158822,0.143017542,0.142868909,0.142712159,0.142690286,0.142659885,0.142619823,0.142576369,0.142530146,0.142481176,0.142428978,0.142375551,0.14231389,0.142252229,Central Asia,SugarCrop +10,7,10,0.250779346,0.250779221,0.250779251,0.250586404,0.250390474,0.250178081,0.249944558,0.253244994,0.256483037,0.259576717,0.262600975,0.262584095,0.262548753,0.262497207,0.262432781,0.262364872,0.262286506,0.262203084,0.262111565,0.26201788,0.261924195,Central Asia,Wheat +10,7,11,0.98969045,0.9896905,0.989690438,0.989693309,0.989694405,0.989695405,0.989696326,0.989701216,0.989705435,0.989709224,0.989708363,0.989710187,0.989711331,0.989712017,0.989712267,0.989712182,0.989711666,0.989710852,0.989709712,0.989708342,0.989706972,Central Asia,FodderHerb +10,7,12,0.680390384,0.680390436,0.680390589,0.680390254,0.680390445,0.680390695,0.680390208,0.680390347,0.680390216,0.680390092,0.680390342,0.68039077,0.68039042,0.680390183,0.680390435,0.680390343,0.680390605,0.680390493,0.680390667,0.68039003,0.680389393,Central Asia,FodderGrass +10,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,8,1,0.960947829,0.960947735,0.960947789,0.960592833,0.960472471,0.960373994,0.960273939,0.960241791,0.960201943,0.960157654,0.960094721,0.960064234,0.960021813,0.959967578,0.959909494,0.959849865,0.959784638,0.959717751,0.959649823,0.959580488,0.959511153,Central Asia,Corn +10,8,2,0,0,0,0,0.454361636,0.455536139,0.456389733,0.460498456,0.463242055,0.466430374,0.46783263,0.468811969,0.469551788,0.470008259,0.470143255,0.469454984,0.468816212,0.468030894,0.467227582,0.466530519,0.465833456,Central Asia,biomass +10,8,3,0.980934044,0.980933977,0.980933946,0.981255989,0.981522289,0.981767531,0.981989648,0.98166022,0.981318458,0.980955003,0.980559097,0.980587315,0.980606214,0.980616514,0.980620196,0.980617186,0.980607338,0.980591754,0.980571135,0.980546554,0.980521973,Central Asia,FiberCrop +10,8,4,0.880586237,0.880586278,0.880586167,0.880869177,0.881102136,0.8813328,0.881560701,0.881584957,0.881605084,0.881623416,0.881638887,0.881619919,0.881597358,0.881572295,0.881544493,0.881516549,0.881486491,0.881456122,0.881424963,0.88139203,0.881359097,Central Asia,MiscCrop +10,8,5,0.535470901,0.535470605,0.535470786,0.53090346,0.530495778,0.529951278,0.529065142,0.507426821,0.488267253,0.471168082,0.455859611,0.454288481,0.452425754,0.450286691,0.448118669,0.446077611,0.444112579,0.442230834,0.440327182,0.438504522,0.436681862,Central Asia,OilCrop +10,8,6,0.35972765,0.359727894,0.359727398,0.359585274,0.35958608,0.359542776,0.359249739,0.357415231,0.355708604,0.354179648,0.35271517,0.352820746,0.352835013,0.352785951,0.352653207,0.352486602,0.352257031,0.351995525,0.351700763,0.351398728,0.351096693,Central Asia,OtherGrain +10,8,7,0.950322119,0.95032198,0.950322022,0.952219045,0.953898514,0.955422961,0.956797203,0.957881493,0.958887511,0.95981825,0.960670577,0.960830153,0.960960331,0.961065928,0.961143937,0.961200171,0.961232017,0.961241567,0.961227676,0.961191457,0.961155238,Central Asia,Rice +10,8,8,0.588744825,0.588744517,0.588744652,0.58827581,0.587792005,0.587305428,0.586811932,0.586463712,0.586193733,0.585919603,0.585629147,0.585619009,0.585590815,0.58555637,0.585504139,0.585454891,0.585395478,0.58533658,0.585270731,0.585196472,0.585122213,Central Asia,Root_Tuber +10,8,9,0.513095087,0.513094701,0.513094608,0.512533944,0.51229096,0.512032306,0.511757264,0.511537208,0.511293943,0.511037369,0.510765793,0.510729352,0.510677135,0.510609955,0.510535498,0.510456696,0.510369669,0.510279969,0.510185366,0.510077939,0.509970512,Central Asia,SugarCrop +10,8,10,0.299769962,0.299770178,0.299770992,0.299626237,0.29948581,0.299332477,0.299167359,0.302882896,0.306525766,0.310002891,0.313405059,0.313392084,0.313367958,0.313332751,0.31329065,0.313243483,0.313191695,0.313135541,0.313073556,0.313012285,0.312951014,Central Asia,Wheat +10,8,11,0.948616026,0.948615976,0.948616111,0.948622718,0.948625467,0.948627691,0.948629977,0.948641945,0.948651901,0.948661314,0.948648705,0.948653022,0.948656024,0.948657506,0.948658106,0.948657937,0.948656605,0.94865465,0.948651964,0.948648712,0.94864546,Central Asia,FodderHerb +10,8,12,0.705356808,0.705356156,0.705355639,0.705355583,0.705355774,0.705356016,0.705355911,0.705355897,0.705355773,0.705356626,0.705356771,0.705356474,0.705356207,0.705355404,0.705355369,0.705355221,0.705355226,0.705356114,0.705354975,0.705356607,0.705358239,Central Asia,FodderGrass +10,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,9,1,0.248088813,0.24808882,0.248088669,0.245331258,0.243425164,0.24159769,0.23985552,0.23943921,0.239000546,0.238549421,0.238172022,0.238081471,0.237954523,0.237792945,0.237620305,0.237442934,0.237248332,0.237048723,0.236847243,0.236642237,0.236437231,Central Asia,Corn +10,9,2,0,0,0,0,0.260401685,0.262744657,0.264649026,0.26632912,0.267402905,0.268598048,0.269792001,0.271030105,0.271934164,0.272355665,0.272004629,0.27156879,0.271132437,0.270560915,0.269964851,0.269450972,0.268937093,Central Asia,biomass +10,9,3,0.985331541,0.985331551,0.985331596,0.98811804,0.9907491,0.993287787,0.99577628,0.995697004,0.995614862,0.995527499,0.995432264,0.995440583,0.995446132,0.995449177,0.995450242,0.995449369,0.995446487,0.995441911,0.995435802,0.995428585,0.995421368,Central Asia,FiberCrop +10,9,4,0.723804971,0.723805673,0.723805465,0.725139795,0.726465267,0.727697552,0.728923321,0.729149623,0.729368584,0.729586892,0.729712788,0.729684797,0.729650622,0.729613532,0.72957168,0.72952874,0.729484089,0.72943795,0.729392303,0.729342256,0.729292209,Central Asia,MiscCrop +10,9,5,0.060279556,0.060279944,0.06028007,0.060187037,0.060124262,0.060086546,0.060049624,0.055797379,0.052084601,0.048825866,0.045931149,0.045923653,0.04591523,0.045905087,0.045895321,0.045886115,0.045877286,0.045868661,0.045860361,0.045852452,0.045844543,Central Asia,OilCrop +10,9,6,0.201865411,0.201865824,0.201865212,0.201218193,0.200695178,0.200142058,0.19955228,0.199155439,0.198775192,0.198377894,0.197954844,0.198036439,0.198048278,0.198014089,0.197917708,0.19779408,0.197623315,0.19742957,0.197208856,0.196984235,0.196759614,Central Asia,OtherGrain +10,9,7,0.75333075,0.753330646,0.753329851,0.760604874,0.767326201,0.773495571,0.779107412,0.783603653,0.787802828,0.791711476,0.795300485,0.796005178,0.796565029,0.79700436,0.797307328,0.797499878,0.797564833,0.79751275,0.797344471,0.797063251,0.796782031,Central Asia,Rice +10,9,8,0.687613898,0.687613716,0.687614009,0.687212073,0.686798193,0.686381614,0.685959949,0.685653677,0.685419982,0.685182076,0.684930605,0.684923219,0.684900938,0.684873269,0.68483224,0.684793295,0.684746121,0.684698883,0.684646589,0.684588212,0.684529835,Central Asia,Root_Tuber +10,9,9,0.308524021,0.30851956,0.308524535,0.308307003,0.3082124,0.308115171,0.308009589,0.307925574,0.307833949,0.307735592,0.307632879,0.307618537,0.307599763,0.307575209,0.307547077,0.307518052,0.307486069,0.307451601,0.307415336,0.307374435,0.307333534,Central Asia,SugarCrop +10,9,10,0.161198644,0.161198663,0.161198629,0.161052488,0.160916216,0.160769276,0.160609908,0.162930807,0.165213504,0.167397409,0.169599316,0.169589458,0.16956666,0.169533143,0.169491514,0.16944713,0.169396041,0.16934069,0.169280354,0.169219154,0.169157954,Central Asia,Wheat +10,9,11,0.268571366,0.268571892,0.268571178,0.270232792,0.27188465,0.273542019,0.275117304,0.276826242,0.2785358,0.280247023,0.281873213,0.281892455,0.281904064,0.281911914,0.281914373,0.281911897,0.281908004,0.281899336,0.281886737,0.281873078,0.281859419,Central Asia,FodderHerb +10,9,12,0.05234631,0.052346177,0.052346092,0.052346219,0.052346265,0.052346218,0.052346196,0.052346215,0.052346224,0.052346225,0.052346161,0.052346062,0.052346217,0.052346246,0.052346181,0.052346246,0.052346206,0.052346192,0.052346147,0.052346134,0.052346121,Central Asia,FodderGrass +10,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,10,1,0.06271756,0.062717596,0.062717482,0.062593479,0.062550665,0.062515632,0.062480216,0.062468903,0.062454471,0.062438828,0.062422466,0.062411243,0.06239588,0.062376271,0.062355703,0.062334464,0.062311655,0.062288505,0.062265105,0.062241121,0.062217137,Central Asia,Corn +10,10,2,0,0,0,0,0.144858199,0.144347367,0.143774359,0.143290412,0.142845849,0.142385294,0.141989011,0.140814277,0.140758563,0.140805271,0.140800097,0.141471598,0.142559094,0.143432351,0.143929066,0.143350145,0.142771224,Central Asia,biomass +10,10,3,0.73764767,0.737647573,0.737652062,0.737652548,0.737652108,0.737652114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,10,4,0.522417101,0.522416895,0.522417125,0.522803121,0.523074478,0.523451729,0.523717081,0.524124145,0.524524028,0.524813724,0.525208229,0.525182281,0.525151189,0.525117814,0.525079641,0.525041054,0.525000654,0.52495906,0.524916077,0.524870852,0.524825627,Central Asia,MiscCrop +10,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,10,6,0.273365457,0.273366468,0.273366358,0.272779723,0.272221405,0.271743142,0.271256373,0.270850099,0.270430986,0.270009229,0.269580958,0.269600584,0.269603208,0.269594123,0.269571165,0.269541172,0.269500163,0.269454075,0.269401548,0.269347164,0.26929278,Central Asia,OtherGrain +10,10,7,0.999999998,0.999999997,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999991,Central Asia,Rice +10,10,8,0.494379274,0.494379105,0.494379185,0.494308338,0.494231067,0.494152035,0.494070113,0.494054816,0.49402802,0.493998584,0.493962002,0.493957092,0.493943745,0.493927906,0.493903625,0.49388081,0.493852932,0.493825558,0.49379487,0.493759771,0.493724672,Central Asia,Root_Tuber +10,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,10,10,0.235167038,0.235167131,0.235167274,0.234994414,0.234821146,0.234711302,0.23450733,0.234452462,0.234391516,0.234325653,0.234253733,0.234239354,0.234210233,0.234167117,0.234114216,0.23405912,0.233995501,0.233927832,0.233853077,0.23377772,0.233702363,Central Asia,Wheat +10,10,11,0.062714205,0.062645011,0.062661833,0.062672967,0.062677928,0.062682069,0.062685598,0.06270616,0.062723194,0.062739297,0.06275384,0.062761363,0.062766086,0.062769008,0.062770155,0.062769655,0.062767518,0.062764208,0.062759474,0.062753821,0.062748168,Central Asia,FodderHerb +10,10,12,0.913584709,0.913582881,0.913585623,0.913585569,0.913585532,0.913585913,0.913585522,0.913585562,0.913585425,0.913585464,0.913585557,0.91358583,0.913585312,0.913585918,0.913585529,0.913585496,0.913585547,0.91358589,0.913585306,0.913585528,0.91358575,Central Asia,FodderGrass +10,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,11,1,0.081788558,0.081788105,0.081787902,0.081689405,0.081655264,0.081627264,0.08159902,0.081589865,0.081578435,0.081565771,0.081552528,0.081543619,0.081531257,0.081515618,0.081498955,0.081481943,0.081463673,0.081444901,0.081426032,0.081406757,0.081387482,Central Asia,Corn +10,11,2,0,0,0,0,0.17524208,0.173858478,0.172420326,0.171033743,0.169642452,0.168302613,0.166981673,0.168773626,0.170533403,0.172252326,0.173798226,0.174211241,0.173795976,0.173374288,0.173012109,0.172650105,0.172288101,Central Asia,biomass +10,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,11,4,0.603083983,0.603083139,0.603083513,0.603452827,0.603817054,0.604178201,0.604536017,0.604924813,0.605412213,0.605792762,0.606169744,0.606144204,0.606113654,0.606080379,0.606042526,0.606004694,0.605963891,0.60592321,0.60588086,0.605835968,0.605791076,Central Asia,MiscCrop +10,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,11,6,0.338915072,0.338916196,0.338916529,0.33823879,0.337595653,0.337041689,0.336477778,0.335915513,0.335338234,0.334756314,0.334264103,0.334287673,0.334291086,0.334280183,0.334251221,0.334214768,0.334164015,0.334106872,0.334042129,0.333975549,0.333908969,Central Asia,OtherGrain +10,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,11,8,0.581742716,0.58174182,0.581744056,0.581681708,0.581612732,0.581542726,0.581469346,0.581456287,0.581432219,0.58140558,0.581373106,0.581368735,0.581356956,0.581342422,0.581320943,0.581300198,0.581275405,0.581250615,0.581223264,0.581191993,0.581160722,Central Asia,Root_Tuber +10,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,11,10,0.292591287,0.292590796,0.292590615,0.292440302,0.292290033,0.292217358,0.292040911,0.291993406,0.291940709,0.291884229,0.291821048,0.291809789,0.291783825,0.291746135,0.29170017,0.291652039,0.291598571,0.291539376,0.291474769,0.29140921,0.291343651,Central Asia,Wheat +10,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb +10,11,12,1,1,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass +10,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,12,1,0.019868747,0.019868871,0.019868584,0.019857167,0.019853194,0.019849946,0.019846615,0.019845437,0.01984412,0.019842597,0.019841114,0.019839989,0.019838479,0.019836679,0.019834648,0.019832599,0.019830322,0.019828084,0.019825783,0.019823468,0.019821153,Central Asia,Corn +10,12,2,0,0,0,0,0.058340201,0.05780638,0.057255834,0.056727049,0.056198561,0.055668223,0.055169024,0.055834586,0.056492378,0.057138695,0.05772134,0.057876197,0.057717759,0.05755728,0.057419556,0.057282155,0.057144754,Central Asia,biomass +10,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,12,4,0.249316688,0.249316716,0.249316552,0.249605331,0.249805795,0.250087738,0.250282971,0.250586807,0.250885721,0.251102487,0.251395874,0.251373779,0.251347383,0.251319245,0.251286285,0.251251741,0.251215463,0.251178503,0.251139646,0.251098705,0.251057764,Central Asia,MiscCrop +10,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,12,6,0.114856954,0.114857582,0.114858662,0.114411562,0.114026109,0.113636254,0.113285508,0.112941704,0.112590603,0.112280865,0.111924512,0.11193643,0.111938171,0.111932718,0.111918306,0.111899265,0.11187416,0.111844368,0.111811541,0.111777352,0.111743163,Central Asia,OtherGrain +10,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,12,8,0.203034987,0.20303478,0.203035051,0.203017044,0.202997046,0.202977021,0.20295501,0.202951431,0.202944523,0.20293683,0.202926622,0.20292516,0.2029216,0.202917419,0.202911021,0.202905051,0.202896853,0.202890342,0.202881278,0.202872327,0.202863376,Central Asia,Root_Tuber +10,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop +10,12,10,0.081178252,0.081178519,0.081177958,0.081144389,0.081110031,0.081104829,0.081063305,0.081051982,0.081039241,0.081025756,0.0810106,0.081007636,0.081001294,0.080992267,0.080981003,0.080969245,0.080955639,0.080941,0.080925047,0.080908506,0.080891965,Central Asia,Wheat +10,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb +10,12,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass +10,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,13,1,0.850773086,0.850772768,0.850772817,0.850660012,0.850622148,0.85059169,0.850560609,0.850550358,0.850538231,0.850524286,0.850454437,0.850445289,0.850431729,0.850415096,0.850397378,0.8503796,0.850359327,0.850338797,0.850318241,0.850297056,0.850275871,Central Asia,Corn +10,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,13,3,0.418763715,0.418763387,0.418763732,0.422725755,0.426329687,0.429725265,0.432905892,0.428568515,0.42413742,0.419506052,0.414567567,0.414614642,0.414646774,0.414664418,0.414670518,0.414665239,0.414648356,0.414621846,0.414586679,0.414545504,0.414504329,Central Asia,FiberCrop +10,13,4,0.361666195,0.361665748,0.361665884,0.362654581,0.363632156,0.364503137,0.365367396,0.365399604,0.365416771,0.365329288,0.365331452,0.365269539,0.365195609,0.365113528,0.365021599,0.364930196,0.364831358,0.364730907,0.364627488,0.364518637,0.364409786,Central Asia,MiscCrop +10,13,5,0.070434458,0.070434879,0.070434729,0.063763496,0.059987743,0.056805938,0.054022655,0.050538404,0.047584307,0.04504086,0.042835747,0.042267483,0.041592461,0.04081781,0.040031898,0.039291655,0.03857957,0.037897115,0.037207949,0.036546072,0.035884195,Central Asia,OilCrop +10,13,6,0.119036456,0.119036246,0.119036568,0.11858758,0.118292033,0.117865941,0.117293465,0.113985667,0.110936997,0.108165501,0.105595852,0.105761026,0.105782331,0.105704482,0.105496447,0.105233908,0.104872369,0.104460683,0.103993224,0.103513905,0.103034586,Central Asia,OtherGrain +10,13,7,0.812457296,0.812457649,0.812456777,0.818607259,0.82433855,0.829674784,0.834634621,0.838492697,0.842157674,0.845636522,0.848935991,0.849494605,0.850044916,0.850588098,0.851123328,0.851651345,0.852171691,0.852685382,0.853193006,0.853693198,0.85419339,Central Asia,Rice +10,13,8,0.195549269,0.195549531,0.195549026,0.195337487,0.195124925,0.194911517,0.194699007,0.194492675,0.194354802,0.194215377,0.194075915,0.194075639,0.194074389,0.194072025,0.194069541,0.194067114,0.194064585,0.194061995,0.19405913,0.19405649,0.19405385,Central Asia,Root_Tuber +10,13,9,0.438587968,0.43858823,0.43858778,0.437920427,0.437633293,0.437328231,0.437004522,0.436745528,0.436461349,0.436162262,0.435845355,0.435804223,0.435744438,0.435666334,0.435580127,0.435489203,0.435389327,0.435284259,0.435174508,0.435050381,0.434926254,Central Asia,SugarCrop +10,13,10,0.013208189,0.01320818,0.013208153,0.01317984,0.013147646,0.013112488,0.01307385,0.013295743,0.013514077,0.013723264,0.013928341,0.013924912,0.013918241,0.013908939,0.013897517,0.013885657,0.013872195,0.01385779,0.013842272,0.013826363,0.013810454,Central Asia,Wheat +10,13,11,0.761136992,0.761136349,0.761136316,0.761170826,0.761185197,0.761197491,0.761208818,0.761269748,0.761321553,0.761369519,0.761334111,0.761356506,0.76137188,0.761380178,0.761383089,0.76138188,0.761375168,0.761365485,0.761350992,0.761333834,0.761316676,Central Asia,FodderHerb +10,13,12,0.083487666,0.083487495,0.083487716,0.083487529,0.083487448,0.083487577,0.083487608,0.083487471,0.083487686,0.083487539,0.083487433,0.083487518,0.083487556,0.083487473,0.083487495,0.083487582,0.083487826,0.083487435,0.083487696,0.083487514,0.083487332,Central Asia,FodderGrass +10,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,14,1,0.950090187,0.950090204,0.95009037,0.94988458,0.949753283,0.949626874,0.949478828,0.949450762,0.949420845,0.949389788,0.949337539,0.949330977,0.949321343,0.949309318,0.949296332,0.949283378,0.949268927,0.949253981,0.949239116,0.949224094,0.949209072,Central Asia,Corn +10,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,14,3,0.805397548,0.805397561,0.805397585,0.80793068,0.810209529,0.812333499,0.814303463,0.811614858,0.808830238,0.805876946,0.802680575,0.802709551,0.802729427,0.802739996,0.802743293,0.802740285,0.802730242,0.802714344,0.802692817,0.802667496,0.802642175,Central Asia,FiberCrop +10,14,4,0.39874445,0.398744703,0.398744677,0.399908571,0.401063923,0.402215199,0.403258457,0.403102006,0.402933859,0.402867288,0.402688687,0.402641526,0.40258687,0.402525196,0.402456593,0.402388027,0.402314306,0.402240054,0.402163946,0.402083541,0.402003136,Central Asia,MiscCrop +10,14,5,0.060496963,0.060496983,0.060496871,0.055890646,0.05291877,0.050477727,0.048394407,0.0456656,0.043427325,0.041548219,0.039963368,0.039725734,0.039445282,0.039125913,0.03880455,0.03850444,0.038217849,0.037945481,0.03767245,0.037412012,0.037151574,Central Asia,OilCrop +10,14,6,0.175812852,0.175813346,0.175813254,0.175635015,0.175508921,0.175348001,0.175145188,0.173498402,0.171928475,0.170532501,0.169238022,0.169322196,0.169333683,0.169294235,0.169189436,0.169056175,0.168873512,0.168666132,0.168431091,0.168191052,0.167951013,Central Asia,OtherGrain +10,14,7,0.341980481,0.341979658,0.341979978,0.35124402,0.360202299,0.368842717,0.377151014,0.383803731,0.390285435,0.396588979,0.402708155,0.403759624,0.404797637,0.405826996,0.40684617,0.407854448,0.408852726,0.409844352,0.410826087,0.411798479,0.412770871,Central Asia,Rice +10,14,8,0.146744255,0.146743861,0.146744143,0.146543272,0.146338558,0.146133848,0.145928859,0.145758038,0.145635042,0.145511846,0.145384527,0.145381952,0.145374915,0.145366398,0.14535344,0.145342112,0.145327145,0.145313466,0.145296964,0.145278534,0.145260104,Central Asia,Root_Tuber +10,14,9,0.455097316,0.455096991,0.455096915,0.45443842,0.454153782,0.453850651,0.453528568,0.453270906,0.452986672,0.452687046,0.452369672,0.452327739,0.452267113,0.452188924,0.452102224,0.452010821,0.451909457,0.451803784,0.451693408,0.451567763,0.451442118,Central Asia,SugarCrop +10,14,10,0.100214071,0.100214115,0.100214461,0.100050768,0.099878959,0.099692018,0.099489927,0.101046935,0.102578219,0.104045132,0.105482761,0.105466425,0.105434114,0.10538848,0.105332327,0.105273513,0.105206753,0.105135751,0.105058738,0.10498047,0.104902202,Central Asia,Wheat +10,14,11,0.879944589,0.879944689,0.879944287,0.879266745,0.878622653,0.877975665,0.877324712,0.877211502,0.877094927,0.876975478,0.876854493,0.876865042,0.876871892,0.87687598,0.876877147,0.876876518,0.876873612,0.876868904,0.876862532,0.876854884,0.876847236,Central Asia,FodderHerb +10,14,12,0.325630229,0.325630557,0.325630941,0.32563053,0.32563019,0.325630427,0.325630324,0.325630392,0.325630436,0.325630171,0.325630427,0.325630659,0.325629982,0.32563046,0.325631168,0.325630796,0.325630551,0.325630455,0.325630896,0.325630517,0.325630138,Central Asia,FodderGrass +10,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,15,1,0.003120008,0.003119758,0.003119819,0.003070462,0.003028082,0.002988087,0.002949858,0.002941505,0.00293301,0.002924444,0.002915844,0.002915194,0.002914312,0.002913189,0.002911996,0.002910784,0.002909447,0.002908107,0.002906762,0.002905393,0.002904024,Central Asia,Corn +10,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,15,3,0.368462295,0.368461993,0.368462167,0.37226951,0.375719931,0.37897363,0.382020077,0.377835332,0.373573016,0.369127151,0.364395713,0.364468006,0.364515203,0.364542847,0.364552105,0.364544511,0.364518847,0.364479516,0.364428238,0.364365711,0.364303184,Central Asia,FiberCrop +10,15,4,0.140878477,0.140878514,0.14087858,0.140842633,0.140802622,0.140708338,0.140664407,0.1404859,0.140355504,0.140224366,0.140089814,0.14007126,0.14004945,0.140025442,0.139998234,0.139971103,0.139941962,0.139912861,0.139882879,0.139850956,0.139819033,Central Asia,MiscCrop +10,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop +10,15,6,0.090589734,0.090590069,0.090589951,0.090400693,0.090225992,0.090083144,0.089936197,0.088530777,0.087241408,0.0861031,0.085075178,0.085084893,0.085086274,0.085081734,0.085069818,0.085054686,0.085033829,0.085010082,0.084983383,0.084956127,0.084928871,Central Asia,OtherGrain +10,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,Rice +10,15,8,0.350236723,0.350237536,0.350237319,0.350177558,0.350012782,0.349846884,0.349677623,0.349566852,0.349443944,0.349418783,0.349388095,0.349384906,0.34937358,0.349360995,0.349338956,0.349320569,0.349297445,0.349274756,0.349249326,0.349220116,0.349190906,Central Asia,Root_Tuber +10,15,9,0.228176293,0.228180288,0.228213205,0.227341743,0.22670681,0.226137086,0.22555703,0.225017257,0.22446225,0.223899027,0.223325811,0.22330002,0.223263622,0.223216034,0.223162845,0.223106266,0.223044975,0.222980017,0.222912641,0.222834912,0.222757183,Central Asia,SugarCrop +10,15,10,0.018147875,0.018147861,0.018147814,0.018147777,0.018147706,0.018147611,0.018147389,0.018319154,0.018484635,0.018643596,0.018803797,0.018803848,0.01880377,0.018803887,0.018803758,0.018803794,0.018803763,0.018803692,0.018803567,0.018803618,0.018803669,Central Asia,Wheat +10,15,11,0.096984176,0.09698684,0.096982415,0.096157751,0.095332477,0.094549514,0.0938096,0.093682716,0.093552829,0.093421934,0.093253329,0.093260991,0.093266166,0.093269573,0.093270836,0.093270266,0.093267976,0.093263951,0.093258798,0.093253113,0.093247428,Central Asia,FodderHerb +10,15,12,0.011840375,0.011840838,0.011840744,0.011840741,0.011840754,0.011840747,0.011840728,0.011840713,0.011840697,0.011840755,0.011840769,0.011840715,0.011840788,0.011840714,0.011840726,0.011840744,0.011840738,0.011840688,0.011840781,0.011840784,0.011840787,Central Asia,FodderGrass +10,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +10,16,1,0.009402704,0.009402628,0.009402759,0.009387701,0.009382429,0.009378258,0.009373937,0.009372519,0.009370844,0.009368855,0.009366923,0.009365571,0.009363643,0.009361214,0.009358762,0.009356265,0.009353417,0.009350584,0.009347804,0.009344854,0.009341904,Central Asia,Corn +10,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass +10,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop +10,16,4,0.239422758,0.239422692,0.239421959,0.239629714,0.239834056,0.240037292,0.240239247,0.240539671,0.240757288,0.240973828,0.241188745,0.241171635,0.241153415,0.241132576,0.241108456,0.241085903,0.241060066,0.2410338,0.241007856,0.240979773,0.24095169,Central Asia,MiscCrop +10,16,5,0.007909987,0.007910753,0.007910781,0.007876614,0.007845991,0.007812107,0.007781725,0.007771624,0.007758178,0.007748095,0.00773805,0.007738056,0.007738044,0.007738031,0.00773804,0.00773804,0.007738043,0.007738046,0.007738047,0.007738035,0.007738023,Central Asia,OilCrop +10,16,6,0.087463413,0.087463214,0.087463497,0.087248618,0.087076132,0.086902064,0.086726108,0.086537332,0.086345775,0.086153217,0.085993964,0.085999021,0.085999548,0.085997137,0.08599088,0.085983282,0.085972315,0.085959822,0.085945828,0.085931489,0.08591715,Central Asia,OtherGrain +10,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice +10,16,8,0.197723895,0.197721675,0.197722606,0.197696956,0.19766916,0.19764047,0.197610982,0.19760539,0.19759583,0.197585193,0.1975719,0.197570858,0.197565773,0.197560117,0.197551362,0.197543121,0.197532735,0.197523177,0.197512132,0.19749975,0.197487368,Central Asia,Root_Tuber +10,16,9,0.958002838,0.957987916,0.957958476,0.95776533,0.957622019,0.957493396,0.957362582,0.957239616,0.957113094,0.9569843,0.956853257,0.956847873,0.956839908,0.956829912,0.956818734,0.956806898,0.956793774,0.95678032,0.956765914,0.956749708,0.956733502,Central Asia,SugarCrop +10,16,10,0.090670406,0.090670707,0.090670873,0.090635958,0.090601375,0.090599809,0.090559141,0.090548199,0.09053594,0.090522912,0.090508528,0.090505653,0.090499863,0.090491297,0.090480834,0.090469747,0.090456973,0.090443424,0.090428692,0.090413725,0.090398758,Central Asia,Wheat +10,16,11,0.446107784,0.446115288,0.446140716,0.44614054,0.446140743,0.446140842,0.446140829,0.446141048,0.44614066,0.446140632,0.446140484,0.446140753,0.446140956,0.446140683,0.446140745,0.446140758,0.446140622,0.446140979,0.446140954,0.446140939,0.446140924,Central Asia,FodderHerb +10,16,12,0.964895417,0.964901326,0.964901675,0.964901743,0.96490183,0.964901666,0.964901717,0.964901733,0.964901711,0.964901581,0.964901747,0.964901699,0.964901593,0.964901574,0.9649016,0.96490168,0.964901593,0.964901666,0.964901654,0.964901749,0.964901844,Central Asia,FodderGrass +10,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit +11,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn +11,4,2,0,0,0,0,0.221948101,0.220217639,0.218496223,0.218944978,0.219394327,0.219844503,0.220295557,0.221046667,0.221798266,0.222553163,0.22331056,0.223916839,0.224524521,0.225057504,0.225514246,0.225973018,0.22643179,China,biomass +11,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop +11,4,4,0.378892157,0.378892808,0.378892659,0.385113195,0.390758705,0.395815942,0.400378975,0.402049615,0.403618325,0.405083897,0.406446977,0.406445807,0.406444984,0.406443893,0.406442412,0.406441399,0.406440139,0.406438778,0.406437479,0.406435854,0.406434229,China,MiscCrop +11,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OilCrop +11,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OtherGrain +11,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,4,8,0.042748492,0.042737615,0.042761908,0.041235794,0.039891961,0.038718527,0.037671284,0.037432377,0.037208761,0.036986183,0.036763908,0.036763313,0.036761253,0.036759033,0.036755934,0.036752687,0.036748748,0.036745312,0.036741166,0.036736495,0.036731824,China,Root_Tuber +11,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop +11,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat +11,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn +11,5,2,0,0,0,0,0.206258847,0.204308215,0.202405763,0.203174245,0.201680043,0.199834231,0.19807739,0.197125746,0.196150095,0.19528315,0.195174342,0.195057577,0.195002453,0.195012135,0.195088299,0.195233563,0.195378827,China,biomass +11,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop +11,5,4,0.346664096,0.34666342,0.346663087,0.352754109,0.358201291,0.363089938,0.36750398,0.369120885,0.370641061,0.372164572,0.373588001,0.373585508,0.373584884,0.373583815,0.373583745,0.373581935,0.373580413,0.373579818,0.373579109,0.373575848,0.373572587,China,MiscCrop +11,5,5,0.226405083,0.226404719,0.22640483,0.228041896,0.229769427,0.231356144,0.232872011,0.234713687,0.236485308,0.238187653,0.239819974,0.239793797,0.23976212,0.239726766,0.239691301,0.239658678,0.239627731,0.239599485,0.239571276,0.239544933,0.23951859,China,OilCrop +11,5,6,0.035921558,0.03592301,0.035933114,0.038807695,0.041492052,0.044008869,0.046384218,0.045877051,0.045353934,0.044836203,0.044323161,0.044324821,0.044324667,0.044323735,0.044321101,0.044318009,0.044314348,0.04431022,0.044305885,0.04430176,0.044297635,China,OtherGrain +11,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,5,8,0.078924344,0.078930717,0.078930577,0.075644165,0.072772231,0.070225729,0.067952201,0.067563632,0.067175043,0.066788086,0.066402224,0.066401397,0.066399262,0.06639674,0.066392941,0.066389196,0.066384957,0.06638061,0.066375976,0.06637054,0.066365104,China,Root_Tuber +11,5,9,0.99954665,0.999547749,0.999547252,0.999568962,0.999588561,0.999606253,0.999622367,0.999640785,0.999657418,0.999672433,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,China,SugarCrop +11,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat +11,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,6,1,0.326888544,0.326888608,0.326888611,0.323439509,0.32020496,0.317082032,0.314161866,0.312285453,0.310507268,0.308733726,0.306965227,0.306964915,0.306963027,0.306962164,0.306959786,0.306957979,0.306955565,0.306954696,0.306952259,0.306949835,0.306947411,China,Corn +11,6,2,0,0,0,0,0.167215642,0.165804623,0.164489166,0.163288932,0.163038388,0.164208223,0.16539139,0.165108398,0.164259269,0.163385375,0.163649327,0.163847897,0.164039497,0.164168225,0.164234354,0.164241393,0.164248432,China,biomass +11,6,3,0.845972649,0.845972947,0.845972727,0.844317874,0.842706086,0.841139218,0.839559197,0.839559406,0.83961804,0.839618002,0.839617862,0.839618612,0.83961796,0.839618286,0.839618177,0.839618616,0.83961806,0.839617546,0.839617836,0.839618052,0.839618268,China,FiberCrop +11,6,4,0.339912579,0.339912311,0.339912362,0.349196446,0.357706305,0.365607757,0.372773726,0.376751444,0.38054004,0.384241711,0.387749085,0.387747659,0.387746054,0.387743425,0.387740824,0.387738212,0.387735414,0.387733435,0.387730227,0.387727173,0.387724119,China,MiscCrop +11,6,5,0.174724764,0.174724735,0.174724684,0.17537913,0.17599728,0.176555137,0.177049571,0.176533863,0.176143721,0.175755588,0.175367286,0.1753585,0.17534914,0.175338373,0.175327029,0.175316683,0.175307157,0.175297753,0.175287484,0.175279187,0.17527089,China,OilCrop +11,6,6,0.663722527,0.663722905,0.663722806,0.659235918,0.655014544,0.650965419,0.647091695,0.647687417,0.648181888,0.648676042,0.649168962,0.649169686,0.649169697,0.649169198,0.649167837,0.64916669,0.649164732,0.649162478,0.649160039,0.649158186,0.649156333,China,OtherGrain +11,6,7,0.90760986,0.907609632,0.907609592,0.907058672,0.906501629,0.905977403,0.905448458,0.906115218,0.906776019,0.907394772,0.908008124,0.908007879,0.908005669,0.90800188,0.907996227,0.907989203,0.907980798,0.907971011,0.907959792,0.907947488,0.907935184,China,Rice +11,6,8,0.027343976,0.02734392,0.02734389,0.027687388,0.027976629,0.028233603,0.02845715,0.028638158,0.028807911,0.028990741,0.029162173,0.029161969,0.029161639,0.029161087,0.029160322,0.029159598,0.029158824,0.02915806,0.029157086,0.029155962,0.029154838,China,Root_Tuber +11,6,9,0.066906772,0.066906786,0.066906826,0.067741295,0.068507779,0.06919865,0.06983943,0.070970532,0.072031694,0.073019617,0.07393079,0.073929894,0.073928872,0.073928051,0.073926588,0.073925739,0.073924079,0.073922312,0.073920963,0.07391892,0.073916877,China,SugarCrop +11,6,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat +11,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,7,1,0.766570015,0.766569268,0.766569646,0.762832719,0.759822982,0.756933938,0.754175672,0.752477373,0.750817606,0.749136116,0.747443123,0.747348136,0.747219149,0.747058692,0.746891019,0.746723037,0.746546941,0.746376372,0.746210144,0.746046676,0.745883208,China,Corn +11,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,7,3,0.281052246,0.281051683,0.281052655,0.281033753,0.281031189,0.281024806,0.280917092,0.278167904,0.275695292,0.273323959,0.271136685,0.27120185,0.271246358,0.271271695,0.271280968,0.271275661,0.271255737,0.271223932,0.271182539,0.271133038,0.271083537,China,FiberCrop +11,7,4,0.534335879,0.5343342,0.534334449,0.538417933,0.542070429,0.545397312,0.548398057,0.550228448,0.551949172,0.553560544,0.555063459,0.555061322,0.555058543,0.555056436,0.555053024,0.555049698,0.555046235,0.555042932,0.555039022,0.555036153,0.555033284,China,MiscCrop +11,7,5,0.394077221,0.394077791,0.394077119,0.388328617,0.386129677,0.384084983,0.38201656,0.375220033,0.36877168,0.362660281,0.356904452,0.355642562,0.354148167,0.352436133,0.350713051,0.349107192,0.347596361,0.346204604,0.344837327,0.343579333,0.342321339,China,OilCrop +11,7,6,0.411210267,0.411210238,0.411210086,0.41273218,0.414065265,0.4151697,0.416140559,0.413211684,0.410238903,0.407258812,0.404371536,0.404419761,0.404421884,0.404391973,0.40432092,0.404235853,0.404124498,0.404005515,0.403872447,0.403743299,0.403614151,China,OtherGrain +11,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,7,8,0.235085358,0.235085354,0.235085145,0.23801639,0.240500092,0.24268628,0.244567886,0.245936166,0.247305832,0.248597962,0.249891422,0.249889857,0.24988503,0.249879386,0.249871096,0.249862908,0.249852802,0.249843147,0.249833054,0.249820955,0.249808856,China,Root_Tuber +11,7,9,0.407953217,0.407952637,0.407952788,0.408690895,0.409323553,0.409956714,0.410589953,0.411222445,0.411855483,0.412383587,0.412912026,0.412911632,0.412911812,0.412912597,0.412911914,0.412912573,0.412911451,0.412912118,0.412911115,0.412912067,0.412913019,China,SugarCrop +11,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat +11,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,7,12,0.066163804,0.066163952,0.066163979,0.066163748,0.066163909,0.066163524,0.066163979,0.066163746,0.066163932,0.066163992,0.066163758,0.066163825,0.06616351,0.066163517,0.066163497,0.066163735,0.066163685,0.066163618,0.066163543,0.066163412,0.066163281,China,FodderGrass +11,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,8,1,0.444963187,0.444964018,0.444963751,0.440900815,0.437187403,0.433601636,0.430235115,0.428082306,0.42603113,0.423980804,0.421931196,0.421912161,0.42188681,0.421854803,0.42182236,0.421789301,0.421754636,0.421721421,0.421689073,0.421657797,0.421626521,China,Corn +11,8,2,0,0,0,0,0.161568326,0.162014507,0.162232322,0.162513044,0.162044387,0.161524527,0.161037506,0.161193805,0.161166646,0.161763796,0.163019916,0.164131131,0.165156154,0.166046776,0.166811254,0.167271862,0.16773247,China,biomass +11,8,3,0.814627901,0.814628093,0.814628217,0.814606651,0.81453926,0.814469076,0.814324415,0.812322434,0.810436338,0.80867174,0.806961207,0.807005655,0.80703532,0.807051825,0.807058258,0.807054445,0.807041623,0.807020394,0.806991683,0.806959649,0.806927615,China,FiberCrop +11,8,4,0.407050808,0.407050199,0.407051231,0.412278374,0.41700171,0.421213705,0.425018009,0.427251378,0.429488289,0.431514182,0.433435927,0.433434381,0.433432011,0.433430243,0.43342871,0.43342589,0.433423242,0.433420683,0.433418356,0.433416399,0.433414442,China,MiscCrop +11,8,5,0.22347004,0.223470106,0.223470146,0.226633353,0.2301117,0.233421188,0.236527902,0.23795822,0.239383327,0.240657249,0.241860743,0.241663129,0.241429012,0.2411644,0.240899907,0.240655132,0.240423776,0.240208838,0.23999817,0.239800848,0.239603526,China,OilCrop +11,8,6,0.119187918,0.11918792,0.119188259,0.121750545,0.124082177,0.126211693,0.128176177,0.126596652,0.125027546,0.123472625,0.121978832,0.121984839,0.12198564,0.121981304,0.121971695,0.121960201,0.121944968,0.121929616,0.121911367,0.12189381,0.121876253,China,OtherGrain +11,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,8,8,0.060282769,0.060282925,0.060282706,0.060736691,0.061118822,0.061428404,0.061714879,0.06201645,0.062317374,0.062593656,0.062869868,0.062868717,0.062866804,0.062863891,0.062860152,0.062856049,0.062851423,0.062847094,0.0628424,0.062836675,0.06283095,China,Root_Tuber +11,8,9,0.065880472,0.065880391,0.065880107,0.066068487,0.066230493,0.066392394,0.066554839,0.066717402,0.066880384,0.067016452,0.067152913,0.067152927,0.067152852,0.067152883,0.067152936,0.067152904,0.067152946,0.067152932,0.067152945,0.067152817,0.067152689,China,SugarCrop +11,8,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat +11,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,8,12,0.005408545,0.005408528,0.005408526,0.005408509,0.005408514,0.005408534,0.005408509,0.005408525,0.005408546,0.005408514,0.005408526,0.005408532,0.005408544,0.005408545,0.00540851,0.005408523,0.005408542,0.005408536,0.005408524,0.005408516,0.005408508,China,FodderGrass 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+11,9,12,0.007104808,0.007104758,0.007104856,0.007104848,0.007104861,0.007104859,0.007104826,0.007104829,0.007104844,0.007104837,0.007104877,0.007104867,0.007104846,0.007104828,0.007104843,0.007104863,0.007104853,0.007104853,0.007104831,0.007104833,0.007104835,China,FodderGrass +11,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,10,1,0.44936122,0.449360876,0.449360371,0.445440969,0.441772141,0.438218991,0.434885147,0.432739192,0.430700201,0.428664787,0.426628357,0.426625399,0.426618915,0.426610678,0.426603922,0.426596286,0.426587603,0.426580912,0.426573447,0.426565532,0.426557617,China,Corn +11,10,2,0,0,0,0,0.315481576,0.317694577,0.319646571,0.317758333,0.31461062,0.311519911,0.308569694,0.308691492,0.308687953,0.309001501,0.309598003,0.310162108,0.31069377,0.311208325,0.311711847,0.31221689,0.312721933,China,biomass 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+11,11,2,0,0,0,0,0.278732861,0.279932804,0.281025544,0.276907758,0.273148348,0.271279632,0.269437048,0.26951482,0.269515308,0.26942121,0.269243551,0.268960108,0.268570521,0.267741798,0.266908202,0.266246225,0.265584248,China,biomass +11,11,3,0.203301596,0.203300965,0.203300858,0.203241038,0.203170262,0.203097919,0.20295357,0.200847124,0.198895266,0.197026732,0.195307158,0.195317241,0.195324291,0.195328447,0.195330012,0.195328946,0.195325728,0.195321264,0.195313892,0.195306232,0.195298572,China,FiberCrop +11,11,4,0.491386362,0.49138578,0.491386503,0.500253009,0.508260247,0.515508742,0.522105716,0.52579567,0.529375103,0.532733317,0.535981822,0.535979775,0.53597746,0.535975827,0.535972237,0.535968294,0.535965705,0.535963043,0.535959319,0.535956009,0.535952699,China,MiscCrop +11,11,5,0.191339814,0.191339816,0.191339762,0.189038224,0.187133483,0.185444618,0.183895779,0.179659789,0.175810911,0.172273427,0.169036035,0.169001779,0.168960969,0.168914953,0.168869145,0.168826868,0.16878802,0.168751681,0.168716682,0.168684484,0.168652286,China,OilCrop +11,11,6,0.167485473,0.167485276,0.167485196,0.168667494,0.169736589,0.170687936,0.171581239,0.170144406,0.168714561,0.16729271,0.165940236,0.165944148,0.165944366,0.165942093,0.165937148,0.165931494,0.1659234,0.165915206,0.165905788,0.165897831,0.165889874,China,OtherGrain +11,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,11,8,0.039597222,0.039597293,0.039597143,0.040120029,0.040565579,0.04094883,0.041284115,0.041542967,0.041785293,0.042046432,0.042290925,0.042290527,0.042289781,0.042288832,0.042287163,0.042285729,0.042284154,0.04228241,0.042280396,0.042278405,0.042276414,China,Root_Tuber +11,11,9,0.511992677,0.511992392,0.511992479,0.515072682,0.517970464,0.520542804,0.522896274,0.527089494,0.530953951,0.534492166,0.5377027,0.537699523,0.537694277,0.537688165,0.537681105,0.5376733,0.537665101,0.537656498,0.537647738,0.537637519,0.5376273,China,SugarCrop +11,11,10,0.431720537,0.431719209,0.431720923,0.412028687,0.395553374,0.381719548,0.369757956,0.363454548,0.35738853,0.351565372,0.345979306,0.345969798,0.345952469,0.345926933,0.345896464,0.345865366,0.345831913,0.345797547,0.345761066,0.345725484,0.345689902,China,Wheat +11,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,12,1,0.24521127,0.245211077,0.245211064,0.242290938,0.239571654,0.236955514,0.234514069,0.232949095,0.23146774,0.229992011,0.22852315,0.228520131,0.228515732,0.228511064,0.228505047,0.228500145,0.228493818,0.22848796,0.228482558,0.228477514,0.22847247,China,Corn +11,12,2,0,0,0,0,0.311250142,0.312539638,0.313650266,0.308935424,0.305531448,0.303686958,0.301864766,0.301884624,0.301841195,0.301720652,0.301510594,0.301192757,0.3008559,0.300420769,0.300070681,0.299812605,0.299554529,China,biomass +11,12,3,0.301287168,0.301287545,0.301287884,0.301198072,0.301105769,0.301105981,0.301013376,0.298185518,0.295643494,0.293204403,0.290955285,0.290957486,0.290959275,0.290959576,0.290960452,0.290959952,0.290959047,0.290958291,0.290956941,0.290955239,0.290953537,China,FiberCrop +11,12,4,0.245188342,0.24518874,0.245188287,0.253125179,0.260482502,0.267299845,0.273629517,0.277191052,0.280604789,0.283956163,0.287152565,0.287151097,0.28714801,0.287146075,0.287142015,0.287139898,0.287136239,0.287132689,0.287128996,0.287125681,0.287122366,China,MiscCrop +11,12,5,0.153816691,0.15381673,0.153816386,0.150588021,0.147864315,0.145505172,0.143388249,0.138689482,0.134520085,0.130799792,0.127455489,0.127432975,0.127406076,0.127375599,0.127345148,0.127316734,0.127290421,0.127266147,0.127242714,0.127221051,0.127199388,China,OilCrop +11,12,6,0.193756651,0.193756032,0.193755758,0.193719019,0.193685605,0.193580762,0.193541582,0.192572056,0.191601694,0.190632544,0.189666042,0.189670151,0.189671235,0.189667452,0.189661,0.189653346,0.18964151,0.189630645,0.189617845,0.189604374,0.189590903,China,OtherGrain +11,12,7,0.951927904,0.951927925,0.951927936,0.9516272,0.951322749,0.951036356,0.950746658,0.951111258,0.951472074,0.951809468,0.952144117,0.952143791,0.952142584,0.952140358,0.952137009,0.952133182,0.952128135,0.952122465,0.952115956,0.952108767,0.952101578,China,Rice +11,12,8,0.029847208,0.02984729,0.029847252,0.030309662,0.03071517,0.031061332,0.031372352,0.031584732,0.031798221,0.031999622,0.032215493,0.032215316,0.03221484,0.032214429,0.032213637,0.032213026,0.032212161,0.03221136,0.032210347,0.032209299,0.032208251,China,Root_Tuber +11,12,9,0.363704818,0.363704936,0.363704643,0.366582585,0.36929011,0.371700479,0.373916686,0.377969805,0.381630171,0.385000134,0.3880696,0.388065139,0.388062902,0.388059701,0.388054421,0.38804937,0.388045614,0.38804064,0.388033949,0.388026745,0.388019541,China,SugarCrop 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+11,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,14,12,0.025773137,0.025773362,0.025772817,0.025772848,0.025772922,0.025772854,0.025772893,0.025772864,0.025772849,0.025772853,0.025772848,0.025772887,0.025772904,0.025772822,0.025772833,0.025772876,0.025772803,0.025772843,0.025772874,0.025772791,0.025772708,China,FodderGrass +11,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,15,1,0.322380112,0.322380763,0.322379865,0.31895425,0.315742585,0.312643041,0.309745549,0.307882985,0.306118433,0.304358596,0.302605273,0.302603163,0.3026026,0.302599585,0.30259889,0.302596768,0.302593798,0.302591368,0.302590597,0.30258776,0.302584923,China,Corn +11,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,15,3,0.429376825,0.42938114,0.429366576,0.426271744,0.423288242,0.420416617,0.4175489,0.417549883,0.417656007,0.417655968,0.417655765,0.417655831,0.417655468,0.417655109,0.417655827,0.417655685,0.417655935,0.41765544,0.417656,0.417654857,0.417653714,China,FiberCrop +11,15,4,0.17973974,0.179739558,0.179739677,0.185091696,0.190036136,0.194540764,0.198713231,0.200728911,0.202688902,0.204521757,0.206296202,0.206294287,0.206292607,0.206290721,0.20628794,0.206286299,0.206283437,0.206281112,0.206278273,0.206275375,0.206272477,China,MiscCrop +11,15,5,0.049551778,0.049551882,0.049551961,0.05193031,0.054195134,0.056325669,0.058345104,0.059218214,0.060078017,0.060875206,0.061657878,0.061642043,0.061623191,0.061602119,0.061580721,0.061561017,0.061542487,0.061525237,0.061508296,0.061492811,0.061477326,China,OilCrop +11,15,6,0.102345858,0.102345947,0.102345887,0.100750041,0.099292994,0.097930356,0.096659018,0.09627284,0.095886632,0.095501099,0.095117009,0.095118354,0.095118612,0.095117463,0.095115338,0.095112827,0.095109364,0.095105815,0.095102067,0.095098263,0.095094459,China,OtherGrain +11,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,15,8,0.053041732,0.053041876,0.053041984,0.053800512,0.054459096,0.05503636,0.055528909,0.055872783,0.056217967,0.056541975,0.056867445,0.056867136,0.056866602,0.056865994,0.056864977,0.056864162,0.056862943,0.05686224,0.056860818,0.056859581,0.056858344,China,Root_Tuber +11,15,9,0.004886682,0.004886507,0.004886214,0.005071307,0.005249762,0.005420462,0.005587081,0.005778409,0.005963439,0.006138556,0.006307856,0.006307861,0.006307887,0.006307862,0.006307864,0.006307858,0.006307862,0.006307862,0.006307863,0.006307862,0.006307861,China,SugarCrop +11,15,10,0.793294627,0.793294217,0.793294877,0.779688145,0.767648496,0.757035155,0.747461291,0.742282741,0.737194562,0.732208801,0.727331482,0.727316608,0.727289232,0.727251569,0.727204915,0.727157453,0.727105979,0.727052382,0.726994562,0.726940449,0.726886336,China,Wheat +11,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,15,12,0.041622695,0.041623011,0.041623608,0.041623463,0.041623445,0.041623522,0.041623484,0.041623511,0.041623471,0.041623585,0.041623583,0.041623469,0.041623526,0.041623559,0.041623419,0.041623599,0.041623416,0.041623409,0.041623615,0.041623497,0.041623379,China,FodderGrass +11,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,16,1,0.204239884,0.204239821,0.20423972,0.201651102,0.19925937,0.196962873,0.194821064,0.19345157,0.192156446,0.190865589,0.189581845,0.189576918,0.189570362,0.18956165,0.189553035,0.189544913,0.189534856,0.18952669,0.189517372,0.189509035,0.189500698,China,Corn +11,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,16,3,0.16549399,0.165499287,0.165512089,0.163594605,0.16175292,0.159987105,0.158236844,0.158469258,0.158701085,0.158876214,0.159108929,0.159109094,0.159108655,0.159108868,0.159109049,0.159109393,0.159108957,0.159108787,0.159109051,0.1591091,0.159109149,China,FiberCrop +11,16,4,0.077769143,0.077769248,0.077769264,0.080641123,0.083312457,0.08579342,0.088132892,0.089364296,0.090539454,0.091692525,0.0927853,0.09278448,0.092783526,0.092782656,0.09278143,0.092780156,0.092778891,0.09277759,0.092776268,0.092775211,0.092774154,China,MiscCrop +11,16,5,0.112698736,0.112698812,0.112698813,0.117562115,0.122120261,0.126359888,0.13028457,0.131428001,0.132528498,0.133536374,0.134552431,0.134514836,0.134470556,0.134420719,0.13437132,0.13432571,0.134283171,0.134243785,0.134205171,0.134169838,0.134134505,China,OilCrop +11,16,6,0.053784049,0.053783981,0.053784392,0.053847857,0.053913449,0.05395608,0.053996499,0.053540999,0.053085778,0.052633507,0.052183868,0.052186807,0.052186958,0.052185067,0.052180715,0.052175726,0.052168947,0.052161273,0.052153483,0.052145516,0.052137549,China,OtherGrain +11,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice +11,16,8,0.02129374,0.0212939,0.021294065,0.021617924,0.021900674,0.022140657,0.022354992,0.022517541,0.022671072,0.022825901,0.022971701,0.02297156,0.022971143,0.02297087,0.02297043,0.022969936,0.02296946,0.022969077,0.022968359,0.02296765,0.022966941,China,Root_Tuber +11,16,9,0.871878894,0.87189492,0.871898999,0.87382104,0.875605823,0.877181714,0.878600581,0.880739319,0.882664861,0.884385773,0.885953046,0.885950258,0.885946412,0.885941329,0.885935744,0.885929856,0.88592323,0.885916366,0.885909304,0.88590136,0.885893416,China,SugarCrop +11,16,10,0.405096574,0.405096591,0.405096574,0.385612767,0.369334389,0.355669883,0.343848138,0.337693458,0.331765536,0.326076069,0.320615782,0.320588982,0.320538049,0.320466247,0.32038,0.32029182,0.320193983,0.320094674,0.319989481,0.31988638,0.319783279,China,Wheat +11,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb +11,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass +11,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit +11,17,1,0.019581394,0.019583083,0.019582168,0.019259397,0.018973548,0.018701517,0.01844883,0.018289612,0.018138743,0.017988695,0.017839802,0.01783752,0.017834588,0.017830783,0.017826882,0.017823023,0.017818906,0.017814956,0.017811174,0.017807342,0.01780351,China,Corn +11,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass +11,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop 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+12,9,5,0.056345193,0.056345276,0.056345042,0.04849443,0.040724482,0.032886026,0.024905698,0.024495952,0.02411274,0.02375556,0.02341394,0.023396643,0.023376127,0.023352886,0.02332965,0.023308055,0.023287251,0.023267716,0.02324818,0.023229498,0.023210816,EU-12,OilCrop +12,9,6,0.017543964,0.017543924,0.017543935,0.018094436,0.018606722,0.019076566,0.019524824,0.019019905,0.018535395,0.018070625,0.017624791,0.017625126,0.017625123,0.01762491,0.017624475,0.017623857,0.017623092,0.017622218,0.017621226,0.017620241,0.017619256,EU-12,OtherGrain +12,9,7,0.169569564,0.169568896,0.169569567,0.169537689,0.169472047,0.169384177,0.169267332,0.169199218,0.169112185,0.169008227,0.168877999,0.168876028,0.168845256,0.168789067,0.168705833,0.168599794,0.168467272,0.168311511,0.16813335,0.167932942,0.167732534,EU-12,Rice +12,9,8,0.073847496,0.073847313,0.073847717,0.073836524,0.073821917,0.073807557,0.073792551,0.073790033,0.073784682,0.073779386,0.073772856,0.073771501,0.073768826,0.073766244,0.073761564,0.073757016,0.073752264,0.073747041,0.073741555,0.07373525,0.073728945,EU-12,Root_Tuber +12,9,9,0.083702621,0.083703282,0.08370184,0.083689132,0.083683628,0.083678047,0.083671712,0.083666745,0.0836613,0.083655651,0.083683122,0.083681991,0.08368114,0.083679866,0.083677738,0.083676376,0.083674171,0.083672559,0.083670551,0.083668275,0.083665999,EU-12,SugarCrop +12,9,10,0.035020293,0.035020299,0.035020148,0.034999332,0.034974367,0.034946799,0.034917408,0.034909532,0.034900535,0.034890769,0.034880203,0.03487777,0.034873224,0.034866701,0.034858901,0.034850688,0.03484154,0.034831842,0.034821346,0.034810611,0.034799876,EU-12,Wheat +12,9,11,0.061447777,0.061447914,0.061447789,0.061499803,0.061550632,0.061601534,0.061652308,0.06170537,0.061758208,0.061810601,0.061837979,0.06183894,0.061839649,0.061840045,0.061840019,0.061839984,0.061839753,0.061839254,0.061838624,0.061837981,0.061837338,EU-12,FodderHerb +12,9,12,0.004766934,0.004766882,0.004766992,0.004766983,0.004766986,0.004766981,0.004766998,0.004766985,0.004766991,0.004766996,0.004766986,0.004766981,0.004766986,0.004766991,0.004766983,0.004766983,0.004767,0.004766997,0.004766989,0.004766979,0.004766969,EU-12,FodderGrass +12,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit +12,10,1,0.022113475,0.022113466,0.022113481,0.022114794,0.02212698,0.022140394,0.022153758,0.022170857,0.022187471,0.02220389,0.022210621,0.022208792,0.022206234,0.022203059,0.022199713,0.022196321,0.022192744,0.022189209,0.022185615,0.022181964,0.022178313,EU-12,Corn +12,10,2,0,0,0,0,0.00525521,0.005266196,0.00527505,0.005283216,0.005290901,0.00529794,0.005289334,0.005308327,0.005311867,0.00524469,0.005212214,0.00519082,0.005169111,0.005147224,0.005125298,0.005103497,0.005081696,EU-12,biomass +12,10,3,0.032763667,0.032763998,0.032762595,0.032787586,0.032787701,0.032787282,0.032785663,0.032782376,0.032779027,0.032775698,0.032772388,0.032777159,0.032780064,0.032781351,0.032781579,0.032780703,0.032778759,0.032775917,0.032772266,0.032767639,0.032763012,EU-12,FiberCrop +12,10,4,0.033843138,0.033843226,0.033843056,0.033546488,0.033293372,0.033069557,0.032888162,0.032887001,0.032885916,0.032884555,0.032883084,0.032882284,0.032881015,0.032880044,0.032878731,0.032877181,0.032875973,0.03287423,0.032872913,0.032871287,0.032869661,EU-12,MiscCrop +12,10,5,0.019950951,0.019950896,0.01995087,0.018067037,0.01623002,0.014411326,0.012607717,0.012533029,0.012458589,0.012390043,0.012327167,0.012323538,0.012319313,0.012314471,0.012309625,0.012305183,0.012300987,0.012297011,0.012292991,0.012289278,0.012285565,EU-12,OilCrop +12,10,6,0.007665477,0.007665509,0.007665513,0.0077693,0.007861013,0.007940112,0.008016459,0.00792886,0.007841966,0.007755973,0.007670783,0.007671071,0.007671069,0.007670904,0.007670489,0.00766998,0.007669299,0.007668558,0.007667699,0.007666825,0.007665951,EU-12,OtherGrain +12,10,7,0.687396058,0.687396961,0.687396609,0.687372883,0.687305037,0.68721483,0.68709542,0.687024541,0.686934134,0.686826082,0.686690382,0.686687917,0.686655337,0.686597346,0.686509128,0.686398746,0.686261235,0.686097842,0.685911304,0.685702092,0.68549288,EU-12,Rice +12,10,8,0.019360469,0.019360462,0.019360403,0.019359714,0.019358818,0.019358042,0.019356886,0.019356886,0.019356569,0.019356184,0.019355787,0.019355725,0.019355606,0.019355356,0.01935511,0.019354829,0.019354486,0.019354172,0.019353822,0.01935348,0.019353138,EU-12,Root_Tuber +12,10,9,0.050191324,0.050191274,0.050191362,0.050186944,0.050185199,0.050182834,0.050180711,0.050179118,0.050177284,0.050175255,0.050194003,0.050193809,0.050193534,0.050192907,0.050192528,0.050191802,0.050191103,0.050190634,0.050189903,0.050188979,0.050188055,EU-12,SugarCrop +12,10,10,0.007426171,0.007426159,0.007426166,0.007423788,0.00742092,0.007417803,0.007414422,0.007413522,0.007412487,0.007411375,0.007410169,0.007409874,0.007409352,0.007408626,0.007407723,0.007406802,0.007405725,0.007404643,0.007403428,0.007402178,0.007400928,EU-12,Wheat 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+14,8,7,0.98685145,0.986851447,0.986851566,0.986909936,0.986980269,0.987038048,0.987074912,0.987143193,0.987202206,0.987251108,0.987280445,0.987336563,0.987376337,0.987402395,0.987412809,0.987410609,0.987393282,0.987361701,0.987316253,0.987257473,0.987198693,Europe_Eastern,Rice +14,8,8,0.157234675,0.157234319,0.157233659,0.157204409,0.15717183,0.15713888,0.157104255,0.157098898,0.1570873,0.157074597,0.157059867,0.157057443,0.157052012,0.157045026,0.157035293,0.157025196,0.157013953,0.157002304,0.156990059,0.156975631,0.156961203,Europe_Eastern,Root_Tuber +14,8,9,0.230428183,0.230427455,0.230428105,0.229925909,0.229446146,0.229043535,0.228639246,0.228240247,0.227839869,0.227438649,0.227037906,0.227035284,0.22703219,0.227026357,0.227022408,0.227016093,0.227010145,0.227003589,0.226997637,0.226989373,0.226981109,Europe_Eastern,SugarCrop 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+14,10,3,0.006076395,0.006076441,0.006076358,0.006080395,0.006079894,0.006079083,0.006077556,0.006075083,0.006072872,0.006070806,0.006068654,0.006072722,0.006075423,0.006076891,0.006077405,0.006076956,0.006075522,0.006073276,0.006070269,0.006066717,0.006063165,Europe_Eastern,FiberCrop +14,10,4,0.107840337,0.107840381,0.107840663,0.107335093,0.106872795,0.106412263,0.105994352,0.10545649,0.104961578,0.104468556,0.103977286,0.103975512,0.103973499,0.103971252,0.103968731,0.103966142,0.103963573,0.103960751,0.103957889,0.103954946,0.103952003,Europe_Eastern,MiscCrop +14,10,5,0.088078595,0.088078513,0.08807811,0.086819975,0.085649829,0.084494542,0.083419368,0.082357787,0.081308132,0.080335067,0.079404433,0.079403144,0.079401678,0.07940004,0.079398295,0.079396658,0.079395291,0.079393871,0.079392508,0.07939107,0.079389632,Europe_Eastern,OilCrop +14,10,6,0.017116076,0.017116095,0.017116095,0.017140423,0.017165691,0.017190762,0.017208241,0.017257841,0.017299744,0.017341644,0.017383412,0.017384068,0.017384152,0.017383864,0.017383118,0.017382152,0.017380847,0.017379301,0.017377543,0.017375789,0.017374035,Europe_Eastern,OtherGrain +14,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice +14,10,8,0.016894923,0.016894942,0.016894989,0.016893448,0.016891808,0.016890161,0.016888472,0.01688819,0.016887496,0.016886822,0.016886082,0.01688609,0.016885727,0.016885486,0.01688484,0.016884476,0.016883789,0.016883236,0.016882543,0.016881825,0.016881107,Europe_Eastern,Root_Tuber +14,10,9,0.04498085,0.044980746,0.044980628,0.044858834,0.044743026,0.044645482,0.044548163,0.044451928,0.044355481,0.044258968,0.044162494,0.044161733,0.044160899,0.044159895,0.044158712,0.044157598,0.044155976,0.044154721,0.044153196,0.044151273,0.04414935,Europe_Eastern,SugarCrop +14,10,10,0.034607274,0.034607355,0.034607317,0.034604224,0.034600709,0.034611628,0.034607658,0.034606545,0.034605386,0.034604035,0.034602629,0.034602355,0.034601686,0.034600854,0.034599889,0.03459872,0.034597424,0.034596087,0.034594694,0.034593244,0.034591794,Europe_Eastern,Wheat +14,10,11,0.045567579,0.04556749,0.045567524,0.045569857,0.045570823,0.045571772,0.045572528,0.045576615,0.045580176,0.045583616,0.045586475,0.04558783,0.045589185,0.045589545,0.045589805,0.045589773,0.045589254,0.04558863,0.04558762,0.045586457,0.045585294,Europe_Eastern,FodderHerb +14,10,12,0.031579506,0.031579582,0.03157968,0.031579582,0.031579782,0.031579829,0.031579763,0.031579607,0.031579583,0.031579751,0.031579602,0.031579719,0.031579627,0.031579729,0.031579811,0.031579591,0.031579736,0.031579725,0.031579702,0.031579665,0.031579628,Europe_Eastern,FodderGrass +14,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit +14,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Corn +14,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,biomass +14,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop +14,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,MiscCrop +14,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OilCrop +14,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OtherGrain +14,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice +14,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Root_Tuber +14,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,SugarCrop +14,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Wheat +14,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderHerb +14,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderGrass +14,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit +15,7,1,0.424285708,0.425093625,0.424908417,0.421754398,0.420504427,0.419496232,0.418463716,0.416550398,0.414616752,0.412632619,0.41073265,0.410316048,0.409772358,0.409108901,0.408414451,0.407715443,0.406987071,0.406278979,0.40556909,0.404844934,0.404120778,Europe_Non_EU,Corn +15,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass +15,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,7,4,0.283698569,0.28369765,0.283697504,0.283229832,0.282759482,0.282287402,0.281814411,0.280565064,0.279316275,0.278157285,0.276998212,0.276984749,0.276968545,0.27695046,0.276930792,0.276910883,0.276890068,0.276868294,0.276844861,0.276822242,0.276799623,Europe_Non_EU,MiscCrop +15,7,5,0.273354587,0.27334848,0.273356814,0.272669564,0.272446023,0.272155661,0.27194857,0.27391952,0.275806964,0.277441522,0.278997954,0.278837744,0.278646613,0.278428213,0.278207609,0.278002027,0.277804863,0.277615715,0.277426449,0.277246125,0.277065801,Europe_Non_EU,OilCrop +15,7,6,0.119142236,0.119141901,0.119142388,0.121445604,0.123598832,0.125639316,0.127560502,0.129925494,0.132123202,0.134200104,0.136148989,0.136154933,0.136154351,0.136149971,0.136140031,0.136127972,0.136112152,0.136094675,0.136074546,0.136054301,0.136034056,Europe_Non_EU,OtherGrain +15,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice +15,7,8,0.70952547,0.709435978,0.709557684,0.7110527,0.712452565,0.713671413,0.714798619,0.714615717,0.714518785,0.714332545,0.71414315,0.714142187,0.714138258,0.714133259,0.714127016,0.714120661,0.71411322,0.714105802,0.71409768,0.714087945,0.71407821,Europe_Non_EU,Root_Tuber +15,7,9,0.748597632,0.748600009,0.748596471,0.748716074,0.748955119,0.749105666,0.74925199,0.749336192,0.749331658,0.749322163,0.749389464,0.749376246,0.749359242,0.749335382,0.749309131,0.749281134,0.749249941,0.749218404,0.749185696,0.74914575,0.749105804,Europe_Non_EU,SugarCrop +15,7,10,0.627500038,0.627500166,0.627499563,0.631575518,0.635009089,0.637822087,0.640213848,0.640463475,0.640704316,0.640940617,0.641170031,0.641150334,0.6411166,0.641070186,0.641013536,0.640955837,0.640890215,0.640822227,0.640748242,0.640673187,0.640598132,Europe_Non_EU,Wheat +15,7,11,0.216409304,0.216417197,0.216413699,0.216424022,0.216428535,0.216432568,0.216436465,0.216455651,0.21647202,0.216486848,0.216500718,0.21650765,0.216512227,0.216514594,0.216515182,0.216515876,0.216513524,0.216510133,0.216506131,0.216500078,0.216494025,Europe_Non_EU,FodderHerb +15,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass +15,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,8,1,0.141705093,0.14170519,0.141705148,0.141504928,0.141426304,0.141363418,0.141299115,0.140487161,0.139723306,0.138960282,0.138250515,0.138225579,0.138192592,0.138152847,0.138111186,0.138069576,0.138025964,0.137983921,0.137941435,0.137899056,0.137856677,Europe_Non_EU,Corn 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+15,8,6,0.028109021,0.028109126,0.028109042,0.028701387,0.029256316,0.029783117,0.030279546,0.030887276,0.031464888,0.032011991,0.032526148,0.032528981,0.032528801,0.032526631,0.032522071,0.032516464,0.032509045,0.032501209,0.032491952,0.032482677,0.032473402,Europe_Non_EU,OtherGrain +15,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,Rice +15,8,8,0.453105513,0.453105119,0.453104888,0.454895785,0.456575386,0.458041144,0.459400113,0.459175548,0.459052821,0.458820751,0.45858516,0.458582832,0.458575949,0.458567729,0.458555872,0.458544116,0.458530359,0.458517474,0.458502428,0.458485597,0.458468766,Europe_Non_EU,Root_Tuber +15,8,9,0.625712529,0.62571343,0.625713197,0.625854163,0.626147758,0.626331879,0.62650845,0.626610443,0.626599421,0.626582511,0.626660813,0.626644155,0.626620724,0.626590098,0.626555853,0.626519923,0.626479825,0.626438017,0.626393881,0.626344559,0.626295237,Europe_Non_EU,SugarCrop 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+15,10,7,0.996391139,0.996391066,0.996390837,0.996420935,0.996448977,0.996476267,0.99650116,0.996551,0.996598175,0.996644291,0.996687777,0.996702016,0.996715535,0.996728462,0.996740735,0.996752482,0.996763663,0.996774344,0.996784484,0.996794098,0.996803712,Europe_Non_EU,Rice +15,10,8,0.223971504,0.22397118,0.223971442,0.227879416,0.231444639,0.234816207,0.237983743,0.234507655,0.231137966,0.227800283,0.224569359,0.22456692,0.224558962,0.224550209,0.224537274,0.224524778,0.224510097,0.224495595,0.224478943,0.224460901,0.224442859,Europe_Non_EU,Root_Tuber +15,10,9,0.292997453,0.292997813,0.292997912,0.295053678,0.297143637,0.299145476,0.301058501,0.299791667,0.298427098,0.297154025,0.295969371,0.295957318,0.295940281,0.295917548,0.295892388,0.295866351,0.29583708,0.295807303,0.295775057,0.295739191,0.295703325,Europe_Non_EU,SugarCrop +15,10,10,0.298297533,0.298296314,0.29829712,0.308190182,0.316946802,0.324597577,0.331473207,0.331232688,0.330983556,0.330732063,0.330473028,0.330458373,0.330429307,0.330388361,0.330339625,0.330289499,0.330232263,0.33017343,0.330109023,0.330041665,0.329974307,Europe_Non_EU,Wheat +15,10,11,0.055479002,0.055479077,0.055478953,0.055073852,0.054691543,0.05433381,0.053978162,0.053918831,0.05383627,0.05375315,0.053691987,0.053694748,0.053696616,0.053697673,0.053697963,0.053697829,0.053697054,0.053695774,0.053694135,0.053692055,0.053689975,Europe_Non_EU,FodderHerb +15,10,12,0,0.012284081,0.012278773,0.01227878,0.012278788,0.012278753,0.012278784,0.012278773,0.012278774,0.012278729,0.012278728,0.012278769,0.012278793,0.012278815,0.012278759,0.012278766,0.012278812,0.012278817,0.012278798,0.012278807,0.012278816,Europe_Non_EU,FodderGrass +15,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,11,1,0.006565293,0.006565298,0.006565301,0.006549255,0.006540023,0.00653145,0.006522833,0.006521904,0.006517872,0.006516513,0.006515129,0.006514162,0.006512825,0.006511168,0.006509403,0.006507588,0.006505642,0.006503687,0.00650171,0.006499679,0.006497648,Europe_Non_EU,Corn +15,11,2,0,0,0,0,0.005482013,0.005477956,0.00547288,0.005491218,0.0054927,0.005484347,0.005504783,0.005516795,0.005518504,0.005514499,0.005510514,0.005506321,0.00550671,0.005516572,0.005531157,0.005545812,0.005560467,Europe_Non_EU,biomass +15,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,11,4,0.046227849,0.046227662,0.046227938,0.046336951,0.046426085,0.046534417,0.046642745,0.046639024,0.04665371,0.046648968,0.046643291,0.046639772,0.046635842,0.046631216,0.04662619,0.046621082,0.04661575,0.04661018,0.046604493,0.046598354,0.046592215,Europe_Non_EU,MiscCrop +15,11,5,0.015833772,0.015833779,0.015833713,0.015452558,0.015125924,0.014826006,0.014544509,0.014300592,0.014078353,0.013871407,0.013679302,0.013671668,0.013662613,0.013652371,0.013642004,0.013632474,0.013623411,0.013614732,0.01360625,0.013598027,0.013589804,Europe_Non_EU,OilCrop +15,11,6,0.017452808,0.017452779,0.017452781,0.017370298,0.017295657,0.017221375,0.017154648,0.017073757,0.017000624,0.016927767,0.016862321,0.016862426,0.016862443,0.016862352,0.016862273,0.016862141,0.016862061,0.01686192,0.016861727,0.016861504,0.016861281,Europe_Non_EU,OtherGrain +15,11,7,0.999999991,0.999999992,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,Europe_Non_EU,Rice +15,11,8,0.038881417,0.038881334,0.038881319,0.039155407,0.039430974,0.039691823,0.039937489,0.039653849,0.039404429,0.03915637,0.038925716,0.038925591,0.038924973,0.038924111,0.038923035,0.038922006,0.038920724,0.038919476,0.038917983,0.038916511,0.038915039,Europe_Non_EU,Root_Tuber +15,11,9,0.046584531,0.046584747,0.046584664,0.046881488,0.047179848,0.047459154,0.047719849,0.047489674,0.047239893,0.047010221,0.046781085,0.046779197,0.046776341,0.046772682,0.046768313,0.046764049,0.046759419,0.046754499,0.046749652,0.046743485,0.046737318,Europe_Non_EU,SugarCrop +15,11,10,0.011929458,0.011929435,0.011929472,0.012728718,0.013500074,0.014244439,0.014958816,0.014912933,0.014873305,0.014833789,0.014794201,0.014793907,0.014793358,0.014792518,0.014791509,0.014790527,0.014789367,0.014788186,0.014786859,0.014785483,0.014784107,Europe_Non_EU,Wheat +15,11,11,0.012730756,0.012730702,0.012730733,0.01272697,0.012727658,0.012722817,0.01272338,0.012726378,0.012728906,0.012731264,0.012733444,0.012734522,0.012735277,0.012735703,0.012735832,0.01273575,0.012735436,0.012734923,0.012734255,0.012733416,0.012732577,Europe_Non_EU,FodderHerb +15,11,12,0,0.005258726,0.005265562,0.005265549,0.005265547,0.005265565,0.005265569,0.005265576,0.005265573,0.005265546,0.005265559,0.005265564,0.005265554,0.005265574,0.005265554,0.00526554,0.005265551,0.005265556,0.005265555,0.005265564,0.005265573,Europe_Non_EU,FodderGrass +15,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,12,1,0.001762995,0.001762856,0.001762856,0.001762066,0.001761786,0.001761556,0.001761329,0.001761256,0.001761153,0.001761046,0.001760931,0.001760857,0.001760747,0.001760609,0.001760465,0.001760318,0.00176016,0.001759995,0.001759832,0.001759668,0.001759504,Europe_Non_EU,Corn 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+15,14,8,0.057996939,0.05799502,0.057995864,0.058389246,0.058759302,0.059083889,0.059385568,0.059334107,0.059306025,0.059252287,0.059198113,0.059197151,0.059194928,0.059192537,0.059189095,0.059185501,0.059181201,0.059177266,0.059172548,0.059167256,0.059161964,Europe_Non_EU,Root_Tuber +15,14,9,0.254704663,0.254705578,0.254704093,0.254818732,0.255056782,0.255206596,0.255350004,0.255432364,0.255423298,0.255409559,0.25547305,0.255460248,0.255441289,0.255415656,0.255388971,0.255358921,0.255326597,0.255291835,0.255257938,0.25521607,0.255174202,Europe_Non_EU,SugarCrop +15,14,10,0.030229233,0.030229245,0.03022934,0.030720192,0.031131346,0.031465383,0.031745053,0.031768597,0.03178895,0.031808119,0.031825088,0.031819028,0.031808073,0.03179317,0.031775106,0.031756666,0.031736006,0.031714666,0.031691542,0.031668053,0.031644564,Europe_Non_EU,Wheat +15,14,11,0.005550073,0.005550491,0.00555034,0.005550671,0.005550819,0.005550944,0.005551042,0.005515615,0.005482726,0.005449969,0.005419726,0.005419938,0.005420079,0.005420169,0.005420176,0.005420156,0.005420094,0.005420001,0.00541989,0.005419707,0.005419524,Europe_Non_EU,FodderHerb +15,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass +15,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,15,1,0.000383584,0.000383527,0.00038368,0.00038368,0.000383681,0.00038368,0.000383681,0.000381178,0.000378858,0.000376551,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.00037442,Europe_Non_EU,Corn +15,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass +15,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,15,4,0.010951571,0.010951514,0.010951334,0.0109405,0.010924844,0.010913762,0.010902692,0.010883086,0.010868069,0.010852941,0.010837761,0.010837052,0.010836133,0.010835237,0.010834142,0.010833112,0.010831942,0.010830816,0.01082961,0.010828417,0.010827224,Europe_Non_EU,MiscCrop +15,15,5,0.005936697,0.005937083,0.005935989,0.005911913,0.005892879,0.005873971,0.005852604,0.005892273,0.005929613,0.00596205,0.005994701,0.00599393,0.005993006,0.00599195,0.005990895,0.005989915,0.005988994,0.005988113,0.005987243,0.005986412,0.005985581,Europe_Non_EU,OilCrop +15,15,6,0.004387846,0.00438774,0.004387704,0.004485448,0.004577454,0.004665325,0.004748724,0.00484821,0.00494125,0.005029543,0.005112822,0.005112839,0.005112829,0.00511282,0.005112773,0.005112776,0.005112736,0.005112711,0.005112673,0.005112645,0.005112617,Europe_Non_EU,OtherGrain +15,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice +15,15,8,0.010763294,0.010766585,0.01076276,0.010840728,0.010914562,0.010979551,0.01104009,0.011030419,0.011025434,0.011015569,0.011005719,0.011005653,0.011005504,0.011005391,0.011005187,0.011004949,0.011004696,0.011004436,0.01100417,0.011003874,0.011003578,Europe_Non_EU,Root_Tuber +15,15,9,0.134702337,0.134702084,0.134707948,0.134778157,0.134924195,0.135016769,0.135104722,0.135155595,0.135150137,0.135141691,0.135180962,0.135172917,0.135161013,0.135145146,0.135128636,0.135110755,0.135090691,0.135069637,0.135047323,0.135022608,0.134997893,Europe_Non_EU,SugarCrop +15,15,10,0.018838686,0.018838571,0.018838409,0.019171421,0.019460537,0.019703984,0.01991663,0.019940875,0.019964888,0.019988858,0.02001267,0.020012135,0.020011224,0.020010034,0.020008574,0.020007086,0.020005426,0.020003667,0.020001811,0.019999872,0.019997933,Europe_Non_EU,Wheat +15,15,11,0.0049264,0.004927861,0.004928344,0.00492861,0.004928704,0.004928805,0.004928885,0.004929355,0.004929753,0.004930132,0.00493046,0.00493064,0.004930759,0.004930817,0.004930856,0.004930834,0.004930792,0.004930712,0.004930597,0.004930461,0.004930325,Europe_Non_EU,FodderHerb +15,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass +15,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +15,16,1,0.008052062,0.008051943,0.008051338,0.007922191,0.007806021,0.007698912,0.007593215,0.007565959,0.007541803,0.007517587,0.00749339,0.007492425,0.0074911,0.007489419,0.007487622,0.007485786,0.007483803,0.007481778,0.007479736,0.007477649,0.007475562,Europe_Non_EU,Corn +15,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass +15,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop +15,16,4,0.008770089,0.008769448,0.008770805,0.0087923,0.008813698,0.008835096,0.008856448,0.008809859,0.008763338,0.008720815,0.008678359,0.008677695,0.0086769,0.008676037,0.008675061,0.008674087,0.008673066,0.008672,0.008670938,0.008669783,0.008668628,Europe_Non_EU,MiscCrop +15,16,5,0.009497983,0.009497822,0.009498882,0.009271501,0.009064343,0.008869521,0.008682576,0.008681483,0.008684136,0.008683034,0.008685752,0.008684853,0.008683795,0.008682644,0.008681467,0.008680391,0.008679327,0.008678358,0.008677385,0.008676416,0.008675447,Europe_Non_EU,OilCrop +15,16,6,0.002215748,0.002215955,0.002215313,0.002257777,0.002299289,0.002338109,0.002373987,0.002421288,0.002464463,0.002504909,0.002542309,0.002543438,0.002543558,0.002542978,0.002541482,0.002539606,0.00253706,0.002534187,0.002530942,0.002527627,0.002524312,Europe_Non_EU,OtherGrain +15,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice +15,16,8,0.052432481,0.052429741,0.052433462,0.053554879,0.054586085,0.055545304,0.056450875,0.055524243,0.054632792,0.053732352,0.052844855,0.052844079,0.05284223,0.052840089,0.052836732,0.052833564,0.052829786,0.052826105,0.052822008,0.052817335,0.052812662,Europe_Non_EU,Root_Tuber +15,16,9,0.037101779,0.037104335,0.037091089,0.037537783,0.037979627,0.038393862,0.038795198,0.038537292,0.038263612,0.038006867,0.037766824,0.037764628,0.037761364,0.037757073,0.037752378,0.037747306,0.037741893,0.037736147,0.037730217,0.037723351,0.037716485,Europe_Non_EU,SugarCrop +15,16,10,0.020938662,0.020938798,0.020938344,0.02239022,0.02377041,0.025071369,0.026304384,0.0262218,0.026137161,0.026051787,0.025964882,0.025960642,0.025952043,0.025939722,0.025924675,0.025908758,0.025890425,0.025871014,0.025850094,0.025828444,0.025806794,Europe_Non_EU,Wheat +15,16,11,0.001423208,0.001423468,0.001422958,0.001388733,0.001356471,0.001325528,0.001296413,0.001281911,0.001267553,0.001253896,0.001240375,0.00124042,0.001240449,0.001240466,0.001240473,0.001240469,0.001240458,0.001240437,0.001240409,0.001240376,0.001240343,Europe_Non_EU,FodderHerb +15,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass +15,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit +16,10,1,0.08869169,0.088691812,0.088691659,0.088690577,0.088689726,0.088690489,0.088690131,0.088689776,0.088689584,0.088689396,0.088689475,0.088689256,0.088688635,0.088688736,0.088688349,0.088688504,0.088688013,0.088687915,0.088688258,0.088687937,0.088687616,European Free Trade Association,Corn +16,10,2,0,0,0,0,0.029116145,0.02904236,0.028968862,0.028968824,0.028968933,0.028784971,0.028846118,0.028907548,0.028846248,0.028785253,0.029055234,0.029278023,0.029277925,0.029340066,0.029439754,0.0295022,0.029564646,European Free Trade Association,biomass +16,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,10,4,0.069303596,0.069303661,0.069303513,0.069556517,0.069810077,0.070036317,0.070263177,0.070120282,0.069977421,0.06983472,0.06969265,0.069692471,0.069692264,0.069692024,0.069691717,0.069691553,0.069691306,0.069691359,0.069690768,0.069690573,0.069690378,European Free Trade Association,MiscCrop +16,10,5,1.75E-05,1.75E-05,1.75E-05,1.62E-05,1.51E-05,1.41E-05,1.33E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,European Free Trade Association,OilCrop +16,10,6,0.114804205,0.114804399,0.114804582,0.117031796,0.119161087,0.121184569,0.123143695,0.123049397,0.122954756,0.122860329,0.122766862,0.122766999,0.122766037,0.122766467,0.122767012,0.12276677,0.122766153,0.122766098,0.122766422,0.122766753,0.122767084,European Free Trade Association,OtherGrain +16,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,10,8,0.18384132,0.183841646,0.1838416,0.183706947,0.183572026,0.18343655,0.183366811,0.183301175,0.183169256,0.183037267,0.182905162,0.182904192,0.182904116,0.18290317,0.182901282,0.182900215,0.182898516,0.182897302,0.182894872,0.182893519,0.182892166,European Free Trade Association,Root_Tuber +16,10,9,0.126446724,0.126446054,0.126445786,0.127316118,0.128191466,0.129022656,0.129858678,0.131646041,0.133402866,0.135128447,0.136872819,0.136872855,0.136873534,0.136872805,0.136872487,0.13687343,0.136872438,0.136873186,0.136873098,0.136872454,0.13687181,European Free Trade Association,SugarCrop +16,10,10,0.036628061,0.036627853,0.036627987,0.036184378,0.035761148,0.035357235,0.034957752,0.034562739,0.034186258,0.033828284,0.033473682,0.033473783,0.033473465,0.033473604,0.033473503,0.033473602,0.033473635,0.033473576,0.033473605,0.033473601,0.033473597,European Free Trade Association,Wheat +16,10,11,0.085059557,0.085059391,0.085059272,0.085059363,0.085059242,0.085059322,0.085059326,0.085059389,0.085059406,0.085059471,0.085059455,0.085059417,0.085059362,0.085059526,0.085059475,0.085059554,0.085059385,0.085059498,0.085059305,0.085059317,0.085059329,European Free Trade Association,FodderHerb +16,10,12,0.027999805,0.027999227,0.027999781,0.027411981,0.026858997,0.026327941,0.025818059,0.025664634,0.025511966,0.025360311,0.025209503,0.025209309,0.025209527,0.025209263,0.025209337,0.025209335,0.025209383,0.025209455,0.025209439,0.025209419,0.025209399,European Free Trade Association,FodderGrass +16,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn +16,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,MiscCrop +16,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OtherGrain +16,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Root_Tuber +16,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop +16,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb +16,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderGrass +16,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,14,1,0.463347164,0.463339583,0.463344269,0.463344276,0.463344528,0.463344316,0.463344308,0.463344016,0.463344082,0.463344213,0.46334418,0.463344436,0.463344337,0.463344253,0.463344131,0.463344285,0.463344116,0.463344166,0.463344201,0.463344122,0.463344043,European Free Trade Association,Corn +16,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,14,4,0.074082384,0.074107177,0.074108325,0.073988095,0.073867946,0.073747794,0.073627995,0.073419187,0.073240714,0.073062454,0.072884491,0.072884154,0.072883732,0.07288362,0.072882924,0.07288242,0.072881856,0.072881435,0.072880955,0.072880152,0.072879349,European Free Trade Association,MiscCrop +16,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,14,6,0.0024257,0.002424254,0.002424385,0.002542427,0.002655909,0.00276493,0.002868481,0.002855962,0.002843511,0.002831097,0.002818742,0.002818733,0.00281873,0.002818732,0.002818703,0.002818691,0.002818668,0.00281866,0.002818629,0.002818602,0.002818575,European Free Trade Association,OtherGrain +16,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,14,8,0.29153139,0.29151038,0.291510675,0.291960546,0.292411252,0.292862586,0.29331297,0.293764663,0.294217012,0.29457838,0.294941511,0.294941758,0.294940218,0.294940964,0.29494011,0.294939922,0.294941024,0.294940496,0.2949402,0.294940362,0.294940524,European Free Trade Association,Root_Tuber +16,14,9,0.361286254,0.361292651,0.361286058,0.363099523,0.364918101,0.366640474,0.368365232,0.372029806,0.37560747,0.379096172,0.382597334,0.382597072,0.382596649,0.382596655,0.382596545,0.382596556,0.382596625,0.382595786,0.382595922,0.382595959,0.382595996,European Free Trade Association,SugarCrop +16,14,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,14,11,0.469517209,0.469519343,0.469522117,0.469522003,0.469522364,0.469521727,0.469522015,0.469522021,0.46952268,0.469522736,0.46952211,0.469522352,0.469522292,0.469522816,0.469522996,0.469522657,0.469522334,0.469522785,0.469522268,0.469522861,0.469523454,European Free Trade Association,FodderHerb +16,14,12,0.003203282,0.003216881,0.003224073,0.003161544,0.003101592,0.003044101,0.002988952,0.002968177,0.002947538,0.002927057,0.002906722,0.002906726,0.002906721,0.002906722,0.002906732,0.002906722,0.00290671,0.002906735,0.002906727,0.00290672,0.002906713,European Free Trade Association,FodderGrass +16,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,15,1,0.180229498,0.180230222,0.180230297,0.180230724,0.180230416,0.180230624,0.180229829,0.180230165,0.180229896,0.180230015,0.180229874,0.180230538,0.180229875,0.180230168,0.180230439,0.18022989,0.180230379,0.180229959,0.180230614,0.180230271,0.180229928,European Free Trade Association,Corn +16,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,15,4,0.135398606,0.135398099,0.135398681,0.137499994,0.139576633,0.141520926,0.143434768,0.141775284,0.140078973,0.138399494,0.136737144,0.136736492,0.136735942,0.136735102,0.136734534,0.136734045,0.136733223,0.136732186,0.136731514,0.136730605,0.136729696,European Free Trade Association,MiscCrop +16,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,15,6,0.155630121,0.155630741,0.155630127,0.159029089,0.162252727,0.165289602,0.168189008,0.168006084,0.167822474,0.167639821,0.167456217,0.167456395,0.167456111,0.167455966,0.167456358,0.167456152,0.167456624,0.167456863,0.167456524,0.167456316,0.167456108,European Free Trade Association,OtherGrain +16,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,15,8,0.211067856,0.211067677,0.211067872,0.210986145,0.210903869,0.210820561,0.210809829,0.210734417,0.210731111,0.210655083,0.210576679,0.210576516,0.210575212,0.210573037,0.210569704,0.210566355,0.210562608,0.210558347,0.2105544,0.210550535,0.21054667,European Free Trade Association,Root_Tuber +16,15,9,0.162053583,0.162053487,0.16205444,0.163123442,0.164198599,0.165220279,0.166246059,0.168436475,0.170587414,0.172698219,0.174829929,0.174830342,0.174830408,0.17483005,0.174830421,0.174829432,0.174830175,0.174830065,0.174829387,0.17482887,0.174828353,European Free Trade Association,SugarCrop +16,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,15,11,0.181216094,0.181216432,0.181217349,0.181217603,0.18121739,0.181217445,0.181217682,0.181217361,0.181218077,0.181218302,0.181217763,0.181218386,0.18121756,0.181217961,0.181217802,0.181218464,0.181217637,0.181217515,0.181217283,0.18121777,0.181218257,European Free Trade Association,FodderHerb +16,15,12,0.028181418,0.028181456,0.028181366,0.027648308,0.027136657,0.026645401,0.026173948,0.025996336,0.025819796,0.025644402,0.025470156,0.025470268,0.025470198,0.025470273,0.02547017,0.025470186,0.025470234,0.025470208,0.025470176,0.02547025,0.025470324,European Free Trade Association,FodderGrass +16,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +16,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn +16,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass +16,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop +16,16,4,0.185161842,0.185163986,0.1851771,0.184911487,0.184711262,0.184510313,0.184310798,0.184047017,0.183782548,0.183519294,0.183255471,0.18325446,0.183252593,0.183250378,0.18324796,0.183246177,0.183244092,0.183241958,0.183239608,0.183237053,0.183234498,European Free Trade Association,MiscCrop +16,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop +16,16,6,0.045623191,0.045623086,0.045622998,0.046463499,0.047279633,0.04804991,0.048791411,0.048832166,0.048872633,0.04891343,0.048954386,0.048954185,0.048954248,0.048954123,0.048954119,0.048954229,0.048954166,0.048954129,0.048954333,0.048953968,0.048953603,European Free Trade Association,OtherGrain +16,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice +16,16,8,0.174287587,0.174288578,0.17428599,0.174283066,0.174278478,0.174274834,0.174270261,0.17427009,0.174268696,0.174267298,0.174264531,0.174264474,0.174264047,0.174262752,0.174260943,0.174260462,0.174259001,0.174257318,0.174256097,0.174254323,0.174252549,European Free Trade Association,Root_Tuber +16,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop +16,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat +16,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb +16,16,12,0.016075214,0.016077764,0.016074563,0.015766804,0.015471528,0.015188182,0.014916308,0.014813882,0.01471215,0.014611089,0.014510734,0.014510708,0.014510718,0.014510767,0.014510702,0.014510727,0.014510774,0.014510753,0.014510726,0.014510716,0.014510706,European Free Trade Association,FodderGrass +16,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit +17,1,1,0.000153175,0.000153233,0.00014971,0.000152211,0.000154653,0.000156954,0.000159225,0.000161463,0.000163547,0.00016551,0.00016735,0.00016732,0.000167279,0.000167228,0.000167174,0.000167119,0.000167061,0.000167003,0.000166945,0.000166885,0.000166825,India,Corn +17,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,1,3,0.070431746,0.070431798,0.070431784,0.070091185,0.069706033,0.069351633,0.069026348,0.068763772,0.068475652,0.068215697,0.067984681,0.068001902,0.068012877,0.068018145,0.068018757,0.068015623,0.068008455,0.067997941,0.067983887,0.067967517,0.067951147,India,FiberCrop +17,1,4,0.054965609,0.054965679,0.054965546,0.056679895,0.058204566,0.059597803,0.060873646,0.06201665,0.063124868,0.064172053,0.065181254,0.065170137,0.065157241,0.06514291,0.065126579,0.065110435,0.065093334,0.065076161,0.065058082,0.065039528,0.065020974,India,MiscCrop +17,1,5,0.021637612,0.021637674,0.021637668,0.021368173,0.021292377,0.021228582,0.021169166,0.02108,0.020960393,0.020841061,0.020731909,0.020659983,0.020575074,0.020478452,0.020381003,0.020289707,0.020203103,0.020121664,0.020039972,0.01996196,0.019883948,India,OilCrop +17,1,6,0.020240985,0.020241062,0.020240968,0.020126977,0.01995673,0.019784031,0.019611833,0.019651337,0.019601013,0.019536094,0.019461595,0.019479153,0.019475257,0.019457048,0.019420141,0.019375672,0.019318702,0.019257135,0.019187645,0.019116551,0.019045457,India,OtherGrain +17,1,7,0.904748896,0.90474787,0.904747648,0.905382069,0.90597504,0.906490404,0.906967637,0.90711457,0.907261285,0.907407323,0.907553241,0.907553637,0.907553151,0.907553224,0.907552734,0.907552481,0.90755175,0.907550952,0.907550598,0.907549423,0.907548248,India,Rice +17,1,8,0.68110444,0.681105048,0.681104865,0.681870853,0.682624461,0.683281608,0.683841505,0.684296859,0.68473343,0.685075449,0.685406302,0.685399892,0.685384647,0.685365816,0.685336447,0.685307468,0.685274213,0.685241758,0.68520523,0.685163979,0.685122728,India,Root_Tuber +17,1,9,0.370773881,0.370774517,0.370775771,0.380966144,0.389956191,0.397991247,0.40514901,0.408497312,0.411641716,0.414687932,0.417527758,0.417525343,0.417523858,0.417520834,0.417515902,0.417512642,0.417506977,0.417503521,0.417497746,0.417492618,0.41748749,India,SugarCrop +17,1,10,0.657327287,0.657327406,0.657327497,0.661828682,0.665326794,0.668378414,0.67101009,0.672804511,0.674189884,0.675453247,0.676578844,0.676465649,0.676269347,0.676004006,0.675687296,0.675357634,0.674993177,0.674617577,0.674207489,0.673789757,0.673372025,India,Wheat +17,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,2,1,0.160880924,0.160880677,0.160880932,0.162830799,0.164906415,0.166870182,0.168801183,0.170777433,0.172560908,0.17422609,0.175775235,0.175714083,0.175631968,0.175529873,0.175422512,0.175313051,0.175196948,0.175080995,0.174964286,0.174845782,0.174727278,India,Corn +17,2,2,0,0,0,0,0.13977739,0.141145325,0.14228226,0.142561142,0.145848479,0.148627926,0.151046864,0.150661008,0.150098326,0.150163162,0.150286935,0.150644857,0.151013937,0.151357461,0.151462957,0.151509925,0.151556893,India,biomass +17,2,3,0.283334253,0.283334129,0.283333685,0.282658834,0.281504808,0.28044557,0.279472657,0.278720952,0.277763745,0.276899005,0.276118106,0.276251055,0.276336133,0.276376764,0.276384796,0.276358378,0.276300984,0.276220344,0.27611198,0.275984363,0.275856746,India,FiberCrop +17,2,4,0.215655759,0.215655727,0.215655498,0.21973179,0.223478839,0.22689284,0.229956365,0.232555856,0.23508824,0.237480644,0.239725986,0.239695552,0.239658838,0.239618778,0.239574197,0.239528898,0.239480958,0.239433171,0.239382954,0.239330583,0.239278212,India,MiscCrop +17,2,5,0.105875279,0.105875305,0.105875184,0.105222622,0.10546894,0.105689311,0.105887201,0.106313485,0.106573754,0.106794189,0.106937983,0.106597522,0.106196962,0.105742945,0.105287413,0.104862463,0.104459529,0.104081848,0.103703676,0.103343729,0.102983782,India,OilCrop +17,2,6,0.179791179,0.179791077,0.17979123,0.178510836,0.177235485,0.176092133,0.17501912,0.174828461,0.174612424,0.174454397,0.174225632,0.174240024,0.174235997,0.174219421,0.174185497,0.174145424,0.174095574,0.174041501,0.173980203,0.173918258,0.173856313,India,OtherGrain 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+17,3,6,0.094593844,0.094594031,0.094594033,0.093505843,0.092481053,0.091538004,0.090711506,0.090105158,0.089547345,0.089026381,0.088541003,0.088544901,0.088543446,0.08853862,0.08852948,0.088518562,0.088504736,0.088489993,0.08847354,0.088456752,0.088439964,India,OtherGrain +17,3,7,0.504781344,0.504781343,0.504781322,0.506836334,0.508533619,0.509993293,0.511324493,0.511805581,0.512118292,0.512405647,0.512656704,0.512641227,0.512585139,0.512495165,0.512367821,0.51221076,0.512021784,0.511805382,0.511556948,0.511278274,0.5109996,India,Rice +17,3,8,0.491815777,0.491815561,0.491814409,0.49189725,0.492084996,0.492162124,0.492240501,0.494632632,0.496909789,0.499186565,0.501353079,0.501351602,0.501345964,0.501340077,0.501330548,0.501321772,0.501310913,0.501300013,0.501288776,0.50127637,0.501263964,India,Root_Tuber +17,3,9,0.836474432,0.836474883,0.836475005,0.84213271,0.847029331,0.851254464,0.854897609,0.856540801,0.858053201,0.859495891,0.860815887,0.860803644,0.860785901,0.86076331,0.860738713,0.860712228,0.860682839,0.860651721,0.860619454,0.860583329,0.860547204,India,SugarCrop +17,3,10,0.738170221,0.738169952,0.738170003,0.742011192,0.744979311,0.747566516,0.749798747,0.751323,0.752497779,0.753569879,0.754526184,0.754431119,0.754268179,0.754046489,0.753783202,0.753510312,0.753210458,0.752901588,0.752566689,0.75222585,0.751885011,India,Wheat +17,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,4,1,0.402246969,0.402246855,0.402246369,0.406521156,0.410468652,0.414122308,0.417682739,0.421073543,0.424241093,0.427200363,0.429952268,0.429938507,0.429920993,0.429899428,0.42987596,0.429852277,0.429827565,0.429802281,0.429777456,0.4297519,0.429726344,India,Corn +17,4,2,0,0,0,0,0.193504448,0.195026984,0.196282314,0.199496065,0.203144281,0.206493013,0.209057196,0.209764976,0.209594488,0.209242797,0.20889394,0.208578363,0.208295384,0.208062166,0.207601355,0.207497829,0.207394303,India,biomass +17,4,3,0.203124144,0.203124038,0.203123889,0.205496254,0.207631838,0.209637602,0.21150713,0.213749247,0.215778634,0.217749092,0.21958356,0.219626677,0.219656001,0.219671562,0.219677495,0.219673089,0.219658375,0.219634371,0.219602887,0.219565513,0.219528139,India,FiberCrop +17,4,4,0.109123036,0.109123034,0.109122888,0.110670958,0.112106149,0.113426496,0.114671411,0.115724768,0.116693404,0.11766819,0.118557348,0.118545508,0.118531637,0.118516225,0.118498987,0.118481759,0.118463217,0.118444578,0.118425552,0.118405236,0.11838492,India,MiscCrop +17,4,5,0.129501217,0.129501182,0.129501048,0.13001154,0.130796973,0.131556468,0.132177443,0.132635522,0.132954741,0.133226621,0.133501599,0.133392982,0.133266978,0.133123887,0.132981914,0.13284957,0.132725553,0.132609131,0.132493674,0.132384131,0.132274588,India,OilCrop +17,4,6,0.095373944,0.095373812,0.095374179,0.094876126,0.094369993,0.093902456,0.093474945,0.093472864,0.093457975,0.093441686,0.09342455,0.093426766,0.093426613,0.093423756,0.093417856,0.093411499,0.093402607,0.093394244,0.093383391,0.093373122,0.093362853,India,OtherGrain +17,4,7,0.451561977,0.45156176,0.451562376,0.453520967,0.455218216,0.456688533,0.458039322,0.458500818,0.458856817,0.459196839,0.45951347,0.459504067,0.459468618,0.459412325,0.45933183,0.459233159,0.459114019,0.458977753,0.458821509,0.458645853,0.458470197,India,Rice +17,4,8,0.209158041,0.209158113,0.209157689,0.209079797,0.209001379,0.20899421,0.208915567,0.210794223,0.212610773,0.21443831,0.216203412,0.216202916,0.216201587,0.216200088,0.216197915,0.216196164,0.216193292,0.216191036,0.216188492,0.216185025,0.216181558,India,Root_Tuber +17,4,9,0.721029005,0.72102857,0.721027798,0.729463341,0.736794452,0.74317535,0.748719792,0.751245318,0.753581361,0.755816816,0.757874769,0.757860865,0.757841779,0.757816058,0.757788021,0.757759214,0.757725368,0.757691623,0.757654984,0.757613947,0.75757291,India,SugarCrop +17,4,10,0.703794892,0.703795075,0.703795283,0.708068217,0.711512499,0.71455611,0.717221505,0.71885039,0.720213117,0.721470482,0.722613504,0.722540505,0.722417192,0.7222481,0.722046621,0.721840278,0.721611789,0.721376592,0.721122475,0.720862348,0.720602221,India,Wheat +17,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,5,1,0.125151629,0.125151014,0.125151298,0.127029326,0.128822939,0.130503492,0.132156105,0.133762933,0.135263906,0.136673438,0.137992234,0.137975877,0.137954966,0.137928407,0.137900606,0.137872306,0.137842692,0.137812328,0.137782133,0.137751629,0.137721125,India,Corn +17,5,2,0,0,0,0,0.08298918,0.083409493,0.083770863,0.085297665,0.087098404,0.088916647,0.08945788,0.090464057,0.091071348,0.090865518,0.090588974,0.090337389,0.090074072,0.089840422,0.089674812,0.089615846,0.08955688,India,biomass +17,5,3,0.100669608,0.100669532,0.100669485,0.101989554,0.103229035,0.104358388,0.105456037,0.106726027,0.10792279,0.109048041,0.110140872,0.110160827,0.110174333,0.11018165,0.110184387,0.110182468,0.11017578,0.110164926,0.110150416,0.110133342,0.110116268,India,FiberCrop +17,5,4,0.033069601,0.033069521,0.033069689,0.033370796,0.033645865,0.033894287,0.03413028,0.034357968,0.034571356,0.03477157,0.034972371,0.034969443,0.034965952,0.034962101,0.03495786,0.034953538,0.034948958,0.034944265,0.034939423,0.034934389,0.034929355,India,MiscCrop +17,5,5,0.027855681,0.027855705,0.027855693,0.027758562,0.027758407,0.027765288,0.027775025,0.027728163,0.027651373,0.027574885,0.027510887,0.027475238,0.027433462,0.027386244,0.027339018,0.027295079,0.027253939,0.027215602,0.02717757,0.027141422,0.027105274,India,OilCrop +17,5,6,0.05562943,0.055629754,0.055629599,0.05498416,0.054378701,0.053801257,0.053273836,0.053011412,0.05273568,0.0524818,0.0522489,0.052251581,0.052250551,0.052247902,0.052242247,0.052235636,0.052227447,0.052218959,0.052208729,0.05219858,0.052188431,India,OtherGrain +17,5,7,0.310221777,0.310221962,0.310222203,0.311863206,0.313344154,0.314635119,0.315830545,0.316220016,0.316562007,0.316895746,0.317218743,0.317214663,0.317198445,0.317171567,0.317135523,0.317087939,0.317032847,0.316968597,0.31689725,0.316814155,0.31673106,India,Rice +17,5,8,0.072643964,0.072644341,0.072644068,0.072118478,0.071654208,0.071249376,0.070846262,0.072649507,0.074464759,0.076290119,0.078124646,0.078125011,0.078124582,0.078123889,0.078123544,0.078123144,0.078121729,0.078121206,0.07811965,0.078119108,0.078118566,India,Root_Tuber +17,5,9,0.688449025,0.688449589,0.688449831,0.697430734,0.70526917,0.712103525,0.718054063,0.720762921,0.72326869,0.725669513,0.727879256,0.727863204,0.727839486,0.727809736,0.72777613,0.727740394,0.727702075,0.727661261,0.727618029,0.727570328,0.727522627,India,SugarCrop +17,5,10,0.295379838,0.295379616,0.295380048,0.299893198,0.303811378,0.307383885,0.31060743,0.312302443,0.313913911,0.315430931,0.316849837,0.316824965,0.316781945,0.316724069,0.316655347,0.316584234,0.316506578,0.316426504,0.316339788,0.316251584,0.31616338,India,Wheat +17,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,6,1,0.010975896,0.01097587,0.010975888,0.011175688,0.011359583,0.01153162,0.011701306,0.011863275,0.012017163,0.012162617,0.012299257,0.012299206,0.012299203,0.012299241,0.012299243,0.012299235,0.012299218,0.012299231,0.012299237,0.012299215,0.012299193,India,Corn +17,6,2,0,0,0,0,0.040435966,0.040654693,0.040869322,0.041497866,0.042502624,0.043024392,0.043535262,0.043950171,0.043830567,0.043524666,0.043492319,0.043477264,0.043461144,0.043462538,0.043372866,0.043283316,0.043193766,India,biomass +17,6,3,0.009035057,0.009035061,0.009035099,0.009197114,0.009348609,0.009490294,0.009625689,0.009746059,0.009859103,0.009969266,0.010067634,0.010069093,0.010070085,0.01007063,0.010070829,0.010070681,0.010070171,0.010069364,0.010068299,0.010067029,0.010065759,India,FiberCrop +17,6,4,0.014944398,0.014944428,0.014944418,0.015460172,0.015932227,0.016362757,0.016769027,0.01712258,0.017468121,0.017797588,0.018117485,0.018115983,0.018114221,0.018112176,0.018109952,0.018107629,0.018105214,0.018102689,0.018100022,0.018097201,0.01809438,India,MiscCrop +17,6,5,0.005628774,0.005628763,0.005628753,0.005545667,0.005505603,0.005468363,0.005434844,0.005413839,0.005385422,0.005361668,0.005335838,0.005321212,0.00530394,0.005284333,0.005264515,0.005245912,0.00522836,0.005211954,0.005195509,0.00517978,0.005164051,India,OilCrop +17,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain +17,6,7,0.118122931,0.118122632,0.118123122,0.118906322,0.119632903,0.120270474,0.120863183,0.121051901,0.121230005,0.121406354,0.121580502,0.121580344,0.121576064,0.121570437,0.121562555,0.121551862,0.121540755,0.121526255,0.121510196,0.121492212,0.121474228,India,Rice 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+17,8,5,0.105848682,0.105848901,0.105848887,0.104700707,0.104246534,0.103799309,0.103411876,0.103435218,0.10334164,0.103209474,0.103081534,0.102830234,0.102534951,0.102200875,0.101865962,0.10155382,0.10125944,0.100984939,0.100711314,0.100450795,0.100190276,India,OilCrop +17,8,6,0.165679439,0.165679589,0.165679458,0.166431408,0.167063428,0.167574105,0.168027501,0.168018916,0.167914246,0.167803968,0.167624201,0.167642396,0.167637887,0.167618918,0.167581079,0.16753543,0.167477388,0.167415185,0.167344916,0.167273205,0.167201494,India,OtherGrain +17,8,7,0.897670185,0.897669984,0.897670061,0.89843161,0.899048192,0.899574445,0.900051579,0.900226148,0.90033371,0.900430235,0.900512362,0.900506326,0.9004833,0.90044751,0.900396445,0.900333437,0.90025709,0.90016962,0.900069908,0.89995738,0.899844852,India,Rice +17,8,8,0.368821942,0.368822514,0.368822399,0.369691273,0.37055625,0.371320315,0.371982438,0.372483898,0.372977447,0.373367624,0.373754188,0.373750741,0.373743275,0.373733768,0.373719691,0.373706083,0.373690081,0.37367409,0.373655914,0.373635767,0.37361562,India,Root_Tuber +17,8,9,0.840144993,0.840145086,0.840145368,0.845616065,0.850389589,0.854500696,0.858040103,0.859624225,0.86107697,0.862457999,0.863719029,0.863702712,0.863678736,0.863647681,0.863613026,0.863576805,0.863536359,0.863493922,0.863449833,0.863398715,0.863347597,India,SugarCrop +17,8,10,0.876870526,0.876870429,0.876870377,0.879131281,0.880998637,0.882654955,0.884111718,0.884926326,0.885651337,0.886324146,0.886942201,0.886918881,0.886878991,0.886824956,0.886760489,0.886694105,0.88662106,0.8865458,0.886464392,0.886381867,0.886299342,India,Wheat +17,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,9,1,0.13477267,0.134773312,0.13477268,0.136760483,0.138665742,0.14045181,0.1422065,0.143915751,0.145509418,0.147006028,0.148405954,0.148387572,0.148363494,0.148334413,0.148302542,0.14827108,0.148236192,0.148202956,0.148168261,0.148133917,0.148099573,India,Corn +17,9,2,0,0,0,0,0.293986801,0.296411959,0.298408974,0.300413462,0.302816343,0.305496173,0.309179532,0.309788188,0.311174732,0.312549032,0.313932283,0.314877738,0.314722155,0.314153382,0.313658616,0.314101115,0.314543614,India,biomass +17,9,3,0.773284153,0.773284207,0.773284524,0.773360323,0.772897944,0.772514985,0.772128652,0.772088533,0.771775193,0.771541729,0.771305342,0.771436574,0.771520127,0.771560371,0.771568245,0.771543124,0.771486781,0.771408402,0.771301632,0.77117551,0.771049388,India,FiberCrop +17,9,4,0.339155327,0.339154777,0.339154918,0.342432457,0.345424484,0.348232661,0.350754193,0.352621666,0.354387365,0.356155806,0.357825612,0.357806766,0.357783117,0.357756364,0.357729269,0.357698982,0.35766808,0.357637322,0.357606004,0.357571675,0.357537346,India,MiscCrop +17,9,5,0.093311201,0.093311476,0.093311046,0.09387123,0.0945189,0.095144746,0.095702516,0.096469804,0.097146191,0.09775161,0.09828541,0.098218388,0.098138489,0.09804794,0.097957705,0.097873459,0.097793504,0.09771776,0.097642465,0.097570193,0.097497921,India,OilCrop +17,9,6,0.149328562,0.149328465,0.149328469,0.150177457,0.150948971,0.151667871,0.152334527,0.152163998,0.151954775,0.15174349,0.151529109,0.151535821,0.151534064,0.151526678,0.15151144,0.151493571,0.151470701,0.151446431,0.151418646,0.151390588,0.15136253,India,OtherGrain +17,9,7,0.729774183,0.72977366,0.729773418,0.731372884,0.73270783,0.733855419,0.734902514,0.735272467,0.735527395,0.735764078,0.735976401,0.735964467,0.735926005,0.735865666,0.735776921,0.735668049,0.735538388,0.735388076,0.735217881,0.735026672,0.734835463,India,Rice +17,9,8,0.395013179,0.395013433,0.395013438,0.395920919,0.396826316,0.397628281,0.398326461,0.398843754,0.399356244,0.399763291,0.400167493,0.400165678,0.400161076,0.400154918,0.400145867,0.400137587,0.40012714,0.400117061,0.40010594,0.40009299,0.40008004,India,Root_Tuber +17,9,9,0.80777484,0.80777473,0.807774819,0.814150202,0.819705819,0.824504532,0.828645797,0.830508755,0.832219282,0.833850288,0.835341719,0.83532454,0.835299694,0.835268224,0.835232529,0.835195358,0.835153632,0.83511026,0.835064641,0.835013143,0.834961645,India,SugarCrop +17,9,10,0.791674174,0.791674641,0.791674089,0.795027155,0.797696692,0.800042844,0.802087815,0.803365713,0.80441453,0.80537925,0.806251922,0.80619042,0.806084827,0.805941563,0.805771148,0.805595398,0.805401585,0.805202141,0.80498599,0.804766121,0.804546252,India,Wheat +17,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,10,1,0.180021044,0.180021363,0.180021006,0.182672076,0.185129438,0.187419652,0.189666366,0.191814982,0.193837591,0.195738882,0.197516102,0.197509968,0.19750077,0.197489559,0.19747815,0.197466269,0.197454122,0.197441072,0.197428564,0.197415806,0.197403048,India,Corn +17,10,2,0,0,0,0,0.266200948,0.267242434,0.268169665,0.270182383,0.274048112,0.277825631,0.280954836,0.281494001,0.281947293,0.282299635,0.282653561,0.283073998,0.283472464,0.283947822,0.283971103,0.283994526,0.284017949,India,biomass +17,10,3,0.996869393,0.996870524,0.996871093,0.996950797,0.996987607,0.997021589,0.997053719,0.997102269,0.997132703,0.997161869,0.997188079,0.997196818,0.997202315,0.99720498,0.997205477,0.997203798,0.997200126,0.997194845,0.997187762,0.997179293,0.997170824,India,FiberCrop +17,10,4,0.384818898,0.384818402,0.384818989,0.3853876,0.38584654,0.386305291,0.386659218,0.38756353,0.388458634,0.389354217,0.390039872,0.390014549,0.389986085,0.389951945,0.389917541,0.389880795,0.389841364,0.389802945,0.389762605,0.389719223,0.389675841,India,MiscCrop +17,10,5,0.095632053,0.095632001,0.095632409,0.09458366,0.093808722,0.09312868,0.0924969,0.092445125,0.092350627,0.092256452,0.092165662,0.092084884,0.091991996,0.091886549,0.091782273,0.091685979,0.091595258,0.091511136,0.091428382,0.09134991,0.091271438,India,OilCrop +17,10,6,0.221617828,0.221617899,0.221618198,0.219590756,0.217786204,0.216137664,0.214571026,0.214569077,0.2145499,0.214529535,0.214507849,0.214511296,0.214510585,0.214506585,0.21449988,0.214491303,0.214481138,0.214469541,0.214456429,0.214443449,0.214430469,India,OtherGrain +17,10,7,0.78915628,0.789156366,0.789156163,0.790527649,0.791648484,0.792608685,0.793480669,0.793797117,0.793998314,0.794181307,0.794340112,0.794329528,0.794290756,0.794229175,0.794141429,0.794033734,0.793903389,0.793754193,0.793582784,0.793389975,0.793197166,India,Rice +17,10,8,0.371393457,0.371393354,0.371393397,0.372284747,0.373174334,0.373961329,0.374647946,0.375154053,0.37565766,0.3760558,0.37645444,0.376452929,0.376447628,0.37644261,0.376436451,0.376429668,0.376421272,0.376412529,0.376401972,0.376392612,0.376383252,India,Root_Tuber +17,10,9,0.393221329,0.393221977,0.393221455,0.40342381,0.412500168,0.420584816,0.427760009,0.431082349,0.434184586,0.437178959,0.43996097,0.439945838,0.439924489,0.439896433,0.439866194,0.439835169,0.43979892,0.439761485,0.43972401,0.439679509,0.439635008,India,SugarCrop +17,10,10,0.519028396,0.519028829,0.519028226,0.524422337,0.529067663,0.533271011,0.537036973,0.539001203,0.540866886,0.542617049,0.544250465,0.544222928,0.54417704,0.544113338,0.544038362,0.54396116,0.543875939,0.543788449,0.543693534,0.54359716,0.543500786,India,Wheat +17,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit 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+17,13,7,0.898086376,0.898079741,0.898074192,0.898779792,0.899403588,0.899942953,0.900437941,0.900601045,0.90073834,0.900871737,0.900999417,0.900997048,0.90098853,0.900974951,0.900955591,0.900931836,0.900903139,0.900870338,0.900832827,0.900790477,0.900748127,India,Rice +17,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,Root_Tuber +17,13,9,0.01048951,0.010797708,0.010588475,0.011054817,0.011478091,0.011866997,0.012222136,0.012391343,0.012552073,0.012709469,0.012857772,0.01285777,0.012857791,0.012857755,0.012857766,0.012857789,0.012857764,0.012857786,0.012857757,0.012857759,0.012857761,India,SugarCrop +17,13,10,0.011830134,0.01182484,0.011820945,0.012080192,0.012312476,0.012527677,0.012724834,0.012823886,0.012922458,0.013016097,0.013104703,0.013104404,0.013103755,0.013102974,0.013102009,0.013100973,0.013099875,0.013098723,0.013097538,0.013096259,0.01309498,India,Wheat +17,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,14,1,0.043774291,0.043771873,0.04377034,0.044513835,0.045211787,0.045865867,0.046510081,0.047131692,0.04771725,0.048269671,0.048787598,0.048784346,0.048780166,0.048775007,0.048769407,0.048763889,0.048758094,0.04875205,0.048746017,0.048740052,0.048734087,India,Corn +17,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,14,4,0.047072965,0.04708407,0.047080872,0.047103364,0.047122745,0.047141447,0.047159073,0.047365252,0.047548991,0.047713471,0.047856777,0.047847519,0.047836588,0.047824309,0.047810511,0.047797181,0.047782592,0.047767976,0.047752968,0.047737138,0.047721308,India,MiscCrop +17,14,5,0.004480494,0.004494756,0.00450376,0.004450791,0.004410437,0.0043729,0.004337774,0.004343257,0.004349187,0.004353221,0.004357312,0.00435434,0.004350859,0.004346889,0.004342937,0.004339243,0.00433578,0.004332568,0.004329374,0.004326325,0.004323276,India,OilCrop +17,14,6,0.01991325,0.019911523,0.019910766,0.019880395,0.019846685,0.01982135,0.019796155,0.019812423,0.019815186,0.019817606,0.019828015,0.019828977,0.019828758,0.019827748,0.019825724,0.019823197,0.019820076,0.019816668,0.01981284,0.019808929,0.019805018,India,OtherGrain +17,14,7,0.87085755,0.870855129,0.870853348,0.8717001,0.872470657,0.87313967,0.873756014,0.87395244,0.874133254,0.874311248,0.874485913,0.87448441,0.874479371,0.87447106,0.874459214,0.874444798,0.874427295,0.874407447,0.874384474,0.874359111,0.874333748,India,Rice +17,14,8,0.088780237,0.088746972,0.088703563,0.089019584,0.089336694,0.08961954,0.089867765,0.090045972,0.090224562,0.090367786,0.090511077,0.090511095,0.0905111,0.090510668,0.09051102,0.090511381,0.090511055,0.090511072,0.090511055,0.090511038,0.090511021,India,Root_Tuber +17,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,14,10,0.022305886,0.022307677,0.022308611,0.022791917,0.023224216,0.023624331,0.023990777,0.02417538,0.024358645,0.02453282,0.024697331,0.02469649,0.024695075,0.024693413,0.024691143,0.024688918,0.024686606,0.024683934,0.024681345,0.024678497,0.024675649,India,Wheat +17,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,15,1,0.028125727,0.028125636,0.028125896,0.028620149,0.029079501,0.029509724,0.029933731,0.030340579,0.03072535,0.031088816,0.031429929,0.031428785,0.031427444,0.03142578,0.031424007,0.031422198,0.031420218,0.031418261,0.031416332,0.03141441,0.031412488,India,Corn +17,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,15,4,0.118806381,0.118805799,0.118806288,0.118639159,0.118467476,0.118339452,0.118209542,0.118418724,0.118577439,0.118735087,0.11884447,0.118827151,0.118806533,0.118784566,0.118758519,0.118733287,0.118706862,0.118679301,0.118651373,0.118622031,0.118592689,India,MiscCrop +17,15,5,0.046628377,0.046631502,0.046630586,0.046206117,0.045933704,0.045690363,0.045452088,0.045401616,0.045327698,0.04525399,0.045200173,0.045153246,0.045097904,0.04503576,0.044973326,0.044915226,0.044860662,0.044809888,0.044759064,0.044711077,0.04466309,India,OilCrop +17,15,6,0.111191426,0.111191138,0.111192621,0.109509982,0.107997183,0.106665955,0.105471622,0.10542821,0.10531619,0.105202771,0.105086933,0.105092135,0.105090766,0.105085401,0.105074473,0.105061631,0.10504482,0.105026849,0.105006694,0.10498629,0.104965886,India,OtherGrain +17,15,7,0.475527092,0.475528147,0.475528004,0.477564186,0.479261258,0.480722997,0.482058398,0.482535989,0.482856964,0.483154365,0.483417828,0.483403626,0.483351231,0.483267886,0.483149365,0.483003031,0.482827082,0.48262583,0.482394584,0.482135591,0.481876598,India,Rice +17,15,8,0.217679944,0.217692354,0.217692841,0.218342606,0.218991935,0.21956789,0.220070089,0.220441171,0.220809632,0.221102386,0.221394309,0.221393303,0.22139008,0.221386361,0.221380629,0.221375222,0.22136883,0.221362683,0.221355427,0.221347527,0.221339627,India,Root_Tuber +17,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,15,10,0.183499576,0.183500429,0.183500197,0.186719208,0.189487204,0.192010471,0.194285915,0.195532416,0.196683975,0.197767491,0.198776985,0.19874869,0.198701101,0.198636287,0.198558955,0.198479624,0.198391779,0.198301829,0.198205654,0.198107004,0.198008354,India,Wheat +17,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +17,16,1,0.129924984,0.129925526,0.129925876,0.131464356,0.133169983,0.134790725,0.136386665,0.138049284,0.139535205,0.140920953,0.142208837,0.14214586,0.142061525,0.141956323,0.141845022,0.141732556,0.141611816,0.14149215,0.141371595,0.141248625,0.141125655,India,Corn +17,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass +17,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop +17,16,4,0.140337385,0.140338229,0.140336379,0.140617941,0.14084264,0.141014163,0.141183536,0.141377138,0.141564896,0.141751512,0.141936009,0.141918619,0.141897795,0.141874378,0.141848966,0.141822981,0.141795351,0.141767719,0.141738791,0.141708833,0.141678875,India,MiscCrop +17,16,5,0.037062418,0.037037037,0.037043273,0.036290127,0.035767349,0.035295889,0.034867711,0.034620839,0.034357898,0.034125701,0.033910364,0.033845051,0.03376908,0.033684001,0.033599504,0.033521223,0.03344885,0.033382722,0.033317263,0.033255566,0.033193869,India,OilCrop +17,16,6,0.040497852,0.040497348,0.040496393,0.040887132,0.04123776,0.041539362,0.041808761,0.041754998,0.041686118,0.041616388,0.041562593,0.041565459,0.041564742,0.04156178,0.04155573,0.041548435,0.041539147,0.041529117,0.041517748,0.04150627,0.041494792,India,OtherGrain +17,16,7,0.253591317,0.253591647,0.253591243,0.255307661,0.256572451,0.257644954,0.258607436,0.259009081,0.259158494,0.259267679,0.259322565,0.25929836,0.259212963,0.259076977,0.258882957,0.258643175,0.258355031,0.258024151,0.257645885,0.257219401,0.256792917,India,Rice +17,16,8,0.111793522,0.111784105,0.111791333,0.112163542,0.112534779,0.112863455,0.113149037,0.113364925,0.113577556,0.113746121,0.11391317,0.113911896,0.113908805,0.113904864,0.113899248,0.113893649,0.113887173,0.113880541,0.11387339,0.113865337,0.113857284,India,Root_Tuber +17,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop +17,16,10,0.279052202,0.279051552,0.279051672,0.28338855,0.287128865,0.290533747,0.293599612,0.29524591,0.296786532,0.298235062,0.29958653,0.299555594,0.299501941,0.299430165,0.299344608,0.299256542,0.299159045,0.299059451,0.298951468,0.298841677,0.298731886,India,Wheat +17,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb +17,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass +17,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit +18,4,1,0.140252998,0.140253232,0.140253222,0.140407088,0.14068187,0.140912593,0.141142749,0.14123762,0.141329519,0.141419883,0.141509455,0.141497029,0.141480773,0.141460471,0.141439399,0.141418102,0.141395576,0.141373753,0.141351518,0.141329194,0.14130687,Indonesia,Corn +18,4,2,0,0,0,0,0.094980883,0.095093229,0.095243009,0.09516795,0.095092934,0.095093115,0.095393441,0.095318194,0.09524301,0.095167769,0.095093001,0.095018008,0.094904722,0.094829885,0.094755261,0.094642551,0.094529841,Indonesia,biomass +18,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,4,4,0.056593915,0.056594139,0.056593981,0.058681916,0.060643929,0.062465567,0.064155475,0.064126342,0.064122261,0.064117384,0.064112699,0.064109922,0.064106468,0.064102206,0.064097271,0.064093388,0.064088398,0.064083787,0.064078593,0.064073304,0.064068015,Indonesia,MiscCrop +18,4,5,0.160767596,0.160767918,0.160767951,0.162468476,0.164374409,0.166135193,0.167729614,0.169956421,0.171959368,0.173735547,0.175343294,0.175226417,0.175089317,0.174934383,0.174778434,0.174634402,0.174497311,0.174367334,0.174238221,0.174115775,0.173993329,Indonesia,OilCrop +18,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,4,7,0.875967971,0.875967755,0.87596827,0.876627091,0.877226227,0.877818768,0.8783574,0.878577814,0.878794848,0.879008089,0.879216257,0.87921519,0.879208626,0.879197704,0.879181523,0.879161732,0.879137823,0.879109447,0.879077145,0.879041149,0.879005153,Indonesia,Rice +18,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,4,9,0.985989841,0.985990676,0.985990572,0.986212148,0.986434428,0.986646987,0.986855857,0.98713521,0.98740268,0.987659034,0.9879047,0.987903796,0.987902451,0.987900765,0.987898824,0.987896811,0.98789457,0.98789223,0.987889775,0.987887013,0.987884251,Indonesia,SugarCrop +18,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +18,5,1,0.115645999,0.115645981,0.115645959,0.115784699,0.116020977,0.116218861,0.116416532,0.116497847,0.116576711,0.116654343,0.116731737,0.116722002,0.11670907,0.116693368,0.116676893,0.11666015,0.116642451,0.116625302,0.116608087,0.116590538,0.116572989,Indonesia,Corn +18,5,2,0,0,0,0,0.164157336,0.164455934,0.164754727,0.164215815,0.164096143,0.164096131,0.164574899,0.164454692,0.164335041,0.164215517,0.164095341,0.16397536,0.163796624,0.163676763,0.163557166,0.163378058,0.16319895,Indonesia,biomass +18,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,5,4,0.114448991,0.1144488,0.114449073,0.118722623,0.122761133,0.12648768,0.129967188,0.13010927,0.13025068,0.130391657,0.130532193,0.130527121,0.130521469,0.130514877,0.130507843,0.130500551,0.130492499,0.130484778,0.130476689,0.130468367,0.130460045,Indonesia,MiscCrop +18,5,5,0.067885694,0.067886156,0.067885696,0.068408154,0.069155058,0.069838174,0.070441641,0.071319647,0.072089606,0.072752202,0.073334679,0.073232999,0.073112995,0.072976672,0.07283976,0.072711721,0.072589939,0.072474146,0.072358204,0.072247948,0.072137692,Indonesia,OilCrop +18,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,5,7,0.815231394,0.815231054,0.815231395,0.816145812,0.816977262,0.817799162,0.818546569,0.818853001,0.819153659,0.819449324,0.819738403,0.819736681,0.819726791,0.819710725,0.819687778,0.819660152,0.819625378,0.819584065,0.819538926,0.819486629,0.819434332,Indonesia,Rice +18,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,5,9,0.967347343,0.967347033,0.967347418,0.967799575,0.968286477,0.968750292,0.969205435,0.969829009,0.970424599,0.970994574,0.97154005,0.971535021,0.971527747,0.971518363,0.971507798,0.971496722,0.971484442,0.971471654,0.971458214,0.971442892,0.97142757,Indonesia,SugarCrop +18,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +18,6,1,0.070459202,0.070458662,0.070458819,0.070572725,0.070733696,0.070868092,0.071002472,0.071057459,0.071110791,0.071164393,0.071217871,0.071214464,0.071209991,0.071204705,0.07119852,0.071192742,0.071186626,0.07118061,0.071173832,0.071167553,0.071161274,Indonesia,Corn +18,6,2,0,0,0,0,0.040790128,0.041029116,0.041269683,0.040994657,0.040484193,0.040450328,0.040585903,0.040551928,0.040518117,0.040484102,0.040450255,0.040416155,0.040365384,0.040331738,0.040297921,0.040247321,0.040196721,Indonesia,biomass +18,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop +18,6,4,0.019597924,0.01959786,0.019597983,0.020402857,0.021168638,0.021879099,0.022546004,0.022593033,0.022639959,0.022686807,0.02272407,0.022723162,0.022722199,0.022720992,0.022719713,0.022718414,0.022716984,0.022715583,0.022714048,0.022712454,0.02271086,Indonesia,MiscCrop +18,6,5,0.01676839,0.016768354,0.016768293,0.017221095,0.017699542,0.018154901,0.018589839,0.019247569,0.019860283,0.020431606,0.020966121,0.020941954,0.020913408,0.020880609,0.020847546,0.020816538,0.020786647,0.020758248,0.020729599,0.020702217,0.020674835,Indonesia,OilCrop +18,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain +18,6,7,0.350462668,0.35046217,0.35046198,0.351846343,0.35310645,0.354356503,0.355495224,0.355960174,0.356416349,0.356863203,0.357297309,0.357293681,0.357274733,0.35724342,0.357198473,0.357141911,0.357073054,0.356992805,0.356900131,0.356796746,0.356693361,Indonesia,Rice +18,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber +18,6,9,0.859502245,0.859502102,0.859502092,0.859789765,0.860092876,0.86034246,0.860643455,0.860998042,0.861350798,0.861702467,0.862052232,0.862050893,0.862048266,0.862045623,0.862041445,0.862038149,0.862033766,0.862029836,0.862025138,0.862020455,0.862015772,Indonesia,SugarCrop +18,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat +18,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb +18,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass +18,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit +19,9,1,0.005813356,0.005818041,0.00582555,0.005825264,0.005825158,0.005825081,0.005825009,0.00582498,0.005824949,0.005824919,0.005824889,0.005824859,0.005824835,0.005824777,0.005824739,0.005824693,0.005824654,0.005824589,0.005824553,0.00582449,0.005824427,Japan,Corn +19,9,2,0,0,0,0,0.097543337,0.096742806,0.095947389,0.090885588,0.093413749,0.094755819,0.094197515,0.094199304,0.09420061,0.094201483,0.094201526,0.094202342,0.094202698,0.094202658,0.094203365,0.09420326,0.094203155,Japan,biomass +19,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,9,4,0.056593273,0.056593592,0.056593601,0.056523945,0.056454964,0.056385555,0.056316249,0.056363194,0.056409834,0.056456423,0.056526922,0.056526673,0.056526907,0.056526475,0.056526441,0.056526637,0.056526393,0.056526453,0.056526474,0.056526344,0.056526214,Japan,MiscCrop +19,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,9,6,0.512952798,0.512952018,0.512953469,0.513600456,0.514141159,0.514573449,0.515005001,0.515330804,0.51554702,0.515870884,0.516087441,0.516088227,0.51608808,0.516088027,0.516088332,0.516088694,0.516087995,0.516088417,0.516087749,0.516088917,0.516090085,Japan,OtherGrain +19,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,9,8,0.026510967,0.026509928,0.026508195,0.02650785,0.02650737,0.026506982,0.026517788,0.026517676,0.026517538,0.026528622,0.026539574,0.026539738,0.026539549,0.026539458,0.026539239,0.026539333,0.026539163,0.026538957,0.026538779,0.026538619,0.026538459,Japan,Root_Tuber +19,9,9,0.071620836,0.071624016,0.071625546,0.071076034,0.070559358,0.070074286,0.069592423,0.069113606,0.068666144,0.068221109,0.067806199,0.0678056,0.067805538,0.067805681,0.067805517,0.067805794,0.067805558,0.067805133,0.067805154,0.067805082,0.06780501,Japan,SugarCrop +19,9,10,0.099075656,0.099076126,0.099076407,0.099622395,0.100131057,0.100603281,0.101117333,0.101633444,0.102112421,0.102593799,0.10307605,0.103075777,0.103076466,0.103075682,0.103076051,0.103075583,0.103074613,0.103075014,0.103074805,0.103073916,0.103073027,Japan,Wheat +19,9,11,0.011050972,0.011050309,0.01105092,0.011051368,0.011051568,0.011051759,0.011051913,0.011052768,0.011053497,0.011054183,0.011054779,0.011055119,0.011055324,0.011055436,0.011055485,0.011055475,0.011055384,0.011055235,0.011055045,0.011054788,0.011054531,Japan,FodderHerb +19,9,12,0.000111567,0.000112671,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,Japan,FodderGrass +19,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,10,1,0.049191244,0.049191667,0.04919141,0.049188881,0.049188198,0.049187464,0.049186878,0.04918668,0.049186396,0.049186046,0.049185767,0.049185624,0.04918534,0.049184973,0.049184575,0.049184182,0.049183773,0.049183212,0.04918296,0.049182523,0.049182086,Japan,Corn +19,10,2,0,0,0,0,0.257976913,0.25623208,0.254494349,0.244909071,0.249388008,0.251933876,0.248740544,0.249561331,0.250381372,0.250710534,0.250711192,0.250712519,0.250712727,0.250713487,0.250713741,0.250713791,0.250713841,Japan,biomass +19,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,10,4,0.334113397,0.334113257,0.334113701,0.335271482,0.336333728,0.337302275,0.338175243,0.335819078,0.333277652,0.33074347,0.328122804,0.328123953,0.328122616,0.328123362,0.328122468,0.328123886,0.32812281,0.328123151,0.328122515,0.328122655,0.328122795,Japan,MiscCrop +19,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,10,6,0.458756508,0.458756483,0.458756552,0.458971576,0.459185233,0.459400289,0.459615578,0.45983013,0.459937321,0.459936833,0.46004413,0.460044774,0.460044482,0.460044907,0.460044896,0.460044959,0.460044867,0.460044609,0.460044756,0.460044928,0.4600451,Japan,OtherGrain +19,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,10,8,0.190803972,0.190803833,0.190803764,0.190802873,0.190801682,0.190867774,0.190866406,0.190866009,0.190865681,0.190865405,0.190864689,0.190864709,0.190864428,0.190864239,0.190863897,0.190863545,0.19086301,0.190862948,0.19086249,0.190861734,0.190860978,Japan,Root_Tuber +19,10,9,0.494512238,0.494511649,0.494513125,0.492437914,0.490476091,0.488622504,0.486768895,0.484916753,0.483173843,0.481430645,0.479797013,0.479797096,0.47979679,0.479796505,0.479795681,0.479795484,0.479794981,0.47979475,0.479794157,0.479794177,0.479794197,Japan,SugarCrop +19,10,10,0.372067878,0.372067204,0.3720672,0.373494641,0.374821874,0.376048553,0.377378409,0.378712159,0.379945297,0.38117881,0.38241412,0.382414198,0.382414052,0.382413995,0.382412595,0.382412801,0.382411778,0.382412235,0.382410629,0.382410337,0.382410045,Japan,Wheat +19,10,11,0.060332175,0.060331945,0.060332051,0.060334469,0.060335556,0.060336554,0.060337368,0.060341902,0.060346019,0.060349714,0.060352916,0.060354642,0.060355836,0.060356446,0.060356654,0.060356468,0.06035613,0.060355248,0.06035417,0.060352971,0.060351772,Japan,FodderHerb +19,10,12,0.00080021,0.000800108,0.000800105,0.000800104,0.000800104,0.000800107,0.000800106,0.000800103,0.000800106,0.000800109,0.000800106,0.000800104,0.000800105,0.000800108,0.000800108,0.000800106,0.000800106,0.000800105,0.000800107,0.000800104,0.000800101,Japan,FodderGrass +19,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,11,1,0.113074219,0.113073988,0.113074297,0.113068778,0.113066751,0.113065526,0.113063917,0.113063226,0.113062705,0.113062119,0.113061525,0.113060899,0.113060441,0.113059488,0.113058537,0.11305781,0.113056573,0.11305563,0.113054752,0.113053855,0.113052958,Japan,Corn +19,11,2,0,0,0,0,0.34283928,0.340890115,0.339039135,0.341792614,0.337404041,0.333331193,0.32735766,0.327367811,0.327373548,0.326608462,0.325651513,0.324697826,0.323741843,0.322787873,0.321833905,0.320882387,0.319930869,Japan,biomass +19,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,11,4,0.706975001,0.706974969,0.706975105,0.714123931,0.720645032,0.726731606,0.732393923,0.721553511,0.710624129,0.699534273,0.688296683,0.688297495,0.688296859,0.688296945,0.688296435,0.688296898,0.68829614,0.688296144,0.688295855,0.688296078,0.688296301,Japan,MiscCrop +19,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,11,6,0.762133705,0.762132541,0.762132384,0.762837186,0.763540191,0.764164203,0.764710141,0.7650991,0.765488094,0.765798641,0.766109438,0.766110071,0.766109392,0.766110097,0.766110409,0.766110083,0.766110562,0.766110389,0.766110265,0.766109457,0.766108649,Japan,OtherGrain +19,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,11,8,0.387114853,0.387115768,0.387115299,0.387215569,0.387215223,0.387212482,0.387211209,0.387313783,0.387415904,0.387415762,0.387414561,0.387414645,0.387414564,0.387414169,0.387413205,0.387412764,0.387411687,0.38741124,0.38741094,0.387410684,0.387410428,Japan,Root_Tuber +19,11,9,0.994295112,0.994295322,0.994295239,0.994235453,0.994177647,0.994119232,0.994062825,0.994162534,0.994258124,0.994352093,0.994444582,0.994444549,0.994444553,0.994444536,0.994444512,0.994444496,0.994444488,0.994444465,0.994444415,0.994444413,0.994444411,Japan,SugarCrop +19,11,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Wheat +19,11,11,0.113925746,0.113925803,0.113925546,0.113930114,0.113932379,0.113934144,0.113935403,0.113944204,0.113951474,0.113958522,0.113964603,0.113968,0.113970231,0.113971347,0.113971606,0.113971454,0.113970476,0.113969123,0.113967148,0.113964804,0.11396246,Japan,FodderHerb +19,11,12,0.001733625,0.001733642,0.001733598,0.001733603,0.001733595,0.001733597,0.001733604,0.0017336,0.001733597,0.001733601,0.001733604,0.001733605,0.001733601,0.001733597,0.001733601,0.001733605,0.001733601,0.001733596,0.0017336,0.0017336,0.0017336,Japan,FodderGrass +19,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,12,1,0.085968595,0.085968274,0.085967513,0.08596191,0.085960442,0.085958762,0.085957437,0.085956931,0.085956416,0.085955622,0.085955663,0.085954603,0.08595418,0.085953224,0.085952334,0.085951272,0.08595058,0.085949356,0.085948954,0.085947639,0.085946324,Japan,Corn +19,12,2,0,0,0,0,0.380143767,0.378613437,0.377184964,0.372393777,0.369749673,0.370568578,0.371388262,0.370377888,0.369365546,0.368351365,0.367340105,0.366325839,0.365314902,0.364303601,0.363293895,0.36329351,0.363293125,Japan,biomass +19,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,12,4,0.567711109,0.567711532,0.567711145,0.571111885,0.574296098,0.577262647,0.579908486,0.574236246,0.56832817,0.562292673,0.556129251,0.556130352,0.556129982,0.556129578,0.55613012,0.556130522,0.556128399,0.556129156,0.556129469,0.556129118,0.556128767,Japan,MiscCrop +19,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,12,6,0.731956201,0.731956775,0.731956529,0.732718382,0.733479547,0.734155972,0.734746778,0.735252643,0.73567395,0.736010686,0.736347627,0.736346761,0.736347492,0.736347525,0.736346592,0.736347635,0.736347167,0.736346605,0.736346569,0.736346615,0.736346661,Japan,OtherGrain +19,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice +19,12,8,0.292320886,0.292321018,0.292320951,0.29241044,0.292499726,0.292588706,0.292677546,0.292767851,0.292856557,0.292947344,0.292945825,0.292945915,0.292946668,0.292946121,0.292945408,0.292944749,0.2929448,0.292943913,0.292944034,0.292942997,0.29294196,Japan,Root_Tuber +19,12,9,0.73742955,0.737430621,0.737429831,0.73641212,0.735394842,0.734458802,0.733521388,0.73369074,0.733860006,0.734028525,0.734196602,0.734197001,0.734196021,0.734196258,0.734195646,0.734195669,0.734194224,0.734193902,0.734193251,0.734192309,0.734191367,Japan,SugarCrop +19,12,10,0.974694087,0.974694118,0.974693806,0.974843701,0.974982078,0.975109011,0.975245703,0.975382275,0.975507483,0.975632133,0.975756162,0.975756074,0.975756125,0.975755767,0.975755763,0.975755515,0.975755372,0.975755288,0.97575503,0.975754781,0.975754532,Japan,Wheat +19,12,11,0.090529573,0.090529328,0.09052972,0.090534063,0.090535922,0.090537602,0.090538868,0.090547869,0.090555526,0.09056118,0.090567506,0.090570865,0.090572728,0.09057438,0.090574526,0.090573996,0.090573224,0.09057205,0.090570488,0.090568246,0.090566004,Japan,FodderHerb +19,12,12,0.001391123,0.001391201,0.001391256,0.001391253,0.001391254,0.001391254,0.001391255,0.001391255,0.001391254,0.001391254,0.001391254,0.001391254,0.001391255,0.001391253,0.001391254,0.001391256,0.001391255,0.001391255,0.001391253,0.001391254,0.001391255,Japan,FodderGrass +19,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +19,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Corn +19,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,biomass +19,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop +19,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,MiscCrop +19,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop +19,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OtherGrain +19,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Rice +19,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Root_Tuber +19,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,SugarCrop +19,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Wheat +19,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderHerb +19,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderGrass +19,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit +20,1,1,0.751467134,0.751466696,0.751467224,0.74749572,0.744224746,0.741302419,0.738604133,0.73828612,0.737949867,0.737605322,0.73725556,0.737182958,0.737086125,0.736967679,0.736843075,0.736717155,0.736585252,0.73645433,0.736322842,0.736189224,0.736055606,Mexico,Corn +20,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass +20,1,3,0.862389162,0.862389066,0.862389979,0.861035134,0.859666346,0.858384543,0.857183733,0.855847894,0.854615966,0.853487176,0.852403826,0.852498902,0.852563261,0.852598976,0.852612473,0.852603731,0.852571391,0.85251959,0.852450529,0.852369208,0.852287887,Mexico,FiberCrop +20,1,4,0.644642657,0.644642638,0.644642517,0.653844737,0.661779098,0.668672106,0.674832859,0.676811896,0.678592128,0.680271066,0.681849788,0.681833688,0.681814597,0.68179307,0.681768657,0.681744632,0.6817187,0.681692574,0.681665186,0.681637138,0.68160909,Mexico,MiscCrop +20,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop +20,1,6,0.791489456,0.791489227,0.79149012,0.793209178,0.794806374,0.796248454,0.797603915,0.798672769,0.799657101,0.800565061,0.801464214,0.801481254,0.801483492,0.801476893,0.801457468,0.801432726,0.801397143,0.801358086,0.801312082,0.801266208,0.801220334,Mexico,OtherGrain +20,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,1,10,0.761878578,0.761878664,0.761878745,0.761012747,0.760143705,0.759321092,0.758462575,0.75787985,0.757363075,0.756837065,0.756297677,0.756267852,0.756208108,0.756123857,0.756018909,0.755910195,0.755784842,0.755650813,0.755504562,0.755355003,0.755205444,Mexico,Wheat +20,1,11,0.774442848,0.774446009,0.774445676,0.776421482,0.778230533,0.779879369,0.781445519,0.78257663,0.783701112,0.784746811,0.785787786,0.785794377,0.785799235,0.78580131,0.785802634,0.785801845,0.785800364,0.785797284,0.785792891,0.785788217,0.785783543,Mexico,FodderHerb +20,1,12,0.772892453,0.77289295,0.772892354,0.771636927,0.770611009,0.769725606,0.768908837,0.766997522,0.765383308,0.763984872,0.762818987,0.76285853,0.762894272,0.762925423,0.762957121,0.762986556,0.763013112,0.763034413,0.76305036,0.763059762,0.763069164,Mexico,FodderGrass +20,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,2,1,0.705671394,0.705671071,0.705671439,0.70129266,0.697678401,0.694453089,0.691481016,0.691133581,0.690767166,0.690391312,0.690011278,0.689935602,0.689834992,0.689711938,0.689581932,0.689450929,0.689313033,0.689177528,0.689042008,0.68890298,0.688763952,Mexico,Corn +20,2,2,0,0,0,0,0.40889513,0.413187084,0.416717247,0.41940489,0.42194967,0.424185387,0.426548045,0.42757575,0.428106989,0.428060549,0.428022198,0.427859061,0.427568783,0.427207424,0.426806629,0.426401447,0.425996265,Mexico,biomass +20,2,3,0.905720376,0.905723032,0.905714707,0.904752228,0.903762701,0.902833151,0.901955959,0.900975271,0.900069855,0.899239527,0.898440408,0.898536431,0.898600607,0.898636548,0.898650306,0.898641037,0.898608639,0.898557078,0.898487257,0.898405205,0.898323153,Mexico,FiberCrop +20,2,4,0.61347191,0.613471568,0.613471257,0.625329533,0.635550178,0.644274058,0.652026946,0.654860725,0.657485219,0.659905474,0.662121223,0.662105823,0.662087967,0.662067267,0.66204628,0.66202319,0.661999462,0.661975342,0.661950352,0.661924107,0.661897862,Mexico,MiscCrop +20,2,5,0.038270641,0.038270562,0.038270677,0.035254305,0.033595704,0.032193231,0.030956,0.030682179,0.030386,0.030077835,0.029775111,0.029470042,0.029109206,0.028696915,0.028281399,0.027892403,0.027519153,0.027161492,0.026801976,0.026458677,0.026115378,Mexico,OilCrop +20,2,6,0.694314823,0.694314877,0.694314951,0.696410979,0.69838483,0.700155298,0.70181393,0.703067333,0.704295877,0.705424065,0.706539103,0.706574766,0.706580931,0.706566491,0.706526422,0.706474724,0.706402144,0.706319902,0.706225996,0.70613046,0.706034924,Mexico,OtherGrain +20,2,7,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,Mexico,Rice +20,2,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,2,10,0.761878288,0.76187831,0.761878067,0.761127721,0.760376406,0.759686345,0.758977504,0.758436733,0.757967021,0.757492711,0.757010591,0.756992332,0.756957575,0.756907201,0.756845504,0.756781532,0.756707999,0.756630505,0.756545873,0.756459988,0.756374103,Mexico,Wheat +20,2,11,0.75102128,0.751023022,0.751023648,0.753139503,0.75507724,0.756844029,0.758522547,0.759736352,0.760943339,0.76206524,0.763182798,0.763190174,0.763194403,0.763197204,0.763198604,0.763197769,0.763196329,0.763193028,0.763188308,0.763183154,0.763178,Mexico,FodderHerb +20,2,12,0.768745957,0.76874609,0.768745727,0.768745782,0.768746084,0.768745942,0.768745487,0.76874541,0.768746058,0.768745788,0.768745802,0.76874566,0.768745625,0.76874555,0.768745443,0.76874605,0.768745883,0.768745721,0.768745634,0.768746065,0.768746496,Mexico,FodderGrass +20,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,3,1,0.21555741,0.215556979,0.215557514,0.212554519,0.209878717,0.207512456,0.205377462,0.205161835,0.204945473,0.20472993,0.20451376,0.204512006,0.204509796,0.204506555,0.204503469,0.204500166,0.204496706,0.204493427,0.20448969,0.204486528,0.204483366,Mexico,Corn +20,3,2,0,0,0,0,0.236895088,0.239283215,0.241253223,0.242960473,0.244516024,0.245968161,0.247411547,0.248098094,0.248436195,0.248458134,0.248567079,0.248689369,0.248824011,0.248918732,0.248992694,0.249063639,0.249134584,Mexico,biomass +20,3,3,0.555657022,0.555656419,0.555653305,0.556175329,0.556044173,0.555843135,0.55546754,0.554876159,0.554348673,0.553856011,0.553343862,0.554347012,0.555017814,0.555389943,0.555525317,0.555428543,0.555089188,0.554544556,0.553816825,0.552956072,0.552095319,Mexico,FiberCrop +20,3,4,0.580711071,0.580711838,0.580711368,0.586539015,0.59171585,0.596351888,0.600452356,0.603858197,0.607043276,0.610009538,0.612760085,0.612735302,0.612704507,0.612671676,0.612634869,0.612597682,0.612558646,0.612519128,0.612476621,0.612434083,0.612391545,Mexico,MiscCrop +20,3,5,0.020945078,0.02094504,0.020944932,0.019984945,0.019225984,0.018590597,0.018051689,0.018635724,0.019173036,0.01966748,0.020132049,0.020117497,0.020100299,0.02008071,0.020060921,0.020042514,0.020024873,0.020008013,0.019991129,0.019974982,0.019958835,Mexico,OilCrop +20,3,6,0.426019315,0.426018663,0.426018141,0.428641072,0.431113102,0.433364197,0.435496869,0.437222795,0.438824014,0.440419848,0.441902188,0.441932974,0.441938482,0.441925508,0.441890286,0.441846539,0.441785772,0.441714389,0.441634989,0.441552146,0.441469303,Mexico,OtherGrain +20,3,7,0.792176452,0.792176726,0.792177001,0.791796157,0.791377814,0.791010307,0.790543448,0.789902707,0.789244505,0.788712314,0.788155615,0.788148843,0.788116118,0.788059241,0.787978032,0.787876004,0.787751354,0.787606782,0.78743998,0.787253032,0.787066084,Mexico,Rice +20,3,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,3,10,0.761878742,0.761878073,0.761877944,0.761107161,0.760335959,0.759624882,0.75889204,0.75834542,0.757868086,0.757385834,0.75689528,0.756875392,0.756836771,0.756781315,0.75671376,0.756642497,0.756561967,0.756476415,0.756383239,0.756288579,0.756193919,Mexico,Wheat +20,3,11,0.365728633,0.365728625,0.36572802,0.366948739,0.368063845,0.369180052,0.370196438,0.372149816,0.374104832,0.375958783,0.377714594,0.377723548,0.377729708,0.377731442,0.377733728,0.377732676,0.377731118,0.377727257,0.377721325,0.377716422,0.377711519,Mexico,FodderHerb +20,3,12,0.42901852,0.429018902,0.42901817,0.427271912,0.425848165,0.424622829,0.423497629,0.420886164,0.418695318,0.416810987,0.415248819,0.415299161,0.415344784,0.415384198,0.415425377,0.415462358,0.415496055,0.415523201,0.41554374,0.415555629,0.415567518,Mexico,FodderGrass +20,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,4,1,0.092268341,0.092268193,0.092268836,0.090784897,0.089468164,0.088308318,0.087264274,0.087159124,0.087054221,0.086948972,0.086843806,0.086842523,0.086841326,0.086839855,0.086839028,0.086837228,0.086835801,0.086834329,0.086832924,0.086831342,0.08682976,Mexico,Corn +20,4,2,0,0,0,0,0.098780345,0.098841599,0.098739267,0.1001268,0.102284592,0.104337119,0.106258593,0.106347545,0.106277644,0.106020788,0.105808763,0.1056395,0.105470642,0.105320665,0.105199214,0.105117402,0.10503559,Mexico,biomass +20,4,3,0.256639617,0.25664194,0.256641134,0.257133985,0.257009771,0.25682032,0.256465261,0.255906476,0.255408705,0.254942388,0.254458968,0.255406721,0.256040865,0.256392932,0.256520991,0.256428828,0.25610927,0.255593873,0.254907644,0.254093711,0.253279778,Mexico,FiberCrop +20,4,4,0.356632932,0.356633076,0.356632829,0.359847572,0.362672165,0.365106731,0.367244559,0.371155976,0.374774287,0.37819978,0.381430024,0.381400508,0.381363657,0.381325479,0.381281725,0.381238369,0.381190538,0.381143316,0.381095148,0.381043173,0.380991198,Mexico,MiscCrop +20,4,5,0.21046409,0.210463849,0.210463789,0.202905473,0.196564786,0.191167905,0.186599206,0.194287183,0.201516951,0.208377188,0.214897462,0.214895628,0.214894572,0.214892494,0.214891331,0.214890026,0.214888563,0.214887631,0.214886025,0.214884664,0.214883303,Mexico,OilCrop +20,4,6,0.289714015,0.289713985,0.289714286,0.29201333,0.294171162,0.296152297,0.297953123,0.299274482,0.300497459,0.301630271,0.302668351,0.302683453,0.302685814,0.302679705,0.302663218,0.302641713,0.302611439,0.302576914,0.302537822,0.302498339,0.302458856,Mexico,OtherGrain +20,4,7,0.707098929,0.707098835,0.707098988,0.706629634,0.706129605,0.705703433,0.705163677,0.704389011,0.703598778,0.702975178,0.702331213,0.702326189,0.702299181,0.702253889,0.702187836,0.702104966,0.702003688,0.70188597,0.701751173,0.701599586,0.701447999,Mexico,Rice +20,4,8,0.953489503,0.953486736,0.953487313,0.952789541,0.952159496,0.951580444,0.9510748,0.951999913,0.952888021,0.953741248,0.954560176,0.954560141,0.954559169,0.954558377,0.954557066,0.954555765,0.954554124,0.954552602,0.954550954,0.954548917,0.95454688,Mexico,Root_Tuber +20,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,4,10,0.761877939,0.761877964,0.761878379,0.760765327,0.759649366,0.758561309,0.757416186,0.756755592,0.756150404,0.755532216,0.754890213,0.754838309,0.754736252,0.754590598,0.754411906,0.754224138,0.754010786,0.753782925,0.753535167,0.7532833,0.753031433,Mexico,Wheat +20,4,11,0.196946917,0.196946625,0.196947455,0.196270769,0.195659981,0.195118226,0.19464402,0.196375108,0.198045271,0.199656097,0.201274409,0.201280827,0.201286392,0.201287706,0.201288952,0.201288901,0.201287278,0.201284354,0.201279446,0.201275103,0.20127076,Mexico,FodderHerb +20,4,12,0.273687154,0.273687172,0.273687103,0.272269971,0.27112042,0.270132186,0.269226569,0.267121453,0.265361709,0.263850158,0.262599187,0.262640986,0.262679014,0.262712804,0.262745726,0.262777994,0.262804469,0.262828806,0.262845044,0.262855112,0.26286518,Mexico,FodderGrass +20,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,5,1,0.055998618,0.055998733,0.055998586,0.055059903,0.054229431,0.053498453,0.052841524,0.052775173,0.052708606,0.052642193,0.052575694,0.052574819,0.052573647,0.052572286,0.052570814,0.052569301,0.052567691,0.05256615,0.052564619,0.052563162,0.052561705,Mexico,Corn +20,5,2,0,0,0,0,0.092175436,0.093207202,0.094096807,0.094697247,0.095425575,0.095782726,0.0958233,0.095606697,0.095304146,0.09490096,0.094538304,0.094192548,0.093862789,0.09344787,0.093064437,0.092718487,0.092372537,Mexico,biomass +20,5,3,0.199907224,0.199907145,0.199907965,0.200395599,0.200273932,0.200085464,0.199734366,0.199179441,0.198685072,0.198221662,0.197740477,0.198682823,0.199313434,0.199661548,0.199788437,0.199697394,0.199379347,0.198869246,0.198185211,0.197374978,0.196564745,Mexico,FiberCrop +20,5,4,0.209365124,0.209365596,0.209365283,0.206991224,0.204982858,0.203194984,0.20162352,0.202939259,0.204187104,0.205297955,0.206411283,0.206394872,0.206375999,0.206355049,0.206331858,0.206308212,0.206283013,0.206257193,0.206230881,0.206202952,0.206175023,Mexico,MiscCrop +20,5,5,0.649936773,0.64993773,0.649937133,0.639471094,0.630273596,0.622290079,0.615254197,0.625968194,0.63566298,0.644456987,0.652468383,0.652466184,0.652462761,0.652460664,0.652457795,0.652453734,0.652451907,0.652449489,0.652446098,0.652443753,0.652441408,Mexico,OilCrop 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+20,5,9,0.54101573,0.541015823,0.541015864,0.54308672,0.544877227,0.546452638,0.547812268,0.548538775,0.549263429,0.549878651,0.550600134,0.550596098,0.550590644,0.550582863,0.5505745,0.550565723,0.55055587,0.550545743,0.550534977,0.550522798,0.550510619,Mexico,SugarCrop +20,5,10,0.758220781,0.758220442,0.758220796,0.757535878,0.756850699,0.756233971,0.755603792,0.755082297,0.754634315,0.754183106,0.753726369,0.753715038,0.753692657,0.753661148,0.75362132,0.753580458,0.753533544,0.75348373,0.7534297,0.75337506,0.75332042,Mexico,Wheat +20,5,11,0.081480877,0.081485768,0.081483088,0.08233681,0.083129898,0.083862948,0.084568595,0.085084644,0.085602397,0.086087989,0.086575424,0.086578861,0.086581165,0.086582632,0.086582945,0.086582963,0.086581893,0.086580424,0.086578249,0.086575366,0.086572483,Mexico,FodderHerb 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+20,6,6,0.378349457,0.378349405,0.378348457,0.381344776,0.3840586,0.386570754,0.388879712,0.390507365,0.392029048,0.393446989,0.394864429,0.394873127,0.394873926,0.394871214,0.39486068,0.394847883,0.394829798,0.394807995,0.394784014,0.394760125,0.394736236,Mexico,OtherGrain +20,6,7,0.4834353,0.483434248,0.483434726,0.482849558,0.48219687,0.481614383,0.480874022,0.47988779,0.478870503,0.478039179,0.477163077,0.477151955,0.477090465,0.476986553,0.476835032,0.4766453,0.476413346,0.476142996,0.475831999,0.475481509,0.475131019,Mexico,Rice +20,6,8,0.257050897,0.257050671,0.257050976,0.261290859,0.265154338,0.268631037,0.271964699,0.273606842,0.275167956,0.276734575,0.278218781,0.278218733,0.278218028,0.278217179,0.278216134,0.278214997,0.278213932,0.278212283,0.278210876,0.278209487,0.278208098,Mexico,Root_Tuber +20,6,9,0.229646051,0.229646576,0.229646606,0.231128557,0.232416007,0.23355174,0.234537512,0.235065764,0.235593026,0.236040985,0.236569336,0.236566342,0.236562509,0.236557085,0.236550862,0.23654484,0.236537531,0.236530375,0.236522874,0.236514455,0.236506036,Mexico,SugarCrop +20,6,10,0.746228315,0.746228458,0.746227969,0.745535589,0.744839686,0.744213956,0.743574632,0.743037092,0.742577514,0.742113725,0.741644251,0.741633183,0.741610598,0.741578706,0.741539,0.741498748,0.741451007,0.741400257,0.741343938,0.741287854,0.74123177,Mexico,Wheat +20,6,11,0.03956167,0.039561735,0.03956178,0.038960418,0.038414017,0.0379219,0.037482459,0.037740444,0.037983455,0.038227453,0.038472686,0.038474525,0.038475839,0.038476531,0.03847673,0.038476721,0.038476168,0.038475273,0.038474151,0.03847276,0.038471369,Mexico,FodderHerb +20,6,12,0.042032811,0.042032865,0.042032846,0.042032788,0.042032826,0.042032837,0.0420328,0.04203275,0.042032835,0.042032736,0.042032761,0.042032826,0.04203287,0.042032881,0.042032757,0.042032714,0.042032879,0.042032853,0.042032753,0.042032757,0.042032761,Mexico,FodderGrass +20,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,7,1,0.347770736,0.347770425,0.347768767,0.341928855,0.337680922,0.333961061,0.330538077,0.330071394,0.329559151,0.329020597,0.328472234,0.328276736,0.328017988,0.327697957,0.32736096,0.327021932,0.326660048,0.32630555,0.325948547,0.325584751,0.325220955,Mexico,Corn +20,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass +20,7,3,0.836775887,0.836776285,0.836775738,0.835266937,0.833678534,0.832183714,0.830762841,0.829163919,0.827691893,0.826341813,0.825041973,0.825263862,0.825413147,0.825497356,0.825528123,0.825507384,0.825432356,0.825311736,0.825150941,0.824961832,0.824772723,Mexico,FiberCrop +20,7,4,0.291379349,0.291379031,0.291379012,0.299528724,0.306799237,0.313333038,0.319191855,0.322488535,0.325608502,0.328552378,0.331314297,0.331297489,0.331277972,0.331256225,0.331232858,0.331208871,0.331182558,0.331156772,0.331130315,0.331101221,0.331072127,Mexico,MiscCrop +20,7,5,0.044340641,0.044341095,0.044340864,0.038247842,0.035543751,0.033243765,0.031161181,0.030752128,0.030216122,0.02958308,0.028881908,0.027917734,0.026764627,0.025430204,0.02406639,0.022772566,0.021510574,0.02028172,0.019028746,0.01781418,0.016599614,Mexico,OilCrop +20,7,6,0.320798015,0.320797696,0.320797919,0.322527491,0.324234775,0.325718112,0.327064762,0.328498684,0.32977939,0.330946072,0.331987328,0.332082919,0.33210008,0.332061792,0.331952507,0.331811056,0.331614996,0.331389788,0.331133406,0.330871107,0.330608808,Mexico,OtherGrain +20,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber +20,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,7,10,0.759043346,0.759042956,0.759044287,0.757992511,0.756934917,0.755905825,0.754820131,0.754171904,0.753581218,0.752976806,0.752350499,0.752302855,0.752209387,0.752073108,0.751908259,0.751732404,0.751532107,0.751319374,0.75108491,0.750846816,0.750608722,Mexico,Wheat +20,7,11,0.289128684,0.289128072,0.289128522,0.288783372,0.288521511,0.288259002,0.287995134,0.289270053,0.290454081,0.291549961,0.292647413,0.292656065,0.292661296,0.292664587,0.292665352,0.292664872,0.292662256,0.292659133,0.292654358,0.292647694,0.29264103,Mexico,FodderHerb +20,7,12,0.360092526,0.360092096,0.360091563,0.358447852,0.357112459,0.355964715,0.354910958,0.352458241,0.350404625,0.348637928,0.34717296,0.347223222,0.347267593,0.347307206,0.347346984,0.347383872,0.347416866,0.347444279,0.347463864,0.347475838,0.347487812,Mexico,FodderGrass +20,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,8,1,0.266486512,0.266486077,0.266486073,0.26222762,0.258852939,0.255886669,0.253185017,0.252859743,0.252515641,0.252159877,0.251799068,0.251713797,0.251600493,0.2514608,0.25131577,0.251168273,0.251011872,0.250859223,0.250706745,0.250550655,0.250394565,Mexico,Corn +20,8,2,0,0,0,0,0.150511443,0.152303769,0.153596137,0.155279687,0.156486287,0.157863546,0.159968244,0.161106935,0.161944756,0.162366377,0.162853918,0.163323976,0.163775976,0.16418449,0.164328656,0.164409735,0.164490814,Mexico,biomass +20,8,3,0.852291393,0.852291252,0.852291461,0.850814799,0.849374399,0.848033118,0.846792507,0.845428862,0.844169528,0.843017327,0.841915299,0.841927682,0.841935595,0.841941336,0.841942891,0.841941329,0.841937439,0.84193039,0.841921469,0.841910738,0.841900007,Mexico,FiberCrop +20,8,4,0.214725192,0.214725338,0.214724755,0.219018371,0.222921607,0.226494713,0.229724916,0.231244286,0.232610143,0.233902315,0.235195906,0.235174413,0.235148459,0.23512109,0.235088974,0.23505763,0.235023699,0.23499002,0.234955179,0.234918636,0.234882093,Mexico,MiscCrop +20,8,5,0.224065407,0.22406543,0.224065394,0.216243675,0.20989418,0.204459161,0.199814697,0.204175748,0.208109015,0.211668297,0.214980847,0.214894007,0.214791254,0.214673539,0.214555766,0.214445746,0.214338834,0.214239134,0.214137118,0.214040559,0.213944,Mexico,OilCrop +20,8,6,0.492099024,0.492099159,0.492099086,0.494561438,0.496914087,0.499137988,0.501011783,0.503116475,0.505076752,0.506917218,0.508630999,0.50868857,0.508698512,0.508675676,0.508610236,0.508525948,0.508409179,0.508274719,0.508122594,0.507967331,0.507812068,Mexico,OtherGrain +20,8,7,0.999999999,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,0.999999996,Mexico,Rice +20,8,8,0.911558693,0.911558732,0.911559283,0.913468059,0.915169419,0.916674929,0.918057344,0.918607573,0.919149449,0.919655117,0.920155381,0.920153396,0.920148647,0.920142365,0.920133402,0.920124601,0.920114215,0.920104173,0.920092554,0.920079635,0.920066716,Mexico,Root_Tuber +20,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,8,10,0.761878599,0.761878398,0.761877958,0.760419705,0.758956911,0.757489153,0.755926057,0.755150306,0.754414995,0.753658217,0.752862508,0.752778975,0.752612558,0.752374557,0.752082718,0.751775932,0.751426678,0.751054556,0.750649893,0.750236972,0.749824051,Mexico,Wheat +20,8,11,0.294140926,0.29414146,0.294141575,0.291462084,0.289057619,0.286839374,0.284806421,0.28589386,0.286981421,0.288070401,0.289070595,0.289077029,0.289081961,0.289085482,0.28908649,0.289085196,0.289083907,0.289080289,0.289076259,0.289069791,0.289063323,Mexico,FodderHerb +20,8,12,0.440045955,0.440046655,0.440047103,0.438290091,0.436856533,0.435623795,0.434491809,0.431863162,0.429658468,0.427759541,0.426187059,0.426237584,0.426283288,0.426323297,0.426364226,0.426401649,0.426435507,0.42646325,0.426484031,0.426495642,0.426507253,Mexico,FodderGrass +20,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,9,1,0.270316119,0.2703157,0.270316427,0.266731268,0.263574128,0.260779351,0.258251792,0.257991402,0.257729074,0.257464567,0.257201158,0.257189923,0.257176305,0.257158912,0.257140418,0.257122257,0.257103235,0.257084453,0.257066745,0.257047508,0.257028271,Mexico,Corn +20,9,2,0,0,0,0,0.199506078,0.200304514,0.200811095,0.200920658,0.202210646,0.204952456,0.208655126,0.209311176,0.209692942,0.209386924,0.209015144,0.208717859,0.208422934,0.208303289,0.208739399,0.209174084,0.209608769,Mexico,biomass +20,9,3,0.799932351,0.79993232,0.799932679,0.798056476,0.796228501,0.794528719,0.792957951,0.791233693,0.78964282,0.788188638,0.786799247,0.786814535,0.786825537,0.786831141,0.786833003,0.786832074,0.786826712,0.786818386,0.786807396,0.786793719,0.786780042,Mexico,FiberCrop +20,9,4,0.394675052,0.394676691,0.394676001,0.401761171,0.408054212,0.413539369,0.418521227,0.422304076,0.425876222,0.42924376,0.432400917,0.43237294,0.432339516,0.432303404,0.432262843,0.432222326,0.432178963,0.432135388,0.432090115,0.432041924,0.431993733,Mexico,MiscCrop 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+20,9,10,0.761877845,0.761878484,0.761877744,0.760891739,0.759905169,0.758958975,0.757969938,0.757352199,0.75679606,0.756229533,0.755644897,0.755605635,0.755527778,0.755417031,0.755280607,0.755137795,0.754975624,0.754803098,0.754615279,0.754424055,0.754232831,Mexico,Wheat +20,9,11,0.490494894,0.490494734,0.490494257,0.486722689,0.483266878,0.48024274,0.477326961,0.477897141,0.478573321,0.479248432,0.479921038,0.479930724,0.479936659,0.479940513,0.479941874,0.479941593,0.479939285,0.47993446,0.479928058,0.479921273,0.479914488,Mexico,FodderHerb +20,9,12,0.619861774,0.619861167,0.619862408,0.618180344,0.61680351,0.615618738,0.614528223,0.611988239,0.609851242,0.608005682,0.606472552,0.606521737,0.606566223,0.606605319,0.606645807,0.60668214,0.606715088,0.606742541,0.60676229,0.60677428,0.60678627,Mexico,FodderGrass +20,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,10,1,0.202993939,0.202994203,0.202994271,0.200127276,0.197570643,0.195311241,0.193271844,0.193066351,0.192861057,0.192655725,0.192449959,0.192448708,0.192447077,0.192445017,0.192443284,0.192440766,0.192438574,0.192436414,0.192434259,0.192431936,0.192429613,Mexico,Corn +20,10,2,0,0,0,0,0.156602102,0.159009398,0.160977575,0.160588675,0.160228042,0.158984959,0.157649498,0.157998974,0.158752447,0.159513538,0.160340242,0.160977855,0.161480722,0.162416579,0.16285541,0.163292417,0.163729424,Mexico,biomass +20,10,3,0.44240658,0.442404661,0.442402647,0.443038399,0.44287953,0.442634193,0.442176616,0.441452462,0.440807306,0.440203512,0.439576009,0.440805123,0.441626756,0.442081573,0.442246334,0.442128531,0.441713647,0.441048153,0.440156927,0.439099766,0.438042605,Mexico,FiberCrop +20,10,4,0.388720293,0.388720254,0.388719478,0.391737465,0.394348847,0.396554771,0.398452101,0.403324018,0.408000083,0.41237294,0.416440506,0.416413762,0.416378958,0.41633976,0.416295439,0.416253285,0.416206553,0.416162574,0.416113636,0.416062208,0.41601078,Mexico,MiscCrop +20,10,5,0.450855385,0.450854777,0.450857378,0.439805925,0.430893639,0.423100101,0.41628432,0.415824395,0.415356592,0.41489323,0.414541629,0.414338053,0.414097122,0.413825879,0.413551915,0.413297272,0.413054157,0.41282306,0.412590861,0.412369565,0.412148269,Mexico,OilCrop +20,10,6,0.404957363,0.404957243,0.40495715,0.406737157,0.408500261,0.41001743,0.411280626,0.412749149,0.4140485,0.41522214,0.416365223,0.416469838,0.416487845,0.416446556,0.416327576,0.416174856,0.415962446,0.41571861,0.415442409,0.415160327,0.414878245,Mexico,OtherGrain +20,10,7,0.927048456,0.927047621,0.927049741,0.926895872,0.926730853,0.926589176,0.926410008,0.926153803,0.925892068,0.925684198,0.925468954,0.925467135,0.92545739,0.925440876,0.925416829,0.925387039,0.925350295,0.925307909,0.925259019,0.925204181,0.925149343,Mexico,Rice +20,10,8,0.534391617,0.53439162,0.534391679,0.540405148,0.5458698,0.550789371,0.555378099,0.557202726,0.559022551,0.560733279,0.562439424,0.562438626,0.562434621,0.562429443,0.562422905,0.562416111,0.562408309,0.562400363,0.562391465,0.562381372,0.562371279,Mexico,Root_Tuber +20,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop +20,10,10,0.761877902,0.761878017,0.761878288,0.760280325,0.758676348,0.757050452,0.755310176,0.754485183,0.753693571,0.752876145,0.752014706,0.751915954,0.751721417,0.751442595,0.751100464,0.750742142,0.750332761,0.749895305,0.749419196,0.748932354,0.748445512,Mexico,Wheat +20,10,11,0.37640469,0.376405032,0.376404806,0.373576538,0.370949985,0.368531161,0.366318119,0.367560187,0.368699063,0.369837344,0.371077579,0.371087022,0.371093238,0.371096934,0.371098308,0.371097423,0.37109477,0.371090716,0.371084678,0.371077858,0.371071038,Mexico,FodderHerb +20,10,12,0.472148065,0.472147374,0.472148214,0.472147589,0.472146602,0.472148305,0.472146628,0.472147259,0.472148988,0.472147973,0.472147362,0.472147882,0.472146474,0.472146836,0.472147638,0.472147289,0.472148846,0.472147802,0.472149092,0.472148152,0.472147212,Mexico,FodderGrass +20,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,11,1,0.153313985,0.15331406,0.153314215,0.15102521,0.148981974,0.147178229,0.145553881,0.145391206,0.145228001,0.145065056,0.144902837,0.144902116,0.144902106,0.144901938,0.144902417,0.144901983,0.144902432,0.144902239,0.144902349,0.14490228,0.144902211,Mexico,Corn +20,11,2,0,0,0,0,0.093448818,0.094407586,0.095148763,0.094173804,0.093748529,0.0933685,0.093250691,0.094064449,0.094682385,0.095108795,0.095539648,0.095892261,0.096203426,0.096528419,0.096803488,0.097077184,0.09735088,Mexico,biomass +20,11,3,0.23104693,0.230605736,0.230694978,0.231236103,0.231100837,0.2308921,0.230501901,0.229886439,0.229337613,0.228823489,0.228288878,0.229335004,0.230035204,0.23042129,0.230561782,0.230461384,0.230108462,0.229542424,0.228782456,0.227882903,0.22698335,Mexico,FiberCrop +20,11,4,0.137960618,0.137960452,0.137960489,0.131207597,0.125981485,0.121883111,0.118518063,0.120599578,0.122614892,0.124515648,0.126294955,0.126273796,0.126248684,0.126220993,0.126190168,0.126159062,0.126125423,0.126092023,0.126057052,0.126020366,0.12598368,Mexico,MiscCrop +20,11,5,0.201388124,0.201379359,0.201387666,0.195020181,0.189659523,0.185057989,0.181115026,0.180476797,0.17990282,0.179393682,0.178949111,0.178948838,0.178949054,0.178948897,0.178949063,0.178949196,0.178949067,0.178948713,0.17894915,0.178949191,0.178949232,Mexico,OilCrop +20,11,6,0.57403958,0.574039766,0.574039767,0.571432676,0.569541367,0.567331032,0.564759649,0.563561759,0.562045368,0.560414328,0.558611796,0.559116012,0.55920429,0.559007082,0.55843351,0.55769584,0.556665696,0.555478663,0.554123614,0.552732482,0.55134135,Mexico,OtherGrain +20,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,11,8,0.303332056,0.303320312,0.303339115,0.308418368,0.313069848,0.317291647,0.321257364,0.322857894,0.324450489,0.325946857,0.327441053,0.327434504,0.327420204,0.327402027,0.327374083,0.327348055,0.32731833,0.327286408,0.327251093,0.327213024,0.327174955,Mexico,Root_Tuber +20,11,9,0.741328837,0.741323276,0.741325282,0.742697538,0.743979425,0.745088023,0.746022948,0.746495181,0.74695623,0.747329651,0.747778476,0.747762567,0.747739467,0.747709686,0.747675881,0.747640334,0.74760062,0.747560235,0.747516995,0.747468434,0.747419873,Mexico,SugarCrop +20,11,10,0.761877567,0.761880424,0.761880273,0.760985887,0.760090264,0.75924298,0.758361579,0.757773387,0.757250874,0.756719247,0.756173672,0.756142423,0.756080946,0.755993657,0.755885735,0.75577261,0.755644001,0.755507221,0.755358586,0.755207337,0.755056088,Mexico,Wheat +20,11,11,0.229739898,0.229739602,0.229738838,0.22837271,0.227080899,0.225945815,0.224888924,0.224908872,0.225002176,0.225094772,0.225183933,0.225190955,0.225196802,0.22519983,0.225200962,0.225200458,0.225198517,0.225195083,0.225190325,0.225184683,0.225179041,Mexico,FodderHerb +20,11,12,0.305398223,0.305397886,0.305395455,0.305395568,0.305394733,0.305395859,0.305395924,0.305395799,0.305395934,0.305395694,0.305395595,0.305395485,0.305395284,0.305395652,0.305395279,0.305395283,0.305395608,0.305395238,0.305395608,0.30539545,0.305395292,Mexico,FodderGrass +20,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +20,12,1,0.0024005,0.002400714,0.002400394,0.002358276,0.002320881,0.002288014,0.002258523,0.002255569,0.002252624,0.002249677,0.002246733,0.002246733,0.002246731,0.002246733,0.002246731,0.002246735,0.00224673,0.002246733,0.002246729,0.002246731,0.002246733,Mexico,Corn +20,12,2,0,0,0,0,0.041369765,0.041646397,0.041836573,0.041244488,0.040910593,0.040598852,0.040307789,0.040852209,0.041326667,0.041715431,0.042091976,0.042433849,0.042758145,0.042875536,0.042987064,0.043044058,0.043101052,Mexico,biomass +20,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FiberCrop +20,12,4,0.167766166,0.167765737,0.16776604,0.167609737,0.167509533,0.167346592,0.167240983,0.167280329,0.167314695,0.167347381,0.167376651,0.167356619,0.167332815,0.167305587,0.167275651,0.167245089,0.16721207,0.167178201,0.16714308,0.167105568,0.167068056,Mexico,MiscCrop +20,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop +20,12,6,0.002627294,0.002629221,0.002628729,0.002607109,0.002589664,0.00257193,0.002554927,0.00254411,0.002532706,0.002522228,0.002511469,0.002512464,0.002512641,0.002512255,0.002511122,0.002509669,0.002507646,0.002505317,0.002502675,0.002499976,0.002497277,Mexico,OtherGrain +20,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice +20,12,8,0.006435783,0.006438363,0.006434508,0.006591317,0.006737434,0.006872059,0.007000332,0.007051955,0.007103877,0.007153146,0.007202754,0.007202761,0.007202693,0.007202631,0.007202496,0.007202433,0.007202357,0.00720225,0.007202137,0.007201967,0.007201797,Mexico,Root_Tuber +20,12,9,0.008515654,0.008514024,0.008506839,0.008577552,0.008639183,0.008693764,0.008741206,0.008766689,0.008792145,0.008813823,0.008839331,0.008839184,0.008838972,0.008838708,0.008838403,0.008838098,0.008837744,0.008837387,0.008836997,0.008836555,0.008836113,Mexico,SugarCrop +20,12,10,0.761879121,0.761878493,0.761878369,0.761179686,0.760478313,0.75983956,0.759183565,0.758657241,0.758202164,0.757744021,0.757278626,0.757264189,0.757235507,0.757195132,0.757145674,0.757093529,0.757033927,0.75696961,0.756899876,0.756828101,0.756756326,Mexico,Wheat +20,12,11,0.000536337,0.000533618,0.000533646,0.00052429,0.000515971,0.000508659,0.0005021,0.000501484,0.000500864,0.000500242,0.000499614,0.00049963,0.000499641,0.000499647,0.000499649,0.000499648,0.000499644,0.000499635,0.000499626,0.000499615,0.000499604,Mexico,FodderHerb +20,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FodderGrass +20,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit +21,1,1,0.953321639,0.953321793,0.953321835,0.948137201,0.943813643,0.939966008,0.936480079,0.934060787,0.931812104,0.929707449,0.927740746,0.927666894,0.927565792,0.927439121,0.927304172,0.92716641,0.927017655,0.926867564,0.926715735,0.926560106,0.926404477,Middle East,Corn +21,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,1,3,0.995535001,0.995534542,0.995535288,0.996063669,0.996466342,0.996789431,0.997053308,0.99719373,0.997319605,0.997434472,0.997539023,0.997542842,0.997545299,0.997546529,0.997546803,0.997546136,0.997544561,0.997542295,0.997539257,0.997535664,0.997532071,Middle East,FiberCrop +21,1,4,0.854970271,0.854970149,0.854970153,0.858100321,0.860858036,0.863313643,0.86552799,0.8718091,0.876825001,0.880910336,0.884351099,0.884324074,0.884292117,0.884256828,0.884217187,0.884177448,0.884134718,0.884091684,0.88404698,0.883999919,0.883952858,Middle East,MiscCrop 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+21,1,9,0.503524381,0.503520756,0.503525196,0.50738762,0.511614645,0.515708785,0.519669217,0.525987563,0.532048416,0.537864962,0.543542164,0.545659691,0.547751943,0.549821557,0.551770506,0.553496982,0.555101052,0.55648411,0.557643595,0.55867688,0.559710165,Middle East,SugarCrop +21,1,10,0.594833886,0.594834096,0.594834069,0.595116212,0.595312329,0.595402724,0.595270279,0.58609472,0.578266228,0.571418994,0.565441946,0.565344517,0.565145607,0.564859761,0.564503859,0.564128882,0.5636967,0.563232557,0.562724589,0.562204464,0.561684339,Middle East,Wheat +21,1,11,0.463572998,0.463573403,0.463573114,0.464845176,0.465695789,0.466441882,0.466978676,0.4674308,0.467772936,0.468114565,0.468455849,0.468464624,0.468470539,0.468474511,0.468476179,0.468475946,0.468472675,0.468467804,0.468462581,0.468455339,0.468448097,Middle East,FodderHerb +21,1,12,0.299520368,0.299521255,0.299520593,0.299520219,0.299520096,0.299520622,0.29952077,0.299520277,0.299520556,0.299520845,0.299520241,0.29952057,0.2995205,0.299520567,0.299520614,0.299520219,0.299520407,0.299520192,0.299520496,0.299520301,0.299520106,Middle East,FodderGrass +21,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Corn +21,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FiberCrop +21,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,MiscCrop +21,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OilCrop +21,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OtherGrain +21,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Root_Tuber +21,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop 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+21,3,3,0.005730968,0.005733159,0.005731205,0.005733762,0.005733483,0.005733003,0.005731991,0.005730396,0.005728919,0.005727563,0.005726137,0.005728708,0.005730434,0.005731301,0.005731632,0.00573126,0.005730324,0.005728877,0.005726928,0.00572463,0.005722332,Middle East,FiberCrop +21,3,4,0.278378676,0.278378122,0.278378252,0.280369138,0.282102923,0.283755409,0.285324562,0.281429347,0.277737792,0.274248021,0.271042198,0.2710335,0.271022029,0.271009578,0.270996154,0.27098268,0.270968821,0.270954147,0.270939188,0.270923323,0.270907458,Middle East,MiscCrop +21,3,5,0.108681169,0.10868118,0.108681376,0.119508218,0.128320159,0.135469961,0.141355207,0.142609416,0.143761374,0.144814681,0.145770372,0.145616796,0.145436882,0.145232753,0.145027957,0.144837615,0.14465725,0.144487736,0.144318747,0.144158022,0.143997297,Middle East,OilCrop +21,3,6,0.113774356,0.113773335,0.113775054,0.11268197,0.111642009,0.110695235,0.10979701,0.10451139,0.099684166,0.095317303,0.091301276,0.09130137,0.091301416,0.091301099,0.091300931,0.091300556,0.091300455,0.091299735,0.091299245,0.091298775,0.091298305,Middle East,OtherGrain +21,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,3,8,0.244791175,0.244789524,0.244792735,0.244716875,0.244632109,0.244545962,0.244456533,0.244440784,0.244410943,0.244379238,0.244338961,0.244333385,0.244319124,0.244301009,0.244274606,0.244249636,0.244219391,0.244189839,0.244156821,0.244118999,0.244081177,Middle East,Root_Tuber +21,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop +21,3,10,0.007455328,0.007455983,0.007456085,0.007112936,0.006802983,0.006520732,0.00625824,0.006147386,0.006042599,0.005941586,0.005846289,0.005843918,0.005839272,0.005832628,0.005824506,0.005816004,0.005806351,0.005796096,0.005784973,0.005773665,0.005762357,Middle East,Wheat +21,3,11,0.000339743,0.00033867,0.000344637,0.000344638,0.000344637,0.000344637,0.000344637,0.000344637,0.000344637,0.000344638,0.000344638,0.000344638,0.000344636,0.000344637,0.000344638,0.000344636,0.000344637,0.000344638,0.000344638,0.000344638,0.000344638,Middle East,FodderHerb +21,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,7,1,0.984627352,0.984627349,0.984627483,0.984889459,0.985176809,0.985445041,0.985695951,0.98589581,0.986073304,0.986241679,0.986396119,0.986388876,0.986379114,0.986367084,0.986354324,0.986341421,0.986327724,0.986314172,0.986300318,0.986286419,0.98627252,Middle East,Corn +21,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass +21,7,3,0.972564947,0.972564935,0.972565044,0.972790126,0.972959015,0.97311384,0.973240536,0.973225777,0.97321222,0.973199759,0.973186465,0.973209393,0.973224404,0.973232188,0.973234302,0.97323098,0.973222131,0.973208912,0.973191452,0.973170541,0.97314963,Middle East,FiberCrop +21,7,4,0.907403118,0.907402902,0.907402895,0.907174188,0.906940015,0.906738409,0.906533888,0.910356204,0.913660098,0.91655496,0.919070428,0.919048385,0.919022731,0.918993959,0.918962483,0.918930199,0.918895288,0.918860431,0.91882421,0.918786536,0.918748862,Middle East,MiscCrop +21,7,5,0.421057846,0.42105816,0.421058388,0.42235398,0.425848261,0.42893187,0.431681786,0.433070802,0.434196135,0.435102617,0.435909433,0.434807091,0.433506556,0.432024483,0.430524069,0.429114521,0.427786303,0.426553392,0.425316523,0.424133014,0.422949505,Middle East,OilCrop +21,7,6,0.717124083,0.717123965,0.717123885,0.71644509,0.715843074,0.715311202,0.714758258,0.71675055,0.718530069,0.720117574,0.721687346,0.721713584,0.721705737,0.721676758,0.721618752,0.721548967,0.721460095,0.721364917,0.721256874,0.721146219,0.721035564,Middle East,OtherGrain +21,7,7,0.999993942,0.999993937,0.999993947,0.999994165,0.999994362,0.999994542,0.999994707,0.999994946,0.99999516,0.999995354,0.999995528,0.999995547,0.999995563,0.999995577,0.99999559,0.9999956,0.999995609,0.999995616,0.999995621,0.999995625,0.999995629,Middle East,Rice +21,7,8,0.985671296,0.985671268,0.985671338,0.985889677,0.986092199,0.986279823,0.986453122,0.986388041,0.98632718,0.986265746,0.986209162,0.986208636,0.986207335,0.986205754,0.986203278,0.986200952,0.986198263,0.986195498,0.986192349,0.986188879,0.986185409,Middle East,Root_Tuber +21,7,9,0.922900249,0.922900202,0.922900163,0.924180542,0.925539358,0.926839864,0.928055499,0.929786171,0.931414523,0.932976075,0.934446386,0.934966944,0.935478423,0.935981289,0.936451639,0.936866057,0.937249338,0.937578561,0.937853552,0.938097988,0.938342424,Middle East,SugarCrop +21,7,10,0.545558786,0.545557971,0.54555917,0.547716951,0.549820613,0.551809442,0.553776506,0.557247731,0.560449635,0.563299636,0.565671947,0.565554439,0.565332126,0.565015087,0.564627379,0.564221999,0.563762175,0.563274996,0.562742963,0.562198062,0.561653161,Middle East,Wheat +21,7,11,0.2933221,0.293322722,0.293322025,0.293322607,0.29332276,0.293322984,0.293232066,0.293233684,0.293233977,0.293325019,0.293325632,0.293326388,0.293327042,0.293326752,0.293326037,0.293326265,0.293325277,0.293325061,0.293325384,0.293324373,0.293323362,Middle East,FodderHerb +21,7,12,0.47625303,0.476252649,0.476253128,0.476253116,0.476253087,0.476253186,0.476253534,0.476252315,0.476253268,0.476253608,0.476253163,0.476252641,0.476252585,0.476253935,0.476252398,0.476251423,0.476252946,0.476253432,0.476254216,0.476251531,0.476248846,Middle East,FodderGrass +21,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,8,1,0.929012073,0.929012118,0.929012004,0.929358654,0.929819359,0.930264316,0.930677655,0.931075223,0.931437991,0.931795445,0.932122471,0.932098856,0.93206757,0.932028618,0.931987663,0.931946095,0.931902541,0.931859999,0.93181701,0.931773223,0.931729436,Middle East,Corn +21,8,2,0,0,0,0,0.340006597,0.344248641,0.348077158,0.347200036,0.346369876,0.346054911,0.353216127,0.355795025,0.358202261,0.360396395,0.362501972,0.362541283,0.362128665,0.361690459,0.361236562,0.360782702,0.360328842,Middle East,biomass +21,8,3,0.982632094,0.982632105,0.9826321,0.982686937,0.982729669,0.982764023,0.982788869,0.982781393,0.982774813,0.98276856,0.982762167,0.982773986,0.982781951,0.982786273,0.982787605,0.982786128,0.982781814,0.982775187,0.982766176,0.982755664,0.982745152,Middle East,FiberCrop +21,8,4,0.73735967,0.737359663,0.737359593,0.737210505,0.73705482,0.736895443,0.736730908,0.738123627,0.739336886,0.740543832,0.741658955,0.741625093,0.741586236,0.741541731,0.74149358,0.741443608,0.741391341,0.741338517,0.74128448,0.741227318,0.741170156,Middle East,MiscCrop +21,8,5,0.338925997,0.338927389,0.33892679,0.340525246,0.34327254,0.345717166,0.347867918,0.34941957,0.350749943,0.35188592,0.352931801,0.352261364,0.351475782,0.3505913,0.349703943,0.348877857,0.348110923,0.347410731,0.34671314,0.346051104,0.345389068,Middle East,OilCrop +21,8,6,0.430086548,0.43008665,0.430086619,0.427992242,0.426209028,0.424740567,0.423368285,0.427144805,0.430706235,0.433952999,0.436986761,0.436996259,0.436993218,0.436982866,0.436962393,0.436936784,0.436903881,0.436870332,0.436832403,0.436792711,0.436753019,Middle East,OtherGrain +21,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice +21,8,8,0.93268815,0.932688121,0.932688391,0.933293305,0.933864182,0.934430089,0.934938014,0.935667238,0.936308309,0.936891902,0.937417907,0.937416727,0.937412862,0.937408233,0.937401509,0.937394994,0.937387159,0.937379328,0.93737082,0.937361123,0.937351426,Middle East,Root_Tuber +21,8,9,0.887722522,0.887723149,0.887722758,0.890768574,0.893783729,0.896596386,0.899256275,0.902150398,0.904847296,0.907398439,0.909774207,0.910473156,0.911160245,0.911836006,0.912468868,0.913026653,0.913543148,0.913986855,0.914358064,0.9146882,0.915018336,Middle East,SugarCrop 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+21,9,1,0.831448417,0.831448741,0.831448995,0.832437979,0.833749683,0.835030722,0.836300854,0.838024957,0.839545812,0.841047979,0.842420156,0.842367057,0.842294392,0.842203215,0.842107144,0.842008381,0.841903381,0.841797551,0.8416913,0.841582968,0.841474636,Middle East,Corn +21,9,2,0,0,0,0,0.259994451,0.26534674,0.270180147,0.268968609,0.267788664,0.266705131,0.26770953,0.267863342,0.267834598,0.268275184,0.268890684,0.269461189,0.269983926,0.270394811,0.270618249,0.270753674,0.270889099,Middle East,biomass +21,9,3,0.969462326,0.969462478,0.9694624,0.970351613,0.971150523,0.971867631,0.972529129,0.972351891,0.972175127,0.971997945,0.971831309,0.9718537,0.97186879,0.971876829,0.971879923,0.971877607,0.971869908,0.97185763,0.971841254,0.971822001,0.971802748,Middle East,FiberCrop +21,9,4,0.599260186,0.599260535,0.599260852,0.599093486,0.599024596,0.59884712,0.598770536,0.597170624,0.595769683,0.594469307,0.593265737,0.593233355,0.593195044,0.593152113,0.593104307,0.59305731,0.593005721,0.592954332,0.592900812,0.592844761,0.59278871,Middle East,MiscCrop +21,9,5,0.492144297,0.492145511,0.492144746,0.500017789,0.508092648,0.515043173,0.521127049,0.523405456,0.525450816,0.527282098,0.529014382,0.528547016,0.527996682,0.527369998,0.526741784,0.526152839,0.525594784,0.525069918,0.524545803,0.524044243,0.523542683,Middle East,OilCrop +21,9,6,0.085436407,0.085436626,0.08543654,0.085469495,0.085492875,0.08547159,0.085437295,0.089114224,0.092657769,0.096056553,0.099323289,0.099343877,0.099336724,0.099313198,0.099265506,0.099209177,0.099138212,0.09906149,0.098975767,0.098888447,0.098801127,Middle East,OtherGrain +21,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice +21,9,8,0.932990452,0.932990521,0.932990474,0.934669512,0.936205069,0.937605293,0.938877358,0.939098499,0.939317159,0.939485525,0.939652441,0.939651798,0.93964978,0.939647448,0.939643991,0.939640503,0.93963667,0.939632762,0.939628217,0.939623238,0.939618259,Middle East,Root_Tuber +21,9,9,0.831878739,0.831878023,0.831878087,0.838459368,0.844591897,0.850252321,0.855470069,0.858823631,0.862001793,0.865015025,0.867918629,0.868907896,0.869886502,0.870855051,0.871767162,0.872575202,0.873328229,0.873980496,0.874532666,0.875031679,0.875530692,Middle East,SugarCrop +21,9,10,0.28186793,0.28186831,0.28186772,0.283098919,0.284242469,0.285256882,0.286134366,0.287027631,0.287811579,0.288496682,0.289072591,0.289023066,0.288926584,0.288787531,0.288619278,0.288442422,0.288241524,0.288028242,0.287796964,0.287561585,0.287326206,Middle East,Wheat +21,9,11,0.123631175,0.123631128,0.12363124,0.129360258,0.134952589,0.14043378,0.145829459,0.152641459,0.159303368,0.165837342,0.172211678,0.172221515,0.172228311,0.172231477,0.1722323,0.172231675,0.17222939,0.172224227,0.172219076,0.172212525,0.172205974,Middle East,FodderHerb +21,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +21,10,1,0.585941547,0.585941464,0.585941247,0.595707648,0.606316385,0.616348404,0.625767608,0.636910558,0.647270925,0.656978802,0.666066469,0.665891314,0.665644844,0.665330575,0.664994071,0.664646376,0.664265904,0.663874849,0.663478266,0.663071322,0.662664378,Middle East,Corn +21,10,2,0,0,0,0,0.189772271,0.195896867,0.201479493,0.205640965,0.209141144,0.212431031,0.21560559,0.216078534,0.216286493,0.216180376,0.216079682,0.215910907,0.21567404,0.215472691,0.215397767,0.214729302,0.214060837,Middle East,biomass +21,10,3,0.997935896,0.997936051,0.997935919,0.998032304,0.998118194,0.998196329,0.998267212,0.998266294,0.99826547,0.998264708,0.998263913,0.998265464,0.998266503,0.998267077,0.99826728,0.998267129,0.998266602,0.998265754,0.998264628,0.998263293,0.998261958,Middle East,FiberCrop +21,10,4,0.468020452,0.468020877,0.468019951,0.468605822,0.469078625,0.46943882,0.469797025,0.470411564,0.471019175,0.471515988,0.472008119,0.471977345,0.471940488,0.471901776,0.471856782,0.471812123,0.471761298,0.47171334,0.471661313,0.471609436,0.471557559,Middle East,MiscCrop +21,10,5,0.35460555,0.354604815,0.354605262,0.352107722,0.350644331,0.349415584,0.348284937,0.347391547,0.346492536,0.345696314,0.344809588,0.344559245,0.344266459,0.343934122,0.343602079,0.343293017,0.343001193,0.342722657,0.342445475,0.342182731,0.341919987,Middle East,OilCrop +21,10,6,0.000516251,0.000516254,0.000516236,0.000505566,0.000495655,0.000486258,0.000477079,0.000461902,0.000446328,0.000430937,0.000415302,0.000415683,0.000415552,0.000415091,0.000414186,0.00041311,0.000411753,0.000410303,0.000408676,0.000407016,0.000405356,Middle East,OtherGrain +21,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice +21,10,8,0.685580796,0.685580457,0.685580832,0.695973089,0.705353986,0.713858847,0.721603973,0.72679294,0.731568873,0.735952968,0.739950247,0.739944625,0.739932519,0.73991648,0.739891555,0.739869862,0.739842054,0.739815055,0.739785887,0.739751524,0.739717161,Middle East,Root_Tuber +21,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,SugarCrop +21,10,10,0.204994772,0.204994552,0.204995206,0.206384166,0.207579147,0.208689068,0.209567957,0.212679312,0.215595395,0.218387263,0.220972559,0.220953277,0.220913952,0.220855415,0.220783458,0.22070741,0.220620688,0.220526628,0.220424944,0.220321792,0.22021864,Middle East,Wheat +21,10,11,0.23204932,0.232048922,0.232048936,0.241416873,0.25046061,0.259227518,0.26776524,0.278417634,0.288699095,0.298656367,0.308250614,0.308264608,0.308274491,0.308279649,0.308281878,0.308281552,0.308276763,0.308270371,0.30826129,0.308251143,0.308240996,Middle East,FodderHerb +21,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass +21,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit +22,1,1,0.633188825,0.633196126,0.633196547,0.568336691,0.535477132,0.503442722,0.462692405,0.458852691,0.445474973,0.423999189,0.394401037,0.357106045,0.300210493,0.212389408,0.079796692,0,0,0,0,0,0,Pakistan,Corn +22,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass +22,1,3,0.896612245,0.89661225,0.896612425,0.897901585,0.898971817,0.900024796,0.901010604,0.911190407,0.919350447,0.92603645,0.931636607,0.931693731,0.931729816,0.931747003,0.931749849,0.931738315,0.931713298,0.93167794,0.931631253,0.931575659,0.931520065,Pakistan,FiberCrop +22,1,4,0.383223393,0.383223595,0.383223648,0.389442111,0.394551984,0.398964415,0.402665488,0.402395803,0.40200755,0.401718993,0.401421647,0.401364954,0.4012953,0.401219475,0.401134846,0.401049654,0.400959984,0.400869837,0.400777183,0.400680429,0.400583675,Pakistan,MiscCrop +22,1,5,0.468893699,0.468893211,0.46889331,0.467676064,0.46741474,0.467193604,0.466858855,0.467427193,0.467769275,0.468004177,0.468138139,0.467788044,0.467373122,0.466900517,0.466423202,0.465974198,0.465548445,0.465145878,0.464742333,0.464356181,0.463970029,Pakistan,OilCrop +22,1,6,0.198840705,0.198840959,0.198841194,0.196725537,0.194111845,0.19130061,0.188241937,0.180947319,0.174171534,0.167961796,0.162111983,0.162338551,0.16222988,0.161903873,0.161286955,0.160558628,0.159646939,0.158678896,0.157584881,0.156463345,0.155341809,Pakistan,OtherGrain +22,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,1,8,0.664999999,0.665017383,0.664962205,0.676222152,0.685887767,0.69430158,0.701686152,0.705745011,0.709490552,0.712939382,0.716091173,0.716085192,0.716069874,0.716052493,0.716025906,0.715999925,0.715969854,0.715940049,0.715906894,0.715869212,0.71583153,Pakistan,Root_Tuber +22,1,9,0.87621524,0.876214718,0.876215283,0.884235317,0.891379178,0.897609995,0.903061944,0.906060651,0.908856184,0.91146529,0.913896402,0.914563653,0.915217857,0.915860827,0.916461439,0.916990561,0.917478813,0.917897995,0.918246497,0.918555554,0.918864611,Pakistan,SugarCrop +22,1,10,0.922938699,0.922938818,0.92293873,0.920466017,0.918080598,0.915865851,0.913722851,0.91260793,0.911567203,0.91059507,0.909639035,0.909494136,0.909262791,0.908956983,0.908595955,0.90822347,0.907819291,0.907409034,0.906961645,0.906501185,0.906040725,Pakistan,Wheat +22,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Corn +22,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass +22,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,7,4,0.744983728,0.744982869,0.744982469,0.746373745,0.747498092,0.74845386,0.749242287,0.75227253,0.755030767,0.757446097,0.759682661,0.759636731,0.759583683,0.759526329,0.759460975,0.75939441,0.7593254,0.759256659,0.759185893,0.759111365,0.759036837,Pakistan,MiscCrop +22,7,5,0.527654826,0.52765326,0.527653566,0.525352369,0.524369721,0.523550036,0.522724523,0.522500318,0.522259687,0.522018732,0.521676538,0.521192773,0.520621592,0.519967867,0.51930555,0.518685273,0.518093346,0.517533786,0.516969802,0.516432013,0.515894224,Pakistan,OilCrop +22,7,6,0.548519933,0.548520681,0.548520506,0.549139168,0.548685251,0.547551432,0.545778249,0.537215008,0.528970018,0.521205828,0.513746884,0.514046333,0.513893373,0.513443902,0.512598907,0.511602796,0.510355354,0.509030549,0.507528557,0.50598739,0.504446223,Pakistan,OtherGrain +22,7,7,0.999569802,0.999569802,0.999569803,0.999608098,0.999638545,0.999664091,0.999685661,0.999702801,0.999717865,0.999731082,0.9997428,0.999743812,0.999744587,0.999745168,0.999745534,0.99974573,0.999745746,0.999745604,0.999745275,0.999744758,0.999744241,Pakistan,Rice +22,7,8,0.992611168,0.992611138,0.992611169,0.992973056,0.993274308,0.993529685,0.993748711,0.993865898,0.993975394,0.994075243,0.99416571,0.994165578,0.994165208,0.994164774,0.994164129,0.994163501,0.994162754,0.994162021,0.994161194,0.994160268,0.994159342,Pakistan,Root_Tuber +22,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop +22,7,10,0.966270331,0.966270314,0.966270357,0.965206191,0.964223082,0.963335221,0.962500412,0.962032011,0.961605176,0.961214162,0.960837728,0.960792541,0.960719926,0.96062451,0.960512032,0.960396006,0.960270659,0.960143777,0.96000571,0.959864073,0.959722436,Pakistan,Wheat +22,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,8,1,0.861455552,0.861455374,0.861455432,0.863626286,0.865875722,0.867971044,0.869987254,0.876051353,0.88101371,0.885148459,0.888647821,0.888605243,0.888550522,0.888485122,0.888416927,0.888349081,0.888279565,0.888213496,0.888147392,0.888080427,0.888013462,Pakistan,Corn +22,8,2,0,0,0,0,0.919845414,0.923156321,0.925949787,0.927574123,0.928821593,0.930176234,0.931391536,0.931724033,0.931857316,0.931888142,0.931921157,0.931931449,0.93189151,0.931866654,0.931835226,0.931774828,0.93171443,Pakistan,biomass +22,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,8,4,0.791222585,0.791221945,0.791221679,0.797264794,0.802148006,0.806205701,0.809669428,0.809564727,0.809451935,0.809334751,0.809213699,0.809177052,0.809134498,0.809087141,0.809035577,0.808982521,0.808927433,0.808873135,0.808817243,0.808757599,0.808697955,Pakistan,MiscCrop +22,8,5,0.462044681,0.462044863,0.462044494,0.456271001,0.452001658,0.448202563,0.444724066,0.439839705,0.435794942,0.432388499,0.429410432,0.429122881,0.428783616,0.428398043,0.42801159,0.427650497,0.427307958,0.426987179,0.426663715,0.426359015,0.426054315,Pakistan,OilCrop +22,8,6,0.631944577,0.631944979,0.631945565,0.634646363,0.636679106,0.638262658,0.639485961,0.633891722,0.628671069,0.623896015,0.619358134,0.619422415,0.619384486,0.619281138,0.619090378,0.618865837,0.618586555,0.61829449,0.6179657,0.617628736,0.617291772,Pakistan,OtherGrain +22,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,8,8,0.978133333,0.978133505,0.978133415,0.979376895,0.980419396,0.981300183,0.982058772,0.982496745,0.982894632,0.983262029,0.983600478,0.983600261,0.983599621,0.983598894,0.983597717,0.983596596,0.983595338,0.983593981,0.983592537,0.983590913,0.983589289,Pakistan,Root_Tuber +22,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop +22,8,10,0.960981527,0.96098149,0.960981493,0.959863461,0.958904584,0.958082865,0.957354115,0.956886736,0.956478669,0.956117839,0.95578448,0.955764134,0.955731673,0.955689132,0.955639389,0.955588701,0.955534162,0.955479536,0.955420557,0.955360666,0.955300775,Pakistan,Wheat +22,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,9,1,0.426707659,0.426707304,0.426707584,0.431525953,0.436385699,0.440968266,0.445451441,0.459041478,0.470660214,0.480703007,0.489475607,0.489416756,0.489341602,0.489251132,0.48915742,0.48906456,0.488968437,0.488877854,0.488787344,0.488695721,0.488604098,Pakistan,Corn +22,9,2,0,0,0,0,0.784707576,0.792702439,0.799583565,0.803587621,0.80449415,0.806550676,0.809364712,0.810100433,0.810285528,0.810297057,0.810312081,0.810289897,0.810162456,0.810080324,0.809985661,0.80982333,0.809660999,Pakistan,biomass +22,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,9,4,0.508891966,0.508891732,0.508891815,0.518347108,0.526171624,0.532810568,0.538582196,0.538200361,0.537804969,0.537512499,0.537212332,0.537155548,0.537088953,0.537015408,0.536934342,0.536853442,0.536767861,0.536682282,0.536594593,0.536502305,0.536410017,Pakistan,MiscCrop +22,9,5,0.370937891,0.37093765,0.370937653,0.369287749,0.368138944,0.36700306,0.36606865,0.365256168,0.364640351,0.364123688,0.363509508,0.363412074,0.363297018,0.363164744,0.363033442,0.36291153,0.362795357,0.362684775,0.362576621,0.362472049,0.362367477,Pakistan,OilCrop +22,9,6,0.517850333,0.517850089,0.517850006,0.526744048,0.534344335,0.540833635,0.546528961,0.548443322,0.550192968,0.551711887,0.553097951,0.553135686,0.553113841,0.553051702,0.552937494,0.552805147,0.552641283,0.552469945,0.552276284,0.552079981,0.551883678,Pakistan,OtherGrain +22,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,9,8,0.631758926,0.631758469,0.631758509,0.645967865,0.6583785,0.669246111,0.678904725,0.684650037,0.689961452,0.694947498,0.699520272,0.699517667,0.699510358,0.69950228,0.699489735,0.699478045,0.699463769,0.699449301,0.699434107,0.699416247,0.699398387,Pakistan,Root_Tuber +22,9,9,0.850224623,0.850224836,0.850224976,0.859897517,0.868416005,0.875878975,0.88243539,0.886068661,0.889469072,0.89265199,0.895627775,0.896431652,0.897226055,0.89801084,0.898748681,0.899401605,0.900009331,0.900534546,0.900978494,0.901378363,0.901778232,Pakistan,SugarCrop +22,9,10,0.908839676,0.90883958,0.90883946,0.906461692,0.90449136,0.902843939,0.901421982,0.900452062,0.899620548,0.898896624,0.898240159,0.898217828,0.898182549,0.898136369,0.898082294,0.898027392,0.897968293,0.897909135,0.897845457,0.897780781,0.897716105,Pakistan,Wheat +22,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,9,12,0.029850746,0.029371584,0.029669261,0.029669223,0.029669345,0.029669343,0.02966924,0.029669255,0.029669288,0.02966928,0.029669145,0.029669183,0.02966918,0.029669278,0.029669311,0.029669329,0.029669276,0.0296693,0.029669364,0.029669172,0.02966898,Pakistan,FodderGrass +22,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,10,1,0.685538146,0.685537966,0.685538021,0.689762833,0.693980341,0.697917684,0.701733514,0.713088011,0.722547913,0.730547683,0.737404829,0.737358873,0.737300334,0.73722926,0.737156399,0.737083022,0.737008098,0.73693704,0.736865968,0.73679388,0.736721792,Pakistan,Corn +22,10,2,0,0,0,0,0.780258865,0.788238656,0.795211335,0.799069324,0.799859367,0.801973528,0.804781332,0.8053615,0.805482115,0.805463062,0.805445903,0.805399346,0.805253528,0.805158553,0.805054081,0.804880058,0.804706035,Pakistan,biomass +22,10,3,0.992818978,0.992818995,0.992818995,0.992906012,0.992988519,0.993069966,0.993147175,0.993918888,0.994525866,0.995015655,0.995420947,0.995421851,0.995422418,0.995422703,0.995422761,0.99542258,0.995422174,0.995421623,0.995420848,0.99541995,0.995419052,Pakistan,FiberCrop +22,10,4,0.499802468,0.499802148,0.49980055,0.509579756,0.517731451,0.524590375,0.530369577,0.530418277,0.530343214,0.530262677,0.530173907,0.530115804,0.530046215,0.529970364,0.52988585,0.529801376,0.529711774,0.52962268,0.52953076,0.529433711,0.529336662,Pakistan,MiscCrop +22,10,5,0.28498796,0.284988395,0.28498795,0.280357779,0.276665753,0.273441107,0.270579443,0.266430649,0.263062172,0.26021368,0.257796481,0.257708977,0.257605388,0.25749039,0.257374989,0.257266567,0.257166308,0.257070697,0.256976142,0.256886292,0.256796442,Pakistan,OilCrop +22,10,6,0.319458368,0.319458293,0.319458503,0.321770563,0.3236569,0.325156187,0.326354672,0.321852385,0.317722139,0.314076411,0.310714653,0.310736887,0.310723865,0.310688029,0.310620699,0.310544213,0.310447355,0.310347181,0.310232869,0.310117844,0.310002819,Pakistan,OtherGrain +22,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,10,8,0.704270264,0.704269757,0.704269545,0.716947024,0.727930918,0.737482226,0.74591838,0.75090673,0.755505517,0.759807919,0.763743851,0.763743405,0.763739374,0.763734551,0.76372759,0.763720586,0.763712185,0.763705314,0.763697284,0.763687164,0.763677044,Pakistan,Root_Tuber +22,10,9,0.752112296,0.752112738,0.752113058,0.766411055,0.779167787,0.790484817,0.800540662,0.806161492,0.811452654,0.816433045,0.821114729,0.822381039,0.82363493,0.824876314,0.826044815,0.827080923,0.828047438,0.828884435,0.829593032,0.830233211,0.83087339,Pakistan,SugarCrop +22,10,10,0.832403279,0.832403352,0.83240354,0.828460986,0.825245135,0.822587637,0.8203212,0.818740819,0.817396414,0.816233622,0.815187761,0.815163317,0.815125088,0.815074637,0.815015736,0.814955755,0.814891363,0.814826606,0.814757716,0.814687243,0.81461677,Pakistan,Wheat +22,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,11,1,0.391935973,0.391936647,0.391936569,0.39662167,0.401358858,0.405833608,0.410215465,0.423548964,0.434989492,0.444908162,0.453594044,0.453533486,0.453455399,0.453359808,0.453262039,0.453165462,0.453064268,0.452968927,0.452874176,0.452777567,0.452680958,Pakistan,Corn +22,11,2,0,0,0,0,0.546393289,0.55821483,0.568794072,0.57485498,0.576093191,0.578240428,0.583456371,0.585124231,0.585643338,0.584888077,0.584238796,0.583673221,0.583082112,0.582691256,0.582397025,0.582102533,0.581808041,Pakistan,biomass +22,11,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop +22,11,4,0.225376534,0.225377268,0.2253774,0.233118957,0.239552297,0.245075449,0.249796403,0.250157724,0.250427804,0.250695727,0.25095723,0.25091507,0.250865072,0.250809394,0.250749563,0.250686893,0.250620979,0.250556837,0.250488546,0.250417125,0.250345704,Pakistan,MiscCrop +22,11,5,0.125132608,0.125132641,0.125132371,0.122602888,0.120437136,0.118573678,0.116955794,0.114499045,0.112553615,0.110931067,0.10957824,0.10957754,0.109576666,0.109575541,0.10957438,0.109573646,0.109571998,0.109571334,0.109570707,0.109569286,0.109567865,Pakistan,OilCrop +22,11,6,0.123006116,0.123006467,0.123005986,0.126619935,0.129551171,0.13198816,0.134048689,0.131632532,0.129468026,0.127517007,0.125721459,0.125739578,0.125729149,0.125698776,0.125643122,0.125577664,0.125496555,0.125411216,0.1253156,0.125218397,0.125121194,Pakistan,OtherGrain +22,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice +22,11,8,0.284361218,0.284359425,0.284359459,0.297088682,0.308675484,0.319198824,0.328864983,0.334742874,0.34028187,0.345570032,0.350503421,0.350502855,0.350501608,0.350499394,0.350498355,0.350496199,0.350494256,0.350491352,0.350489667,0.350487365,0.350485063,Pakistan,Root_Tuber +22,11,9,0.431666012,0.431664299,0.431664113,0.451066105,0.469165614,0.485939824,0.501446958,0.510384828,0.518981063,0.527235841,0.535145906,0.537303992,0.539452932,0.541594099,0.54362155,0.545429589,0.547124597,0.54860124,0.549858858,0.551001765,0.552144672,Pakistan,SugarCrop +22,11,10,0.535532378,0.535532786,0.535530615,0.528730693,0.523388055,0.519098126,0.515546443,0.512960117,0.510801262,0.50896329,0.507339482,0.507338536,0.507334651,0.507331827,0.507327071,0.507323263,0.507320837,0.507314773,0.507310848,0.507305304,0.50729976,Pakistan,Wheat +22,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb +22,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass +22,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit +22,12,1,0.3249524,0.324952382,0.324952422,0.329279213,0.333660082,0.337806167,0.341877457,0.354324456,0.36507854,0.374460039,0.382718853,0.382659806,0.382583788,0.38249261,0.382397506,0.382302371,0.382204596,0.382110944,0.382017918,0.381921525,0.381825132,Pakistan,Corn +22,12,2,0,0,0,0,0.45744014,0.469218946,0.47987049,0.485990208,0.487203258,0.489358549,0.494665888,0.49629509,0.497858699,0.499125387,0.498429671,0.497825192,0.497203447,0.49668242,0.496372615,0.496063357,0.495754099,Pakistan,biomass +22,12,3,0.931495819,0.93149626,0.931496488,0.932245158,0.932986498,0.933720288,0.934419875,0.941422627,0.946996627,0.95153754,0.955325176,0.955325073,0.955325075,0.955325024,0.955325065,0.955325028,0.955325087,0.955325011,0.955325013,0.955325078,0.955325143,Pakistan,FiberCrop +22,12,4,0.240541192,0.240540875,0.2405411,0.247982839,0.254180134,0.259570567,0.264194678,0.264387387,0.264565995,0.264656183,0.264736255,0.264677291,0.264608474,0.264530721,0.264443768,0.26435639,0.264262689,0.264168252,0.26407038,0.263966026,0.263861672,Pakistan,MiscCrop +22,12,5,0.13174463,0.131744477,0.131744727,0.129056536,0.126794574,0.124847234,0.123156899,0.120588963,0.118511064,0.116813922,0.115399612,0.115399175,0.115399942,0.115399303,0.115399027,0.115399166,0.11539861,0.115398969,0.115398714,0.115398421,0.115398128,Pakistan,OilCrop +22,12,6,0.252706421,0.252706505,0.252706607,0.266203048,0.277663085,0.287557537,0.296019697,0.295362786,0.294748444,0.294120171,0.293468891,0.293499987,0.293479447,0.293425306,0.293325528,0.293208546,0.293063705,0.292912704,0.292742855,0.292569153,0.292395451,Pakistan,OtherGrain +22,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice 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+23,7,9,0.996244939,0.996245528,0.996244609,0.996327199,0.996405596,0.996480798,0.996552877,0.996625075,0.996694283,0.996759237,0.996821529,0.996821446,0.996821329,0.996821212,0.996821038,0.996820883,0.996820714,0.996820522,0.996820337,0.996820115,0.996819893,Russia,SugarCrop +23,7,10,0.01105985,0.011059858,0.011059857,0.010900734,0.010752795,0.010607474,0.010459749,0.010357081,0.010258218,0.010163743,0.010068544,0.010065285,0.010058521,0.010048654,0.010036443,0.010023582,0.010008703,0.009992738,0.00997528,0.009957453,0.009939626,Russia,Wheat +23,7,11,0.137516315,0.137516026,0.137516015,0.137527396,0.137532683,0.137536805,0.137541025,0.137562411,0.137580964,0.137546134,0.137561594,0.137569537,0.137575013,0.137577749,0.137579072,0.137578388,0.13757631,0.137572907,0.137567926,0.137561525,0.137555124,Russia,FodderHerb +23,7,12,0.088596071,0.088596202,0.088594666,0.088594731,0.088594624,0.088594764,0.088594821,0.088594718,0.088594728,0.088594671,0.088594635,0.088594397,0.088594619,0.088594417,0.088594631,0.088594785,0.088594766,0.088594476,0.088594624,0.088594716,0.088594808,Russia,FodderGrass +23,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +23,8,1,0.095921721,0.09592189,0.09592164,0.095472681,0.095305043,0.095168522,0.095029898,0.094985125,0.094927541,0.094827233,0.094761217,0.094712493,0.094647236,0.094566262,0.094481748,0.094395858,0.094304554,0.094214269,0.094122841,0.09403082,0.093938799,Russia,Corn +23,8,2,0,0,0,0,0.011325906,0.011373153,0.011404648,0.011431029,0.011453957,0.011467051,0.011418986,0.011456549,0.011452679,0.011390276,0.011309075,0.011210897,0.011115358,0.011028566,0.010984069,0.011015581,0.011047093,Russia,biomass +23,8,3,0.795669674,0.795670798,0.795667154,0.795667314,0.79566736,0.795667396,0.795666655,0.795667,0.795667123,0.795666973,0.795667192,0.795667649,0.795667183,0.795667265,0.795666893,0.795667261,0.795667279,0.795667321,0.79566694,0.795666753,0.795666566,Russia,FiberCrop +23,8,4,0.147826703,0.147826878,0.147826893,0.146893317,0.145963975,0.145093415,0.144227117,0.143473992,0.142724045,0.141976021,0.141285723,0.14128391,0.141283121,0.141281028,0.141279576,0.141278199,0.141276662,0.141274644,0.141273482,0.141270995,0.141268508,Russia,MiscCrop +23,8,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop +23,8,6,0.01027677,0.010276784,0.010276754,0.010120917,0.009983469,0.009850626,0.009726031,0.009688716,0.009648941,0.009612777,0.00957135,0.00957477,0.009575114,0.009573217,0.009568503,0.009562589,0.009554608,0.009545644,0.009535555,0.009525172,0.009514789,Russia,OtherGrain +23,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice +23,8,8,0.13769487,0.137695031,0.137695024,0.137692188,0.137689104,0.137685684,0.137681927,0.137681067,0.137680295,0.137679315,0.137677588,0.137677536,0.137677035,0.137676173,0.137675118,0.137674532,0.137673289,0.137672738,0.137671016,0.137670175,0.137669334,Russia,Root_Tuber +23,8,9,0.18421554,0.184215221,0.184215489,0.184158148,0.184133209,0.184105786,0.184077997,0.184055585,0.184030691,0.184004218,0.183976638,0.183972629,0.183967508,0.183960797,0.183952864,0.183945057,0.183935899,0.183926914,0.183917467,0.183906152,0.183894837,Russia,SugarCrop +23,8,10,0.018250505,0.018250463,0.01825048,0.018034156,0.017835747,0.01764526,0.017454809,0.017299193,0.017151482,0.017011843,0.016872582,0.016870884,0.016867455,0.016862394,0.016856208,0.016849688,0.016842177,0.016834151,0.016825405,0.016816494,0.016807583,Russia,Wheat 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+23,15,6,0.008058353,0.008058362,0.008058344,0.007893755,0.007748185,0.007614048,0.007487447,0.007398475,0.007312025,0.007229179,0.007149521,0.007151845,0.007152038,0.007150784,0.007147691,0.007143712,0.0071384,0.007132371,0.007125596,0.007118649,0.007111702,Russia,OtherGrain +23,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice +23,15,8,0.043021127,0.043021129,0.043021314,0.043021071,0.043020798,0.043020496,0.043020548,0.043020253,0.043020237,0.04302038,0.043020173,0.04302021,0.043019922,0.043020201,0.04302011,0.043020104,0.043019777,0.043019805,0.043019585,0.043019736,0.043019887,Russia,Root_Tuber +23,15,9,0.315253411,0.315253447,0.315253419,0.315170639,0.315134439,0.315096297,0.315055909,0.315023667,0.314987247,0.314949566,0.314909654,0.314904701,0.314896566,0.314887245,0.314875739,0.3148646,0.314851578,0.314838449,0.314824214,0.314808658,0.314793102,Russia,SugarCrop +23,15,10,0.004430945,0.004430921,0.004430907,0.004378279,0.004330036,0.004283785,0.004237638,0.004199523,0.004163399,0.004129268,0.004095259,0.00409489,0.004094137,0.004093029,0.004091662,0.004090231,0.004088614,0.004086855,0.004084928,0.004082987,0.004081046,Russia,Wheat +23,15,11,0.07508606,0.075085955,0.075085927,0.075092808,0.075095613,0.075097731,0.075100051,0.075111958,0.075122297,0.07510145,0.075110129,0.075114548,0.075117624,0.075119124,0.075119832,0.075119605,0.075118249,0.075116399,0.07511362,0.075110214,0.075106808,Russia,FodderHerb +23,15,12,0.032809515,0.032809467,0.032809666,0.03280964,0.032809718,0.032809711,0.03280968,0.032809703,0.032809707,0.032809548,0.032809665,0.032809679,0.032809716,0.032809545,0.032809683,0.032809781,0.032809698,0.032809734,0.032809694,0.032809665,0.032809636,Russia,FodderGrass +23,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +23,16,1,0.16259729,0.162603329,0.162604833,0.162202188,0.162051711,0.161929715,0.161804713,0.161763709,0.161713116,0.161597135,0.161537259,0.161492959,0.161434538,0.161362035,0.161284684,0.161207132,0.161124464,0.161042792,0.160960934,0.160876831,0.160792728,Russia,Corn +23,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass +23,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop +23,16,4,0.039148736,0.039143065,0.039146058,0.038558868,0.037996114,0.037456758,0.036940328,0.036507774,0.036095152,0.03570201,0.035327718,0.035327251,0.035326589,0.035325947,0.035325157,0.0353244,0.035323574,0.035322773,0.035321931,0.035321012,0.035320093,Russia,MiscCrop +23,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop +23,16,6,0.006339222,0.006338689,0.006338772,0.006268895,0.006203656,0.006143866,0.006086661,0.006074498,0.006061496,0.006045605,0.006031967,0.006033182,0.006033281,0.006032627,0.006030985,0.00602894,0.006026159,0.006023025,0.006019483,0.00601586,0.006012237,Russia,OtherGrain +23,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice +23,16,8,0.072188814,0.07218779,0.072186793,0.072186384,0.072186177,0.072185466,0.0721849,0.072184763,0.072184822,0.072184588,0.07218439,0.072184305,0.072184557,0.072184297,0.072184338,0.07218384,0.072183843,0.072183656,0.072183184,0.072183246,0.072183308,Russia,Root_Tuber +23,16,9,0.045737123,0.045739762,0.045742594,0.045727072,0.045720396,0.045713278,0.045705877,0.045699836,0.045693412,0.045686461,0.045679237,0.045678351,0.045676907,0.045675183,0.045673172,0.045671142,0.0456688,0.045666467,0.045663946,0.045661305,0.045658664,Russia,SugarCrop +23,16,10,0.012440601,0.012439929,0.012440318,0.012298638,0.012169124,0.012045309,0.011922157,0.011817303,0.011718031,0.011624506,0.011531339,0.011530671,0.011529373,0.011527429,0.011524976,0.011522474,0.011519604,0.011516458,0.011513114,0.011509619,0.011506124,Russia,Wheat +23,16,11,0.162105168,0.162108106,0.162104812,0.162118069,0.1621238,0.162129024,0.162133401,0.162158099,0.162178783,0.162139423,0.162157452,0.162166405,0.162172486,0.162175746,0.16217682,0.162175891,0.162174021,0.162168758,0.162163906,0.162156652,0.162149398,Russia,FodderHerb +23,16,12,0.149731199,0.149732969,0.149701411,0.149701925,0.14970151,0.149700959,0.149701148,0.149701796,0.149701363,0.149701216,0.149701927,0.149701874,0.149701786,0.14970089,0.149701258,0.149700996,0.149701734,0.149701187,0.149701382,0.149701119,0.149700856,Russia,FodderGrass +23,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit +24,1,1,0.02718526,0.027189112,0.027178117,0.027134017,0.027115287,0.027099134,0.027082468,0.027077054,0.027070185,0.027062451,0.027054495,0.027048709,0.027040949,0.027031271,0.027021105,0.027010766,0.026999792,0.026988802,0.026977656,0.026966316,0.026954976,South Africa,Corn +24,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass +24,1,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,1,4,0.885781874,0.885782078,0.885782939,0.886964421,0.888091148,0.889207293,0.890313402,0.891287356,0.892253039,0.893210598,0.894118946,0.8941153,0.894111612,0.894107093,0.894102334,0.894097194,0.894091845,0.894086661,0.894081195,0.894075049,0.894068903,South Africa,MiscCrop +24,1,5,0.079453592,0.079453265,0.07945386,0.077550684,0.076273121,0.075203322,0.074290368,0.073904116,0.073513935,0.073155424,0.072829166,0.07270183,0.072551118,0.072379742,0.072206064,0.072043864,0.071888747,0.071741025,0.071592313,0.071449738,0.071307163,South Africa,OilCrop +24,1,6,0.21422047,0.214217758,0.214221223,0.213902127,0.213579308,0.213254022,0.212926156,0.212471537,0.21208832,0.211703717,0.211317354,0.211322131,0.211322528,0.211320618,0.211314664,0.211307104,0.211296811,0.211284702,0.211271569,0.211257669,0.211243769,South Africa,OtherGrain +24,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,1,8,0.47368421,0.473676761,0.47367766,0.475577807,0.477419498,0.479256537,0.480973508,0.48300338,0.484995761,0.486981062,0.488835772,0.488820322,0.488778505,0.488729093,0.488655411,0.488584663,0.488501213,0.488418776,0.488325853,0.488221986,0.488118119,South Africa,Root_Tuber +24,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,1,10,0.45273213,0.452731976,0.452732067,0.452846898,0.452839412,0.452778973,0.452665873,0.452519532,0.452352263,0.452173998,0.451977189,0.451936732,0.45185465,0.451736783,0.45159113,0.451438205,0.451262697,0.451074734,0.450868545,0.450657535,0.450446525,South Africa,Wheat +24,1,11,0.317060367,0.317066222,0.317066768,0.317084494,0.317091542,0.31709706,0.317102143,0.317132359,0.317158131,0.3171805,0.317202299,0.317212413,0.317220705,0.317225349,0.317226471,0.317225414,0.31722174,0.317217782,0.317211005,0.31720213,0.317193255,South Africa,FodderHerb +24,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,2,1,0.504386105,0.504382214,0.504386193,0.504283921,0.504246543,0.50421482,0.504182395,0.504172122,0.50415897,0.504144222,0.504129756,0.504119004,0.504105307,0.504086942,0.504068343,0.504048486,0.504028116,0.504007538,0.503985288,0.503963831,0.503942374,South Africa,Corn +24,2,2,0,0,0,0,0.163245472,0.164793376,0.166107866,0.170121852,0.170901977,0.171609732,0.172675844,0.172935027,0.173327869,0.173507609,0.173691033,0.173390311,0.172856301,0.172358834,0.171972561,0.171647062,0.171321563,South Africa,biomass +24,2,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,2,4,0.977739286,0.977737399,0.977738443,0.978197414,0.978628506,0.979042287,0.979439248,0.979578633,0.979708109,0.97983675,0.979964449,0.979963522,0.97996233,0.979961162,0.979959772,0.979958392,0.97995695,0.979955444,0.979953943,0.979952311,0.979950679,South Africa,MiscCrop +24,2,5,0.117473094,0.117472727,0.117472996,0.115248049,0.113632173,0.112296261,0.111142067,0.111493175,0.111801274,0.112067287,0.112292466,0.112227363,0.112150821,0.112063932,0.111976328,0.111895326,0.111817848,0.111744348,0.111671116,0.111601105,0.111531094,South Africa,OilCrop +24,2,6,0.102660879,0.102661194,0.1026602,0.102762567,0.102658312,0.102555996,0.102385187,0.116085207,0.137647064,0.176911492,0.273511565,0.273607427,0.273609933,0.273549079,0.273405764,0.273228759,0.272992576,0.272730829,0.27243198,0.272128302,0.271824624,South Africa,OtherGrain +24,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,2,8,0.48741693,0.487411437,0.487424883,0.475753384,0.465043704,0.455112995,0.445854121,0.436939601,0.428686687,0.420888577,0.4136476,0.413639737,0.413620361,0.413597677,0.413563064,0.413531949,0.413492542,0.413454321,0.413412616,0.413364216,0.413315816,South Africa,Root_Tuber +24,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop +24,2,10,0.281280385,0.281281172,0.281281502,0.28155472,0.281800076,0.282032557,0.282256257,0.282221185,0.282181538,0.282139124,0.282094092,0.282084526,0.282065251,0.28203762,0.282005043,0.281968748,0.281928843,0.281886079,0.281838651,0.281791128,0.281743605,South Africa,Wheat +24,2,11,0.439265055,0.439458688,0.439248432,0.439266963,0.439274906,0.439281279,0.439286867,0.439318602,0.439347531,0.439372828,0.439396507,0.439407302,0.439415526,0.43941874,0.439421307,0.439420008,0.439416561,0.439411396,0.439403914,0.439394879,0.439385844,South Africa,FodderHerb +24,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,3,1,0.666168008,0.666167384,0.666167866,0.666131969,0.66611731,0.666104512,0.666091715,0.666087711,0.666082453,0.66607671,0.666070616,0.666066217,0.666060343,0.666053281,0.666045439,0.666037769,0.666029235,0.666020703,0.666012714,0.666004134,0.665995554,South Africa,Corn +24,3,2,0,0,0,0,0.183021768,0.184375294,0.18556369,0.190059245,0.190776102,0.191442209,0.192482133,0.192548444,0.192826641,0.192954256,0.193084813,0.192706234,0.192092114,0.191528275,0.191090212,0.190719117,0.190348022,South Africa,biomass +24,3,3,0.798211631,0.7982106,0.798212925,0.799920436,0.801522385,0.803106838,0.804669535,0.805525097,0.806381979,0.807238463,0.808090091,0.808151747,0.80819256,0.808215578,0.808223426,0.808218713,0.808198023,0.808165898,0.808122064,0.80807035,0.808018636,South Africa,FiberCrop +24,3,4,0.996087703,0.996087503,0.996087858,0.996145023,0.996201305,0.996255108,0.996306519,0.996344754,0.996382559,0.996418404,0.996453862,0.996453688,0.996453527,0.996453337,0.996453102,0.996452891,0.996452675,0.996452428,0.996452196,0.996451946,0.996451696,South Africa,MiscCrop +24,3,5,0.058673229,0.058673052,0.058673108,0.057199087,0.056059526,0.055143619,0.054350954,0.054142462,0.053956055,0.053792371,0.053651882,0.053626242,0.053596104,0.053561906,0.053527603,0.053495805,0.053465423,0.053436749,0.053407894,0.053380487,0.05335308,South Africa,OilCrop +24,3,6,0.079628917,0.07962975,0.079630384,0.079460445,0.079246221,0.079019976,0.078783788,0.081299865,0.084287739,0.08787216,0.092297595,0.092317788,0.092319014,0.09230746,0.092279173,0.092243996,0.092196647,0.092143683,0.092083638,0.092022292,0.091960946,South Africa,OtherGrain +24,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,3,8,0.861395608,0.861395493,0.861396954,0.85681065,0.852421685,0.84819972,0.844163842,0.840114396,0.836214548,0.832479379,0.828860109,0.828859174,0.828856034,0.828852275,0.828846444,0.828841196,0.828834936,0.828828796,0.828821467,0.82881393,0.828806393,South Africa,Root_Tuber +24,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop +24,3,10,0.179803118,0.179802779,0.179802635,0.180049937,0.180293671,0.180536197,0.180777379,0.180773558,0.180768835,0.180763674,0.180757587,0.180756429,0.180754231,0.180750767,0.180746444,0.18074225,0.180737233,0.180731732,0.180725942,0.180719966,0.18071399,South Africa,Wheat +24,3,11,0.260039045,0.26004013,0.260037992,0.260052527,0.260058516,0.260063351,0.260068413,0.260093105,0.260114896,0.260134438,0.260152324,0.260161621,0.260168048,0.260171507,0.260173231,0.26017256,0.260169355,0.260165415,0.260159831,0.260152906,0.260145981,South Africa,FodderHerb +24,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,4,1,0.119026818,0.119026816,0.119027367,0.118996141,0.118983088,0.118971866,0.118959949,0.11895637,0.118951553,0.118946074,0.118940513,0.118936688,0.118931158,0.118924386,0.118917593,0.11891024,0.118902713,0.118895026,0.118887058,0.118879273,0.118871488,South Africa,Corn +24,4,2,0,0,0,0,0.074192065,0.074728494,0.075218229,0.075146534,0.075765128,0.076962132,0.077871427,0.077519537,0.076976777,0.076394448,0.075816838,0.075264674,0.074736859,0.074237396,0.073768003,0.073330607,0.072893211,South Africa,biomass +24,4,3,1,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,FiberCrop +24,4,4,0.96364856,0.963648285,0.963647222,0.963980038,0.964309306,0.964635456,0.964958796,0.965280915,0.965599714,0.965901342,0.966200184,0.966198991,0.966197214,0.96619545,0.966193345,0.966191341,0.966189251,0.966187095,0.96618491,0.966182308,0.966179706,South Africa,MiscCrop +24,4,5,0.097449271,0.09744982,0.097449506,0.094072179,0.091536814,0.08941993,0.087618696,0.085647674,0.083813861,0.082114702,0.080545787,0.080456194,0.080351569,0.080232865,0.080114915,0.080005794,0.079902736,0.079805852,0.0797089,0.07961746,0.07952602,South Africa,OilCrop +24,4,6,0.015019307,0.015015949,0.015013271,0.014908196,0.014788518,0.014665377,0.014546033,0.012897222,0.011151776,0.009301441,0.007327029,0.007329643,0.007329668,0.007327987,0.007324016,0.007319117,0.007312605,0.00730538,0.007297182,0.007288814,0.007280446,South Africa,OtherGrain +24,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,4,8,0.011517906,0.011517525,0.011502978,0.01150229,0.011501353,0.011500429,0.011499402,0.011499218,0.011498921,0.011498543,0.011498061,0.011498019,0.01149788,0.011497661,0.011497386,0.011497085,0.011496756,0.011496399,0.011496052,0.011495646,0.01149524,South Africa,Root_Tuber +24,4,9,0.189241263,0.189241418,0.189242668,0.189232707,0.189228317,0.189223643,0.18921865,0.189214753,0.189210182,0.189205813,0.18920131,0.189200341,0.189199906,0.189198519,0.189197348,0.189195612,0.189194512,0.189192676,0.189191541,0.189189338,0.189187135,South Africa,SugarCrop +24,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat +24,4,11,0.045460889,0.045459095,0.045461034,0.045464442,0.045465806,0.045467095,0.045468192,0.045474226,0.045479083,0.045483686,0.04548793,0.045490112,0.045491688,0.045492356,0.045492635,0.045492628,0.04549197,0.045490981,0.045489592,0.045487947,0.045486302,South Africa,FodderHerb +24,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,5,1,0.014209265,0.014213762,0.014212052,0.014209074,0.014207783,0.014206723,0.0142056,0.014205226,0.014204773,0.014204253,0.014203734,0.01420334,0.014202812,0.014202158,0.014201491,0.014200778,0.01420004,0.014199289,0.014198532,0.014197775,0.014197018,South Africa,Corn +24,5,2,0,0,0,0,0.022254416,0.022254379,0.022254369,0.022254384,0.022378396,0.022522395,0.022667345,0.022541801,0.022369081,0.022197636,0.021999265,0.021812,0.021644905,0.021488003,0.021341312,0.02124125,0.021141188,South Africa,biomass +24,5,3,1,0.999999999,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,South Africa,FiberCrop +24,5,4,0.076309219,0.076308392,0.076311671,0.077422638,0.078547227,0.079654677,0.080775442,0.081915344,0.083067998,0.084201667,0.085349149,0.085346223,0.085342661,0.085339393,0.08533467,0.085330266,0.085325526,0.085320784,0.085315813,0.085310534,0.085305255,South Africa,MiscCrop +24,5,5,0.00203768,0.002037804,0.002038381,0.00201902,0.002005147,0.001993973,0.00198454,0.001987181,0.001989806,0.001992443,0.001994239,0.001993566,0.001992773,0.001991883,0.001990983,0.001990158,0.001989362,0.001988613,0.001987863,0.001987143,0.001986423,South Africa,OilCrop +24,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,OtherGrain +24,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Root_Tuber +24,5,9,0.065601615,0.065601885,0.065601886,0.065595716,0.065592977,0.065590316,0.06558716,0.065585011,0.065582365,0.065579645,0.065576763,0.065576402,0.065575785,0.065575022,0.065574382,0.065573548,0.065572743,0.065571588,0.065570675,0.065569679,0.065568683,South Africa,SugarCrop +24,5,10,0.11109645,0.111094527,0.111089288,0.111261331,0.111433747,0.11160639,0.111779259,0.111779266,0.111779233,0.111779423,0.11177937,0.111779407,0.111779317,0.111779305,0.111779084,0.111779228,0.111779463,0.111779463,0.11177941,0.111779117,0.111778824,South Africa,Wheat +24,5,11,0.008804553,0.008802478,0.008805031,0.008805772,0.008806045,0.008806305,0.008806539,0.008807792,0.00880887,0.00880983,0.008810763,0.008811201,0.008811498,0.008811674,0.008811767,0.008811722,0.008811612,0.0088114,0.008811118,0.008810751,0.008810384,South Africa,FodderHerb +24,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,6,1,0.717532726,0.717530605,0.717532734,0.717502406,0.717489836,0.717479868,0.717468347,0.717464986,0.717460535,0.717455691,0.7174499,0.717446364,0.717441376,0.71743474,0.717427498,0.717420832,0.717413495,0.71740597,0.717398177,0.717390683,0.717383189,South Africa,Corn +24,6,2,0,0,0,0,0.017295555,0.017415558,0.017520951,0.01771565,0.018034423,0.018191148,0.018272185,0.018150658,0.017985328,0.017814525,0.017652981,0.017506564,0.017374657,0.017250216,0.017133618,0.017024999,0.01691638,South Africa,biomass +24,6,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,6,4,0.853231573,0.853230957,0.853231244,0.854418561,0.855595271,0.856763243,0.857868911,0.858976411,0.860074761,0.861165574,0.862196011,0.862188629,0.862179812,0.862170237,0.862159189,0.862147877,0.862135929,0.862123723,0.862110784,0.862097442,0.8620841,South Africa,MiscCrop +24,6,5,0.005825454,0.005825256,0.005825344,0.005719962,0.005640056,0.005573172,0.005518723,0.005535778,0.005550451,0.005565172,0.00557755,0.005575828,0.005573777,0.005571444,0.005569087,0.005566867,0.005564764,0.005562744,0.005560727,0.005558783,0.005556839,South Africa,OilCrop +24,6,6,0.016762148,0.016763205,0.016758122,0.016760783,0.016745919,0.016735759,0.016723186,0.017010846,0.017315696,0.01765561,0.018032007,0.018035512,0.018035665,0.018033535,0.018028471,0.018021972,0.018013456,0.018003934,0.017993036,0.017981828,0.01797062,South Africa,OtherGrain +24,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,6,8,0.141044467,0.141046877,0.1410434,0.141032229,0.141015849,0.140999956,0.140982131,0.140979549,0.140973473,0.140967665,0.140959483,0.140958412,0.140955119,0.140951939,0.140946299,0.140941979,0.140935946,0.140929493,0.1409226,0.140915634,0.140908668,South Africa,Root_Tuber +24,6,9,0.035863315,0.035863311,0.035863265,0.035861489,0.035860636,0.035859665,0.035858786,0.035858032,0.035857117,0.035856345,0.03585538,0.03585536,0.035855115,0.035854879,0.035854583,0.035854373,0.035854115,0.035853877,0.035853456,0.035853134,0.035852812,South Africa,SugarCrop +24,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat +24,6,11,0.061423403,0.061423079,0.061422693,0.061428562,0.061430888,0.061432925,0.061434804,0.061444498,0.061452983,0.06146055,0.061467526,0.061471157,0.061473539,0.06147485,0.061475335,0.061475174,0.06147411,0.061472524,0.061470337,0.061467607,0.061464877,South Africa,FodderHerb +24,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,7,1,0.103841982,0.103842021,0.103841813,0.103731406,0.103684311,0.103644048,0.10360258,0.103588777,0.103571904,0.103552969,0.103532667,0.103518052,0.103499249,0.103475131,0.103449354,0.10342405,0.103396387,0.103369153,0.103341408,0.103312775,0.103284142,South Africa,Corn +24,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass +24,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,7,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop +24,7,5,0.079436648,0.07943601,0.079436544,0.076905396,0.075122564,0.073622654,0.0723474,0.071303223,0.070325025,0.069387002,0.068545706,0.068424033,0.068280341,0.068116488,0.06795066,0.067795332,0.067646695,0.067504518,0.067362325,0.06722584,0.067089355,South Africa,OilCrop +24,7,6,0.126190626,0.126191522,0.126191167,0.125835237,0.125465109,0.125074924,0.124664976,0.124499595,0.124308859,0.124110094,0.123898661,0.123934637,0.123939285,0.123922295,0.123877183,0.123820095,0.12374181,0.123652922,0.123551825,0.123448219,0.123344613,South Africa,OtherGrain +24,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,7,8,0.754142408,0.754142775,0.754142448,0.754088703,0.754018046,0.753946579,0.753789973,0.753775131,0.753750557,0.75372407,0.753690014,0.753684928,0.753672207,0.75365662,0.753634413,0.753612665,0.753587364,0.753561527,0.753532913,0.75350091,0.753468907,South Africa,Root_Tuber +24,7,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,SugarCrop +24,7,10,0.162691198,0.162691345,0.16269096,0.162725561,0.162680906,0.162602698,0.162490404,0.162395855,0.162289547,0.162175566,0.162048456,0.162022246,0.16197063,0.161894763,0.161801413,0.161703214,0.161591772,0.161470933,0.161339085,0.161205007,0.161070929,South Africa,Wheat +24,7,11,0.347975478,0.347975488,0.347975939,0.347993686,0.348001052,0.348007481,0.348012947,0.348044029,0.348071054,0.348095161,0.3481174,0.348128879,0.348136007,0.348141115,0.348142183,0.348141774,0.348138737,0.348133257,0.348126488,0.348117804,0.34810912,South Africa,FodderHerb +24,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,8,1,0.03232911,0.032328951,0.032329022,0.03230245,0.032291141,0.032281583,0.032271549,0.032268401,0.032264331,0.032259635,0.032254942,0.032251548,0.032246901,0.032241217,0.03223511,0.032228933,0.032222493,0.032216015,0.032209368,0.032202661,0.032195954,South Africa,Corn +24,8,2,0,0,0,0,0.044359018,0.044725503,0.045045443,0.045733047,0.046457337,0.046863256,0.047085422,0.046812024,0.046406481,0.04596155,0.045540438,0.045151553,0.044775297,0.04443413,0.044129334,0.043917882,0.04370643,South Africa,biomass +24,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,8,4,0.999764037,0.999764005,0.999764141,0.999767092,0.999769903,0.999772678,0.999775322,0.999777558,0.99977977,0.999781864,0.999783937,0.999783928,0.999783917,0.999783906,0.999783892,0.99978388,0.999783865,0.999783851,0.999783836,0.99978382,0.999783804,South Africa,MiscCrop +24,8,5,0.051591979,0.051591712,0.051591699,0.050316716,0.049337291,0.048516391,0.047844243,0.047337477,0.046853921,0.046413725,0.045997285,0.045968961,0.045935765,0.04589809,0.045859973,0.045824784,0.045791297,0.045759118,0.045727065,0.045696667,0.045666269,South Africa,OilCrop +24,8,6,0.152111411,0.152111799,0.15211169,0.152175165,0.152206922,0.152174002,0.152190359,0.155411994,0.158916231,0.16266059,0.166778798,0.16679044,0.166790903,0.166783698,0.166765618,0.166743334,0.166712885,0.166679591,0.166641895,0.16660353,0.166565165,South Africa,OtherGrain +24,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,8,8,0.884287041,0.884287351,0.884286902,0.884150289,0.884012406,0.883874117,0.88378124,0.883646358,0.883509469,0.883418063,0.883326744,0.883326672,0.883325688,0.883324628,0.883323497,0.883322493,0.883321731,0.883320055,0.883319004,0.883317217,0.88331543,South Africa,Root_Tuber +24,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,8,10,0.132801348,0.132801903,0.132801646,0.132877416,0.132906612,0.132916759,0.132911236,0.132854874,0.132791694,0.132725009,0.132651729,0.132636759,0.132606488,0.132563208,0.13250967,0.132452748,0.132388561,0.132320151,0.132245826,0.132169881,0.132093936,South Africa,Wheat +24,8,11,0.266897356,0.266896992,0.266897677,0.266912241,0.266918161,0.266923271,0.266927776,0.266953173,0.266975122,0.266995537,0.267013579,0.267022656,0.267029549,0.267032708,0.267034097,0.267034095,0.267030832,0.267027261,0.267020542,0.267013553,0.267006564,South Africa,FodderHerb +24,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,9,1,0.059810907,0.059811011,0.059811088,0.059752,0.059726874,0.059705606,0.059683321,0.059676222,0.059667158,0.059656884,0.059646263,0.059638709,0.059628414,0.059615791,0.059602233,0.05958869,0.059574178,0.059559561,0.059545061,0.059530122,0.059515183,South Africa,Corn +24,9,2,0,0,0,0,0.085251886,0.085913223,0.086493391,0.086735713,0.087413703,0.088316116,0.088887658,0.088559604,0.087994176,0.087358215,0.086761877,0.086153441,0.085567125,0.085009316,0.084483703,0.084331272,0.084178841,South Africa,biomass +24,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,9,4,0.99829692,0.99829697,0.998296903,0.998324023,0.998350702,0.99837623,0.998400668,0.998416562,0.998432285,0.998447849,0.998463249,0.998463184,0.998463107,0.998463025,0.99846293,0.998462836,0.998462735,0.998462634,0.998462531,0.998462423,0.998462315,South Africa,MiscCrop +24,9,5,0.06190677,0.061906654,0.061906628,0.060418667,0.059343434,0.05843219,0.057649041,0.057253117,0.056904394,0.056581037,0.056260919,0.056205111,0.05613958,0.056065184,0.055990586,0.055920955,0.055854754,0.055792036,0.055729293,0.055669255,0.055609217,South Africa,OilCrop +24,9,6,0.077869953,0.077869799,0.077869829,0.077843739,0.077802228,0.077753914,0.077699533,0.07759907,0.077459226,0.077317335,0.07717185,0.07718275,0.077183681,0.077178139,0.07716369,0.077145514,0.077120943,0.077093137,0.077061787,0.077029725,0.076997663,South Africa,OtherGrain +24,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,9,8,0.817268547,0.817268466,0.817269098,0.817059457,0.816844796,0.816630158,0.816480528,0.81628015,0.81607736,0.815873934,0.815734125,0.81573268,0.815729269,0.815724876,0.815718733,0.815714376,0.815706917,0.815701044,0.815694028,0.815686112,0.815678196,South Africa,Root_Tuber +24,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop +24,9,10,0.364497455,0.364496995,0.36449742,0.36478595,0.365031649,0.365260376,0.365473517,0.365422363,0.365364466,0.365303519,0.365236008,0.365222134,0.365193956,0.365153719,0.365104495,0.365052786,0.364994148,0.364930525,0.364862432,0.364792432,0.364722432,South Africa,Wheat +24,9,11,0.344172145,0.344173219,0.344171626,0.344189712,0.344196367,0.344202622,0.344207764,0.344237444,0.344262528,0.344285931,0.344305131,0.344317118,0.344324403,0.344329368,0.34432968,0.344329489,0.344326463,0.344321636,0.344314922,0.344307252,0.344299582,South Africa,FodderHerb +24,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,10,1,0.060711864,0.060712039,0.060712054,0.060697875,0.060691828,0.060686727,0.060681318,0.060679558,0.06067746,0.060674986,0.060672406,0.060670564,0.060668067,0.060665017,0.060661677,0.060658438,0.060654911,0.060651308,0.060647739,0.060644081,0.060640423,South Africa,Corn +24,10,2,0,0,0,0,0.098949853,0.099287981,0.099565747,0.099079131,0.099361624,0.099704286,0.100217325,0.100440695,0.100816542,0.101060466,0.101385405,0.10165983,0.101683027,0.10150016,0.101274026,0.101087658,0.10090129,South Africa,biomass +24,10,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop +24,10,4,0.980903535,0.980903626,0.980903615,0.981177698,0.981439561,0.981690089,0.981936869,0.982074738,0.982211285,0.982346637,0.982480837,0.98247981,0.982478419,0.982477103,0.982475491,0.982473803,0.982472168,0.982470415,0.982468562,0.982466737,0.982464912,South Africa,MiscCrop +24,10,5,0.059552851,0.059552875,0.059553103,0.058242337,0.057267895,0.056447606,0.055750173,0.055490644,0.055231842,0.055019269,0.054808134,0.054782225,0.054752104,0.054717744,0.054683545,0.05465161,0.05462161,0.054593345,0.054565092,0.054538343,0.054511594,South Africa,OilCrop +24,10,6,0.033283945,0.033283959,0.033283979,0.033258665,0.033241108,0.033206434,0.033183375,0.03281751,0.032452144,0.032076012,0.031702355,0.031707006,0.031707493,0.031705081,0.031699044,0.031691483,0.03168116,0.031669703,0.031656618,0.031643131,0.031629644,South Africa,OtherGrain +24,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,10,8,0.826824092,0.826824137,0.826824167,0.826757643,0.826690197,0.826685316,0.826617159,0.826553295,0.826488813,0.826486801,0.826485063,0.826484776,0.826483408,0.826481991,0.82648148,0.826478937,0.826477798,0.826475264,0.826473975,0.826471487,0.826468999,South Africa,Root_Tuber +24,10,9,0.895837521,0.895837364,0.895837564,0.895825069,0.89581964,0.895813857,0.895807904,0.895802978,0.895797772,0.895792256,0.895786355,0.895785703,0.895784627,0.895783233,0.895781709,0.895780085,0.895778282,0.895776235,0.895774145,0.895771989,0.895769833,South Africa,SugarCrop +24,10,10,0.32906907,0.329069528,0.329069509,0.329404648,0.329721749,0.330031211,0.330334152,0.33031276,0.330288052,0.330260796,0.330231723,0.330226129,0.330213936,0.330196907,0.330175277,0.33015281,0.33012767,0.330099602,0.330070515,0.330039923,0.330009331,South Africa,Wheat +24,10,11,0.268261591,0.26826168,0.268261551,0.268278193,0.26828407,0.268289174,0.268294236,0.268320246,0.268343789,0.268364155,0.268383485,0.268393335,0.268399996,0.268404048,0.268404961,0.268404506,0.268402055,0.26839779,0.268390875,0.26838357,0.268376265,South Africa,FodderHerb +24,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +24,11,1,0.731672556,0.731673219,0.731673003,0.731630895,0.731612828,0.731597535,0.731581441,0.73157597,0.731569903,0.73156208,0.731554859,0.731549173,0.731541817,0.731532329,0.731522466,0.731512568,0.731501825,0.731491399,0.731480774,0.731469559,0.731458344,South Africa,Corn +24,11,2,0,0,0,0,0.264481301,0.263749717,0.263036518,0.264673633,0.265110259,0.265526872,0.266980673,0.267139003,0.267333035,0.267811319,0.268462511,0.269016897,0.269557037,0.26957535,0.26958903,0.269603932,0.269618834,South Africa,biomass +24,11,3,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop +24,11,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop +24,11,5,0.077915547,0.077915794,0.077915889,0.076757757,0.075891916,0.075186168,0.074603618,0.074712105,0.074759936,0.074838292,0.074887707,0.074853055,0.074812196,0.074766019,0.074719774,0.074676824,0.074636121,0.074597383,0.0745585,0.074521782,0.074485064,South Africa,OilCrop +24,11,6,0.165980449,0.165978842,0.165979236,0.165651506,0.165313777,0.164909307,0.164555861,0.16492844,0.16529019,0.165649715,0.166004501,0.166019315,0.166020862,0.166013592,0.165995039,0.165971095,0.165938918,0.16590151,0.165859936,0.165817479,0.165775022,South Africa,OtherGrain +24,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice +24,11,8,0.946860159,0.946858196,0.946865583,0.946226315,0.945587585,0.94496252,0.944350403,0.943762879,0.943182798,0.942618571,0.942066722,0.942062461,0.942051057,0.942037456,0.942017086,0.941997778,0.941974615,0.941951713,0.941926136,0.941897364,0.941868592,South Africa,Root_Tuber +24,11,9,0.359782332,0.359783081,0.359783686,0.359759711,0.359749539,0.359739327,0.359728023,0.359718854,0.359708673,0.359698972,0.359688951,0.35968666,0.359684842,0.359682088,0.359679959,0.35967594,0.359673645,0.359669995,0.359666072,0.359661694,0.359657316,South Africa,SugarCrop +24,11,10,0.859613053,0.859614317,0.859613378,0.859766281,0.859896943,0.860019163,0.860132838,0.860107303,0.860079203,0.860048036,0.860014057,0.860006852,0.859993132,0.859973021,0.8599485,0.859921996,0.859892764,0.859860627,0.859826437,0.859791318,0.859756199,South Africa,Wheat +24,11,11,0.441149291,0.441149479,0.441149297,0.44116985,0.441178644,0.441185689,0.441192043,0.441227565,0.441257736,0.441284934,0.441310516,0.441323655,0.441332394,0.44133729,0.441339038,0.441338609,0.441334764,0.441328589,0.441320575,0.441311086,0.441301597,South Africa,FodderHerb +24,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass +24,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit +25,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,biomass +25,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop +25,1,4,0.221856123,0.221757322,0.221841835,0.223452264,0.211628075,0.198050769,0.182038181,0.173367537,0.161857123,0.148965968,0.133763983,0.120522175,0.104477285,0.086157135,0.064755806,0.041511523,0.014810099,0,0,0,0,South America_Northern,MiscCrop +25,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop +25,1,6,0.008682709,0.00867052,0.008740205,0.008450897,0.008215427,0.008020275,0.00785629,0.007855799,0.007855197,0.007854564,0.00785385,0.007853877,0.007853752,0.00785354,0.007853273,0.007852947,0.007852587,0.007852233,0.007851881,0.007851501,0.007851121,South America_Northern,OtherGrain +25,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice +25,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber +25,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,SugarCrop +25,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,2,2,0,0,0,0,0.035659885,0.036421278,0.037134231,0.03784461,0.03852491,0.039118955,0.039137079,0.039175998,0.039176612,0.039132482,0.03908899,0.039068984,0.039038681,0.039019599,0.039013661,0.03900737,0.039001079,South America_Northern,biomass +25,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop 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+25,5,2,0,0,0,0,0.067580596,0.068342055,0.068945767,0.069341644,0.070218476,0.070918742,0.071276608,0.071319072,0.071314774,0.071418927,0.071525324,0.071604911,0.071657153,0.071694565,0.071723595,0.071751,0.071778405,South America_Northern,biomass +25,5,3,0.329686863,0.329687583,0.329687063,0.336040058,0.340748944,0.345228942,0.349284636,0.347598412,0.345949132,0.344328456,0.342690501,0.343428478,0.343899552,0.344135555,0.344187422,0.344060532,0.343760359,0.34332233,0.342735501,0.342037935,0.341340369,South America_Northern,FiberCrop +25,5,4,0.198850855,0.198851342,0.198851204,0.200127907,0.201269005,0.202273772,0.203140614,0.204322984,0.205434534,0.206477545,0.207522112,0.20750393,0.207481046,0.207456384,0.207429038,0.207401072,0.207371432,0.207341587,0.207310437,0.207277792,0.207245147,South America_Northern,MiscCrop 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+25,5,9,0.431696845,0.431696937,0.431696999,0.433970385,0.436417423,0.438751538,0.441082619,0.443660157,0.446121251,0.448470398,0.450816565,0.450799692,0.450772338,0.450739089,0.450703043,0.45066247,0.450620019,0.450575572,0.450529677,0.450475825,0.450421973,South America_Northern,SugarCrop +25,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +25,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn +25,6,2,0,0,0,0,0.193423647,0.19255177,0.191725506,0.19357438,0.195142143,0.196415056,0.197508597,0.196214515,0.196712654,0.1971284,0.197546774,0.197878025,0.19812155,0.19828591,0.198374995,0.198393997,0.198412999,South America_Northern,biomass +25,6,3,0.233886532,0.233890348,0.233886117,0.238354038,0.242231562,0.245976512,0.249477474,0.248378434,0.247290393,0.246211903,0.245132078,0.245303458,0.245412488,0.245467274,0.245478244,0.245446556,0.245375069,0.245271723,0.245134547,0.244971072,0.244807597,South America_Northern,FiberCrop +25,6,4,0.089279715,0.089279806,0.089279823,0.090846622,0.092255035,0.093499061,0.09460866,0.094518207,0.094424502,0.094366878,0.094269492,0.094254869,0.094237274,0.094217514,0.094195482,0.094173219,0.0941493,0.094124784,0.094099114,0.094071976,0.094044838,South America_Northern,MiscCrop +25,6,5,0.00854005,0.008539145,0.008540076,0.008259499,0.008227611,0.008187433,0.008137037,0.008544403,0.008935247,0.009309558,0.009673815,0.009547122,0.009396965,0.009225013,0.009050696,0.008886705,0.008729788,0.008580648,0.008430326,0.008286069,0.008141812,South America_Northern,OilCrop +25,6,6,0.004834473,0.004833947,0.004833482,0.004672299,0.004540002,0.004430068,0.004337353,0.004336257,0.004334883,0.004333414,0.00433181,0.004331806,0.004331527,0.004331093,0.004330436,0.004329704,0.004328898,0.004328119,0.004327253,0.004326373,0.004325493,South America_Northern,OtherGrain +25,6,7,0.75116713,0.751168122,0.751167387,0.736570866,0.723710618,0.712295689,0.70201844,0.69776477,0.693647642,0.689672041,0.685929096,0.68592405,0.685896176,0.685849586,0.685783618,0.685701433,0.685598813,0.685481647,0.685345673,0.68519243,0.685039187,South America_Northern,Rice +25,6,8,0.02747797,0.027477918,0.0274781,0.027081621,0.026712417,0.026381129,0.026086415,0.027009362,0.027927551,0.02885146,0.029779105,0.029778647,0.029777413,0.029775855,0.0297736,0.029771354,0.029768741,0.029766116,0.029763202,0.029759789,0.029756376,South America_Northern,Root_Tuber +25,6,9,0.781796007,0.781795954,0.781796709,0.788648855,0.794940266,0.800676608,0.806020686,0.806348748,0.806675185,0.807000193,0.80739166,0.807389955,0.807387166,0.807382878,0.807378728,0.807374446,0.807369451,0.807364112,0.807358655,0.807352332,0.807346009,South America_Northern,SugarCrop +25,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat +25,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb +25,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass +25,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit +26,1,1,0.688911857,0.688911829,0.688912077,0.691605046,0.694490416,0.69704133,0.699305886,0.701247991,0.703076321,0.704799356,0.706332254,0.706269143,0.706182173,0.706071631,0.705954681,0.705835002,0.705705436,0.705574725,0.70544255,0.705307277,0.705172004,South America_Southern,Corn +26,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass 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+26,1,7,0.980113632,0.980113733,0.98011369,0.979619685,0.979148074,0.97869939,0.978265584,0.977362569,0.97649043,0.975634806,0.974809229,0.974808998,0.974804718,0.97479736,0.974786228,0.974772048,0.974754705,0.974734097,0.974710467,0.974684103,0.974657739,South America_Southern,Rice +26,1,8,0.526340979,0.526342178,0.526340764,0.539059322,0.55044146,0.560603179,0.569865911,0.56322459,0.556971072,0.551126417,0.545474152,0.545465819,0.545448416,0.545427276,0.545395328,0.545363493,0.545326896,0.545290385,0.54524947,0.545202311,0.545155152,South America_Southern,Root_Tuber +26,1,9,0.906353361,0.906353879,0.906353257,0.914556546,0.920915912,0.92593828,0.93000035,0.92758588,0.925182711,0.922828447,0.920500521,0.920496275,0.920490514,0.920482753,0.920474364,0.920465168,0.920454755,0.920444283,0.920433226,0.920420518,0.92040781,South America_Southern,SugarCrop +26,1,10,0.013624544,0.01362469,0.013624668,0.01368155,0.013726213,0.013763393,0.013792699,0.013603906,0.013428334,0.013254526,0.013093369,0.013091498,0.013087885,0.013082774,0.013076561,0.013070055,0.013062687,0.013054899,0.013046392,0.013037739,0.013029086,South America_Southern,Wheat +26,1,11,0.000468153,0.000468169,0.000468052,0.000458418,0.000449557,0.000441241,0.000433643,0.000428813,0.000424214,0.000419843,0.000415692,0.000415712,0.000415723,0.000415733,0.000415734,0.000415734,0.000415727,0.000415719,0.000415708,0.000415694,0.00041568,South America_Southern,FodderHerb +26,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,2,1,0.635834477,0.635834799,0.635834172,0.636514189,0.637856618,0.639204641,0.640341129,0.64337539,0.646154667,0.648703837,0.650939,0.650742627,0.650488849,0.650185353,0.649870639,0.649556901,0.649235401,0.648930166,0.648626597,0.648317719,0.648008841,South America_Southern,Corn +26,2,2,0,0,0,0,0.088354742,0.088373317,0.088339036,0.087658239,0.087318338,0.088037079,0.08803762,0.088409297,0.088743469,0.08881871,0.088789042,0.088713328,0.088662713,0.088571221,0.088441438,0.088311306,0.088181174,South America_Southern,biomass +26,2,3,0.736430984,0.736430762,0.736438076,0.721166589,0.706813299,0.693478775,0.681067782,0.692915385,0.702841903,0.711186826,0.718345977,0.718625366,0.718811709,0.71891342,0.718948578,0.718918151,0.71881998,0.71866563,0.718459246,0.718216798,0.71797435,South America_Southern,FiberCrop +26,2,4,0.039929225,0.039929377,0.03992946,0.040653072,0.041269588,0.041808605,0.042301855,0.042596884,0.042875026,0.043118635,0.043362944,0.043357683,0.043351668,0.04334494,0.04333754,0.04333015,0.043322133,0.043313861,0.043305619,0.043296869,0.043288119,South America_Southern,MiscCrop +26,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,2,6,0.688689837,0.688678659,0.688688473,0.704468421,0.717540227,0.728569143,0.737915363,0.725636186,0.713972533,0.702827996,0.692172132,0.692176791,0.692177105,0.692175372,0.692170534,0.692163485,0.692154913,0.692143972,0.692132099,0.692119872,0.692107645,South America_Southern,OtherGrain +26,2,7,0.888703895,0.888703887,0.88870405,0.890523664,0.89209118,0.893506318,0.894770916,0.89506883,0.895358584,0.895639625,0.895909377,0.895906517,0.895891316,0.895865487,0.895828141,0.895781491,0.895724445,0.895658409,0.895582539,0.895497228,0.895411917,South America_Southern,Rice +26,2,8,0.075339614,0.075339718,0.075339124,0.076470329,0.077432033,0.078280944,0.079012775,0.077004723,0.075131409,0.07332894,0.071651261,0.071650315,0.071647388,0.071643979,0.071638827,0.071633948,0.071628094,0.071622273,0.071615796,0.071608297,0.071600798,South America_Southern,Root_Tuber +26,2,9,0.801159901,0.801158433,0.801158434,0.803036259,0.804730298,0.806140828,0.807405684,0.805509181,0.803728732,0.802069534,0.800464542,0.800454066,0.800438942,0.80041975,0.800397214,0.800374224,0.800348362,0.800321377,0.800292521,0.800259908,0.800227295,South America_Southern,SugarCrop +26,2,10,0.134316408,0.134316172,0.134313974,0.132869719,0.131543024,0.130264932,0.128980565,0.126536325,0.124151793,0.121932019,0.119812026,0.119756062,0.119643654,0.119482598,0.119284689,0.119077692,0.118842223,0.118590945,0.118317845,0.118040592,0.117763339,South America_Southern,Wheat +26,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,3,1,0.553533965,0.553534562,0.55353486,0.552368286,0.552807448,0.553445213,0.55395758,0.557627481,0.560997655,0.564002091,0.56666363,0.566327557,0.565885669,0.565344843,0.564777351,0.564205405,0.563604966,0.563017693,0.562428906,0.561828215,0.561227524,South America_Southern,Corn +26,3,2,0,0,0,0,0.036601001,0.036949962,0.037267486,0.03610138,0.036053233,0.036392927,0.036847474,0.036893529,0.036925194,0.036986359,0.03711036,0.037168334,0.037222504,0.037259298,0.037278827,0.037298761,0.037318695,South America_Southern,biomass +26,3,3,0.112909118,0.112908904,0.112909159,0.104921486,0.098203153,0.092478722,0.087560567,0.089748759,0.091599797,0.093162049,0.094527702,0.094582511,0.094619036,0.094639713,0.094647683,0.094643242,0.094624984,0.094596025,0.094556929,0.094510842,0.094464755,South America_Southern,FiberCrop +26,3,4,0.044070973,0.044070918,0.044070786,0.04518318,0.046152113,0.047005589,0.047756546,0.048069885,0.048363706,0.048639295,0.048895721,0.048891606,0.048886613,0.048881488,0.048875565,0.048869669,0.048863183,0.048856658,0.048850179,0.048843257,0.048836335,South America_Southern,MiscCrop +26,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,3,6,0.215308142,0.215307861,0.215308119,0.227401477,0.238042841,0.247503883,0.255985153,0.244170703,0.233728278,0.224347593,0.215892284,0.215900443,0.215902136,0.215899049,0.215890133,0.215879192,0.215864044,0.215846289,0.215826046,0.21580578,0.215785514,South America_Southern,OtherGrain +26,3,7,0.762834022,0.762833315,0.762833981,0.76514659,0.767175587,0.769015557,0.770587868,0.766732629,0.763127386,0.759700918,0.75645454,0.756446868,0.756409878,0.7563456,0.756252306,0.756136395,0.755993646,0.755827443,0.755636361,0.755422609,0.755208857,South America_Southern,Rice +26,3,8,0.441476429,0.441475839,0.44147621,0.453160081,0.46328312,0.471938052,0.479641924,0.474724747,0.470003994,0.465500112,0.461203097,0.461192036,0.461165559,0.461132479,0.461084266,0.461037782,0.460983711,0.460929747,0.460869938,0.460802173,0.460734408,South America_Southern,Root_Tuber +26,3,9,0.500869414,0.50086909,0.500870482,0.506139551,0.511200194,0.515811315,0.519972601,0.517474266,0.51506202,0.512740587,0.510513114,0.510478912,0.510428289,0.510361992,0.510288813,0.510211935,0.510124442,0.510033532,0.509937909,0.509829742,0.509721575,South America_Southern,SugarCrop +26,3,10,0.217237239,0.217237534,0.217237621,0.210790626,0.205241618,0.200234865,0.195672367,0.188810106,0.182476497,0.176661857,0.171317762,0.171239833,0.171061992,0.170795567,0.170461508,0.170107261,0.169694133,0.169245352,0.168755671,0.168256749,0.167757827,South America_Southern,Wheat +26,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,4,1,0.106441079,0.106441059,0.1064411,0.107149304,0.107937496,0.108663376,0.109350323,0.110472703,0.111513363,0.11247255,0.113350617,0.113324784,0.113289905,0.113246873,0.113201158,0.113155158,0.113105968,0.113057196,0.113008019,0.112958083,0.112908147,South America_Southern,Corn +26,4,2,0,0,0,0,0.01772228,0.017828995,0.017928568,0.01756304,0.017604345,0.017977251,0.017941766,0.017922426,0.017966342,0.018010816,0.018055703,0.018083594,0.018109888,0.01812759,0.018137098,0.018146428,0.018155758,South America_Southern,biomass +26,4,3,0.027968615,0.027968846,0.027968352,0.025823296,0.02404485,0.022545836,0.021270992,0.021873158,0.022389896,0.022833222,0.023216957,0.023225143,0.023230713,0.02323382,0.023234952,0.023234347,0.023231621,0.023227244,0.023221341,0.02321447,0.023207599,South America_Southern,FiberCrop +26,4,4,0.046668882,0.046668704,0.046668835,0.047453034,0.048150868,0.048758362,0.049292025,0.049430218,0.049567495,0.049684592,0.049800982,0.049796495,0.049791143,0.04978533,0.049778724,0.04977228,0.049765167,0.049757961,0.04975077,0.049742855,0.04973494,South America_Southern,MiscCrop +26,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,4,6,0.028132651,0.028133012,0.028132776,0.030073006,0.031826868,0.033416162,0.034850432,0.0329862,0.031348987,0.029890313,0.028593369,0.028593778,0.028593824,0.028593721,0.028593503,0.028592971,0.028592075,0.028591335,0.028590318,0.028589434,0.02858855,South America_Southern,OtherGrain +26,4,7,0.316700909,0.316700806,0.316701042,0.31941159,0.321932053,0.324168825,0.326210993,0.324843345,0.323469974,0.322186605,0.320989427,0.32098638,0.320971509,0.320945263,0.320906427,0.320858161,0.320799451,0.32073028,0.320651806,0.320563113,0.32047442,South America_Southern,Rice +26,4,8,0.145479687,0.145479747,0.145479604,0.151149065,0.156146746,0.160641399,0.164589738,0.162256288,0.160059944,0.157885652,0.155845683,0.155842245,0.155834354,0.155823674,0.155809833,0.155795359,0.155777517,0.155761222,0.155741631,0.155720611,0.155699591,South America_Southern,Root_Tuber +26,4,9,0.286008339,0.286007414,0.286007885,0.292728504,0.298898822,0.304590508,0.309785511,0.305751425,0.302018031,0.298487619,0.29524896,0.295242158,0.295230396,0.295214805,0.295198656,0.295180983,0.295161437,0.295142003,0.295121263,0.295097001,0.295072739,South America_Southern,SugarCrop +26,4,10,0.049354762,0.049355008,0.049354765,0.048085721,0.047007059,0.046078047,0.045272231,0.04361227,0.042112566,0.040745855,0.039517972,0.039514407,0.039506348,0.039493868,0.039478202,0.039461982,0.0394428,0.039422217,0.039399638,0.039376667,0.039353696,South America_Southern,Wheat +26,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,5,1,0.160621342,0.160620603,0.160620856,0.16197336,0.163406781,0.164810375,0.166043009,0.167582472,0.169004624,0.17031098,0.171499815,0.171469124,0.171428021,0.171377297,0.171323248,0.171267698,0.171209139,0.171150163,0.171091126,0.171030848,0.17097057,South America_Southern,Corn +26,5,2,0,0,0,0,0.017597961,0.017652382,0.017703874,0.017529049,0.017511167,0.01786875,0.018041639,0.018072546,0.018155526,0.018235938,0.018308967,0.018373781,0.018438121,0.018486519,0.01840015,0.018322022,0.018243894,South America_Southern,biomass +26,5,3,0.124507019,0.124506976,0.124507444,0.115838522,0.108510966,0.102299641,0.096927439,0.099381223,0.101464497,0.103231674,0.104744433,0.104770421,0.104788036,0.104797764,0.104801534,0.104799062,0.104790614,0.104776671,0.10475774,0.104735738,0.104713736,South America_Southern,FiberCrop 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+26,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,6,1,0.128952191,0.128952621,0.128952464,0.128960661,0.129066055,0.129237313,0.129357265,0.130952275,0.132456938,0.13382216,0.135096786,0.135065516,0.135024412,0.134974423,0.134921928,0.134869238,0.134814382,0.134760656,0.13470731,0.134652206,0.134597102,South America_Southern,Corn +26,6,2,0,0,0,0,0.019330678,0.019243841,0.019164381,0.019011616,0.019282133,0.019606201,0.019859653,0.019930443,0.019932441,0.019933328,0.020011073,0.020080397,0.020149686,0.020210489,0.020202062,0.020115925,0.020029788,South America_Southern,biomass +26,6,3,0.176116725,0.176116795,0.176116623,0.166195359,0.157550723,0.150039387,0.143451917,0.151883942,0.159515521,0.166383753,0.172688053,0.172738851,0.172772426,0.17279175,0.172798435,0.172793631,0.172777082,0.172749351,0.172713265,0.172670048,0.172626831,South America_Southern,FiberCrop 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+26,6,8,0.092299839,0.09229977,0.092299872,0.096887108,0.101011354,0.104766725,0.108145314,0.105319151,0.10271416,0.100321276,0.098051408,0.09804894,0.098043899,0.098037781,0.098028122,0.098018446,0.098007849,0.097996933,0.097984701,0.097970372,0.097956043,South America_Southern,Root_Tuber +26,6,9,0.557064806,0.557065001,0.557063839,0.561213789,0.564777743,0.567913979,0.570514973,0.566642704,0.562967859,0.55950047,0.556238086,0.556232491,0.556224525,0.556213925,0.556202202,0.556189229,0.556175481,0.556160862,0.556145339,0.55612819,0.556111041,South America_Southern,SugarCrop +26,6,10,0.167103826,0.167103738,0.167103982,0.165453942,0.163995843,0.162714943,0.161548711,0.157957562,0.154597822,0.151461887,0.148539454,0.148532156,0.148517288,0.148495197,0.148468163,0.148439465,0.148406554,0.148370707,0.148331397,0.148291645,0.148251893,South America_Southern,Wheat +26,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,7,1,0.250411329,0.250411038,0.250411224,0.251853951,0.253369759,0.254749938,0.256051547,0.257097163,0.25813748,0.259008351,0.259879966,0.259846512,0.259800142,0.25974216,0.259680765,0.25961876,0.25955206,0.259485408,0.259418031,0.259349209,0.259280387,South America_Southern,Corn +26,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,7,3,0.994001877,0.994001803,0.994002264,0.993942979,0.993879237,0.99381721,0.993756556,0.994228123,0.994611987,0.994929656,0.995197941,0.995200855,0.995202806,0.995203855,0.995204202,0.995203831,0.995202763,0.995201117,0.995198931,0.995196347,0.995193763,South America_Southern,FiberCrop +26,7,4,0.242610583,0.24261087,0.242611215,0.245673328,0.248512857,0.251047907,0.25343264,0.253728406,0.254018698,0.254223147,0.254424045,0.254394142,0.254358357,0.254319302,0.254275302,0.25423139,0.25418455,0.254136193,0.25408708,0.254035407,0.253983734,South America_Southern,MiscCrop +26,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,7,6,0.7936985,0.793698105,0.793698494,0.805537114,0.815282708,0.823296976,0.82995416,0.818950117,0.808841679,0.799586773,0.791092427,0.791213999,0.791229848,0.791170722,0.791016612,0.790820585,0.790552641,0.790247232,0.789898941,0.78954164,0.789184339,South America_Southern,OtherGrain +26,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,Rice +26,7,8,0.263195823,0.263196668,0.26319581,0.267737955,0.271809265,0.275317997,0.278506807,0.276915647,0.275401074,0.27389009,0.272461046,0.272454179,0.272438397,0.272417263,0.272387623,0.272359075,0.272325001,0.27229182,0.27225389,0.272211519,0.272169148,South America_Southern,Root_Tuber +26,7,9,0.867369661,0.86736935,0.867369346,0.880253003,0.89031344,0.898346745,0.90490043,0.904120607,0.903370919,0.902614444,0.90185106,0.901847069,0.901841377,0.90183395,0.901825628,0.901816861,0.901807042,0.901796787,0.901786123,0.901773831,0.901761539,South America_Southern,SugarCrop +26,7,10,0.003349194,0.003349175,0.003348979,0.003366745,0.003381129,0.003391329,0.003397154,0.003347424,0.003300671,0.003255675,0.003213518,0.003212221,0.00320973,0.003206232,0.003201965,0.003197512,0.00319248,0.003187133,0.003181324,0.003175383,0.003169442,South America_Southern,Wheat +26,7,11,0.001086351,0.001086138,0.001086485,0.001064143,0.001043576,0.001024286,0.001006662,0.000995455,0.000984784,0.000974643,0.000965014,0.000965057,0.000965086,0.000965102,0.000965108,0.000965104,0.000965096,0.000965073,0.000965047,0.000965012,0.000964977,South America_Southern,FodderHerb +26,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,8,1,0.326198032,0.3261976,0.326197781,0.327126883,0.32823045,0.329265985,0.330110974,0.330073477,0.330026588,0.329975395,0.329920965,0.32988423,0.32983276,0.329769054,0.329699894,0.32963241,0.329555817,0.329480702,0.329406534,0.329329512,0.32925249,South America_Southern,Corn +26,8,2,0,0,0,0,0.280988401,0.279543662,0.27800061,0.278110706,0.280424166,0.283204781,0.283041802,0.282816606,0.282384269,0.281707096,0.281034606,0.280310239,0.279533879,0.279167362,0.279224295,0.279455035,0.279685775,South America_Southern,biomass +26,8,3,0.937857522,0.937857776,0.937857968,0.934488625,0.931198302,0.92804189,0.925016849,0.928214405,0.930821992,0.932969679,0.934794096,0.934819593,0.934836121,0.934845145,0.934848115,0.934845057,0.93483567,0.934821389,0.934802786,0.934780107,0.934757428,South America_Southern,FiberCrop +26,8,4,0.294394132,0.294393085,0.294394035,0.292017201,0.289910864,0.288074092,0.2864195,0.287637289,0.288762875,0.28979976,0.290835474,0.290809416,0.290778379,0.290743084,0.29070504,0.290667429,0.290626247,0.290585426,0.290542123,0.290497592,0.290453061,South America_Southern,MiscCrop +26,8,5,0.000684574,0.000684004,0.000684178,0.000578134,0.000531139,0.000490828,0.000454034,0.000434025,0.000413827,0.000394084,0.000374979,0.000360829,0.000344032,0.000324757,0.000305218,0.000286829,0.000269074,0.000251968,0.000234658,0.000217996,0.000201334,South America_Southern,OilCrop +26,8,6,0.779098966,0.779099001,0.77909955,0.791196564,0.801312284,0.809706007,0.816761403,0.807342414,0.798738197,0.790895172,0.783671451,0.783764916,0.78377708,0.783732703,0.783615233,0.783466493,0.78326199,0.783030297,0.782766549,0.782497362,0.782228175,South America_Southern,OtherGrain +26,8,7,0.892494071,0.892494018,0.89249411,0.891009295,0.889588804,0.888231852,0.886938857,0.886480209,0.885970592,0.885497982,0.885016117,0.885014851,0.885005965,0.884989063,0.884963646,0.884931577,0.884891714,0.884844591,0.884790756,0.884730272,0.884669788,South America_Southern,Rice +26,8,8,0.349678672,0.349678626,0.349678628,0.351542478,0.353107302,0.354477697,0.355650537,0.355130964,0.354593751,0.354056017,0.353507215,0.353500333,0.353483225,0.353460753,0.35342652,0.353395246,0.353356408,0.353319747,0.353276811,0.35322944,0.353182069,South America_Southern,Root_Tuber +26,8,9,0.985674671,0.985674584,0.985674613,0.986222058,0.986659951,0.987018555,0.987314044,0.986956208,0.986605275,0.986256583,0.985910796,0.98591014,0.985909203,0.985908031,0.985906678,0.9859053,0.985903704,0.985902028,0.985900305,0.985898356,0.985896407,South America_Southern,SugarCrop +26,8,10,0.103932307,0.103932367,0.103932345,0.103723586,0.103549241,0.103317687,0.103106913,0.10108576,0.099207445,0.097432351,0.095789629,0.095770692,0.095733784,0.095682053,0.095619271,0.095553506,0.095478735,0.095400642,0.095315195,0.095229652,0.095144109,South America_Southern,Wheat +26,8,11,0.022619085,0.022619051,0.022619085,0.022163762,0.021744242,0.021350534,0.020990405,0.020761242,0.020542863,0.02033531,0.020138287,0.020139087,0.020139712,0.020140049,0.020140099,0.020140042,0.020139873,0.020139438,0.020138911,0.020138323,0.020137735,South America_Southern,FodderHerb +26,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,9,1,0.219912638,0.21991308,0.219912568,0.219837159,0.219933282,0.220053316,0.22017232,0.219764802,0.219349663,0.218930529,0.218584108,0.218550504,0.218504027,0.218446234,0.218384287,0.218321672,0.218253983,0.218186169,0.218117872,0.218047862,0.217977852,South America_Southern,Corn +26,9,2,0,0,0,0,0.255769945,0.255359001,0.25483731,0.253182686,0.257663588,0.2552339,0.25269102,0.254803281,0.25678316,0.258599399,0.259083743,0.259363187,0.259437101,0.259321696,0.259278523,0.25931733,0.259356137,South America_Southern,biomass +26,9,3,0.596381887,0.596383565,0.596382776,0.577556586,0.560459194,0.544919253,0.530674553,0.537043342,0.542349268,0.546803476,0.550615693,0.550671396,0.550706761,0.550727043,0.550734321,0.550727697,0.550707988,0.55067701,0.550635911,0.550586619,0.550537327,South America_Southern,FiberCrop 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+26,10,9,0.750791301,0.750792013,0.750791699,0.751965842,0.753125501,0.754199215,0.755106228,0.751993836,0.749013804,0.746170256,0.743469872,0.743462077,0.743451998,0.743438576,0.743423899,0.743407843,0.743390187,0.743371608,0.743352707,0.74333176,0.743310813,South America_Southern,SugarCrop +26,10,10,0.891054151,0.891054582,0.891054481,0.889610214,0.888348707,0.887193528,0.886189842,0.8826898,0.879320725,0.876101028,0.873042803,0.87302802,0.873002516,0.872967627,0.872925437,0.872881541,0.872832898,0.872782759,0.872728891,0.87267363,0.872618369,South America_Southern,Wheat +26,10,11,0.15971621,0.159715931,0.159716032,0.162143406,0.164534123,0.166891519,0.169214508,0.170958705,0.172714522,0.174419963,0.176137423,0.176144674,0.176148221,0.176150491,0.176151399,0.176150819,0.176149195,0.17614628,0.176142166,0.176137432,0.176132698,South America_Southern,FodderHerb +26,10,12,9.69E-06,9.72E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,South America_Southern,FodderGrass +26,10,13,1.25E-05,1.34E-05,1.33E-05,1.26E-05,1.21E-05,1.16E-05,1.11E-05,1.07E-05,1.04E-05,1.01E-05,9.81E-06,9.77E-06,9.72E-06,9.68E-06,9.64E-06,9.60E-06,9.56E-06,9.51E-06,9.47E-06,9.43E-06,9.39E-06,South America_Southern,PalmFruit +26,11,1,0.403448523,0.403448787,0.403448861,0.402065001,0.401295462,0.400696471,0.399986349,0.401141623,0.402167476,0.403075957,0.403874389,0.403764752,0.403619318,0.403440892,0.40325367,0.403064885,0.40286625,0.402671187,0.402475727,0.402275903,0.402076079,South America_Southern,Corn +26,11,2,0,0,0,0,0.177362312,0.176293202,0.175205458,0.17545262,0.178196447,0.177286316,0.178056831,0.178734365,0.179108987,0.179221617,0.17946519,0.179745131,0.179995173,0.180164779,0.180260651,0.180355704,0.180450757,South America_Southern,biomass +26,11,3,0.148784176,0.148783557,0.148784556,0.140065732,0.132513361,0.125965183,0.120186577,0.124203995,0.127675614,0.130647624,0.133281608,0.133345184,0.133386948,0.133410295,0.133418034,0.133411241,0.133388715,0.133353556,0.133306684,0.133252008,0.133197332,South America_Southern,FiberCrop +26,11,4,0.258030911,0.258030539,0.258030216,0.258845365,0.259494791,0.260145238,0.260712728,0.26028539,0.25985822,0.259513246,0.259084353,0.259077242,0.259068038,0.259059226,0.259048303,0.259037906,0.259026039,0.259014625,0.259002914,0.258990902,0.25897889,South America_Southern,MiscCrop +26,11,5,0.000102222,0.000102062,0.000102076,8.97E-05,8.36E-05,7.84E-05,7.37E-05,7.13E-05,6.90E-05,6.68E-05,6.47E-05,6.32E-05,6.15E-05,5.96E-05,5.77E-05,5.58E-05,5.41E-05,5.24E-05,5.07E-05,4.91E-05,4.75E-05,South America_Southern,OilCrop +26,11,6,0.19786714,0.197867004,0.197866933,0.200626204,0.203182977,0.205607582,0.207891104,0.206833607,0.205821992,0.204876052,0.203919857,0.203943628,0.203934203,0.203903877,0.203845928,0.203776907,0.203690704,0.203598015,0.203495422,0.203389603,0.203283784,South America_Southern,OtherGrain +26,11,7,0.441249873,0.441249004,0.441250278,0.442803041,0.444111968,0.445287755,0.446320853,0.44311697,0.44000342,0.437084408,0.43435111,0.434345145,0.434301793,0.434227259,0.434117084,0.43397949,0.433808709,0.433609829,0.433379506,0.433121879,0.432864252,South America_Southern,Rice +26,11,8,0.334217387,0.334216827,0.33421565,0.337103835,0.339702186,0.342016375,0.344044638,0.342255391,0.340551689,0.338945019,0.337332343,0.337324938,0.337305277,0.337282673,0.337247317,0.337214844,0.337174546,0.337136358,0.337092078,0.337042688,0.336993298,South America_Southern,Root_Tuber +26,11,9,0.59960644,0.599606755,0.599605885,0.602631198,0.605451937,0.608056637,0.610443445,0.606019957,0.601778433,0.597726508,0.593866158,0.59385543,0.593838941,0.593818019,0.593792255,0.593767864,0.593740069,0.593710681,0.59368046,0.593645393,0.593610326,South America_Southern,SugarCrop +26,11,10,0.808424039,0.808423353,0.808423574,0.809705638,0.810842348,0.811838677,0.812759556,0.810545388,0.808441804,0.806388098,0.804451145,0.804444483,0.804432553,0.804415733,0.804396649,0.804375502,0.80435333,0.80432986,0.804304087,0.804278522,0.804252957,South America_Southern,Wheat +26,11,11,0.146633502,0.146633207,0.146633134,0.143358183,0.140346696,0.137542492,0.134935998,0.133936775,0.133041644,0.132150635,0.131313657,0.13131891,0.131322245,0.131324242,0.131324914,0.131324544,0.131322974,0.131320776,0.131317416,0.131313421,0.131309426,South America_Southern,FodderHerb +26,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,12,1,0.058209116,0.058209237,0.058209017,0.056882268,0.055758175,0.054770379,0.053908245,0.053395665,0.052908298,0.052467183,0.052050821,0.052046047,0.052039177,0.052030631,0.052021534,0.05201199,0.052001517,0.051991032,0.051980085,0.051969105,0.051958125,South America_Southern,Corn +26,12,2,0,0,0,0,0.018769319,0.018538946,0.018298183,0.01886874,0.019507606,0.019525644,0.019541198,0.019613981,0.019663998,0.019686954,0.019710411,0.019727878,0.019739531,0.019747701,0.019720372,0.01967578,0.019631188,South America_Southern,biomass +26,12,3,0.004060358,0.004060381,0.004060393,0.003794869,0.003567546,0.003373913,0.003205742,0.003445165,0.003667919,0.003875204,0.004069703,0.004070888,0.004071686,0.004072117,0.004072315,0.004072204,0.004071825,0.004071204,0.004070352,0.004069381,0.00406841,South America_Southern,FiberCrop +26,12,4,0.069474065,0.069474137,0.069473888,0.069832352,0.070134568,0.070438195,0.070685862,0.070739096,0.070820382,0.07087258,0.070924828,0.070920894,0.070916415,0.070911691,0.070906501,0.070900739,0.070895255,0.070889007,0.070882411,0.070875957,0.070869503,South America_Southern,MiscCrop +26,12,5,1.17E-06,1.16E-06,1.16E-06,1.04E-06,9.47E-07,8.73E-07,8.13E-07,7.90E-07,7.69E-07,7.51E-07,7.34E-07,7.33E-07,7.32E-07,7.31E-07,7.30E-07,7.29E-07,7.28E-07,7.27E-07,7.25E-07,7.24E-07,7.23E-07,South America_Southern,OilCrop +26,12,6,0.01270915,0.012709107,0.012709104,0.012431153,0.012174988,0.011932331,0.011702142,0.011577607,0.011456203,0.011339943,0.011223273,0.011226291,0.011225674,0.011222734,0.011216673,0.011209362,0.011199898,0.01118972,0.011178174,0.011166415,0.011154656,South America_Southern,OtherGrain +26,12,7,0.932214676,0.932214978,0.932214927,0.930379503,0.928716356,0.927183335,0.925787574,0.925793424,0.92576347,0.92575666,0.92571094,0.925709637,0.925697311,0.925676814,0.925646462,0.925608141,0.925561344,0.925506543,0.925443415,0.925372202,0.925300989,South America_Southern,Rice +26,12,8,0.018496343,0.018496278,0.018496342,0.019702953,0.020819065,0.021868182,0.022852935,0.022503839,0.022168192,0.021855698,0.021555828,0.021555438,0.02155408,0.021552441,0.021549907,0.021547572,0.021544648,0.021541846,0.021538639,0.021535043,0.021531447,South America_Southern,Root_Tuber +26,12,9,0.593289458,0.593289096,0.593289256,0.588698999,0.584346156,0.580293328,0.576546671,0.575562701,0.574788616,0.574012578,0.573337919,0.573334126,0.573327181,0.573320385,0.573309244,0.573299587,0.573288581,0.573277285,0.573267258,0.57325313,0.573239002,South America_Southern,SugarCrop 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+26,14,3,0.984565251,0.984563743,0.984565443,0.983255545,0.981983741,0.980762698,0.979587242,0.980028324,0.980379127,0.980667967,0.98091247,0.980925431,0.980934043,0.980938661,0.980940186,0.980938592,0.980933927,0.980926624,0.980916937,0.980905517,0.980894097,South America_Southern,FiberCrop +26,14,4,0.400602422,0.400601893,0.40060185,0.403856981,0.406798832,0.409430318,0.411853393,0.412860099,0.413754317,0.414539085,0.415317918,0.41527774,0.415226841,0.415173842,0.415112321,0.415052167,0.414984859,0.414919701,0.414852423,0.414779402,0.414706381,South America_Southern,MiscCrop +26,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,14,6,0.868446076,0.868446581,0.868446593,0.877884825,0.885686525,0.89212533,0.897509649,0.897297263,0.897048369,0.896786575,0.896507382,0.896556535,0.896560989,0.896533431,0.896465227,0.896378981,0.896262782,0.896132564,0.895984017,0.895832439,0.895680861,South America_Southern,OtherGrain +26,14,7,0.961423473,0.961423422,0.96142361,0.96092822,0.960442811,0.959981988,0.959546069,0.958837531,0.958149631,0.957465917,0.956803675,0.956803433,0.956799067,0.956791018,0.956779164,0.956763784,0.956744814,0.956722413,0.956696852,0.956667996,0.95663914,South America_Southern,Rice +26,14,8,0.487689161,0.487689542,0.487689315,0.491995838,0.495651078,0.498879569,0.501671368,0.502412932,0.503024862,0.503636494,0.504235451,0.504227073,0.504210222,0.504183254,0.504147963,0.504114572,0.504072875,0.504033838,0.503988275,0.503935783,0.503883291,South America_Southern,Root_Tuber +26,14,9,0.974195427,0.974195595,0.974193173,0.977056591,0.979235428,0.9809342,0.982296581,0.982137502,0.981984069,0.98182902,0.981672208,0.981671171,0.981669695,0.981667769,0.981665565,0.981663275,0.981660705,0.98165798,0.981655172,0.98165197,0.981648768,South America_Southern,SugarCrop +26,14,10,0.007406371,0.007406338,0.007406574,0.007564697,0.007709498,0.007840026,0.007962285,0.007954482,0.007950023,0.007942058,0.007937394,0.007937064,0.007936488,0.007935764,0.007934826,0.00793387,0.007932793,0.007931668,0.007930464,0.007929227,0.00792799,South America_Southern,Wheat +26,14,11,0.010450806,0.010450339,0.010450796,0.010451723,0.010452114,0.010452475,0.010452782,0.0104545,0.010455971,0.010457327,0.010458571,0.010459218,0.010459654,0.010459886,0.010459976,0.010459935,0.01045976,0.01045947,0.010459056,0.010458585,0.010458114,South America_Southern,FodderHerb +26,14,12,0.143041632,0.14304,0.14304286,0.143042855,0.143042897,0.143042965,0.143042668,0.143042951,0.143042877,0.143042928,0.143042774,0.143043,0.143042907,0.143042621,0.143042953,0.143042959,0.143043043,0.143043074,0.14304276,0.143043041,0.143043322,South America_Southern,FodderGrass +26,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,15,1,0.404812093,0.404812042,0.404811372,0.408572564,0.412135964,0.415307481,0.418170574,0.420577782,0.42276833,0.424854008,0.426833314,0.426806303,0.426768548,0.426719795,0.42666866,0.426617073,0.426560164,0.42650371,0.426446461,0.426388185,0.426329909,South America_Southern,Corn +26,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,15,3,0.972947624,0.9729475,0.972948123,0.973260881,0.973554341,0.973844401,0.974130598,0.976540122,0.978515195,0.980161465,0.981559753,0.981562863,0.981564879,0.981565988,0.98156638,0.981565947,0.981564809,0.981563181,0.981560859,0.981558051,0.981555243,South America_Southern,FiberCrop +26,15,4,0.262976332,0.262977131,0.262976908,0.263898547,0.264728824,0.265471436,0.266125143,0.266838762,0.267458038,0.268073268,0.268598038,0.26855274,0.268497176,0.268436515,0.26836735,0.268298782,0.268224974,0.268151959,0.268075227,0.267995135,0.267915043,South America_Southern,MiscCrop +26,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,15,6,0.727624807,0.727623583,0.727624186,0.735190695,0.741320561,0.74629218,0.750377506,0.751919814,0.753342039,0.75466709,0.755892338,0.755941853,0.755948071,0.755924692,0.755863187,0.755785253,0.755678313,0.755556477,0.755418739,0.755277225,0.755135711,South America_Southern,OtherGrain +26,15,7,0.832756093,0.832756413,0.832755927,0.83187382,0.831047372,0.830267836,0.829471763,0.829066304,0.828651736,0.828227062,0.827851353,0.827850874,0.827835169,0.827806955,0.827764768,0.827711254,0.827644682,0.827565572,0.827475473,0.827374512,0.827273551,South America_Southern,Rice +26,15,8,0.351172515,0.351171796,0.351171778,0.355977958,0.360211037,0.363868408,0.367038656,0.368026165,0.36889357,0.369757438,0.370610594,0.370602626,0.370580408,0.37055306,0.370512885,0.370474316,0.370428658,0.370383155,0.370331069,0.370273376,0.370215683,South America_Southern,Root_Tuber +26,15,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,SugarCrop +26,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,15,11,0.000308838,0.000308271,0.000308324,0.000308351,0.000308363,0.000308374,0.000308384,0.000308435,0.000308479,0.000308519,0.000308556,0.000308576,0.000308589,0.000308595,0.000308597,0.000308597,0.000308591,0.000308582,0.000308571,0.000308557,0.000308543,South America_Southern,FodderHerb +26,15,12,0.020887782,0.020887557,0.020884867,0.020884829,0.020884835,0.020884904,0.020884898,0.020884837,0.020884833,0.020884918,0.020884854,0.020884892,0.020884858,0.020884821,0.020884863,0.020884867,0.020884902,0.020884876,0.020884862,0.020884834,0.020884806,South America_Southern,FodderGrass +26,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,16,1,0.228028366,0.22802853,0.228028969,0.230803869,0.233356857,0.235709498,0.237844155,0.239642034,0.24128575,0.242934625,0.244429405,0.244410595,0.244384776,0.244351996,0.24431691,0.244280664,0.244241763,0.24420197,0.244162421,0.244121792,0.244081163,South America_Southern,Corn +26,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,16,3,0.928684433,0.928684316,0.928683879,0.929466436,0.930206962,0.930939861,0.931664313,0.93777934,0.942829312,0.947063923,0.950679784,0.950683974,0.950686777,0.950688333,0.950688825,0.950688294,0.950686742,0.950684464,0.950681316,0.950677633,0.95067395,South America_Southern,FiberCrop +26,16,4,0.246093794,0.246093971,0.246093446,0.246427353,0.246672754,0.2469143,0.247151784,0.247679029,0.24811683,0.248553074,0.248901174,0.248864478,0.2488213,0.248774699,0.248721346,0.248666322,0.248609519,0.248550874,0.248490508,0.248427076,0.248363644,South America_Southern,MiscCrop +26,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,16,6,0.499102734,0.499102566,0.499102589,0.510127482,0.51931747,0.526988861,0.533344279,0.53533071,0.537171306,0.538998748,0.540592626,0.540645562,0.540651771,0.540625972,0.540559398,0.540472378,0.540355267,0.540223568,0.540073346,0.539919599,0.539765852,South America_Southern,OtherGrain +26,16,7,0.451512129,0.451512602,0.451512107,0.449952967,0.448502383,0.447035229,0.445652461,0.444953336,0.444240488,0.443406737,0.44266142,0.442661294,0.442636745,0.442592961,0.442529332,0.442447463,0.442346608,0.442226649,0.44209031,0.441935059,0.441779808,South America_Southern,Rice +26,16,8,0.230276504,0.230276872,0.230276434,0.234120109,0.237379143,0.240197475,0.24272116,0.24390867,0.245007725,0.246105247,0.247118869,0.247113298,0.247098797,0.247081147,0.247055633,0.247030879,0.24700074,0.246970072,0.246936706,0.246898672,0.246860638,South America_Southern,Root_Tuber +26,16,9,0.979721619,0.979723168,0.979723059,0.981989958,0.983707407,0.985045324,0.986117494,0.985991926,0.985870699,0.985748145,0.985624178,0.985623312,0.985622059,0.985620432,0.985618612,0.985616689,0.985614572,0.985612327,0.985609967,0.985607312,0.985604657,South America_Southern,SugarCrop +26,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn +26,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop +26,17,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop +26,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,17,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain +26,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice +26,17,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber +26,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop +26,17,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +26,18,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn +26,18,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass +26,18,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop +26,18,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop +26,18,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop +26,18,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain +26,18,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice +26,18,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber +26,18,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop +26,18,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat +26,18,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb +26,18,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass +26,18,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit +27,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn +27,3,2,0,0,0,0,0.016624252,0.015906988,0.015252726,0.014775737,0.013434885,0.012454579,0.011955923,0.011997278,0.01203875,0.012106404,0.012169275,0.012221953,0.01226418,0.012301252,0.012327874,0.012343849,0.012359824,South Asia,biomass +27,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,3,4,0.003808951,0.00380879,0.003808821,0.003941272,0.00406083,0.004171446,0.004272169,0.004201742,0.004134173,0.00407116,0.004010787,0.0040103,0.004009758,0.004009128,0.004008446,0.004007762,0.004006999,0.004006263,0.004005497,0.004004683,0.004003869,South Asia,MiscCrop +27,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop +27,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,3,7,0.176341837,0.176341987,0.176342133,0.161852732,0.150565417,0.141453315,0.133962959,0.127532981,0.121813483,0.116700738,0.11205275,0.112048836,0.112019949,0.111969372,0.111895391,0.111801557,0.111686827,0.111553877,0.111401598,0.111229962,0.111058326,South Asia,Rice +27,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,3,9,0.004435235,0.004434668,0.004435471,0.004409193,0.004432213,0.004444179,0.00444493,0.004292983,0.004145249,0.00400319,0.003866138,0.003859976,0.003851,0.003839391,0.003826435,0.003812748,0.00379753,0.00378167,0.003764987,0.003746021,0.003727055,South Asia,SugarCrop +27,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat +27,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,4,1,0.901022762,0.901022874,0.901022827,0.900326002,0.899703003,0.899154781,0.898642952,0.898524841,0.898406656,0.898327047,0.898248181,0.898247938,0.898247409,0.898248405,0.898248157,0.89824749,0.898247273,0.898247415,0.898247711,0.898246796,0.898245881,South Asia,Corn +27,4,2,0,0,0,0,0.224789312,0.224693922,0.224478993,0.228756378,0.231658876,0.234056716,0.236354449,0.235656285,0.234808367,0.233785216,0.232924473,0.232182516,0.231558174,0.231300049,0.231731257,0.232003832,0.232276407,South Asia,biomass +27,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,4,4,0.110911614,0.110911747,0.110911373,0.112314069,0.113515629,0.114553004,0.115511161,0.116127029,0.11670003,0.117186142,0.117628566,0.11762427,0.117618767,0.117613191,0.117606729,0.11760027,0.117593243,0.11758637,0.117579346,0.117571573,0.1175638,South Asia,MiscCrop +27,4,5,0.159742339,0.159742313,0.159742797,0.159360764,0.159160559,0.159026639,0.158893163,0.159757031,0.160623345,0.161436244,0.162136696,0.162080756,0.162015107,0.161940528,0.161867019,0.161797899,0.161732702,0.161671441,0.16161001,0.16155249,0.16149497,South Asia,OilCrop +27,4,6,0.010677185,0.010677141,0.010677199,0.011323931,0.011841325,0.012269198,0.012622217,0.012003435,0.011443992,0.010938386,0.010477297,0.010477308,0.010477303,0.010477299,0.010477319,0.010477302,0.010477317,0.010477325,0.010477315,0.010477298,0.010477281,South Asia,OtherGrain +27,4,7,0.605644085,0.605644004,0.605644322,0.605950857,0.606231992,0.606399276,0.606553168,0.606625337,0.606688398,0.606743433,0.606786773,0.606783268,0.606766489,0.606738177,0.606697476,0.606646544,0.606584417,0.606512705,0.606430512,0.606338008,0.606245504,South Asia,Rice +27,4,8,0.271372435,0.271372531,0.271372961,0.275921552,0.280167792,0.284014759,0.287627278,0.290919635,0.293963766,0.296665484,0.299197953,0.299197086,0.299193392,0.299190293,0.299184443,0.299178826,0.299172415,0.299166096,0.29915885,0.299150569,0.299142288,South Asia,Root_Tuber +27,4,9,0.796052651,0.796052762,0.796052493,0.795060768,0.794180262,0.793435907,0.792758866,0.795141319,0.797220985,0.799145159,0.800916456,0.800911403,0.800905464,0.800896375,0.800887927,0.800878112,0.800866495,0.800856093,0.80084396,0.800830127,0.800816294,South Asia,SugarCrop +27,4,10,0.743973667,0.743973393,0.743973499,0.743238565,0.74260966,0.741939775,0.741225101,0.743154341,0.744891793,0.746530211,0.747897933,0.747861844,0.747785553,0.747673903,0.747535121,0.747388602,0.747219809,0.747037397,0.746838974,0.746636557,0.74643414,South Asia,Wheat +27,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,5,1,0.205087093,0.205087227,0.205087144,0.200831514,0.197184923,0.193990307,0.191233528,0.1883193,0.185827252,0.183681563,0.181810701,0.181810287,0.181810584,0.181810727,0.181810879,0.181810315,0.181810183,0.181810766,0.181810066,0.181810792,0.181811518,South Asia,Corn +27,5,2,0,0,0,0,0.248847192,0.247835923,0.246759747,0.252201235,0.257370668,0.261471553,0.263103589,0.264486303,0.263467219,0.26231548,0.261254523,0.260416341,0.25971882,0.259172173,0.2587019,0.258313117,0.257924334,South Asia,biomass +27,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,5,4,0.119501889,0.119501896,0.119501817,0.120902936,0.122133612,0.123189281,0.124112025,0.124340867,0.124568761,0.124797077,0.125024539,0.125018756,0.125011668,0.125003958,0.124995122,0.124986556,0.1249773,0.124967581,0.124957879,0.124947367,0.124936855,South Asia,MiscCrop +27,5,5,0.095708554,0.095708136,0.095708265,0.094774728,0.094300577,0.093881114,0.093498543,0.094467006,0.095403049,0.096273421,0.097115105,0.096990726,0.09684462,0.096678044,0.096510156,0.096354359,0.096206543,0.096066158,0.095925763,0.095791449,0.095657135,South Asia,OilCrop +27,5,6,3.81E-05,3.80E-05,3.80E-05,3.49E-05,3.23E-05,3.01E-05,2.82E-05,2.73E-05,2.64E-05,2.56E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,South Asia,OtherGrain +27,5,7,0.557673875,0.557675138,0.557674817,0.558743635,0.559569359,0.560384867,0.561079776,0.561368442,0.561649015,0.56191993,0.562286599,0.562283863,0.562266402,0.562235778,0.562194678,0.562141107,0.56207772,0.56200379,0.561917606,0.561821988,0.56172637,South Asia,Rice +27,5,8,0.603811968,0.603811389,0.603812107,0.609672016,0.614987043,0.619765317,0.624215681,0.629382116,0.634113676,0.638419726,0.642401889,0.642399434,0.642393797,0.642386013,0.642374508,0.642364061,0.642351728,0.642338362,0.642324479,0.64230836,0.642292241,South Asia,Root_Tuber +27,5,9,0.929250372,0.929250289,0.929250201,0.929476477,0.929690629,0.929875689,0.930031301,0.932212126,0.934090847,0.935765435,0.937247767,0.937246425,0.937244236,0.937241225,0.937238134,0.937234678,0.937231123,0.937227252,0.937222948,0.937218481,0.937214014,South Asia,SugarCrop +27,5,10,0.436611041,0.43660987,0.436612563,0.442445691,0.447065111,0.450819816,0.453914986,0.455522897,0.457013266,0.458387568,0.459535026,0.459508641,0.459449656,0.459363725,0.459255819,0.459143362,0.459011293,0.458868657,0.458713708,0.458555965,0.458398222,South Asia,Wheat +27,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn +27,6,2,0,0,0,0,0.053099348,0.051756046,0.050486545,0.050110613,0.049820043,0.049530978,0.049243742,0.049510269,0.049778165,0.050047407,0.050297136,0.050506433,0.050674151,0.05082156,0.050926978,0.050990472,0.051053966,South Asia,biomass +27,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,6,4,0.060583704,0.060583952,0.060583706,0.061385899,0.062070962,0.062686882,0.063230835,0.063508057,0.063784748,0.064061486,0.06431211,0.064304544,0.064295141,0.064284975,0.064273583,0.064261776,0.06424904,0.064236507,0.064223303,0.06420924,0.064195177,South Asia,MiscCrop +27,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop +27,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,6,7,0.494452549,0.494452548,0.494452215,0.496095794,0.497505133,0.49876781,0.49987277,0.500077795,0.500249538,0.50039063,0.500485887,0.500468786,0.50040216,0.500289132,0.500130745,0.499933643,0.499694336,0.499417286,0.499097967,0.498739887,0.498381807,South Asia,Rice +27,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,SugarCrop +27,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat +27,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,7,1,0.977162324,0.97716228,0.977162521,0.97537418,0.974496912,0.973726521,0.97296171,0.972524506,0.972073361,0.971613037,0.971156889,0.970982534,0.970739119,0.970425363,0.970083798,0.969726843,0.969329568,0.968915976,0.968486367,0.968035179,0.967583991,South Asia,Corn +27,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,7,3,0.980463882,0.980468298,0.980465158,0.982326559,0.983790887,0.985012232,0.986046155,0.986566092,0.987047203,0.987491279,0.987898822,0.987936955,0.987962149,0.987975604,0.987979918,0.987975256,0.987961488,0.987940202,0.987911724,0.987878025,0.987844326,South Asia,FiberCrop +27,7,4,0.839722423,0.83972252,0.839722475,0.835818367,0.832483718,0.82963412,0.827169775,0.823586728,0.820381421,0.817512424,0.814927208,0.814892281,0.814850955,0.814806002,0.814754805,0.814702705,0.814647754,0.814591544,0.814533823,0.814473162,0.814412501,South Asia,MiscCrop +27,7,5,0.609872638,0.609869919,0.609876543,0.597772581,0.592065958,0.586865158,0.581897965,0.574385284,0.567471138,0.561029832,0.555105276,0.552772161,0.549973961,0.546724927,0.543388676,0.54021064,0.537114473,0.534111785,0.531045623,0.528069191,0.525092759,South Asia,OilCrop +27,7,6,0.445268154,0.445268229,0.445267749,0.427151133,0.41153479,0.395078018,0.377364926,0.371147353,0.363321955,0.354635725,0.344852896,0.347140465,0.347449301,0.346407307,0.343573406,0.339933162,0.334850852,0.328949716,0.322090427,0.314899489,0.307708551,South Asia,OtherGrain +27,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,7,9,0.422477745,0.422486223,0.422486673,0.43271718,0.442470673,0.451838773,0.460918242,0.475201848,0.488554095,0.501166839,0.513129308,0.513129279,0.513129268,0.513129314,0.513129412,0.51312944,0.513129562,0.513129648,0.513129487,0.513129116,0.513128745,South Asia,SugarCrop +27,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat +27,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,7,12,0.963527257,0.963554061,0.963548831,0.963548809,0.963548815,0.963548851,0.963548822,0.963548874,0.963548825,0.963548863,0.963548868,0.963548768,0.96354877,0.963548786,0.963548888,0.963548802,0.96354888,0.96354882,0.963548817,0.96354884,0.963548863,South Asia,FodderGrass +27,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,8,1,0.9785635,0.978563497,0.978563505,0.976982356,0.976200712,0.975515751,0.974840623,0.974446119,0.974042742,0.97363352,0.973230234,0.973082947,0.972877588,0.972613776,0.972327216,0.972028647,0.971697533,0.971354301,0.970998818,0.970626933,0.970255048,South Asia,Corn +27,8,2,0,0,0,0,0.650441241,0.655410587,0.659678102,0.647269441,0.645652282,0.643509703,0.641729488,0.642940166,0.643863615,0.645147662,0.646637089,0.64785108,0.648790527,0.649587884,0.650163995,0.650537115,0.650910235,South Asia,biomass +27,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,8,4,0.955082082,0.95508189,0.955082037,0.953858015,0.952829824,0.951955372,0.95118331,0.950163128,0.949265835,0.948457578,0.947721142,0.947712954,0.947703147,0.947692606,0.947680547,0.947668909,0.947656097,0.947643052,0.947629633,0.947615836,0.947602039,South Asia,MiscCrop +27,8,5,0.513614632,0.513616383,0.513614729,0.498576516,0.490942738,0.484212311,0.477861936,0.468661987,0.460441339,0.453072552,0.446271138,0.44383762,0.440940076,0.437604567,0.434209825,0.431003812,0.4279131,0.424948542,0.421947453,0.419056828,0.416166203,South Asia,OilCrop +27,8,6,0.4446394,0.444639616,0.444639087,0.430882342,0.419149434,0.407076612,0.394518842,0.389955057,0.384662891,0.378994812,0.372773168,0.374128409,0.374311748,0.373691872,0.372015512,0.369874384,0.366909074,0.363501189,0.359587106,0.35553608,0.351485054,South Asia,OtherGrain +27,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,8,9,0.890837833,0.890845771,0.890844392,0.894843158,0.898514501,0.901918346,0.905108681,0.909922853,0.914211511,0.91808719,0.921615146,0.921615259,0.921615123,0.921615243,0.921615328,0.921615256,0.921615206,0.921615333,0.921615299,0.921615176,0.921615053,South Asia,SugarCrop +27,8,10,0.769988962,0.769988791,0.769988933,0.769841393,0.769670705,0.769402806,0.769188626,0.769261033,0.769247498,0.769227909,0.76919884,0.769172728,0.7691252,0.769059708,0.768979785,0.76889684,0.768804203,0.768706941,0.768602091,0.768495722,0.768389353,South Asia,Wheat +27,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,8,12,0.992488729,0.992486386,0.992486699,0.992486693,0.992486695,0.992486694,0.992486702,0.992486693,0.992486713,0.992486674,0.992486739,0.992486697,0.992486703,0.992486665,0.992486742,0.992486693,0.992486681,0.992486701,0.992486706,0.992486724,0.992486742,South Asia,FodderGrass +27,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,9,1,0.978687594,0.978689847,0.978687678,0.978008297,0.977582431,0.977208661,0.976865958,0.976597185,0.976346952,0.976109478,0.975887877,0.975854308,0.975807904,0.975749175,0.975686476,0.975622195,0.97555214,0.975480893,0.975408648,0.975334588,0.975260528,South Asia,Corn +27,9,2,0,0,0,0,0.756191751,0.763004601,0.769230384,0.780726107,0.788822511,0.796283658,0.803241528,0.803366273,0.803342948,0.803145335,0.80301921,0.802924031,0.802792257,0.802706955,0.802679,0.802648896,0.802618792,South Asia,biomass +27,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,9,4,0.905711041,0.905712248,0.905711354,0.903587349,0.90179504,0.900278313,0.898972557,0.896905358,0.895080798,0.893472576,0.892006752,0.891996491,0.891984218,0.891970657,0.891955495,0.891940248,0.891924114,0.891907711,0.891890805,0.891873013,0.891855221,South Asia,MiscCrop +27,9,5,0.313923601,0.313923888,0.313924073,0.308224273,0.304718312,0.30166916,0.298810899,0.292935955,0.287899565,0.283439033,0.279549118,0.278995476,0.27834176,0.277597058,0.276847747,0.276147373,0.275478653,0.274843382,0.274206411,0.273598046,0.272989681,South Asia,OilCrop +27,9,6,0.461522804,0.461526474,0.461527381,0.446812939,0.434203879,0.421284708,0.407788215,0.405705932,0.402381668,0.398412313,0.393597406,0.395082637,0.395284883,0.394608081,0.392773401,0.390428185,0.387174829,0.383429942,0.379120959,0.374652396,0.370183833,South Asia,OtherGrain +27,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice +27,9,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber +27,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop +27,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat +27,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,10,1,0.429929669,0.429929499,0.429929899,0.419722908,0.411034058,0.403533615,0.397000658,0.389406915,0.382973957,0.377486133,0.372730365,0.372729894,0.372729288,0.372728943,0.372728446,0.372727609,0.372726894,0.372726274,0.372725736,0.372724659,0.372723582,South Asia,Corn +27,10,2,0,0,0,0,0.219757459,0.218142333,0.216503624,0.213309285,0.216858602,0.218242671,0.218777706,0.220403556,0.221224864,0.221134582,0.22104765,0.221001716,0.220844208,0.220742289,0.220705338,0.2206667,0.220628062,South Asia,biomass +27,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,10,4,0.049459503,0.049459452,0.049459471,0.050359123,0.051190107,0.051948732,0.052653151,0.053433236,0.054157647,0.054801722,0.055407577,0.055405335,0.055402856,0.055400115,0.055396926,0.055393728,0.055390275,0.055386943,0.055383488,0.055379643,0.055375798,South Asia,MiscCrop +27,10,5,0.07833679,0.078336809,0.078337054,0.077127464,0.075981651,0.074911291,0.073914676,0.07157489,0.069741272,0.068273975,0.067075133,0.067070631,0.067065392,0.067059854,0.067054197,0.06704887,0.067043752,0.067038982,0.067034066,0.067029772,0.067025478,South Asia,OilCrop +27,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain +27,10,7,0.412475599,0.412475385,0.412475792,0.394486587,0.380441137,0.369143654,0.359834247,0.354545423,0.349872598,0.345703408,0.342034328,0.342032498,0.342017132,0.341993544,0.341957034,0.341911365,0.341853143,0.341786875,0.341709364,0.341622697,0.34153603,South Asia,Rice +27,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,10,9,0.822399832,0.822400733,0.822399163,0.819873618,0.817575325,0.815512139,0.813559501,0.812194774,0.810884612,0.809632407,0.808438866,0.808432254,0.808422572,0.808409923,0.808396406,0.808381871,0.80836551,0.808348413,0.808330372,0.808310891,0.80829141,South Asia,SugarCrop +27,10,10,0.919563806,0.919563813,0.919563799,0.920739723,0.921783,0.922630317,0.923315089,0.919115047,0.91532184,0.911877144,0.908718089,0.908685254,0.90861767,0.90851966,0.908398792,0.908271485,0.908125145,0.90796834,0.907797076,0.907622197,0.907447318,South Asia,Wheat +27,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,11,1,0.483104918,0.483105036,0.483105025,0.472470649,0.463456094,0.455632274,0.448784509,0.440608462,0.433719877,0.427798404,0.422629102,0.422628921,0.42262906,0.422628745,0.42262771,0.422627161,0.42262768,0.422625682,0.422626759,0.422624968,0.422623177,South Asia,Corn +27,11,2,0,0,0,0,0.224826723,0.223150802,0.22146215,0.218783485,0.221782511,0.22317599,0.223703351,0.225329127,0.226144804,0.22604507,0.225948477,0.225894208,0.225729885,0.225623333,0.225583793,0.225541863,0.225499933,South Asia,biomass +27,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,11,4,0.052114031,0.052113965,0.052113949,0.053102621,0.054020377,0.054863289,0.055627448,0.056402696,0.05714129,0.057794775,0.05838374,0.0583813,0.058378409,0.058375229,0.058371677,0.058368088,0.05836427,0.058360357,0.058356286,0.058352067,0.058347848,South Asia,MiscCrop +27,11,5,0.064700857,0.064700982,0.064701139,0.064053094,0.063449246,0.062876992,0.062334946,0.06024131,0.058609048,0.057292671,0.056229561,0.05622627,0.056222023,0.056217446,0.056212722,0.05620828,0.056204184,0.056200443,0.056196569,0.056192897,0.056189225,South Asia,OilCrop +27,11,6,0.001937024,0.001937131,0.001937062,0.001737199,0.001576725,0.001444571,0.001334286,0.001255547,0.00118601,0.001124197,0.00106928,0.001069314,0.001069322,0.001069304,0.001069271,0.001069228,0.00106918,0.001069113,0.001069037,0.001068965,0.001068893,South Asia,OtherGrain +27,11,7,0.541033323,0.541033345,0.541033734,0.522427503,0.507647875,0.495599026,0.485561607,0.479814214,0.474708327,0.470134166,0.466090681,0.466089576,0.46607504,0.466050192,0.466015043,0.465968767,0.465913669,0.465846858,0.465771194,0.465686388,0.465601582,South Asia,Rice +27,11,8,0.011806091,0.011805627,0.011805746,0.011370799,0.010970348,0.010597542,0.010250434,0.009738272,0.009275189,0.008856599,0.008478527,0.008478483,0.008478352,0.008478183,0.00847799,0.008477748,0.008477461,0.008477189,0.008476867,0.008476547,0.008476227,South Asia,Root_Tuber +27,11,9,0.784533318,0.784533677,0.784534161,0.781595629,0.778933973,0.776545112,0.77428482,0.772706766,0.771191874,0.769743507,0.768363249,0.768354437,0.76834176,0.768325345,0.768306722,0.768288235,0.768266401,0.768244386,0.76822066,0.76819462,0.76816858,South Asia,SugarCrop +27,11,10,0.909204088,0.909204076,0.909204086,0.907846288,0.906661522,0.905501398,0.904364108,0.903785817,0.903226057,0.902692464,0.902178166,0.902144078,0.902073777,0.901971708,0.901845589,0.901712732,0.901560078,0.901396061,0.901217267,0.90103451,0.900851753,South Asia,Wheat +27,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,12,1,0.150335314,0.15033522,0.150335332,0.144972126,0.140541881,0.136779518,0.133548338,0.129763522,0.12663456,0.123987844,0.121709216,0.121708702,0.121708972,0.121708913,0.121708311,0.121708393,0.121708389,0.121708309,0.121708151,0.121707924,0.121707697,South Asia,Corn +27,12,2,0,0,0,0,0.123936707,0.122829517,0.121739113,0.120137439,0.121964362,0.122665997,0.122965496,0.123925182,0.124398291,0.124320283,0.12424352,0.124197846,0.124087911,0.124016007,0.123986566,0.123956321,0.123926076,South Asia,biomass +27,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,12,4,0.051125149,0.051125118,0.051125049,0.05207362,0.052973478,0.053777872,0.054526637,0.055286585,0.055987767,0.056604952,0.057181268,0.05717842,0.057174649,0.057170622,0.057166146,0.057161533,0.057156301,0.057151143,0.057145926,0.057140198,0.05713447,South Asia,MiscCrop +27,12,5,0.068621233,0.068622028,0.068621541,0.067969918,0.067360769,0.066784108,0.06623904,0.063922397,0.06212342,0.060685682,0.059540466,0.05953778,0.05953452,0.059530685,0.059526678,0.059523167,0.059519668,0.059516191,0.059512947,0.059509864,0.059506781,South Asia,OilCrop +27,12,6,0.007509979,0.00751005,0.007510243,0.006734333,0.006113048,0.00560098,0.005173352,0.004865192,0.004592994,0.004352767,0.004137486,0.004137529,0.004137535,0.004137514,0.004137462,0.004137381,0.004137289,0.004137179,0.004137052,0.004136912,0.004136772,South Asia,OtherGrain +27,12,7,0.237530573,0.23752988,0.237530203,0.224262756,0.214139111,0.206144755,0.199654817,0.196005763,0.192803761,0.18996906,0.187488815,0.187487886,0.187480809,0.187468962,0.187450603,0.187427142,0.18739886,0.187365555,0.187327298,0.187284332,0.187241366,South Asia,Rice +27,12,8,0.005399114,0.005397569,0.005398051,0.005194829,0.005005316,0.004830916,0.004668412,0.004431428,0.004218592,0.004026253,0.003852295,0.003852107,0.003851553,0.003850935,0.003849963,0.003849068,0.003847961,0.003846859,0.003845654,0.003844229,0.003842804,South Asia,Root_Tuber +27,12,9,0.700634343,0.700635724,0.700636076,0.697047621,0.693780726,0.690858748,0.688105025,0.686188953,0.684353104,0.682602963,0.680940201,0.680931063,0.680919405,0.680906789,0.68088996,0.680873055,0.680853951,0.680834159,0.680813374,0.680790308,0.680767242,South Asia,SugarCrop +27,12,10,0.954416624,0.954416445,0.954416325,0.953720181,0.953111765,0.95251445,0.951926349,0.951623041,0.951329415,0.9510494,0.95077924,0.9507615,0.950725221,0.950671897,0.950606157,0.950536326,0.950455327,0.950368393,0.950272362,0.950174048,0.950075734,South Asia,Wheat +27,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,13,1,0.900764856,0.90076467,0.900764678,0.893048334,0.888572381,0.884679525,0.880936546,0.876044945,0.871516139,0.867305255,0.863343086,0.862761455,0.861951596,0.86091337,0.859790329,0.858624558,0.857336124,0.856005242,0.854634243,0.853207275,0.851780307,South Asia,Corn +27,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,13,4,0.51120013,0.511181192,0.511187491,0.520891355,0.529497677,0.53711757,0.543965289,0.547871933,0.55133113,0.554567552,0.557364083,0.557303092,0.557230753,0.557151267,0.557061965,0.556972078,0.556876182,0.556778762,0.556678368,0.556572059,0.55646575,South Asia,MiscCrop +27,13,5,0.003398058,0.003179191,0.003396547,0.003342437,0.003292071,0.003245239,0.003201855,0.003151677,0.003111496,0.003078316,0.003050707,0.003050704,0.003050713,0.0030507,0.0030507,0.003050687,0.003050709,0.003050696,0.003050682,0.0030507,0.003050718,South Asia,OilCrop +27,13,6,0.440787181,0.44078697,0.440786797,0.426773144,0.414688858,0.403349192,0.392489647,0.390966335,0.389045272,0.38697657,0.38458327,0.385169249,0.385251821,0.384987244,0.384268652,0.383351636,0.382085156,0.380635712,0.378978477,0.377274458,0.375570439,South Asia,OtherGrain +27,13,7,0.953433339,0.953434025,0.953431973,0.948614403,0.94413238,0.940000116,0.936089273,0.933883683,0.931724368,0.929620576,0.927518311,0.927479354,0.927315441,0.927047246,0.926659596,0.926173573,0.925577096,0.92487825,0.924059969,0.923119199,0.922178429,South Asia,Rice +27,13,8,0.314032647,0.314031487,0.314031766,0.316274163,0.318337528,0.320219794,0.322014491,0.318997312,0.316274008,0.313748569,0.311512097,0.311511858,0.311511283,0.31151144,0.311510258,0.311509852,0.311509318,0.311508801,0.311508224,0.311507619,0.311507014,South Asia,Root_Tuber +27,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop +27,13,10,0.696411292,0.696410482,0.696411415,0.696366229,0.696306344,0.696232622,0.696142876,0.696182393,0.696125159,0.696065601,0.695998184,0.695981529,0.695951643,0.695908768,0.695857323,0.695804304,0.69574357,0.695680367,0.6956124,0.695542507,0.695472614,South Asia,Wheat +27,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,13,12,0.97656249,0.976020732,0.976232912,0.976232903,0.976232924,0.976232893,0.976232918,0.976232903,0.976232891,0.976232956,0.976232915,0.976232899,0.976232878,0.97623292,0.976232879,0.97623295,0.976232916,0.976232901,0.976232927,0.976232937,0.976232947,South Asia,FodderGrass +27,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,14,1,0.408826889,0.408826777,0.408826974,0.389891563,0.379203599,0.370239634,0.362077628,0.351250068,0.341689839,0.333261072,0.325725866,0.324833047,0.323595724,0.32202116,0.320335146,0.318602928,0.316708848,0.314774796,0.312808198,0.310790801,0.308773404,South Asia,Corn +27,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,14,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop +27,14,4,0.204147697,0.204147662,0.204145647,0.210401744,0.216133528,0.221307042,0.226036461,0.228812886,0.23129811,0.233567055,0.235690584,0.235653538,0.235610021,0.235561889,0.235508585,0.23545412,0.235396764,0.235339194,0.235279337,0.235215143,0.235150949,South Asia,MiscCrop +27,14,5,0.009891987,0.009890415,0.00988907,0.00981254,0.009736618,0.009665444,0.009598904,0.009182087,0.008864438,0.008611798,0.008412334,0.008412354,0.008412326,0.008412306,0.0084123,0.008412304,0.008412295,0.008412284,0.008412292,0.008412286,0.00841228,South Asia,OilCrop +27,14,6,0.248373585,0.248372368,0.248373527,0.233110021,0.220607679,0.209665075,0.200000927,0.199005396,0.197819503,0.196571683,0.195226311,0.195519858,0.195565178,0.195439954,0.195092371,0.194647855,0.194033073,0.19333128,0.192533607,0.191717166,0.190900725,South Asia,OtherGrain +27,14,7,0.715145319,0.715144959,0.715145666,0.695382789,0.678550956,0.663995004,0.651005143,0.643797108,0.637060431,0.630809528,0.624785224,0.624729023,0.624409346,0.623869861,0.623081319,0.622093737,0.620878524,0.619461107,0.617820031,0.615961257,0.614102483,South Asia,Rice +27,14,8,0.447485235,0.447485079,0.447484735,0.450054795,0.452413765,0.454561028,0.456602919,0.453167706,0.450056313,0.447161228,0.444589836,0.444589908,0.444589351,0.44458928,0.444588948,0.444588441,0.444587843,0.444587462,0.444586835,0.44458612,0.444585405,South Asia,Root_Tuber +27,14,9,0.680309604,0.680301645,0.680332334,0.676187723,0.672618375,0.669395702,0.666332913,0.664178178,0.662091138,0.660082405,0.658149627,0.658114795,0.658062973,0.657998404,0.657924884,0.657846355,0.657759623,0.65766995,0.657574973,0.657467527,0.657360081,South Asia,SugarCrop +27,14,10,0.996894111,0.996894121,0.996894202,0.996783216,0.996680876,0.996585367,0.996497432,0.996680798,0.996829002,0.996951136,0.997053446,0.997053241,0.997052842,0.997052288,0.997051631,0.997050951,0.997050161,0.99704936,0.997048498,0.997047598,0.997046698,South Asia,Wheat +27,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,14,12,0.968150344,0.968220616,0.968215746,0.968215784,0.968215787,0.968215716,0.968215693,0.968215704,0.968215738,0.968215798,0.968215721,0.968215811,0.968215817,0.968215748,0.968215653,0.968215629,0.968215842,0.968215682,0.968215656,0.968215596,0.968215536,South Asia,FodderGrass +27,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,15,1,0.06501323,0.065012495,0.065012518,0.062465958,0.060377779,0.058614291,0.057106849,0.055349025,0.053903474,0.05268467,0.051638581,0.051638502,0.051638035,0.051637536,0.051637167,0.051636513,0.051636139,0.051635451,0.051634813,0.051634307,0.051633801,South Asia,Corn +27,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,15,4,0.013835235,0.013835369,0.013834623,0.014107993,0.014362177,0.014595956,0.014814531,0.015049371,0.015268326,0.015464111,0.015642341,0.015641736,0.015641026,0.015640247,0.015639372,0.015638514,0.015637562,0.015636613,0.015635671,0.015634628,0.015633585,South Asia,MiscCrop +27,15,5,0.016930447,0.016935934,0.016934146,0.016732245,0.016539858,0.016356624,0.016189258,0.015732589,0.015371686,0.01508189,0.014847341,0.014847319,0.014847318,0.014847305,0.014847289,0.014847254,0.014847243,0.014847244,0.014847236,0.01484724,0.014847244,South Asia,OilCrop +27,15,6,0.000572259,0.000572386,0.000573031,0.000513506,0.000465897,0.0004267,0.000393996,0.000370435,0.000349637,0.000331293,0.000314858,0.000314858,0.000314859,0.000314859,0.00031486,0.00031486,0.000314859,0.000314859,0.00031486,0.000314858,0.000314856,South Asia,OtherGrain +27,15,7,0.195162908,0.195162612,0.195162645,0.183686093,0.174972311,0.168115405,0.162561824,0.159446505,0.156714772,0.154296189,0.152177728,0.152176905,0.15216675,0.152149275,0.152123415,0.152090798,0.152050505,0.152003402,0.151949414,0.151888831,0.151828248,South Asia,Rice +27,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber +27,15,9,0.664757505,0.664799433,0.664811759,0.660774059,0.657211275,0.654011128,0.650982054,0.648864056,0.646824644,0.644869419,0.642999445,0.642977964,0.642944143,0.642902849,0.642854021,0.642805612,0.642749875,0.642692451,0.642631115,0.642560971,0.642490827,South Asia,SugarCrop +27,15,10,0.973213144,0.973213054,0.973211874,0.972787501,0.972417348,0.972055168,0.971700441,0.971518381,0.971342348,0.971174617,0.971013335,0.971002929,0.970981669,0.970950619,0.970912336,0.970872143,0.970825821,0.97077618,0.970721937,0.970666708,0.970611479,South Asia,Wheat +27,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +27,16,1,0.007241126,0.007240768,0.007240459,0.006937781,0.006691875,0.006485026,0.006308649,0.006104211,0.005936462,0.005795378,0.005674482,0.005674303,0.005674021,0.005673708,0.005673362,0.005672991,0.005672579,0.005672189,0.005671782,0.005671388,0.005670994,South Asia,Corn +27,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass +27,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop +27,16,4,0.003838268,0.003839458,0.003839776,0.003921504,0.003998072,0.004069096,0.004134242,0.004224144,0.004308557,0.004385229,0.004457459,0.004457287,0.004457076,0.004456825,0.00445656,0.004456296,0.004456016,0.004455718,0.004455415,0.004455117,0.004454819,South Asia,MiscCrop +27,16,5,0.006025173,0.006021052,0.006019701,0.005972944,0.005926541,0.00588305,0.005842405,0.005587788,0.005393809,0.005239557,0.005117772,0.005117784,0.005117781,0.005117774,0.005117768,0.005117791,0.005117786,0.005117762,0.005117783,0.005117765,0.005117747,South Asia,OilCrop +27,16,6,0.052706235,0.052706514,0.052706154,0.047917394,0.043977223,0.040680229,0.037869741,0.036204027,0.034694778,0.033301833,0.032029667,0.032031101,0.03203137,0.032030772,0.032029021,0.032026905,0.032023961,0.032020486,0.032016673,0.032012692,0.032008711,South Asia,OtherGrain +27,16,7,0.708556955,0.708556827,0.70855786,0.692862711,0.680059733,0.669388495,0.660312655,0.65505331,0.650315666,0.646012136,0.642140386,0.642132583,0.642080031,0.64198966,0.641857073,0.641690375,0.641486008,0.641247511,0.640973324,0.640664998,0.640356672,South Asia,Rice +27,16,8,0.114805372,0.114806303,0.114803425,0.110815604,0.107109019,0.103631634,0.100408294,0.095705103,0.091441562,0.087554947,0.084012804,0.084009411,0.084000031,0.083988429,0.083971352,0.083954892,0.08393511,0.08391566,0.083893722,0.083869079,0.083844436,South Asia,Root_Tuber +27,16,9,0.692259278,0.692213362,0.692251457,0.68707092,0.683084721,0.679401762,0.675840563,0.673279202,0.670738004,0.66824492,0.66579585,0.66569144,0.665539669,0.66534394,0.665125099,0.664893802,0.664636532,0.664369676,0.664087724,0.663768909,0.663450094,South Asia,SugarCrop +27,16,10,0.743956865,0.743957852,0.743958522,0.741017886,0.738483039,0.736036508,0.733673667,0.732427068,0.731233015,0.730104372,0.729029108,0.728966282,0.728841225,0.728657803,0.728431986,0.728195154,0.727923174,0.72763328,0.727316157,0.726992743,0.726669329,South Asia,Wheat +27,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb +27,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass +27,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit +28,10,1,0.403817354,0.403817186,0.403817696,0.405287719,0.406654587,0.408021273,0.409285736,0.408757455,0.408228909,0.407700787,0.407278626,0.407278709,0.407278815,0.407278465,0.407278697,0.407277957,0.407278447,0.407278683,0.407278493,0.407278662,0.407278831,South Korea,Corn +28,10,2,0,0,0,0,0.217203869,0.218317313,0.21936025,0.219585249,0.217573226,0.216756949,0.216238598,0.217202351,0.218542153,0.219887186,0.221163365,0.222294654,0.222822918,0.223049186,0.223275991,0.223428863,0.223581735,South Korea,biomass +28,10,3,0.192443599,0.192241378,0.193103446,0.193103615,0.193104051,0.193103906,0.193103787,0.193103785,0.193103751,0.193103248,0.193103096,0.193103311,0.193103476,0.193102759,0.193103536,0.193103982,0.193103722,0.19310305,0.193103933,0.193103098,0.193102263,South Korea,FiberCrop +28,10,4,0.326381034,0.326379783,0.326380578,0.326283108,0.326089645,0.325896381,0.325798104,0.326564939,0.3272358,0.327907556,0.328676169,0.328675404,0.328673604,0.328672786,0.328671153,0.328669743,0.328668256,0.328666399,0.328665142,0.328663324,0.328661506,South Korea,MiscCrop +28,10,5,0.290279166,0.290278483,0.290279278,0.290334192,0.290413273,0.290402646,0.290483031,0.290384571,0.290376023,0.290367929,0.290269772,0.290262329,0.290254301,0.290244724,0.290236175,0.290226753,0.290219131,0.290211603,0.290203837,0.290196846,0.290189855,South Korea,OilCrop +28,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain +28,10,7,0.704700248,0.704699926,0.704699556,0.704336313,0.703962378,0.703585469,0.703203546,0.702827686,0.702449408,0.702068042,0.70168149,0.701680666,0.701675229,0.701664571,0.701650957,0.701633087,0.70161208,0.7015887,0.701559927,0.701528705,0.701497483,South Korea,Rice +28,10,8,0.786550872,0.786551603,0.78655127,0.790015704,0.793156833,0.795982598,0.798502555,0.795813971,0.79317046,0.790502007,0.787734298,0.78773375,0.787733664,0.787732632,0.787732078,0.787730586,0.787729945,0.787728583,0.787727686,0.787726645,0.787725604,South Korea,Root_Tuber +28,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop +28,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat +28,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb +28,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass +28,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit +28,11,1,0.13558632,0.135585805,0.135586178,0.136302932,0.136971282,0.137642329,0.138264268,0.138004148,0.137744213,0.137484829,0.137277623,0.137277576,0.137277589,0.13727767,0.137277581,0.137277472,0.137277641,0.13727759,0.137277536,0.137277453,0.13727737,South Korea,Corn +28,11,2,0,0,0,0,0.195944889,0.197046031,0.19801328,0.19849954,0.198986529,0.198430798,0.198221878,0.199126125,0.200382919,0.200592264,0.200802316,0.201012425,0.20164456,0.202489639,0.203196238,0.203762721,0.204329204,South Korea,biomass +28,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FiberCrop +28,11,4,0.24369326,0.243692567,0.243692372,0.243771588,0.243849969,0.243848336,0.243925745,0.244489394,0.245053001,0.245616928,0.246182309,0.246181978,0.246181104,0.246179871,0.246177824,0.246176784,0.246175022,0.246174289,0.246171946,0.246171675,0.246171404,South Korea,MiscCrop +28,11,5,0.259105923,0.259106447,0.259106164,0.259137433,0.25920388,0.259188636,0.259256871,0.259160303,0.25906319,0.259050054,0.258952008,0.258940719,0.258927888,0.258912814,0.258898664,0.258884454,0.258870385,0.258858782,0.258845785,0.258833917,0.258822049,South Korea,OilCrop +28,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain +28,11,7,0.703284377,0.703284664,0.703284662,0.702920194,0.702543369,0.702161333,0.70177467,0.701395412,0.701012517,0.700626815,0.700234765,0.700232992,0.70022563,0.700212817,0.700195393,0.700175647,0.700147833,0.700118783,0.700082938,0.700044108,0.700005278,South Korea,Rice +28,11,8,0.69699494,0.696995821,0.696995337,0.692511718,0.68863566,0.685101664,0.682104859,0.686371647,0.690700806,0.695181784,0.699812151,0.699811198,0.699810974,0.699811066,0.699809683,0.69980745,0.699806766,0.699805861,0.6998043,0.699801955,0.69979961,South Korea,Root_Tuber +28,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop +28,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat +28,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb +28,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass +28,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit +29,4,1,4.63E-05,4.63E-05,4.63E-05,4.51E-05,4.41E-05,4.31E-05,4.22E-05,4.19E-05,4.15E-05,4.12E-05,4.10E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.08E-05,4.08E-05,4.08E-05,4.08E-05,Southeast Asia,Corn +29,4,2,0,0,0,0,0.147325983,0.144907726,0.142532129,0.141261635,0.139456662,0.138417557,0.13922134,0.138506404,0.138243811,0.137898619,0.137607455,0.137609059,0.137748255,0.137877227,0.138000362,0.13801917,0.138037978,Southeast Asia,biomass +29,4,3,0.196251024,0.196251263,0.196252108,0.192518266,0.189099235,0.185988248,0.183045561,0.180729091,0.178750716,0.176977633,0.17540532,0.175407092,0.175408634,0.175409212,0.17540907,0.175409062,0.175408327,0.175407066,0.175405029,0.17540343,0.175401831,Southeast Asia,FiberCrop +29,4,4,0.117499614,0.117499502,0.117499462,0.117768626,0.117984647,0.118153149,0.118319617,0.118699667,0.119028997,0.119312287,0.119591834,0.119565297,0.119533174,0.119498832,0.119459724,0.119421287,0.119379824,0.11933883,0.119295689,0.119250512,0.119205335,Southeast Asia,MiscCrop +29,4,5,0.031984324,0.031984358,0.031984288,0.03106581,0.030198438,0.029379287,0.028605772,0.027513208,0.026506061,0.025577878,0.024712806,0.024712739,0.024712736,0.02471279,0.024712802,0.024712743,0.02471281,0.024712793,0.024712754,0.024712749,0.024712744,Southeast Asia,OilCrop +29,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,4,7,0.36276898,0.362769173,0.362769019,0.363117744,0.363459005,0.363678998,0.363873615,0.361194071,0.358607062,0.356110633,0.353797395,0.353796397,0.353767894,0.353715771,0.353638036,0.353539434,0.353416334,0.353271853,0.353105616,0.352918414,0.352731212,Southeast Asia,Rice +29,4,8,0.000544307,0.000544297,0.000544302,0.000501513,0.000465274,0.000434262,0.000407414,0.000414434,0.000421764,0.000429408,0.000437385,0.000437384,0.000437384,0.000437387,0.000437385,0.000437384,0.000437388,0.000437387,0.000437384,0.000437387,0.00043739,Southeast Asia,Root_Tuber +29,4,9,0.670286026,0.670286194,0.670285919,0.667757818,0.665684669,0.663793486,0.662179925,0.661442057,0.660698962,0.660049198,0.65939469,0.659386577,0.659373741,0.659356622,0.659338671,0.65931979,0.659297831,0.659276093,0.659252445,0.659224893,0.659197341,Southeast Asia,SugarCrop +29,4,10,0.598623779,0.598623401,0.598624509,0.599231333,0.599631444,0.599846943,0.599762999,0.601312681,0.602411624,0.6032842,0.603917259,0.603833367,0.603665728,0.603423866,0.603128252,0.602817205,0.602463148,0.602081019,0.601666388,0.601244766,0.600823144,Southeast Asia,Wheat +29,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,4,13,0.000283385,0.000283376,0.000283389,0.000272972,0.000263392,0.000254481,0.000246193,0.000235198,0.000225181,0.000216058,0.000207664,0.000206759,0.000205856,0.000204958,0.000204064,0.000203174,0.000202288,0.000201405,0.000200527,0.000199652,0.000198777,Southeast Asia,PalmFruit +29,5,1,0.057745757,0.057745755,0.057745686,0.057265192,0.056817316,0.056396421,0.056001277,0.055908656,0.055815833,0.055745828,0.055676123,0.05567544,0.055673795,0.055672638,0.055670862,0.055669234,0.055667785,0.055665867,0.055664073,0.055662403,0.055660733,Southeast Asia,Corn +29,5,2,0,0,0,0,0.149391199,0.147766459,0.146183804,0.146589994,0.148072461,0.150709864,0.151489045,0.151518792,0.151486349,0.151324232,0.150883113,0.150427722,0.150012584,0.149645265,0.14932908,0.149068067,0.148807054,Southeast Asia,biomass +29,5,3,0.33556144,0.335561235,0.335561706,0.330265697,0.325481684,0.321111374,0.317053222,0.316208394,0.315458771,0.314801486,0.314241285,0.314242519,0.314244534,0.314243949,0.314244277,0.314244587,0.314243249,0.314241561,0.314241192,0.314237643,0.314234094,Southeast Asia,FiberCrop +29,5,4,0.153154302,0.153154529,0.15315439,0.154773625,0.156233835,0.157589644,0.158838114,0.15801627,0.157252877,0.15654917,0.155903303,0.155893659,0.155882446,0.155869986,0.155856061,0.155841985,0.155826935,0.155811597,0.155795761,0.155778885,0.155762009,Southeast Asia,MiscCrop +29,5,5,0.003327164,0.003327166,0.00332717,0.003195526,0.003074393,0.002962972,0.002859271,0.002690998,0.002542422,0.002410333,0.002292002,0.002292006,0.002292008,0.002292007,0.002292008,0.002292002,0.002292008,0.002292002,0.002292004,0.002292005,0.002292006,Southeast Asia,OilCrop +29,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,5,7,0.409790476,0.409790449,0.409790437,0.415129569,0.420159191,0.424872728,0.429262831,0.430602098,0.431823647,0.432927541,0.433907731,0.43390616,0.433883919,0.433845205,0.433787697,0.433714881,0.433624313,0.433518721,0.433396784,0.433259305,0.433121826,Southeast Asia,Rice +29,5,8,0.018480707,0.018480685,0.018480689,0.01764961,0.016912482,0.016260843,0.015673745,0.015897867,0.016125166,0.016362807,0.016603709,0.016603803,0.016603696,0.016603593,0.016603583,0.016603583,0.016603489,0.016603518,0.016603343,0.016603327,0.016603311,Southeast Asia,Root_Tuber +29,5,9,0.551195768,0.551195662,0.551195396,0.552378393,0.553511295,0.554429011,0.555344257,0.555628468,0.55590821,0.556186413,0.556463352,0.556457608,0.556447944,0.556437598,0.556426118,0.556412081,0.556397495,0.556382161,0.556365783,0.55634858,0.556331377,Southeast Asia,SugarCrop +29,5,10,0.783393115,0.783392468,0.783393927,0.784173523,0.784807862,0.785257671,0.785517851,0.786813611,0.787800388,0.788632116,0.789301691,0.78926177,0.789182238,0.789066942,0.78892573,0.788777901,0.788607657,0.788426716,0.788229019,0.788028637,0.787828255,Southeast Asia,Wheat +29,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,5,13,0.000157763,0.000157757,0.000157763,0.000153022,0.000148617,0.000144464,0.00014055,0.000136148,0.000132056,0.000128199,0.000124562,0.000124019,0.000123478,0.000122939,0.000122403,0.000121869,0.000121337,0.000120808,0.000120281,0.000119756,0.000119231,Southeast Asia,PalmFruit +29,6,1,0.019922306,0.019922382,0.01992232,0.019395359,0.018914184,0.018483974,0.018094027,0.017713226,0.01736965,0.017061525,0.016787255,0.016787227,0.016787162,0.016787153,0.016787075,0.016787014,0.016786951,0.016786891,0.016786821,0.016786767,0.016786713,Southeast Asia,Corn +29,6,2,0,0,0,0,0.084635611,0.0847604,0.084843181,0.083209617,0.084440806,0.085062504,0.085287711,0.085115457,0.085149906,0.085249521,0.085315795,0.085373972,0.085083168,0.084788741,0.084627968,0.084467018,0.084306068,Southeast Asia,biomass +29,6,3,0.106105865,0.10610588,0.106105802,0.107593704,0.108932617,0.110201291,0.111354952,0.11157051,0.111743393,0.111916151,0.112132857,0.112133197,0.112133151,0.11213303,0.112133112,0.112132929,0.112133551,0.112133435,0.112132722,0.112132329,0.112131936,Southeast Asia,FiberCrop +29,6,4,0.083806206,0.083806199,0.083806332,0.085306754,0.086727376,0.088064473,0.089278339,0.088602723,0.087964506,0.087364775,0.086801992,0.086795511,0.086788261,0.086779884,0.08677083,0.086761573,0.086750958,0.086740475,0.086730096,0.086718202,0.086706308,Southeast Asia,MiscCrop +29,6,5,0.006932235,0.006932237,0.006932236,0.006760212,0.006598145,0.006442696,0.006296322,0.006095051,0.005907839,0.005731303,0.005567182,0.005567189,0.005567184,0.005567186,0.0055672,0.005567187,0.005567202,0.005567203,0.005567189,0.005567171,0.005567153,Southeast Asia,OilCrop +29,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain +29,6,7,0.436068329,0.436069114,0.436069531,0.443217957,0.449934396,0.456114295,0.461856067,0.466671569,0.471155874,0.475414327,0.479331804,0.479327805,0.479301165,0.47925633,0.479190145,0.479106724,0.479004304,0.478883691,0.478746202,0.478591206,0.47843621,Southeast Asia,Rice +29,6,8,0.007531349,0.007531353,0.007531355,0.007207515,0.006921159,0.006666134,0.006437007,0.006561326,0.006690914,0.00682306,0.006957771,0.006957778,0.006957755,0.006957727,0.00695771,0.006957684,0.006957644,0.006957627,0.006957574,0.006957528,0.006957482,Southeast Asia,Root_Tuber +29,6,9,0.501393684,0.501393214,0.501393668,0.499591167,0.498045024,0.496604281,0.495270052,0.494589786,0.493908665,0.49322432,0.49253618,0.492533371,0.492526631,0.492519274,0.492511552,0.492501117,0.492491071,0.492480924,0.492470267,0.492456833,0.492443399,Southeast Asia,SugarCrop +29,6,10,0.088331761,0.088298963,0.088315963,0.087506098,0.086632967,0.085542187,0.084215161,0.084332757,0.084251756,0.08410206,0.08382237,0.083694076,0.083436083,0.083063086,0.082602251,0.082116368,0.081556793,0.080954991,0.080295651,0.079619779,0.078943907,Southeast Asia,Wheat +29,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,6,13,7.61E-07,7.61E-07,7.61E-07,7.40E-07,7.20E-07,7.02E-07,6.84E-07,6.24E-07,5.75E-07,5.33E-07,4.97E-07,4.95E-07,4.93E-07,4.91E-07,4.89E-07,4.87E-07,4.84E-07,4.82E-07,4.80E-07,4.78E-07,4.76E-07,Southeast Asia,PalmFruit +29,9,1,0.865055292,0.86505576,0.865055436,0.865004469,0.864953248,0.864902692,0.864851634,0.86474993,0.864698791,0.86464788,0.864596167,0.864596509,0.864596057,0.864597303,0.864596798,0.86459711,0.864597047,0.864596301,0.864595823,0.864596793,0.864597763,Southeast Asia,Corn +29,9,2,0,0,0,0,0.272797362,0.272822623,0.272782201,0.271945811,0.271094336,0.271600591,0.272465373,0.274183927,0.27446701,0.27460437,0.27465562,0.274693373,0.274979808,0.275433258,0.275884553,0.276334504,0.276784455,Southeast Asia,biomass +29,9,3,0.317916445,0.317941185,0.317940552,0.308390858,0.299457224,0.291119642,0.28327328,0.279652865,0.276148528,0.272670755,0.269306842,0.26930657,0.269306952,0.269306845,0.269306805,0.269307094,0.269306835,0.269306744,0.26930676,0.269306683,0.269306606,Southeast Asia,FiberCrop +29,9,4,0.411503034,0.411502834,0.411503114,0.404813981,0.398882594,0.393595239,0.388742042,0.393937451,0.399050535,0.403977054,0.40881705,0.408817067,0.408815288,0.40881271,0.408810204,0.408808808,0.408805247,0.40880372,0.408801367,0.408798792,0.408796217,Southeast Asia,MiscCrop +29,9,5,0.310904731,0.310904512,0.31090434,0.308397638,0.306178888,0.304153128,0.302225047,0.300849923,0.299569792,0.298383569,0.297199341,0.297198961,0.297198134,0.297197774,0.297197141,0.297195923,0.297195291,0.297194596,0.297194491,0.297193693,0.297192895,Southeast Asia,OilCrop +29,9,6,0.026202163,0.026203868,0.026204123,0.026066944,0.025944954,0.025822693,0.025711174,0.025114137,0.024570861,0.024069168,0.023616866,0.023618595,0.023618849,0.023618168,0.023616196,0.023613696,0.02361023,0.02360624,0.023601693,0.023597099,0.023592505,Southeast Asia,OtherGrain +29,9,7,0.998794208,0.998794967,0.998794557,0.998770191,0.998747463,0.998725906,0.99870615,0.998683386,0.998662485,0.998642957,0.998624864,0.998624856,0.998624777,0.998624625,0.998624398,0.998624118,0.998623759,0.998623343,0.998622859,0.998622326,0.998621793,Southeast Asia,Rice +29,9,8,0.55012184,0.550120232,0.550120663,0.552460508,0.554586794,0.556393476,0.558092701,0.554420362,0.550632183,0.546837683,0.543038637,0.543038019,0.543036358,0.543034999,0.543032839,0.54303029,0.5430279,0.54302575,0.543022862,0.543019555,0.543016248,Southeast Asia,Root_Tuber +29,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Southeast Asia,Wheat +29,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +29,10,1,0.667498927,0.667499448,0.667498175,0.667106165,0.666814267,0.666521839,0.666230096,0.66593845,0.665744193,0.665451841,0.665257956,0.665257574,0.665256738,0.665255018,0.665255027,0.665253989,0.665253145,0.665252055,0.665250744,0.665249619,0.665248494,Southeast Asia,Corn +29,10,2,0,0,0,0,0.286515273,0.285584642,0.284583519,0.283530086,0.284738491,0.284038454,0.282485748,0.281810375,0.283579155,0.285745784,0.286674136,0.287035689,0.28700761,0.286783986,0.286459388,0.286046078,0.285632768,Southeast Asia,biomass +29,10,3,0.165671112,0.165671085,0.165670259,0.166391345,0.167052992,0.167595511,0.168140153,0.168992776,0.169787895,0.170525328,0.171264278,0.171266996,0.171267931,0.171269105,0.171269645,0.171268897,0.171268282,0.17126735,0.171265082,0.171263963,0.171262844,Southeast Asia,FiberCrop +29,10,4,0.352174998,0.352175492,0.352175879,0.349018683,0.346166726,0.343618171,0.341369162,0.34264213,0.343817881,0.344996471,0.346077875,0.346075844,0.346073661,0.346070881,0.3460685,0.346065491,0.346063775,0.346059467,0.346057981,0.346054362,0.346050743,Southeast Asia,MiscCrop +29,10,5,0.350473777,0.350474118,0.35047297,0.347907797,0.34564733,0.343489086,0.341532201,0.340064946,0.338698698,0.337432443,0.336265526,0.33626489,0.3362659,0.33626412,0.336264451,0.336264509,0.336264402,0.336263825,0.336263467,0.336262953,0.336262439,Southeast Asia,OilCrop +29,10,6,0.062088127,0.06208836,0.062088473,0.06166967,0.061293056,0.060915619,0.060561687,0.059411174,0.058347068,0.057370089,0.056475108,0.056482173,0.056483498,0.056480511,0.056472393,0.056461467,0.056446296,0.056429329,0.056409641,0.05638976,0.056369879,Southeast Asia,OtherGrain +29,10,7,0.922326322,0.922326521,0.922326419,0.921721656,0.92117363,0.920648524,0.920145972,0.91961946,0.919118152,0.918641977,0.918222557,0.918222552,0.91821541,0.918202744,0.918184041,0.918160057,0.918130381,0.918095186,0.918054868,0.918009601,0.917964334,Southeast Asia,Rice +29,10,8,0.525553542,0.525553203,0.525553353,0.527050091,0.52833156,0.529399265,0.530466514,0.527956016,0.525442825,0.522928018,0.52030176,0.520301231,0.520299801,0.520298206,0.520295255,0.520292987,0.520290085,0.520287104,0.520283812,0.520279645,0.520275478,Southeast Asia,Root_Tuber +29,10,9,0.048104158,0.048105495,0.048106937,0.046997277,0.046099436,0.045347275,0.044697923,0.045051335,0.045388682,0.045690578,0.045975471,0.045975424,0.045975354,0.045975366,0.045975476,0.045975457,0.045975589,0.045975387,0.04597539,0.045975443,0.045975496,Southeast Asia,SugarCrop +29,10,10,0.79298993,0.792989501,0.792989444,0.791656871,0.790399025,0.789120138,0.787963827,0.786597989,0.785364564,0.784195214,0.783088032,0.783072956,0.783042697,0.782997073,0.782941684,0.782882942,0.782814566,0.782741624,0.782662301,0.782581927,0.782501553,Southeast Asia,Wheat +29,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,10,13,0.01018765,0.010189036,0.010193941,0.009814307,0.009460924,0.009135841,0.0088332,0.008416635,0.00804024,0.00769707,0.007384294,0.007352299,0.007320463,0.007288751,0.007257184,0.007225746,0.007194441,0.007163271,0.007132239,0.007101314,0.007070389,Southeast Asia,PalmFruit +29,11,1,0.062151874,0.062151856,0.062151809,0.062120032,0.062092444,0.062039956,0.062012792,0.061708729,0.061405835,0.061104316,0.060828998,0.060828488,0.060827863,0.060826884,0.060825984,0.060824915,0.060823881,0.060822679,0.060821616,0.060820424,0.060819232,Southeast Asia,Corn +29,11,2,0,0,0,0,0.050378535,0.050030119,0.04968939,0.049489534,0.049022768,0.049080473,0.049508338,0.049544292,0.04956899,0.049580285,0.0496125,0.049621075,0.049626764,0.049630839,0.049634054,0.049637025,0.049639996,Southeast Asia,biomass +29,11,3,0.436603198,0.436602868,0.436602786,0.431809675,0.427448818,0.423415071,0.419601709,0.419705474,0.419809774,0.419914415,0.420018453,0.420021265,0.420021813,0.420022293,0.420023467,0.420023518,0.420021629,0.420020297,0.420017665,0.420015264,0.420012863,Southeast Asia,FiberCrop +29,11,4,0.089398499,0.089398352,0.08939827,0.088336586,0.087388089,0.086516472,0.085719711,0.086603142,0.087459591,0.088253313,0.089017733,0.089012565,0.089006276,0.088999522,0.088991896,0.088984119,0.088975839,0.088967238,0.088958821,0.088949399,0.088939977,Southeast Asia,MiscCrop +29,11,5,0.001295615,0.001295541,0.001295559,0.00122711,0.001165794,0.001110894,0.001061321,0.000994033,0.000935424,0.000883695,0.000837714,0.000837708,0.000837712,0.000837711,0.000837711,0.000837712,0.000837715,0.000837713,0.000837711,0.000837712,0.000837713,Southeast Asia,OilCrop +29,11,6,0.002290709,0.002290543,0.002290489,0.002212157,0.002139279,0.002071495,0.002008455,0.001949041,0.00189384,0.001841795,0.001792732,0.001792732,0.001792732,0.001792732,0.001792727,0.00179272,0.001792714,0.001792706,0.001792696,0.00179269,0.001792684,Southeast Asia,OtherGrain +29,11,7,0.36095388,0.360954216,0.360954612,0.3580327,0.355219038,0.352609441,0.350197463,0.347911053,0.345822539,0.34383333,0.342037554,0.342037396,0.342028875,0.342013892,0.341993038,0.341964233,0.341929357,0.341888562,0.341841066,0.341788026,0.341734986,Southeast Asia,Rice +29,11,8,0.077745987,0.077745744,0.077746046,0.077312698,0.076912385,0.07657433,0.076268277,0.080249736,0.084186428,0.088054697,0.0918652,0.091865067,0.091864963,0.091864544,0.091864803,0.091864268,0.091864302,0.091864041,0.091863624,0.09186321,0.091862796,Southeast Asia,Root_Tuber +29,11,9,0.599159657,0.599159853,0.599159252,0.598840871,0.598420013,0.59810406,0.597789386,0.597889821,0.597993005,0.59809542,0.598197495,0.59819713,0.598196375,0.598195629,0.598195432,0.598194229,0.598193679,0.598192668,0.598191664,0.598190594,0.598189524,Southeast Asia,SugarCrop +29,11,10,0.682789136,0.682788817,0.682789153,0.689709683,0.695818507,0.701313014,0.706208239,0.717411942,0.726824376,0.73495654,0.741942386,0.741937786,0.741927845,0.741913553,0.741894993,0.741875993,0.741854043,0.741830683,0.741806132,0.741780833,0.741755534,Southeast Asia,Wheat +29,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,11,13,0.005653529,0.005665676,0.005662297,0.005586567,0.00551184,0.005440466,0.00537002,0.005252439,0.005139642,0.005033619,0.004931922,0.004910517,0.004889197,0.004867978,0.00484683,0.004825789,0.004804826,0.004783964,0.004763185,0.004742513,0.004721841,Southeast Asia,PalmFruit +29,12,1,0.039284554,0.03928472,0.039284761,0.039498475,0.039697121,0.039913664,0.040114509,0.039880556,0.039664802,0.039466059,0.039285162,0.039284931,0.039285083,0.039284647,0.039284637,0.039284607,0.039284405,0.039284089,0.039284161,0.039283684,0.039283207,Southeast Asia,Corn +29,12,2,0,0,0,0,0.072248887,0.072586833,0.072920362,0.074263216,0.07541478,0.076336259,0.077330974,0.077657028,0.078074256,0.078015751,0.077894656,0.07780363,0.077712489,0.077650904,0.077558847,0.077466066,0.077373285,Southeast Asia,biomass +29,12,3,0.748337412,0.748337601,0.748337467,0.744557358,0.740989733,0.737640095,0.734516796,0.727223587,0.720753922,0.715067016,0.709930471,0.70993054,0.709930588,0.709930322,0.709930696,0.709930771,0.709930222,0.70993036,0.709930224,0.709930047,0.70992987,Southeast Asia,FiberCrop +29,12,4,0.082509627,0.082509776,0.082509841,0.082829152,0.083148621,0.083435266,0.083689105,0.083516914,0.083376671,0.0832366,0.083128792,0.083123331,0.083116845,0.083109534,0.083101165,0.083093026,0.083084133,0.08307518,0.08306592,0.083055792,0.083045664,Southeast Asia,MiscCrop +29,12,5,0.049315029,0.049314981,0.049314982,0.048567783,0.047890539,0.047280537,0.046716541,0.045499465,0.044458769,0.043530047,0.04270814,0.042708193,0.042708167,0.042708146,0.042708034,0.042708202,0.042708129,0.042707984,0.042708078,0.042708061,0.042708044,Southeast Asia,OilCrop +29,12,6,0.022319854,0.02231961,0.022319469,0.021262555,0.020306328,0.019441521,0.018652609,0.018032793,0.017455488,0.016917987,0.016410807,0.01641078,0.016410767,0.016410815,0.016410854,0.016410759,0.016410775,0.016410857,0.01641084,0.016410824,0.016410808,Southeast Asia,OtherGrain +29,12,7,0.285016455,0.285015693,0.285015874,0.288381355,0.291583857,0.294531927,0.297310353,0.298837437,0.300183123,0.301526607,0.302776512,0.302774105,0.302766457,0.30275098,0.302727493,0.30269751,0.302661176,0.302619369,0.30257115,0.302515365,0.30245958,Southeast Asia,Rice +29,12,8,0.038677539,0.038677786,0.038677827,0.039116234,0.039526528,0.039907536,0.040292292,0.041004127,0.041676051,0.042323128,0.042944382,0.042944301,0.04294418,0.04294413,0.042944182,0.042944121,0.04294408,0.042943928,0.042944014,0.042943811,0.042943608,Southeast Asia,Root_Tuber +29,12,9,0.339587695,0.339587165,0.339587074,0.343812653,0.347709768,0.351330067,0.354668187,0.356637776,0.358409593,0.36008351,0.36175934,0.361755926,0.36174911,0.36174177,0.361733382,0.36172389,0.361714247,0.361703298,0.361692696,0.361680019,0.361667342,Southeast Asia,SugarCrop +29,12,10,0.676590806,0.67659121,0.676590322,0.677875569,0.679064311,0.680060224,0.680863512,0.682431865,0.683627857,0.684728717,0.685641878,0.685638603,0.685631859,0.68562251,0.685610421,0.685597949,0.685584239,0.685568801,0.685552078,0.685534553,0.685517028,Southeast Asia,Wheat +29,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,12,13,0.006505547,0.006507466,0.006507435,0.006378901,0.006255595,0.006137313,0.006023867,0.005892067,0.005765618,0.005644327,0.005527954,0.005503958,0.005480083,0.005456312,0.005432614,0.005409048,0.005385576,0.005362206,0.005338922,0.005315751,0.00529258,Southeast Asia,PalmFruit +29,15,1,0.485391311,0.485391495,0.485390812,0.485282267,0.485173416,0.485064548,0.484955357,0.484738567,0.484628105,0.484521032,0.484411935,0.484411353,0.484412175,0.48441181,0.484411521,0.484412957,0.48441196,0.484412277,0.484411915,0.484411822,0.484411729,Southeast Asia,Corn +29,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass +29,15,3,0.162742009,0.162746307,0.162742739,0.15678357,0.151280982,0.146207998,0.141487211,0.139221934,0.137039954,0.134936397,0.132910449,0.132910572,0.132911211,0.132910397,0.132910427,0.132910216,0.132910851,0.132910549,0.132910847,0.132910815,0.132910783,Southeast Asia,FiberCrop +29,15,4,0.236615256,0.236615549,0.236616339,0.233964497,0.231641455,0.229485491,0.227572261,0.228413729,0.229257401,0.230104316,0.230874429,0.23087419,0.230872161,0.23087132,0.230869323,0.230867085,0.230865133,0.230863808,0.230861669,0.230860104,0.230858539,Southeast Asia,MiscCrop +29,15,5,0.146903827,0.146903576,0.146903763,0.145441131,0.144151523,0.142976935,0.14186301,0.14107018,0.140333263,0.139599745,0.138921051,0.138921393,0.138921533,0.138921227,0.138921195,0.138921333,0.138920864,0.138920712,0.138920834,0.138920726,0.138920618,Southeast Asia,OilCrop +29,15,6,0.019746777,0.019745561,0.019745749,0.019648206,0.019560284,0.019472749,0.019393581,0.018982954,0.018604192,0.018263781,0.017952162,0.017952672,0.017952744,0.017952466,0.017951881,0.017951081,0.017949729,0.017948431,0.017946778,0.017945164,0.01794355,Southeast Asia,OtherGrain +29,15,7,0.697014469,0.697013861,0.697015393,0.693693407,0.69062686,0.687815744,0.685170884,0.681965606,0.679020793,0.676341748,0.673832519,0.673832475,0.673824011,0.673808207,0.67378634,0.673758172,0.673722486,0.673681462,0.673633226,0.673581154,0.673529082,Southeast Asia,Rice +29,15,8,0.296035659,0.296036251,0.296037322,0.299092024,0.301715398,0.303988127,0.3059969,0.301549615,0.29713667,0.292671993,0.288154812,0.288155489,0.288154469,0.288153779,0.288151527,0.288149944,0.288147766,0.288145344,0.288143641,0.288140725,0.288137809,Southeast Asia,Root_Tuber +29,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,15,10,0.97596774,0.975966777,0.975966306,0.975642458,0.97532493,0.975034572,0.974761735,0.974243093,0.973757813,0.973308538,0.972885777,0.972885185,0.972884267,0.972882757,0.97288077,0.972878747,0.972876574,0.972873997,0.972871362,0.972868683,0.972866004,Southeast Asia,Wheat +29,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +29,16,1,0.167994726,0.167991592,0.167994801,0.16885194,0.169712144,0.170575768,0.171381217,0.172624848,0.173812495,0.175006892,0.176208075,0.176207573,0.176207652,0.176207698,0.176207805,0.176207721,0.17620829,0.17620781,0.176208215,0.176208171,0.176208127,Southeast Asia,Corn +29,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass +29,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FiberCrop +29,16,4,0.006544249,0.006555347,0.006553222,0.006493724,0.00644019,0.006395244,0.006353364,0.006325701,0.006297999,0.006273199,0.006251108,0.00625081,0.006250458,0.00625008,0.006249646,0.006249227,0.006248783,0.006248304,0.006247818,0.006247311,0.006246804,Southeast Asia,MiscCrop +29,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OilCrop +29,16,6,0.031170855,0.031188314,0.031142146,0.02929692,0.027673727,0.026226194,0.024936501,0.024164071,0.023444825,0.022765894,0.02212482,0.022124931,0.022124782,0.022124888,0.022124829,0.022124923,0.022124849,0.022124927,0.022124885,0.02212491,0.022124935,Southeast Asia,OtherGrain +29,16,7,0.374291355,0.37428652,0.374288484,0.375191809,0.375994961,0.376896063,0.37779162,0.377571249,0.377244895,0.376913024,0.376679092,0.376678972,0.376671438,0.376660132,0.376641328,0.37661545,0.376584389,0.376548998,0.37650774,0.376459366,0.376410992,Southeast Asia,Rice +29,16,8,0.471226338,0.471228379,0.471221188,0.476835039,0.481915896,0.486461387,0.490686968,0.493929226,0.496849417,0.499447555,0.501828874,0.501829501,0.501829469,0.501828591,0.501827779,0.501827532,0.501828149,0.50182747,0.501826363,0.501826244,0.501826125,Southeast Asia,Root_Tuber +29,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop +29,16,10,0.570102135,0.5701053,0.570104657,0.571582677,0.572956135,0.57411678,0.575067115,0.57684564,0.578206838,0.579464158,0.58051302,0.580512981,0.580512615,0.580512167,0.580511722,0.580511144,0.580510772,0.580510326,0.580510088,0.580509124,0.58050816,Southeast Asia,Wheat +29,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb +29,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass +29,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit +31,7,1,0.950189885,0.950190028,0.950190325,0.950617049,0.951035644,0.951432604,0.951786538,0.952142637,0.952475877,0.952787335,0.953077285,0.95307533,0.953072491,0.953069025,0.953065401,0.953061604,0.953057615,0.953053624,0.95304934,0.953045131,0.953040922,Argentina,Corn +31,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass +31,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop +31,7,4,0.825013756,0.825014076,0.825013708,0.825365843,0.825652629,0.82587629,0.826097685,0.828944587,0.831629761,0.834220308,0.836658194,0.836647133,0.83663408,0.836619402,0.836603203,0.836586813,0.836569375,0.836551759,0.836533457,0.836514336,0.836495215,Argentina,MiscCrop +31,7,5,0.001507454,0.001507332,0.001507392,0.001436456,0.001416714,0.001397632,0.001377656,0.001340903,0.001306059,0.001272404,0.001240667,0.001224788,0.001205899,0.001184192,0.001162175,0.001141455,0.001121405,0.001102037,0.001082457,0.001063656,0.001044855,Argentina,OilCrop +31,7,6,0.268254793,0.268254035,0.268253304,0.268848161,0.269359321,0.26987057,0.270296484,0.26978132,0.269267481,0.268838778,0.268410133,0.268410987,0.268410119,0.26841058,0.268410549,0.268410804,0.268410309,0.268410179,0.268409936,0.26840997,0.268410004,Argentina,OtherGrain +31,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice +31,7,8,0.468563535,0.468564842,0.4685642,0.476203741,0.482983638,0.48912247,0.494722233,0.496770544,0.498687857,0.500601576,0.502393505,0.502384978,0.502362998,0.502336103,0.502293346,0.50225399,0.502205316,0.50215791,0.50210474,0.502044725,0.50198471,Argentina,Root_Tuber +31,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop +31,7,10,0.032349528,0.032349367,0.032349425,0.033004125,0.033560438,0.034038875,0.03446412,0.034687456,0.034881808,0.03506192,0.035227009,0.035224505,0.035219407,0.035212215,0.035203463,0.035194185,0.035183574,0.03517228,0.035159973,0.035147367,0.035134761,Argentina,Wheat +31,7,11,0.516501379,0.51650147,0.51650127,0.520306029,0.523886734,0.52724843,0.530392002,0.531494859,0.532485845,0.533475495,0.534356256,0.534362745,0.534367287,0.534370181,0.534370766,0.534370594,0.534368483,0.534365506,0.534361079,0.534355813,0.534350547,Argentina,FodderHerb +31,7,12,0.181357499,0.181357799,0.181357056,0.181357285,0.181357308,0.181357846,0.181357456,0.181357134,0.181357157,0.181357616,0.181357885,0.181357999,0.181357167,0.181357518,0.181357356,0.181357728,0.181357817,0.18135748,0.181357147,0.181357449,0.181357751,Argentina,FodderGrass +31,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit +31,8,1,0.257148735,0.257148563,0.257148827,0.258935822,0.260676587,0.262344288,0.263849146,0.265369255,0.266809274,0.268168248,0.269445896,0.269442156,0.269436105,0.269428997,0.269423602,0.269415415,0.269408084,0.269399962,0.269392218,0.269383967,0.269375716,Argentina,Corn +31,8,2,0,0,0,0,0.034629505,0.034861978,0.035056797,0.035231028,0.035385644,0.035548284,0.035701286,0.035761066,0.035802094,0.035820862,0.035930844,0.036127373,0.036304635,0.036449295,0.036562239,0.036659836,0.036757433,Argentina,biomass +31,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop 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+31,11,8,0.088675814,0.088675742,0.088676114,0.091426792,0.093959248,0.096292274,0.0984466,0.098909771,0.099333064,0.099757953,0.10018261,0.100182068,0.100179272,0.100175781,0.100171138,0.100166438,0.100160637,0.100155398,0.100149186,0.100142022,0.100134858,Argentina,Root_Tuber +31,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop +31,11,10,0.004690505,0.004690504,0.004690501,0.004786612,0.004868142,0.00493792,0.004999709,0.00503259,0.005061131,0.005087532,0.005111604,0.005111091,0.00511006,0.005108599,0.005106824,0.00510501,0.005102878,0.005100654,0.005098198,0.005095727,0.005093256,Argentina,Wheat +31,11,11,0.029929922,0.02992989,0.029929863,0.030171082,0.030388156,0.030593863,0.030787962,0.031327585,0.031849096,0.032365351,0.032875807,0.032876559,0.032876987,0.032877174,0.032877343,0.03287729,0.032877066,0.032876758,0.032876334,0.032875799,0.032875264,Argentina,FodderHerb 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+31,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass +31,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop +31,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop +31,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop +31,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain +31,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice +31,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber +31,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop +31,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat +31,15,11,0.083354468,0.083333333,0.083277726,0.083292946,0.08329937,0.083305128,0.083310537,0.083338902,0.08336335,0.083385792,0.083406485,0.083417029,0.083424093,0.083428222,0.083429641,0.083429121,0.083426016,0.083421171,0.083414532,0.08340662,0.083398708,Argentina,FodderHerb 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+32,6,4,0.066365289,0.066365488,0.066365645,0.067116331,0.067819914,0.068447206,0.06905183,0.069104426,0.069156645,0.069208202,0.069259393,0.069256301,0.069252752,0.069248763,0.069244047,0.069239301,0.069234212,0.069229184,0.069223906,0.069218155,0.069212404,Colombia,MiscCrop +32,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop +32,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain +32,6,7,0.806264955,0.806264694,0.806264849,0.800639306,0.795457732,0.790804277,0.786635705,0.784254246,0.781991842,0.779850456,0.777829634,0.777819541,0.777793891,0.777754814,0.777701938,0.77763813,0.777560648,0.777474746,0.777376365,0.777265827,0.777155289,Colombia,Rice +32,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber +32,6,9,0.515152391,0.515150903,0.515152209,0.517813815,0.520172593,0.522208016,0.524026728,0.525526604,0.526917197,0.528199133,0.529371817,0.529369971,0.529366948,0.52936302,0.529358429,0.529353714,0.529348332,0.529343154,0.529337312,0.529330599,0.529323886,Colombia,SugarCrop +32,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat +32,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb +32,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass +32,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit +32,11,1,0.052961832,0.052964482,0.052964174,0.053342164,0.053760394,0.054119209,0.054457779,0.05521011,0.055857511,0.056420286,0.056918944,0.056911618,0.056902116,0.056890545,0.056878444,0.056866036,0.056853336,0.056840671,0.056828067,0.056815263,0.056802459,Colombia,Corn +32,11,2,0,0,0,0,0.013929284,0.013983004,0.014030935,0.014066966,0.013976949,0.013522248,0.013239948,0.013285702,0.013343192,0.013400876,0.013458802,0.013516974,0.013575469,0.0136341,0.013693032,0.013752252,0.013811472,Colombia,biomass +32,11,3,0.112541308,0.112545173,0.112530103,0.111258123,0.11014584,0.109163116,0.10829863,0.108254302,0.108214928,0.10817766,0.108138881,0.1082121,0.108261197,0.108287708,0.108297059,0.108288943,0.108263507,0.108223087,0.108169121,0.108105079,0.108041037,Colombia,FiberCrop +32,11,4,0.008206679,0.008206292,0.008206233,0.008226983,0.008244196,0.008257868,0.008271535,0.008267709,0.008263828,0.008256395,0.008252457,0.008252225,0.008251933,0.008251616,0.008251272,0.008250913,0.00825054,0.008250152,0.008249763,0.008249349,0.008248935,Colombia,MiscCrop +32,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop +32,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain 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+67,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NY,biomass +67,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NY,FiberCrop +67,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NY,MiscCrop 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+67,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NY,FodderGrass +67,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit +68,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,OH,Corn +68,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,OH,biomass 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+68,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,OH,OtherGrain +68,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice +68,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber +68,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,OH,SugarCrop +68,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,OH,Wheat +68,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,OH,FodderHerb +68,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,OH,FodderGrass +68,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,OH,Corn +68,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,OH,biomass +68,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,OH,FiberCrop +68,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,OH,MiscCrop +68,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,OH,OilCrop +68,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,OH,OtherGrain +68,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice +68,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber +68,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop +68,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,OH,Wheat +68,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,OH,FodderHerb +68,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,OH,FodderGrass +68,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,OH,Corn +68,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,OH,biomass +68,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,OH,FiberCrop +68,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,OH,MiscCrop +68,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,OH,OilCrop +68,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,OH,OtherGrain +68,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice +68,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,OH,Root_Tuber +68,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,OH,SugarCrop +68,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,OH,Wheat +68,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,OH,FodderHerb +68,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,OH,FodderGrass +68,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,OH,Corn +68,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,OH,biomass +68,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,OH,FiberCrop +68,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,OH,MiscCrop +68,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,OH,OilCrop +68,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,OH,OtherGrain +68,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice +68,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,OH,Root_Tuber +68,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,OH,SugarCrop +68,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,OH,Wheat +68,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,OH,FodderHerb +68,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,OH,FodderGrass +68,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,OH,Corn +68,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,OH,biomass +68,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,OH,FiberCrop +68,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,OH,MiscCrop +68,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,OH,OilCrop +68,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,OH,OtherGrain +68,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice +68,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,OH,Root_Tuber +68,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop +68,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,OH,Wheat +68,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,OH,FodderHerb +68,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,OH,FodderGrass +68,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,OH,Corn +68,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,OH,biomass +68,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,OH,FiberCrop +68,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,OH,MiscCrop +68,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,OH,OilCrop +68,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,OH,OtherGrain +68,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,OH,Rice +68,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,OH,Root_Tuber +68,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,OH,SugarCrop +68,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,OH,Wheat +68,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,OH,FodderHerb +68,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,OH,FodderGrass +68,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,OH,Corn +68,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass +68,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,OH,FiberCrop +68,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,OH,MiscCrop +68,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,OH,OilCrop +68,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,OH,OtherGrain +68,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice +68,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber +68,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop +68,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,OH,Wheat +68,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,OH,FodderHerb +68,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,OH,FodderGrass +68,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,OH,Corn +68,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass +68,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop +68,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,OH,MiscCrop +68,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,OH,OilCrop +68,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,OH,OtherGrain +68,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,OH,Rice +68,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber +68,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop +68,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,OH,Wheat +68,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,OH,FodderHerb +68,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,OH,FodderGrass +68,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Corn +68,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass +68,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop +68,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,OH,MiscCrop +68,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OilCrop +68,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,OH,OtherGrain +68,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice +68,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,OH,Root_Tuber +68,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,SugarCrop +68,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,OH,Wheat +68,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,OH,FodderHerb +68,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,OH,FodderGrass +68,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +68,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Corn +68,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass +68,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop +68,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,MiscCrop +68,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OilCrop +68,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OtherGrain +68,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice +68,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Root_Tuber +68,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,SugarCrop +68,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,OH,Wheat +68,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,OH,FodderHerb +68,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,OH,FodderGrass +68,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit +69,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,OK,Corn +69,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,OK,biomass +69,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,OK,FiberCrop +69,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,OK,MiscCrop +69,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,OK,OilCrop +69,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,OK,OtherGrain +69,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice +69,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber +69,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,OK,SugarCrop +69,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,OK,Wheat +69,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,OK,FodderHerb +69,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,OK,FodderGrass +69,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,OK,Corn +69,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,OK,biomass +69,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,OK,FiberCrop +69,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,OK,MiscCrop +69,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,OK,OilCrop +69,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,OK,OtherGrain +69,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice +69,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber +69,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop +69,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,OK,Wheat +69,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,OK,FodderHerb +69,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,OK,FodderGrass +69,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,OK,Corn +69,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,OK,biomass +69,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,OK,FiberCrop +69,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,OK,MiscCrop +69,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,OK,OilCrop +69,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,OK,OtherGrain +69,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice +69,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,OK,Root_Tuber +69,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,OK,SugarCrop +69,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,OK,Wheat +69,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,OK,FodderHerb +69,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,OK,FodderGrass +69,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,OK,Corn +69,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,OK,biomass +69,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,OK,FiberCrop +69,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,OK,MiscCrop +69,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,OK,OilCrop +69,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,OK,OtherGrain +69,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice +69,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,OK,Root_Tuber +69,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,OK,SugarCrop +69,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,OK,Wheat +69,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,OK,FodderHerb +69,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,OK,FodderGrass +69,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,OK,Corn +69,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,OK,biomass +69,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,OK,FiberCrop +69,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,OK,MiscCrop +69,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,OK,OilCrop +69,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,OK,OtherGrain +69,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice +69,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,OK,Root_Tuber +69,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop +69,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,OK,Wheat +69,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,OK,FodderHerb +69,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,OK,FodderGrass +69,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,OK,Corn +69,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,OK,biomass +69,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,OK,FiberCrop +69,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,OK,MiscCrop +69,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,OK,OilCrop +69,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,OK,OtherGrain +69,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,OK,Rice +69,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,OK,Root_Tuber +69,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,OK,SugarCrop +69,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,OK,Wheat +69,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,OK,FodderHerb +69,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,OK,FodderGrass +69,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,OK,Corn +69,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass +69,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,OK,FiberCrop +69,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,OK,MiscCrop +69,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,OK,OilCrop +69,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,OK,OtherGrain +69,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice +69,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber +69,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop +69,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,OK,Wheat +69,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,OK,FodderHerb +69,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,OK,FodderGrass +69,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit +69,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,OK,Corn +69,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass +69,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,FiberCrop +69,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,OK,MiscCrop +69,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,OK,OilCrop +69,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,OK,OtherGrain 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+69,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,OK,OtherGrain +69,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice +69,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,OK,Root_Tuber +69,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,SugarCrop +69,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,OK,Wheat 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+79,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,VT,MiscCrop +79,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,VT,OilCrop +79,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,VT,OtherGrain +79,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice +79,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,VT,Root_Tuber +79,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,VT,SugarCrop +79,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,VT,Wheat +79,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,VT,FodderHerb +79,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,VT,FodderGrass +79,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit +79,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,VT,Corn +79,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,VT,biomass +79,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,VT,FiberCrop +79,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,VT,MiscCrop +79,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,VT,OilCrop +79,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,VT,OtherGrain +79,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice +79,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,VT,Root_Tuber +79,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,VT,SugarCrop +79,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,VT,Wheat +79,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,VT,FodderHerb +79,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,VT,FodderGrass +79,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit +79,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,VT,Corn +79,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,VT,biomass +79,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,VT,FiberCrop +79,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,VT,MiscCrop +79,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,VT,OilCrop 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+79,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,VT,biomass +79,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,VT,FiberCrop +79,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,VT,MiscCrop 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+79,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,VT,OtherGrain +79,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Rice +79,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber +79,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop +79,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,VT,Wheat +79,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,VT,FodderHerb +79,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,VT,FodderGrass +79,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit +79,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,VT,Corn +79,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,biomass +79,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,FiberCrop +79,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,VT,MiscCrop +79,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,VT,OilCrop +79,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,VT,OtherGrain +79,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,VT,Rice +79,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber +79,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop +79,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,VT,Wheat +79,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,VT,FodderHerb 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b/tethys/reference/queries/query_withdrawal.xml similarity index 100% rename from tethys/reference/query_withdrawal.xml rename to tethys/reference/queries/query_withdrawal.xml diff --git a/tethys/reference/query_withdrawal_GCAMUSA.xml b/tethys/reference/queries/query_withdrawal_GCAMUSA.xml similarity index 100% rename from tethys/reference/query_withdrawal_GCAMUSA.xml rename to tethys/reference/queries/query_withdrawal_GCAMUSA.xml From 59c0d8f53f8061f78b46d85a113ba200a39d2dc5 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 26 Apr 2022 13:29:03 -0400 Subject: [PATCH 010/142] Updating docs regarding GCAMUSA --- docs/source/user_guide.rst | 36 ++++++++++++++++++++++-------------- 1 file changed, 22 insertions(+), 14 deletions(-) diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 15e460d..6ce4b6f 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -39,20 +39,23 @@ Tethys uses an INI configuration file to specify the input data, options, and ou ^^^^^^^^^^^^^ This section defines project-level parameters. -================== ========================= -Key Name Value Description -================== ========================= -ProjectName Name for the downscaling project -InputFolder Path to :ref:`Example/Input` -OutputFolder Folder where :ref:`Output files` will be created -rgnmapdir Path to :ref:`rgn32` -OutputFormat 0 = create both (default), 1 = csv file, 2 = netcdf(nc) file -OutputUnit 0 = cubic kilometers (default), 1 = mm -PerformWithdrawal 1 = downscale withdrawal (default), 0 = skip -PerformConsumption 1 = downscale consumption, 0 = skip (default) -PerformDiagnostics 1 = perform diagnostics (default), 0 = don't -PerformTemporal 0 = don't perform temporal downscaling (default), 1 = do -================== ========================= +=================== ========================= +Key Name Value Description +=================== ========================= +ProjectName Name for the downscaling project +InputFolder Path to :ref:`Example/Input` +OutputFolder Folder where :ref:`Output files` will be created +rgnmapdir Path to :ref:`rgn32` +OutputFormat 0 = create both (default), 1 = csv file, 2 = netcdf(nc) file +OutputUnit 0 = cubic kilometers (default), 1 = mm +GCAMUSA 0 = 32 region GCAM (default), 1 = GCAMUSA +PerformWithdrawal 1 = downscale withdrawal (default), 0 = skip +PerformConsumption 1 = downscale consumption, 0 = skip (default) +PerformDiagnostics 1 = perform diagnostics (default), 0 = don't +PerformTemporal 0 = don't perform temporal downscaling (default), 1 = do +UseDemeter 1 = use irrigated crop area from Demeter, 0 = don't (default) +DemeterOutputFolder Path to folder with Demeter outputs +=================== ========================= .. note:: **If you want to run consumption:** @@ -92,6 +95,11 @@ GCAM_Years comma separated YYYY string, e.g. 2005,2010,2015,2020,2025 ^^^^^^^^^^^^^^^^ This section contains the paths to various files from :ref:`Example/Input`, :ref:`rgn32`, and :ref:`harmonized_inputs`. +.. note:: + Except for the "Population", "Irrigation", and "Livestock" files, tethys now includes built-din defaults for this section, selected according to the ``GCAMUSA`` option. + + These defaults can be overridden by simply providing the path to the desired file as before. + ================== ========================= Key Name Value Description ================== ========================= From 9d5f102181bd62d782ea7c95800b6390a2af48e7 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 27 Apr 2022 12:55:36 -0400 Subject: [PATCH 011/142] some PEP 8 --- tethys/config_reader.py | 44 ++++++++++++++++++++++++----------------- 1 file changed, 26 insertions(+), 18 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index a6d637f..202d4ea 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -1,5 +1,4 @@ import os -import logging import pkg_resources import re @@ -74,14 +73,16 @@ def __init__(self, **kwargs): self.GCAM_query = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query', 'None')) if self.PerformWithdrawal == 1 and not self.GCAM_query.endswith('.xml'): if self.GCAMUSA == 1: - self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal_GCAMUSA.xml') + self.GCAM_query = \ + pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal_GCAMUSA.xml') else: self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal.xml') self.GCAM_query_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_C', 'None')) if self.PerformConsumption == 1 and not self.GCAM_query_C.endswith('.xml'): if self.GCAMUSA == 1: - self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption_GCAMUSA.xml') + self.GCAM_query_C = \ + pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption_GCAMUSA.xml') else: self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') @@ -127,9 +128,11 @@ def __init__(self, **kwargs): self.InputRegionFile = os.path.join(self.InputFolder, self.map_params.get('RegionIDs', 'None')) if os.path.basename(self.InputRegionFile) == 'None': if self.GCAMUSA == 1: - self.InputRegionFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids_gcamUSA.csv') + self.InputRegionFile = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids_gcamUSA.csv') else: - self.InputRegionFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids.csv') + self.InputRegionFile = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids.csv') self.RegionNames = os.path.join(self.InputFolder, self.map_params.get('RegionNames', 'None')) if os.path.basename(self.RegionNames) == 'None': @@ -162,28 +165,33 @@ def __init__(self, **kwargs): self.buff_fract = os.path.join(self.InputFolder, self.map_params.get('Buffalo_Fraction', 'None')) if os.path.basename(self.buff_fract) == 'None': if self.GCAMUSA == 1: - self.buff_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005_gcamUSA.csv') + self.buff_fract = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005_gcamUSA.csv') else: self.buff_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005.csv') self.goat_fract = os.path.join(self.InputFolder, self.map_params.get('Goat_Fraction', 'None')) if os.path.basename(self.goat_fract) == 'None': if self.GCAMUSA == 1: - self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005_gcamUSA.csv') + self.goat_fract = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005_gcamUSA.csv') else: self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005.csv') self.irrigated_fract = os.path.join(self.InputFolder, self.map_params.get('Irrigated_Fract', 'None')) if os.path.basename(self.irrigated_fract) == 'None': if self.GCAMUSA == 1: - self.irrigated_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac_gcamUSA.csv') + self.irrigated_fract = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac_gcamUSA.csv') else: - self.irrigated_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac.csv') + self.irrigated_fract = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac.csv') - # Additional details for GCAM USA (Only if present) + # Additional details for GCAM USA (Only if present) self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea', 'None')) if os.path.basename(self.basin_state_area) == 'None' and self.GCAMUSA == 1: - self.basin_state_area = pkg_resources.resource_filename('tethys', 'reference/grid_info/basin_state_area_ratio_gcamUSA.csv') + self.basin_state_area = \ + pkg_resources.resource_filename('tethys', 'reference/grid_info/basin_state_area_ratio_gcamUSA.csv') if self.PerformTemporal: self.temporal_params = self.config.get('TemporalDownscaling') @@ -202,20 +210,20 @@ def __init__(self, **kwargs): self.TemporalInterpolation = int(self.temporal_params.get('TemporalInterpolation')) if self.UseDemeter: - D_years = [] + demeter_years = [] for filename in os.listdir(self.DemeterOutputFolder): # Folder contains Demeter outputs if filename.endswith('.csv'): yearstr = re.sub("[^0-9]", "", filename) - D_years.append(int(yearstr)) + demeter_years.append(int(yearstr)) years = [int(x) for x in self.years] - # Subset D_years to match chosen years - D_years = [number for number in D_years if number in years] - D_years = sorted(D_years) + # Subset demeter_years to match chosen years + demeter_years = [number for number in demeter_years if number in years] + demeter_years = sorted(demeter_years) # If we use Demeter outputs, we will start from the beginning year in Demeter. - startindex = years.index(D_years[0]) + startindex = years.index(demeter_years[0]) self.years = years[startindex:] @staticmethod @@ -240,4 +248,4 @@ def validate_directory(directory, param_name): else: msg = f"Directory {directory} not found for {param_name}" - raise NotADirectoryError(msg) \ No newline at end of file + raise NotADirectoryError(msg) From 3f90478f284144c42961b3c38a46c7fc231867ec Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 27 Apr 2022 15:32:32 -0400 Subject: [PATCH 012/142] refactor data_parser --- tethys/data_reader/gis_reader.py | 27 ++- tethys/data_reader/hist_pop_irr_data.py | 13 +- .../temporal_downscaling.py | 14 +- tethys/utils/data_parser.py | 204 +----------------- 4 files changed, 31 insertions(+), 227 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index d800770..071d99b 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -20,8 +20,7 @@ import os import numpy as np from scipy import io as spio -from tethys.utils.data_parser import GetArrayCSV, GetArrayTXT -from tethys.utils.data_parser import getContentArray as ArrayCSVRead +from tethys.utils.data_parser import get_array_csv, get_array_txt from tethys.data_reader.hist_pop_irr_data import getPopYearData as GetPopData from tethys.utils.exceptions import FileNotFoundError @@ -55,19 +54,19 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L # Livestock (heads) in year 2000: dim is 67420x1 - GISData['Buffalo'] = ArrayCSVRead(Livestock_Buffalo, 1) - GISData['Cattle'] = ArrayCSVRead(Livestock_Cattle, 1) - GISData['Goat'] = ArrayCSVRead(Livestock_Goat, 1) - GISData['Sheep'] = ArrayCSVRead(Livestock_Sheep, 1) - GISData['Poultry'] = ArrayCSVRead(Livestock_Poultry, 1) - GISData['Pig'] = ArrayCSVRead(Livestock_Pig, 1) + GISData['Buffalo'] = get_array_csv(Livestock_Buffalo, 1) + GISData['Cattle'] = get_array_csv(Livestock_Cattle, 1) + GISData['Goat'] = get_array_csv(Livestock_Goat, 1) + GISData['Sheep'] = get_array_csv(Livestock_Sheep, 1) + GISData['Poultry'] = get_array_csv(Livestock_Poultry, 1) + GISData['Pig'] = get_array_csv(Livestock_Pig, 1) # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat - GISData['coord'] = ArrayCSVRead(Coord, 0) + GISData['coord'] = get_array_csv(Coord, 0) #coords = GISData['coord'][:, :] # read area values for each land grid cell, convert from ha to km2 - GISData['area'] = ArrayCSVRead(Area, 0) * 0.01 + GISData['area'] = get_array_csv(Area, 0) * 0.01 # read the latitude value for each cell [67420x1] GISData['mapAreaExt'] = None @@ -110,13 +109,13 @@ def load_const_griddata(fn, headerNum=0, key=" "): elif fn.endswith('.txt'): try: - data = GetArrayTXT(fn, headerNum) + data = get_array_txt(fn, headerNum) except: with open(fn, 'r') as f: data = np.array(f.read().splitlines()) elif fn.endswith('.csv'): - data = GetArrayCSV(fn, headerNum) + data = get_array_csv(fn, headerNum) all_zeros = not np.any(data) if all_zeros: try: @@ -152,8 +151,8 @@ def getRegionMapData(rgnmapfile): # dictionary GISData{} saves the data related to region map data rgnmapData = {} # dim is 67420 x 2 - rgnmapData['rgnmapAG'] = ArrayCSVRead(rgnmapfile, 1).astype(int) - rgnmapData['rgnmapNONAG'] = ArrayCSVRead(rgnmapfile, 1).astype(int) + rgnmapData['rgnmapAG'] = get_array_csv(rgnmapfile, 1).astype(int) + rgnmapData['rgnmapNONAG'] = get_array_csv(rgnmapfile, 1).astype(int) rgnmapData['nrgnAG'] = max(rgnmapData['rgnmapAG'][:]) # Number of regions rgnmapData['nrgnNONAG'] = max(rgnmapData['rgnmapNONAG'][:]) # Number of regions rgnmapData['map_rgn_nonag'] = None diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 93a3e6e..eaeecb3 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -14,8 +14,7 @@ import csv import numpy as np -from tethys.utils.data_parser import getContentArray as ArrayCSVReader -from tethys.utils.data_parser import GetArrayCSV +from tethys.utils.data_parser import get_array_csv def getIrrYearData(Irrigation_GMIA, years, Irrigation_HYDE): @@ -25,8 +24,8 @@ def getIrrYearData(Irrigation_GMIA, years, Irrigation_HYDE): """ irr = {} - GMIA_irr = ArrayCSVReader(Irrigation_GMIA,1) - HYDE_irr = ArrayCSVReader(Irrigation_HYDE,1) + GMIA_irr = get_array_csv(Irrigation_GMIA, 1) + HYDE_irr = get_array_csv(Irrigation_HYDE, 1) H_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] G_years = [2005] years = [int(x) for x in years] @@ -91,7 +90,7 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): yearstr = re.sub("[^0-9]", "", filename) if int(yearstr) in inter: D_years.append(int(yearstr)) - tmp = GetArrayCSV(os.path.join(folder, filename), 1) + tmp = get_array_csv(os.path.join(folder, filename), 1) index = check_header_Demeter_outputs(os.path.join(folder, filename)) data = tmp[:,index] # irrigation fraction for 12 crops except biomass # 0.5 degree total grid cell square kilometers can be calculated using: np.cos(np.radians(latitude)) * (111.32 * 110.57) * (0.5**2) @@ -124,8 +123,8 @@ def getPopYearData(Population_GPW, Population_HYDE, years): """ pop = {} - GPW_pop = ArrayCSVReader(Population_GPW, 1) - HYDE_pop = ArrayCSVReader(Population_HYDE, 1) + GPW_pop = get_array_csv(Population_GPW, 1) + HYDE_pop = get_array_csv(Population_HYDE, 1) H_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980] diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 8f31939..1b235da 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -31,7 +31,7 @@ import numpy as np import scipy.io as spio -from tethys.utils.data_parser import getContentArray as ArrayCSVRead +from tethys.utils.data_parser import get_array_csv from tethys.temporal_downscaling.neighbor_basin import NeighborBasin @@ -130,18 +130,18 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T dom = {} dom['tas'] = tclim['tas'][:, Temp_TDMonths_Index] - dom['DomesticR'] = ArrayCSVRead(Domestic_R, 1) + dom['DomesticR'] = get_array_csv(Domestic_R, 1) ele = {} ele['hdd'] = tclim['hdd'][:, Temp_TDMonths_Index] ele['cdd'] = tclim['cdd'][:, Temp_TDMonths_Index] # The parameters pb, ph, pc, pu, pit are all obtained from GCAM. - ele['building'] = ArrayCSVRead(Elec_Building,0)[:,Temp_TDYears_Index] - ele['industry'] = ArrayCSVRead(Elec_Industry,0)[:,Temp_TDYears_Index] - ele['heating'] = ArrayCSVRead(Elec_Building_heat,0)[:,Temp_TDYears_Index] - ele['cooling'] = ArrayCSVRead(Elec_Building_cool,0)[:,Temp_TDYears_Index] - ele['others'] = ArrayCSVRead(Elec_Building_others,0)[:,Temp_TDYears_Index] + ele['building'] = get_array_csv(Elec_Building, 0)[:, Temp_TDYears_Index] + ele['industry'] = get_array_csv(Elec_Industry, 0)[:, Temp_TDYears_Index] + ele['heating'] = get_array_csv(Elec_Building_heat, 0)[:, Temp_TDYears_Index] + ele['cooling'] = get_array_csv(Elec_Building_cool, 0)[:, Temp_TDYears_Index] + ele['others'] = get_array_csv(Elec_Building_others, 0)[:, Temp_TDYears_Index] ele['region'] = regionID """Domestic""" diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index 7f4d497..74b6cd5 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -7,206 +7,12 @@ Copyright (c) 2017, Battelle Memorial Institute """ -import csv -import numpy +import numpy as np -# Numpy Parser -def GetArrayCSV(filename, headerNum): - try: - f = open(filename, "rU") - a = numpy.__version__ - if int(a.split('.')[1])>= 10: - data = numpy.genfromtxt(f, delimiter=",", skip_header=headerNum, filling_values="0") - else: - data = numpy.genfromtxt(f, delimiter=",", skiprows=headerNum, filling_values="0") - return data - f.close() - except IOError: - pass +def get_array_csv(filename, skip_header): + return np.genfromtxt(filename, delimiter=',', skip_header=skip_header, filling_values='0') -def GetArrayTXT(filename, headerNum): - try: - f = open(filename, "rU") - a = numpy.__version__ - if int(a.split('.')[1])>= 10: - data = numpy.genfromtxt(f, delimiter=" ", skip_header=headerNum, filling_values="0") - else: - data = numpy.genfromtxt(f, delimiter=" ", skiprows=headerNum, filling_values="0") - return data - f.close() - except IOError: - pass - -# CSV Parser -def getHeader(filename): - try: - #f = open(filename, "r") - f = open(filename, "rU") - reader = csv.reader(f, delimiter=",") - try: - header = next(reader) - if len(header) < 2: - header = None - return header - finally: - f.close() - except IOError: - pass - -def getContent(filename, headerNum): - try: - f = open(filename, "rU") - reader = csv.reader(f, delimiter=",") - data = [] - try: - for i in range(0,headerNum): - next(reader) # skip header - - # Skip the empty line - for row in reader: - if len(row) > 0: - row = row - data.append(row) - return data - finally: - f.close() - except IOError: - pass - -def getContentArray(filename, headerNum): - try: - f = open(filename, "rU") - data = numpy.genfromtxt(f, delimiter=",", skip_header = headerNum, filling_values="0") - return data - f.close() - except IOError: - pass - -def getContentNum(filename, headerNum, row0, nrow): - try: - count = 0 - f = open(filename, "rU") - reader = csv.reader(f, delimiter=",") - data = [] - try: - for i in range(0,headerNum + row0): - next(reader) # skip header - - # Skip the empty line - for row in reader: - if len(row) > 0: - row = row - data.append(row) - count = count + 1 - if count > nrow: - break - return data - finally: - f.close() - except IOError: - pass - - -def getColumn(filename, headerNum, column): - try: - f = open(filename, "rU") - reader = csv.reader(f, delimiter=",") - data = [] - try: - for i in range(0,headerNum): - next(reader) # skip header - - # Skip the empty line - for row in reader: - if len(row) > 0: - row = row - data.append(row[column]) - return data - finally: - f.close() - except IOError: - print("Fail to open file: {}".format(filename)) - pass - -def getColumnNum(filename, headerNum, column): - data = getColumn(filename, headerNum, column) - column = [] - for i in range(0,len(data)): - column.append(float(data[i])) - return column - -def getNumeric(filename, headerNum, column): - data = getColumn(filename, headerNum, column) - return numpy.array(data,dtype='f') - -def getNumericRow(filename, headerNum, row): - content = getContent(filename, headerNum) - data = content[row] - return numpy.array(data[row:],dtype='f') - - -# TXT Parser -def getTXTContent(filename, headerNum): - try: - f = open(filename, "rU") - reader = csv.reader(f, delimiter=" ") - data = [] - try: - for i in range(0,headerNum): - next(reader) # skip header - - # Skip the empty line - for row in reader: - if len(row) > 0: - row = row - if not row[-1]: - del row[-1] - data.append(row) - return data - finally: - f.close() - except IOError: - pass - -def getTXTContentArray(filename, headerNum): - try: - f = open(filename, "rU") - a = numpy.__version__ - if int(a.split('.')[1])>= 10: - data = numpy.genfromtxt(f, delimiter=" ", skip_header = headerNum, filling_values="0") - else: - data = numpy.genfromtxt(f, delimiter=" ", skiprows = headerNum, filling_values="0") - return data - f.close() - except IOError: - pass - - -def getTXTContentlivestock(filename, headerNum): - ''' modified for livestock files, 7200 string columns to 720 float columns''' - try: - f = open(filename, "rU") - reader = csv.reader(f, delimiter=" ") - data = [] - try: - for i in range(0,headerNum): - next(reader) # skip header - - # Skip the empty line - for row in reader: - if len(row) > 0: - row = row - if not row[-1]: - del row[-1] - row = list(map(float, row)) - temp = [] - for i in range(0,len(row),10): - temp.append(sum(row[i:i+10])) - data.append(temp) - return data - finally: - f.close() - except IOError: - pass +def get_array_txt(filename, skip_header): + return np.genfromtxt(filename, delimiter=' ', skip_header=skip_header, filling_values='0') From a11ffdcae4c864f7b5c42156dc50ca790135cdda Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 10:48:24 -0400 Subject: [PATCH 013/142] remove duplicate region mapping, move to GISData --- tethys/data_reader/gis_reader.py | 32 +-- tethys/run_disaggregation.py | 15 +- tethys/spatial_downscaling/proxy_maps.py | 212 ++++++++---------- tethys/spatial_downscaling/total_water_use.py | 8 +- 4 files changed, 118 insertions(+), 149 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 071d99b..1ed9a40 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -26,11 +26,15 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, Livestock_Sheep, - Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, InputCountryFile, - CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, Population_GPW, - Population_HYDE): + Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, + InputCountryFile, CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, + Population_GPW, Population_HYDE): # dictionary GISData{} saves the data related to GIS data - GISData = {} + GISData = dict() + + GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) + GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions + GISData['map_rgn'] = None GISData['SubRegionString'] = 'Basin' @@ -139,23 +143,3 @@ def load_const_griddata(fn, headerNum=0, key=" "): datagrp.close() return data - - -def getRegionMapData(rgnmapfile): - # read a table for looking up region by grid cell - # All of these are two-column comma-separated tables. Unassigned grid cells are - # denoted by 0 in the second column. Note we allow for (and in fact require) a single header line - # rgnmap - the lookup table. First column is grid cell id; second is region number. - # nrgn - the number of regions in this region mapping. - - # dictionary GISData{} saves the data related to region map data - rgnmapData = {} - # dim is 67420 x 2 - rgnmapData['rgnmapAG'] = get_array_csv(rgnmapfile, 1).astype(int) - rgnmapData['rgnmapNONAG'] = get_array_csv(rgnmapfile, 1).astype(int) - rgnmapData['nrgnAG'] = max(rgnmapData['rgnmapAG'][:]) # Number of regions - rgnmapData['nrgnNONAG'] = max(rgnmapData['rgnmapNONAG'][:]) # Number of regions - rgnmapData['map_rgn_nonag'] = None - rgnmapData['map_rgn_ag'] = None - - return rgnmapData diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index d766b49..05526cc 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -105,6 +105,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf Livestock_Pig=Livestock_Pig, Coord=Coord, Area=Area, + InputRegionFile=InputRegionFile, InputBasinFile=InputBasinFile, BasinNames=BasinNames, InputCountryFile=InputCountryFile, @@ -116,7 +117,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf Irrigation_HYDE=Irrigation_HYDE, DemeterOutputFolder=DemeterOutputFolder ) - rgnmapData = gis_reader.getRegionMapData(InputRegionFile) endtime2 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime2 - endtime1)) logging.info('---Mapsize: {}'.format(mapsize)) @@ -124,7 +124,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf # 3. Rearranging data and map indices # Rearrange all the input data into a common framework (from 2D to 1D) logging.info('---Rearranging data and map indices') - Rearranging(mapsize, GISData, rgnmapData) + Rearranging(mapsize, GISData) endtime3 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime3 - endtime2)) @@ -132,13 +132,13 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf # withdrawals to grid scale # a. Create a population proxy map logging.info('---Create a population map as proxy of non-agricultural water withdrawals') - ProxyMaps.PopulationMap(mapsize, GISData, GCAMData, rgnmapData, OUT, NY) + ProxyMaps.PopulationMap(mapsize, GISData, GCAMData, OUT, NY) endtime4 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime4 - endtime3)) # b. Create a livestock proxy map and downscale livestock water withdrawal to grid scale logging.info('---Create an livestock map as proxy of livestock water withdrawal') - ProxyMaps.LivestockMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT) + ProxyMaps.LivestockMap(mapsize, GISData, GCAMData, NY, OUT) endtime5 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime5 - endtime4)) @@ -147,10 +147,10 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf # Use Demeter outputs (irrigated cropland areas for each type of crops ) to replace the GMIA/HYSE data used in downscaling of irrigation water withdrawal # Additional gridded outputs: irrigation water withdrawal by 13 crop types logging.info('---Create an irrigation map as proxy of agricultural water withdrawal using Demeter outputs') - ProxyMaps.IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg) + ProxyMaps.IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg) else: logging.info('---Create an irrigation map as proxy of agricultural water withdrawal ') - ProxyMaps.IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg) + ProxyMaps.IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg) endtime6 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime6 - endtime5)) @@ -159,7 +159,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf logging.info('---Aggregate to compute total water withdrawal at grid scale') TotalWaterUse.TotalWaterUse(OutputUnit=OutputUnit, GISData=GISData, - rgnmapData=rgnmapData, OUT=OUT) endtime7 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime7 - endtime6)) @@ -199,7 +198,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf coords=GISData['coord'][:,:], OUT=OUT, mapindex=GISData['mapindex'], - regionID=rgnmapData['rgnmapNONAG'], + regionID=GISData['RegionIDs'], basinID=GISData['BasinIDs']) print(f'TDyears = {TDYears}') endtime7 = time.time() diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index c08a2b6..16c857b 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -14,7 +14,7 @@ - OUT class OUTSettings(), data for output, gridded results for each withdrawal category - GISData structure GISData{}, GIS data on grid map of 360*720 - GCAMData structure GCAMData{}, GCAM outputs with dimension: NRegions X NYears - - rgnmapData structure rgnmapData{}, region names, region ID for each valid cell on grid map + - GISData structure GISData{}, region names, region ID for each valid cell on grid map """ import logging @@ -25,37 +25,29 @@ from tethys.utils.utils_math import sub2ind -def Rearranging(mapsize, GISData, rgnmapData): +def Rearranging(mapsize, GISData): + + nrow = mapsize[0] + ncol = mapsize[1] - row0 = SizeR(GISData['area']) # row = 67420 - # Create a matrix with all data 1. area 2 region # - data = np.zeros((row0,2), dtype=float) - data[:,0] = GISData['area'] #1. Area of each grid - data[:,1] = rgnmapData['rgnmapNONAG'][:] #GCAM 'primary' region - - nrow = mapsize[0] - ncol = mapsize[1] - # create various map structures: 1D mapAreaExt = np.zeros((nrow*ncol,), dtype=float) # maps of the various GCAM region mappings: 1D - map_rgn_nonag = np.zeros((nrow*ncol,), dtype=int) - map_rgn_ag = np.zeros((nrow*ncol,), dtype=int) + map_rgn = np.zeros((nrow*ncol,), dtype=int) + # linear index of map cell for each grid cell with coordinates (67420 cells) mapindex = sub2ind(mapsize,GISData['coord'][:,4].astype(int)-1, GISData['coord'][:,3].astype(int)-1) # unit in km2 (conversion was applied earlier, 1 ha = 0.01 km2) mapAreaExt[mapindex] = GISData['area'] - map_rgn_nonag[mapindex] = rgnmapData['rgnmapNONAG'][:] - map_rgn_ag[mapindex] = rgnmapData['rgnmapAG'][:] + map_rgn[mapindex] = GISData['RegionIDs'] - # Update classes GISData and rgnmapData + # Update classes GISData and GISData GISData['mapAreaExt'] = mapAreaExt GISData['mapindex'] = mapindex # mapindex is the most needed output variable - rgnmapData['map_rgn_nonag'] = map_rgn_nonag - rgnmapData['map_rgn_ag'] = map_rgn_ag + GISData['map_rgn'] = map_rgn -def PopulationMap(mapsize, GISData, GCAMData, rgnmapData, OUT, NY): +def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): """ :param withd_dom_map: waer withdrawal domestic map :type withd_dom_map: matrix @@ -80,36 +72,30 @@ def PopulationMap(mapsize, GISData, GCAMData, rgnmapData, OUT, NY): logging.info('{}'.format(GISData['pop']['years'][y])) yearstr = str(GISData['pop']['years_new'][y]) - pop = np.zeros(rgnmapData['map_rgn_nonag'].shape, dtype=float) + pop = np.zeros(GISData['map_rgn'].shape, dtype=float) pop[GISData['mapindex']] = GISData['pop'][yearstr] # make some minor fixes to the region mapping - map_rgn_nonag = rgnmapadjust(mapsize, pop, rgnmapData['map_rgn_nonag'], '------[Adjusting map_rgn_nonag with population]: ') - map_rgn_ag = rgnmapadjust(mapsize, pop, rgnmapData['map_rgn_ag'], '------[Adjusting map_rgn_ag with population]: ') - rgnmapData['map_rgn_nonag'] = np.copy(map_rgn_nonag) - rgnmapData['map_rgn_ag'] = np.copy(map_rgn_ag) + map_rgn = rgnmapadjust(mapsize, pop, GISData['map_rgn'], '------[Adjusting map_rgn with population]: ') + GISData['map_rgn'] = np.copy(map_rgn) # Adjust population map to be consistent with GCAM assumptions. We will use # the non-ag region map for this because in all current setups it is more detailed. - pop_fac_Ag = np.zeros((rgnmapData['nrgnNONAG'],NY), dtype=float) - pop_fac_nonAg = np.zeros((rgnmapData['nrgnNONAG'],NY), dtype=float) + pop_fac = np.zeros((GISData['nregions'], NY), dtype=float) # Correction to pop_fac` - for i in range(1, rgnmapData['nrgnNONAG']+1): - index1 = np.where(map_rgn_nonag == i)[0] - index2 = np.where(map_rgn_ag == i)[0] - pop_fac_nonAg[i-1,:] = GCAMData['pop_tot'][i-1,:NY]/np.sum(pop[index1]) - pop_fac_Ag[i-1,:] = GCAMData['pop_tot'][i-1,:NY]/np.sum(pop[index2]) - + for i in range(GISData['nregions']): + index = np.where(map_rgn-1 == i)[0] + pop_fac[i] = GCAMData['pop_tot'][i]/np.sum(pop[index]) + # index of all cells that have valid regions - mapindex_valid = np.where(map_rgn_nonag > 0)[0] + mapindex_valid = np.where(map_rgn > 0)[0] - pop_tot_y = GCAMData['pop_tot'][:,y] # single time slice regional pop - pop_pro_rata = pop[mapindex_valid]*pop_fac_nonAg[map_rgn_nonag[mapindex_valid]-1,y] / pop_tot_y[map_rgn_nonag[mapindex_valid]-1] - withd_dom_map[mapindex_valid,y] = pop_scale_reshape(GCAMData['rgn_wddom'][:,y], pop_pro_rata, map_rgn_nonag, mapindex_valid) - withd_elec_map[mapindex_valid,y] = pop_scale_reshape(GCAMData['rgn_wdelec'][:,y], pop_pro_rata, map_rgn_nonag, mapindex_valid) - withd_mfg_map[mapindex_valid,y] = pop_scale_reshape(GCAMData['rgn_wdmfg'][:,y], pop_pro_rata, map_rgn_nonag, mapindex_valid) - pop_pro_rata = pop[mapindex_valid]*pop_fac_Ag[map_rgn_ag[mapindex_valid]-1,y] / pop_tot_y[map_rgn_ag[mapindex_valid]-1] - withd_mining_map[mapindex_valid,y] = pop_scale_reshape(GCAMData['rgn_wdmining'][:,y], pop_pro_rata, map_rgn_ag, mapindex_valid) + pop_tot_y = GCAMData['pop_tot'][:, y] # single time slice regional pop + pop_pro_rata = pop[mapindex_valid]*pop_fac[map_rgn[mapindex_valid]-1, y] / pop_tot_y[map_rgn[mapindex_valid]-1] + withd_dom_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wddom'][:, y], pop_pro_rata, map_rgn, mapindex_valid) + withd_elec_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdelec'][:, y], pop_pro_rata, map_rgn, mapindex_valid) + withd_mfg_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdmfg'][:, y], pop_pro_rata, map_rgn, mapindex_valid) + withd_mining_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdmining'][:, y], pop_pro_rata, map_rgn, mapindex_valid) # total non-ag withdrawal can be computed from these four maps withd_nonAg_map = withd_dom_map + withd_elec_map + withd_mfg_map + withd_mining_map @@ -130,23 +116,23 @@ def PopulationMap(mapsize, GISData, GCAMData, rgnmapData, OUT, NY): return withd_nonAg_map -def LivestockMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT): +def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): """ Livestock gridded GIS data maps by six types are used to downscale livestock Water withdrawal """ # count how many animals live in each GCAM region first - map_rgn_ag = rgnmapData['map_rgn_ag'] - nrgnAG = rgnmapData['nrgnAG'] - tot_livestock = np.zeros((nrgnAG,6), dtype=float) # Livestock totals at GCAM scale in year 2005 + map_rgn = GISData['map_rgn'] + nregions = GISData['nregions'] + tot_livestock = np.zeros((nregions,6), dtype=float) # Livestock totals at GCAM scale in year 2005 # 67420 -> 360*720 - buffalo = np.zeros(map_rgn_ag.shape, dtype=float) - cattle = np.zeros(map_rgn_ag.shape, dtype=float) - goat = np.zeros(map_rgn_ag.shape, dtype=float) - sheep = np.zeros(map_rgn_ag.shape, dtype=float) - poultry = np.zeros(map_rgn_ag.shape, dtype=float) - pig = np.zeros(map_rgn_ag.shape, dtype=float) + buffalo = np.zeros(map_rgn.shape, dtype=float) + cattle = np.zeros(map_rgn.shape, dtype=float) + goat = np.zeros(map_rgn.shape, dtype=float) + sheep = np.zeros(map_rgn.shape, dtype=float) + poultry = np.zeros(map_rgn.shape, dtype=float) + pig = np.zeros(map_rgn.shape, dtype=float) buffalo[GISData['mapindex']] = GISData['Buffalo'] cattle[GISData['mapindex']] = GISData['Cattle'] @@ -155,10 +141,10 @@ def LivestockMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT): poultry[GISData['mapindex']] = GISData['Poultry'] pig[GISData['mapindex']] = GISData['Pig'] - ls = np.where(map_rgn_ag > 0)[0] + ls = np.where(map_rgn > 0)[0] for index in ls: - IN = map_rgn_ag[index] + IN = map_rgn[index] tot_livestock[IN-1,0] += buffalo[index] tot_livestock[IN-1,1] += cattle[index] tot_livestock[IN-1,2] += goat[index] @@ -179,13 +165,13 @@ def LivestockMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT): for y in range(0,NY): for index in ls: - IN = map_rgn_ag[index] - if buffalo[index] != 0: livestock[index,0] = GCAMData['wdliv'][0*nrgnAG+IN-1,y] * buffalo[index] / tot_livestock[IN-1,0] - if cattle[index] != 0: livestock[index,1] = GCAMData['wdliv'][1*nrgnAG+IN-1,y] * cattle[index] / tot_livestock[IN-1,1] - if goat[index] != 0: livestock[index,2] = GCAMData['wdliv'][2*nrgnAG+IN-1,y] * goat[index] / tot_livestock[IN-1,2] - if sheep[index] != 0: livestock[index,3] = GCAMData['wdliv'][3*nrgnAG+IN-1,y] * sheep[index] / tot_livestock[IN-1,3] - if poultry[index] != 0: livestock[index,4] = GCAMData['wdliv'][4*nrgnAG+IN-1,y] * poultry[index] / tot_livestock[IN-1,4] - if pig[index] != 0: livestock[index,5] = GCAMData['wdliv'][5*nrgnAG+IN-1,y] * pig[index] / tot_livestock[IN-1,5] + IN = map_rgn[index] + if buffalo[index] != 0: livestock[index,0] = GCAMData['wdliv'][0*nregions+IN-1,y] * buffalo[index] / tot_livestock[IN-1,0] + if cattle[index] != 0: livestock[index,1] = GCAMData['wdliv'][1*nregions+IN-1,y] * cattle[index] / tot_livestock[IN-1,1] + if goat[index] != 0: livestock[index,2] = GCAMData['wdliv'][2*nregions+IN-1,y] * goat[index] / tot_livestock[IN-1,2] + if sheep[index] != 0: livestock[index,3] = GCAMData['wdliv'][3*nregions+IN-1,y] * sheep[index] / tot_livestock[IN-1,3] + if poultry[index] != 0: livestock[index,4] = GCAMData['wdliv'][4*nregions+IN-1,y] * poultry[index] / tot_livestock[IN-1,4] + if pig[index] != 0: livestock[index,5] = GCAMData['wdliv'][5*nregions+IN-1,y] * pig[index] / tot_livestock[IN-1,5] withd_liv_map[:,y] = np.sum(livestock,axis = 1) @@ -194,29 +180,29 @@ def LivestockMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT): fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' dat = GCAMData['wdliv'] for y in range(0,NY): - for IN in range(0,nrgnAG): - if GCAMData['wdliv'][0*nrgnAG+IN,y] > 0 and tot_livestock[IN,0] == 0: - logging.info(fmtstr.format('buffalo', y+1, IN+1, dat[0*nrgnAG+IN,y])) + for IN in range(0,nregions): + if GCAMData['wdliv'][0*nregions+IN,y] > 0 and tot_livestock[IN,0] == 0: + logging.info(fmtstr.format('buffalo', y+1, IN+1, dat[0*nregions+IN,y])) - if GCAMData['wdliv'][1*nrgnAG+IN,y] > 0 and tot_livestock[IN,1] == 0: - logging.info(fmtstr.format('cattle', y+1, IN+1, dat[1*nrgnAG+IN,y])) + if GCAMData['wdliv'][1*nregions+IN,y] > 0 and tot_livestock[IN,1] == 0: + logging.info(fmtstr.format('cattle', y+1, IN+1, dat[1*nregions+IN,y])) - if GCAMData['wdliv'][2*nrgnAG+IN,y] > 0 and tot_livestock[IN,2] == 0: - logging.info(fmtstr.format('goat', y+1, IN+1, dat[2*nrgnAG+IN,y])) + if GCAMData['wdliv'][2*nregions+IN,y] > 0 and tot_livestock[IN,2] == 0: + logging.info(fmtstr.format('goat', y+1, IN+1, dat[2*nregions+IN,y])) - if GCAMData['wdliv'][3*nrgnAG+IN,y] > 0 and tot_livestock[IN,3] == 0: - logging.info(fmtstr.format('sheep', y+1, IN+1, dat[3*nrgnAG+IN,y])) + if GCAMData['wdliv'][3*nregions+IN,y] > 0 and tot_livestock[IN,3] == 0: + logging.info(fmtstr.format('sheep', y+1, IN+1, dat[3*nregions+IN,y])) - if GCAMData['wdliv'][4*nrgnAG+IN,y] > 0 and tot_livestock[IN,4] == 0: - logging.info(fmtstr.format('poultry', y+1, IN+1, dat[4*nrgnAG+IN,y])) + if GCAMData['wdliv'][4*nregions+IN,y] > 0 and tot_livestock[IN,4] == 0: + logging.info(fmtstr.format('poultry', y+1, IN+1, dat[4*nregions+IN,y])) - if GCAMData['wdliv'][5*nrgnAG+IN,y] > 0 and tot_livestock[IN,5] == 0: - logging.info(fmtstr.format('pig', y+1, IN+1, dat[5*nrgnAG+IN,y])) + if GCAMData['wdliv'][5*nregions+IN,y] > 0 and tot_livestock[IN,5] == 0: + logging.info(fmtstr.format('pig', y+1, IN+1, dat[5*nregions+IN,y])) return withd_liv_map -def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): +def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from @@ -240,7 +226,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): # 3: crops 1-17 # 4 .. nyear+3: values for GCAM output years # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) - nrgnAG = rgnmapData['nrgnAG'] + nregions = GISData['nregions'] r1 = SizeR(GCAMData['irrArea']) try: r2 = SizeR(GCAMData['irrShare']) @@ -250,9 +236,9 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): q2 = 0 r3 = SizeR(GCAMData['irrV']) ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) - tempA_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) - tempS_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) - tempV_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) + tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) + tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) + tempV_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) for i in range(0, r1): for y in range(0, NY): @@ -267,7 +253,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): for y in range (0,NY): tempS_all[GCAMData['irrShare'][i,0].astype(int)-1,GCAMData['irrShare'][i,1].astype(int)-1,GCAMData['irrShare'][i,2].astype(int)-1,y] = GCAMData['irrShare'][i,y+3] else: - tempS_all = np.ones((nrgnAG,nSubRegion,ncrops,NY), dtype = float) + tempS_all = np.ones((nregions,nSubRegion,ncrops,NY), dtype = float) # Same reorganization for irrVolume. Result goes to tempV_all for i in range(0,r3): @@ -276,10 +262,10 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): # STEP 3: now that we have computed the total irrigated lands, we can aggregate all # the numbers for all the crops; we only keep the value per gcam region and SubRegion - irr_A = np.zeros((nrgnAG,nSubRegion,NY), dtype = float) - irr_V = np.zeros((nrgnAG,nSubRegion,NY), dtype = float) + irr_A = np.zeros((nregions,nSubRegion,NY), dtype = float) + irr_V = np.zeros((nregions,nSubRegion,NY), dtype = float) - for i in range (0,nrgnAG): + for i in range (0,nregions): for j in range(0,nSubRegion): for y in range(0,NY): for k in range(0,ncrops): @@ -297,37 +283,37 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): for y in range (0,NY): logging.info('{}'.format(GISData['irr']['years'][y])) yearstr = str(GISData['irr']['years_new'][y]) - irr = np.zeros(rgnmapData['map_rgn_ag'].shape, dtype=float) + irr = np.zeros(GISData['map_rgn'].shape, dtype=float) irr[GISData['mapindex']] = GISData['irr'][yearstr] # add GCAM-SubRegion labels to all cells with irrigation values # XXX maybe this should be done further up when we do the population adjustments - map_rgn_ag = rgnmapadjust(mapsize, irr, rgnmapData['map_rgn_ag'], '------[Adjusting map_rgn_ag with irr]: ') + map_rgn = rgnmapadjust(mapsize, irr, GISData['map_rgn'], '------[Adjusting map_rgn with irr]: ') mapSubRegion = rgnmapadjust(mapsize, irr, mapSubRegion, '------[Adjusting map' + GISData['SubRegionString'] + ' with irr]: ') # if we need to do this step for mapSubRegion? - rgnmapData['map_rgn_ag'] = np.copy(map_rgn_ag) + GISData['map_rgn'] = np.copy(map_rgn) # STEP 5: calculate the total amount of irrigated lands from the GIS maps - irrAx = np.zeros((nrgnAG,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation - irrA = np.zeros((nrgnAG,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation - totA = np.zeros((nrgnAG,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo + irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation + irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation + totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo for index in range(0,mapsize[0]*mapsize[1]): - temp = mapAreaExt[index] > 0 and map_rgn_ag[index] > 0 and mapSubRegion[index] > 0 + temp = mapAreaExt[index] > 0 and map_rgn[index] > 0 and mapSubRegion[index] > 0 if temp: - irrA[map_rgn_ag[index]-1,mapSubRegion[index]-1] += irr[index] - totA[map_rgn_ag[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrA[map_rgn[index]-1,mapSubRegion[index]-1] += irr[index] + totA[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] if irr[index] > 0: - irrAx[map_rgn_ag[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrAx[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] else: irr[index] = 0 # STEP 6: - for i in range(0,nrgnAG): + for i in range(0,nregions): for j in range(0,nSubRegion): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((map_rgn_ag - 1 == i) & (mapSubRegion - 1 == j))[0] + ls = np.where((map_rgn - 1 == i) & (mapSubRegion - 1 == j))[0] if len(ls) > 0 and irr_A[i,j,y] > 0: ls1 = [] ls2 = [] @@ -452,7 +438,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): return withd_irr_map -def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): +def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg): # Need to downscale the agricultural water withdrawal data for GCAM years @@ -476,7 +462,7 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): # 3: crops 1-17 # 4 .. nyear+3: values for GCAM output years # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) - nrgnAG = rgnmapData['nrgnAG'] + nregions = GISData['nregions'] r1 = SizeR(GCAMData['irrArea']) try: r2 = SizeR(GCAMData['irrShare']) @@ -486,9 +472,9 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): q2 = 0 r3 = SizeR(GCAMData['irrV']) ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) - tempA_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) - tempS_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) - tempV_all = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) + tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) + tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) + tempV_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) for i in range(0, r1): for y in range(0, NY): @@ -503,7 +489,7 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): for y in range (0,NY): tempS_all[GCAMData['irrShare'][i,0].astype(int)-1,GCAMData['irrShare'][i,1].astype(int)-1,GCAMData['irrShare'][i,2].astype(int)-1,y] = GCAMData['irrShare'][i,y+3] else: - tempS_all = np.ones((nrgnAG,nSubRegion,ncrops,NY), dtype = float) + tempS_all = np.ones((nregions,nSubRegion,ncrops,NY), dtype = float) # Same reorganization for irrVolume. Result goes to tempV_all for i in range(0,r3): @@ -511,9 +497,9 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): tempV_all[GCAMData['irrV'][i,0].astype(int)-1,GCAMData['irrV'][i,1].astype(int)-1,GCAMData['irrV'][i,2].astype(int)-1,y] = GCAMData['irrV'][i,y+3] # STEP 3: now that we have computed the total irrigated lands - irr_A = np.zeros((nrgnAG,nSubRegion,ncrops,NY), dtype = float) + irr_A = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - for i in range (0,nrgnAG): + for i in range (0,nregions): for j in range(0,nSubRegion): for y in range(0,NY): for k in range(0,ncrops): @@ -532,37 +518,37 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, rgnmapData, NY, OUT, subreg): yearstr = str(GISData['irr']['years_new'][y]) for k in range(0,ncrops): - irr = np.zeros(rgnmapData['map_rgn_ag'].shape, dtype=float) + irr = np.zeros(GISData['map_rgn'].shape, dtype=float) irr[GISData['mapindex']] = GISData['irr'][yearstr][:,k] # add GCAM-SubRegion labels to all cells with irrigation values # XXX maybe this should be done further up when we do the population adjustments - map_rgn_ag = rgnmapadjust(mapsize, irr, rgnmapData['map_rgn_ag'], '------[Adjusting map_rgn_ag with irr crop # ' + str(k+1) + ']: ') + map_rgn = rgnmapadjust(mapsize, irr, GISData['map_rgn'], '------[Adjusting map_rgn with irr crop # ' + str(k+1) + ']: ') mapSubRegion = rgnmapadjust(mapsize, irr, mapSubRegion, '------[Adjusting map' + GISData['SubRegionString'] + ' with irr crop # ' + str(k+1) + ']: ') # if we need to do this step for mapSubRegion? - rgnmapData['map_rgn_ag'] = np.copy(map_rgn_ag) + GISData['map_rgn'] = np.copy(map_rgn) # STEP 5: calculate the total amount of irrigated lands from the GIS maps - irrAx = np.zeros((nrgnAG,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation - irrA = np.zeros((nrgnAG,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation - totA = np.zeros((nrgnAG,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo + irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation + irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation + totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo for index in range(0,mapsize[0]*mapsize[1]): - temp = mapAreaExt[index] > 0 and map_rgn_ag[index] > 0 and mapSubRegion[index] > 0 + temp = mapAreaExt[index] > 0 and map_rgn[index] > 0 and mapSubRegion[index] > 0 if temp: - irrA[map_rgn_ag[index]-1,mapSubRegion[index]-1] += irr[index] - totA[map_rgn_ag[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrA[map_rgn[index]-1,mapSubRegion[index]-1] += irr[index] + totA[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] if irr[index] > 0: - irrAx[map_rgn_ag[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrAx[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] else: irr[index] = 0 # STEP 6: - for i in range(0,nrgnAG): + for i in range(0,nregions): for j in range(0,nSubRegion): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((map_rgn_ag - 1 == i) & (mapSubRegion - 1 == j))[0] + ls = np.where((map_rgn - 1 == i) & (mapSubRegion - 1 == j))[0] if len(ls) > 0 and irr_A[i,j,k,y] > 0: ls1 = [] ls2 = [] diff --git a/tethys/spatial_downscaling/total_water_use.py b/tethys/spatial_downscaling/total_water_use.py index 9555e4f..8cd3b30 100644 --- a/tethys/spatial_downscaling/total_water_use.py +++ b/tethys/spatial_downscaling/total_water_use.py @@ -18,7 +18,7 @@ import numpy as np -def TotalWaterUse(OutputUnit, GISData, rgnmapData, OUT): +def TotalWaterUse(OutputUnit, GISData, OUT): """" We use the grid-level representations of all the water withdrawal sources to aggregate them all into a total withdrawal. When we go to re-aggregate them, we use the non-ag region map, since it will typically be the most detailed. @@ -32,16 +32,16 @@ def TotalWaterUse(OutputUnit, GISData, rgnmapData, OUT): # 2. for item in sectorstrs: - outvars['r'+item] = np.zeros((rgnmapData['nrgnNONAG'], OUT.wdnonag.shape[1]), dtype=float) + outvars['r'+item] = np.zeros((GISData['nregions'], OUT.wdnonag.shape[1]), dtype=float) - ls = np.where(rgnmapData['map_rgn_nonag'] > 0)[0] + ls = np.where(GISData['map_rgn'] > 0)[0] for y in range(0,OUT.wdnonag.shape[1]): for index in ls: for item in sectorstrs: outwd = outvars['wd'+item] outrr = outvars['r'+item] - outrr[rgnmapData['map_rgn_nonag'][index]-1,y] += outwd[index,y] + outrr[GISData['map_rgn'][index]-1,y] += outwd[index,y] if OutputUnit: # convert the original unit km3/yr to new unit mm mapindex = GISData['mapindex'] From 3db27391438a6b4068e8af455e410751de7db19f Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 10:56:30 -0400 Subject: [PATCH 014/142] correct comments about irrigation, change import --- tethys/data_reader/gis_reader.py | 24 +++++++++++------------- 1 file changed, 11 insertions(+), 13 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 1ed9a40..31b9093 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -21,7 +21,7 @@ import numpy as np from scipy import io as spio from tethys.utils.data_parser import get_array_csv, get_array_txt -from tethys.data_reader.hist_pop_irr_data import getPopYearData as GetPopData +from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops from tethys.utils.exceptions import FileNotFoundError @@ -39,21 +39,19 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L GISData['SubRegionString'] = 'Basin' # using finer resolution gridded population map (from HYDE or GPW) according to year availability - GISData['pop'] = GetPopData(Population_GPW=Population_GPW, - Population_HYDE=Population_HYDE, - years=years) # dictionary + GISData['pop'] = getPopYearData(Population_GPW=Population_GPW, + Population_HYDE=Population_HYDE, + years=years) # dictionary if UseDemeter: - # using finer resolution gridded Irrigation map (from HYDE or GMIA) according to year availability - from tethys.data_reader.hist_pop_irr_data import getIrrYearData_Crops as GetIrrData - GISData['irr'] = GetIrrData(DemeterOutputFolder=DemeterOutputFolder, - years=years) # dictionary - else: # using finer resolution gridded Irrigation map (from demeter by individual crops) according to year availability - from tethys.data_reader.hist_pop_irr_data import getIrrYearData as GetIrrData - GISData['irr'] = GetIrrData(Irrigation_GMIA=Irrigation_GMIA, - Irrigation_HYDE=Irrigation_HYDE, - years=years) # dictionary + GISData['irr'] = getIrrYearData_Crops(DemeterOutputFolder=DemeterOutputFolder, + years=years) # dictionary + else: + # using finer resolution gridded Irrigation map (from HYDE or GMIA) according to year availability + GISData['irr'] = getIrrYearData(Irrigation_GMIA=Irrigation_GMIA, + Irrigation_HYDE=Irrigation_HYDE, + years=years) # dictionary From f414e5e5d3d0856a33678190b8afbd2b92a33d14 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 16:03:56 -0400 Subject: [PATCH 015/142] Removed rgnmapadjust. It doesn't adjust anything for the current inputs, nor will it be needed for the upcoming inputs which have already been prepared. If automatic adjustment/cleaning for region mapping based on input files is desired at some point, it should be done by a more robust method and as the files are loaded. --- tethys/spatial_downscaling/proxy_maps.py | 90 ++---------------------- 1 file changed, 7 insertions(+), 83 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 16c857b..cfe11f6 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -75,9 +75,7 @@ def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): pop = np.zeros(GISData['map_rgn'].shape, dtype=float) pop[GISData['mapindex']] = GISData['pop'][yearstr] - # make some minor fixes to the region mapping - map_rgn = rgnmapadjust(mapsize, pop, GISData['map_rgn'], '------[Adjusting map_rgn with population]: ') - GISData['map_rgn'] = np.copy(map_rgn) + map_rgn = GISData['map_rgn'] # Adjust population map to be consistent with GCAM assumptions. We will use # the non-ag region map for this because in all current setups it is more detailed. pop_fac = np.zeros((GISData['nregions'], NY), dtype=float) @@ -285,13 +283,9 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg): yearstr = str(GISData['irr']['years_new'][y]) irr = np.zeros(GISData['map_rgn'].shape, dtype=float) irr[GISData['mapindex']] = GISData['irr'][yearstr] - # add GCAM-SubRegion labels to all cells with irrigation values - # XXX maybe this should be done further up when we do the population adjustments - map_rgn = rgnmapadjust(mapsize, irr, GISData['map_rgn'], '------[Adjusting map_rgn with irr]: ') - mapSubRegion = rgnmapadjust(mapsize, irr, mapSubRegion, '------[Adjusting map' + GISData['SubRegionString'] + ' with irr]: ') # if we need to do this step for mapSubRegion? - - GISData['map_rgn'] = np.copy(map_rgn) - + + map_rgn = GISData['map_rgn'] + # STEP 5: calculate the total amount of irrigated lands from the GIS maps irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation @@ -520,13 +514,9 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg): for k in range(0,ncrops): irr = np.zeros(GISData['map_rgn'].shape, dtype=float) irr[GISData['mapindex']] = GISData['irr'][yearstr][:,k] - # add GCAM-SubRegion labels to all cells with irrigation values - # XXX maybe this should be done further up when we do the population adjustments - map_rgn = rgnmapadjust(mapsize, irr, GISData['map_rgn'], '------[Adjusting map_rgn with irr crop # ' + str(k+1) + ']: ') - mapSubRegion = rgnmapadjust(mapsize, irr, mapSubRegion, '------[Adjusting map' + GISData['SubRegionString'] + ' with irr crop # ' + str(k+1) + ']: ') # if we need to do this step for mapSubRegion? - - GISData['map_rgn'] = np.copy(map_rgn) - + + map_rgn = GISData['map_rgn'] + # STEP 5: calculate the total amount of irrigated lands from the GIS maps irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation @@ -697,69 +687,3 @@ def pop_scale_reshape(withd, pop_pro_rata, map_rgn, mapindex): scaled_map = pop_pro_rata * withd[map_rgn[mapindex]-1] return scaled_map - - -def rgnmapadjust(mapsize, map_pop, map_rgn, label): - """ - function rgn_map_adjust in matlab code - - Find unassigned grid cells with nonzero population and assign them to an adjacent region, if possible. - - Arguments: - mapsize - Dimensions of the map array (typically [360, 720]) - map_pop - Population map, dimensioned as mapsize - map_rgn - Region map, dimensioned as mapsize - label - String to prefix to diagnostic output - - Return value: adjusted region map. - """ - - - new_map_rgn = np.copy(map_rgn) - #map_pop = map_pop.reshape(map_rgn.shape, order='F') - map_pop[np.isnan(map_pop)] = 0 - -# find problem cells - adjust = np.where((map_pop > 0) & (map_rgn == 0))[0] - -# adjust each cell if possible - mapsub = ind2sub(mapsize,adjust) - row = mapsub[:,0] - col = mapsub[:,1] - -# coordinates for adjacent cells, with protection for cells at the edges - row0 = row - 1 - row0[np.where(row0 < 0)] = 0 - row1 = row + 1 - row1[np.where(row1 > mapsize[0]-1)] = mapsize[0]-1 - -# make columns wrap - col0 = col-1 - col0[np.where(col0 < 0)] = mapsize[1]-1 - col1 = col+1 - col1[np.where(col1 > mapsize[1]-1)] = 0 - -# Create a matrix where each column is the region mapping for the adjacent cells in each of the 8 directions. -# Then take the max along each row. Assign the result to the corresponding center cell. - I1 = sub2ind(mapsize, row, col) - I2 = sub2ind(mapsize, row0, col0) - I3 = sub2ind(mapsize, row0, col) - I4 = sub2ind(mapsize, row0, col1) - I5 = sub2ind(mapsize, row, col0) - I6 = sub2ind(mapsize, row, col1) - I7 = sub2ind(mapsize, row1, col0) - I8 = sub2ind(mapsize, row1, col) - I9 = sub2ind(mapsize, row1, col1) - - for i in range(0, len(I1)): - new_map_rgn[I1[i]] = max(map_rgn[I2[i]], map_rgn[I3[i]],map_rgn[I4[i]],map_rgn[I5[i]],map_rgn[I6[i]],map_rgn[I7[i]],map_rgn[I8[i]],map_rgn[I9[i]]) - - fixedcells = np.where((map_pop > 0) & (map_rgn == 0) & (new_map_rgn > 0))[0] - - ## log diagnostics - logging.debug(label + 'Cells with pop/irr data but no region: {}'.format(len(adjust))) - logging.debug(label + 'Cells adjusted to an adjacent region: {}'.format(len(fixedcells))) - - logging.debug(label + 'Cells not adjusted: {}'.format(len(adjust) - len(fixedcells))) - - return new_map_rgn From 12dbd6eedcd52ac0bd6bdf1033801f2626446b82 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 17:22:50 -0400 Subject: [PATCH 016/142] combined Rearranging with getGISData to streamline the flow of data --- tethys/data_reader/gis_reader.py | 25 +++++++++++++----------- tethys/run_disaggregation.py | 8 +++----- tethys/spatial_downscaling/proxy_maps.py | 24 ----------------------- 3 files changed, 17 insertions(+), 40 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 31b9093..30b21da 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -22,20 +22,17 @@ from scipy import io as spio from tethys.utils.data_parser import get_array_csv, get_array_txt from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops +from tethys.utils.utils_math import sub2ind from tethys.utils.exceptions import FileNotFoundError def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, InputCountryFile, CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, - Population_GPW, Population_HYDE): + Population_GPW, Population_HYDE, mapsize): # dictionary GISData{} saves the data related to GIS data GISData = dict() - GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) - GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions - GISData['map_rgn'] = None - GISData['SubRegionString'] = 'Basin' # using finer resolution gridded population map (from HYDE or GPW) according to year availability @@ -53,8 +50,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L Irrigation_HYDE=Irrigation_HYDE, years=years) # dictionary - - # Livestock (heads) in year 2000: dim is 67420x1 GISData['Buffalo'] = get_array_csv(Livestock_Buffalo, 1) GISData['Cattle'] = get_array_csv(Livestock_Cattle, 1) @@ -66,12 +61,13 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat GISData['coord'] = get_array_csv(Coord, 0) - #coords = GISData['coord'][:, :] + GISData['mapindex'] = sub2ind(mapsize, GISData['coord'][:, 4].astype(int)-1, GISData['coord'][:, 3].astype(int)-1) + # read area values for each land grid cell, convert from ha to km2 GISData['area'] = get_array_csv(Area, 0) * 0.01 - # read the latitude value for each cell [67420x1] - - GISData['mapAreaExt'] = None + # reorganize to 259200 possible lat-lon cells (but it's still 1D) + GISData['mapAreaExt'] = np.zeros(mapsize[0]*mapsize[1], dtype=float) + GISData['mapAreaExt'][GISData['mapindex']] = GISData['area'] # Basin ID Map: 67420 x 1, 235 Basins GISData['BasinIDs'] = load_const_griddata(InputBasinFile, 1).astype(int) @@ -87,6 +83,13 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L temp = f.read().splitlines() GISData['CountryNames'] = np.array([i.split(',') for i in temp])[:, 1] + # 67420 valid "land cells" + GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) + GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions + # reorganize to 259200 possible lat-lon cells (but it's still 1D) + GISData['map_rgn'] = np.zeros(mapsize[0]*mapsize[1], dtype=int) + GISData['map_rgn'][GISData['mapindex']] = GISData['RegionIDs'] + return GISData diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 05526cc..69712a8 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -13,7 +13,6 @@ from tethys.data_reader.gcam_outputs import get_gcam_data from tethys.data_reader import gis_reader from tethys.data_writer.outputs import OUTSettings -from tethys.spatial_downscaling.proxy_maps import Rearranging import tethys.spatial_downscaling.proxy_maps as ProxyMaps import tethys.spatial_downscaling.total_water_use as TotalWaterUse import tethys.diagnostics.spatial_diagnostics as DiagnosticsSD @@ -115,7 +114,8 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf years=years, Irrigation_GMIA=Irrigation_GMIA, Irrigation_HYDE=Irrigation_HYDE, - DemeterOutputFolder=DemeterOutputFolder + DemeterOutputFolder=DemeterOutputFolder, + mapsize=mapsize ) endtime2 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime2 - endtime1)) @@ -123,10 +123,8 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf # 3. Rearranging data and map indices # Rearrange all the input data into a common framework (from 2D to 1D) - logging.info('---Rearranging data and map indices') - Rearranging(mapsize, GISData) + # has been added to step 2 endtime3 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime3 - endtime2)) # 4. Create proxy maps and downscale non-Agriculture (domestic, electricity, manufacturing and mining) water # withdrawals to grid scale diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index cfe11f6..9016713 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -21,32 +21,8 @@ import numpy as np from tethys.utils.utils_math import SizeR, SizeC -from tethys.utils.utils_math import ind2sub -from tethys.utils.utils_math import sub2ind -def Rearranging(mapsize, GISData): - - nrow = mapsize[0] - ncol = mapsize[1] - - # create various map structures: 1D - mapAreaExt = np.zeros((nrow*ncol,), dtype=float) - # maps of the various GCAM region mappings: 1D - map_rgn = np.zeros((nrow*ncol,), dtype=int) - - # linear index of map cell for each grid cell with coordinates (67420 cells) - mapindex = sub2ind(mapsize,GISData['coord'][:,4].astype(int)-1, GISData['coord'][:,3].astype(int)-1) - # unit in km2 (conversion was applied earlier, 1 ha = 0.01 km2) - mapAreaExt[mapindex] = GISData['area'] - map_rgn[mapindex] = GISData['RegionIDs'] - - # Update classes GISData and GISData - GISData['mapAreaExt'] = mapAreaExt - GISData['mapindex'] = mapindex # mapindex is the most needed output variable - GISData['map_rgn'] = map_rgn - - def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): """ :param withd_dom_map: waer withdrawal domestic map From e652af966008ee385505c2b0f8d764085a8b728e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 17:27:07 -0400 Subject: [PATCH 017/142] remove ind2sub, as now unused --- tethys/utils/utils_math.py | 13 ------------- 1 file changed, 13 deletions(-) diff --git a/tethys/utils/utils_math.py b/tethys/utils/utils_math.py index fcf82da..8ba35dc 100644 --- a/tethys/utils/utils_math.py +++ b/tethys/utils/utils_math.py @@ -53,16 +53,3 @@ def sub2ind(arraySize,rowSub,colSub): linearInd.append(temp) return np.array(linearInd) - - -# Convert linear indices to subscripts -def ind2sub(arraySize,index): - ''' index is a list or 1d array''' - - linearInd = np.zeros((len(index),2),dtype = int) - arr = tuple(arraySize) - for i in range(0, len(index)): - temp = np.unravel_index(index[i], arr, order='F') - linearInd[i] = np.array(temp) - - return linearInd From fa50e3d001b023d92d2e834ff6337fd8765e370f Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 18:00:38 -0400 Subject: [PATCH 018/142] replace 'Size' functions with standard calls to numpy shape --- tethys/spatial_downscaling/proxy_maps.py | 21 ++++++++------------- tethys/utils/utils_math.py | 21 --------------------- 2 files changed, 8 insertions(+), 34 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 9016713..30370b5 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -20,7 +20,6 @@ import logging import numpy as np -from tethys.utils.utils_math import SizeR, SizeC def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): @@ -201,14 +200,12 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg): # 4 .. nyear+3: values for GCAM output years # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) nregions = GISData['nregions'] - r1 = SizeR(GCAMData['irrArea']) + r1 = GCAMData['irrArea'].shape[0] try: - r2 = SizeR(GCAMData['irrShare']) - q2 = SizeC(GCAMData['irrShare']) + r2, q2 = GCAMData['irrShare'].shape except: - r2 = 0 - q2 = 0 - r3 = SizeR(GCAMData['irrV']) + r2, q2 = 0, 0 + r3 = GCAMData['irrV'].shape[0] ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) @@ -433,14 +430,12 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg): # 4 .. nyear+3: values for GCAM output years # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) nregions = GISData['nregions'] - r1 = SizeR(GCAMData['irrArea']) + r1 = GCAMData['irrArea'].shape[0] try: - r2 = SizeR(GCAMData['irrShare']) - q2 = SizeC(GCAMData['irrShare']) + r2, q2 = GCAMData['irrShare'].shape except: - r2 = 0 - q2 = 0 - r3 = SizeR(GCAMData['irrV']) + r2, q2 = 0, 0 + r3 = GCAMData['irrV'].shape[0] ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) diff --git a/tethys/utils/utils_math.py b/tethys/utils/utils_math.py index 8ba35dc..7072c3b 100644 --- a/tethys/utils/utils_math.py +++ b/tethys/utils/utils_math.py @@ -14,27 +14,6 @@ from tethys.utils.exceptions import DataError -# get the size of a 2D array -def Size(l): - nrow = len(l) - try: - ncol = len(l[0]) - except: - ncol = 1 - return nrow, ncol - -def SizeR(l): - nr = len(l) - return nr - -def SizeC(l): - try: - nc = len(l[0]) - except: - nc = 1 - return nc - - # Convert subscripts to linear indices def sub2ind(arraySize,rowSub,colSub): From 5acda50e2c21d106be5e6ec3d5f91e93ec4c5deb Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 28 Apr 2022 18:15:29 -0400 Subject: [PATCH 019/142] PEP 8 formatting --- tethys/utils/utils_math.py | 23 ++++++++++------------- 1 file changed, 10 insertions(+), 13 deletions(-) diff --git a/tethys/utils/utils_math.py b/tethys/utils/utils_math.py index 7072c3b..473bd3c 100644 --- a/tethys/utils/utils_math.py +++ b/tethys/utils/utils_math.py @@ -8,27 +8,24 @@ """ import logging - import numpy as np - from tethys.utils.exceptions import DataError # Convert subscripts to linear indices -def sub2ind(arraySize,rowSub,colSub): - - linearInd = [] - if len(rowSub) != len(colSub): +def sub2ind(array_size, row_sub, col_sub): - msg = 'sub2ind: rowSub and colSub must have equal lengths. len(rowSub) = {} len(colSub) = {}'.format( - len(rowSub), len(colSub)) + linear_ind = [] + if len(row_sub) != len(col_sub): + msg = 'sub2ind: row_sub and col_sub must have equal lengths. len(row_sub) = {} len(col_sub) = {}'.format( + len(row_sub), len(col_sub)) logging.error(msg) raise DataError(msg) - arr = tuple(arraySize) - for i in range(0, len(rowSub)): - temp = np.ravel_multi_index((rowSub[i],colSub[i]), arr, order='F') - linearInd.append(temp) + arr = tuple(array_size) + for i in range(0, len(row_sub)): + temp = np.ravel_multi_index((row_sub[i], col_sub[i]), arr, order='F') + linear_ind.append(temp) - return np.array(linearInd) + return np.array(linear_ind) From 203bfa1723f7cc3eeee1d38d1180338f76aafce8 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 10:11:54 -0400 Subject: [PATCH 020/142] removed subreg argument (option for AEZ or basin) because it doesn't control anything. Basin is used regardless of choice, and code for AEZ is not present. --- tethys/config_reader.py | 2 -- tethys/data_reader/gcam_outputs.py | 12 +++++------- tethys/model.py | 2 -- tethys/run_disaggregation.py | 7 +++---- tethys/spatial_downscaling/proxy_maps.py | 4 ++-- 5 files changed, 10 insertions(+), 17 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 202d4ea..b73a332 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -94,8 +94,6 @@ def __init__(self, **kwargs): if not self.GCAM_queryCore_C.endswith('.xml'): self.GCAM_queryCore_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') - self.subreg = int(self.gcam_config.get('GCAM_subreg', None)) - # a single year input will be string not list for self.years self.years = self.gcam_config.get('GCAM_Years', None) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index a357a67..00533df 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -461,7 +461,7 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na return piv.values -def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, d_reg_name, d_basin_name, d_crops, years): +def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_name, d_basin_name, d_crops, years): """ Query GCAM database for irrigated land area per region, subregion, and crop type. Place in format required by Tethys. @@ -470,7 +470,6 @@ def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, :param conn_core: gcamreader database object core gcam :param query: XPath Query :param query_core: XPath Query for GCAM core - :param subreg: Either 0 (AEZ) or 1 (BASIN) :param basin_state_area: state basin area ratios for GCAM USA :param d_reg_name: A dictionary of 'region_name': region_id :param d_basin_name: A dictionary of 'basin_name' : basin_id @@ -587,7 +586,7 @@ def land_to_array(conn, conn_core, query, query_core, subreg, basin_state_area, return piv.values -def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_name, d_basin_name, d_crops, years): +def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_basin_name, d_crops, years): """ Query GCAM database for irrigated water demand (billion m3). Place in format required by Tethys. @@ -596,7 +595,6 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_ :param conn_core: gcam_reader database object core gcam :param query: XPath Query :param query_core: XPath Query for GCAM core - :param subreg: Either 0 (AEZ) or 1 (BASIN) :param d_reg_name: A dictionary of 'region_name': region_id :param d_crops: A dictionary of 'crop_name': crop_id :param years: list of years to use @@ -671,7 +669,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, subreg, d_reg_ return piv.values def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, - GCAM_queryCore, subreg, basin_state_area): + GCAM_queryCore, basin_state_area): """ Import and format GCAM data from database for use in Tethys. @@ -711,8 +709,8 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA d['rgn_wdmfg'] = manuf_water_demand_to_array(conn, queries[6], d_reg_name, years) d['rgn_wdmining'] = mining_water_demand_to_array(conn, queries[7], d_reg_name, years) d['wdliv'] = livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5],d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years) - d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], subreg, basin_state_area, d_reg_name, d_basin_name, d_crops, years) - d['irrV'] = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], subreg, d_reg_name, d_basin_name, d_crops, years) + d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years) + d['irrV'] = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) # for key, value in d.iteritems(): # np.savetxt(key + '.csv', d[key], delimiter=',') diff --git a/tethys/model.py b/tethys/model.py index 24620da..b8aac37 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -49,7 +49,6 @@ def execute(self): TDYears, gridded_data, gis_data = run_disaggregation(years=self.years, InputRegionFile=self.InputRegionFile, mapsize=self.mapsize, - subreg=self.subreg, UseDemeter=self.UseDemeter, PerformDiagnostics=self.PerformDiagnostics, PerformTemporal=self.PerformTemporal, @@ -120,7 +119,6 @@ def execute(self): TDYears, gridded_data, gis_data = run_disaggregation(years=self.years, InputRegionFile=self.InputRegionFile, mapsize=self.mapsize, - subreg=self.subreg, UseDemeter=self.UseDemeter, PerformDiagnostics=self.PerformDiagnostics, PerformTemporal=self.PerformTemporal, diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 69712a8..63be74e 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -20,7 +20,7 @@ import tethys.temporal_downscaling.temporal_downscaling as TemporalDownscaling -def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, PerformDiagnostics, +def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagnostics, PerformTemporal, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, GCAM_queryCore, OutputFolder, temporal_climate, Irr_MonthlyData, TemporalInterpolation, Domestic_R, Elec_Building, Elec_Industry, Elec_Building_heat, @@ -69,7 +69,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf GCAM_DBfile=GCAM_DBfile, GCAM_query=GCAM_query, GCAM_queryCore=GCAM_queryCore, - subreg=subreg, basin_state_area=basin_state_area) endtime1 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime1 - starttime1)) @@ -145,10 +144,10 @@ def run_disaggregation(years, InputRegionFile, mapsize, subreg, UseDemeter, Perf # Use Demeter outputs (irrigated cropland areas for each type of crops ) to replace the GMIA/HYSE data used in downscaling of irrigation water withdrawal # Additional gridded outputs: irrigation water withdrawal by 13 crop types logging.info('---Create an irrigation map as proxy of agricultural water withdrawal using Demeter outputs') - ProxyMaps.IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg) + ProxyMaps.IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT) else: logging.info('---Create an irrigation map as proxy of agricultural water withdrawal ') - ProxyMaps.IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg) + ProxyMaps.IrrigationMap(mapsize, GISData, GCAMData, NY, OUT) endtime6 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime6 - endtime5)) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 30370b5..be6d212 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -175,7 +175,7 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): return withd_liv_map -def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg): +def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from @@ -405,7 +405,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT, subreg): return withd_irr_map -def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT, subreg): +def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years From def85a5eb4c2eab071805ad4568790e82283017d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 13:51:19 -0400 Subject: [PATCH 021/142] Input grids are currently loaded at 67420 shape, converted to 259200, operated on, then converted back to 67420 and saved. The operations could just as well be done on the original array shapes, eliminating the extra conversion steps. We will change this function by function, performing the operations on the 67420 shape, but continue to return in the 259200 shape until all can be removed, starting with PopulationMap. --- tethys/spatial_downscaling/proxy_maps.py | 47 +++++------------------- 1 file changed, 10 insertions(+), 37 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index be6d212..8a3c73d 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -47,28 +47,24 @@ def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): logging.info('{}'.format(GISData['pop']['years'][y])) yearstr = str(GISData['pop']['years_new'][y]) - pop = np.zeros(GISData['map_rgn'].shape, dtype=float) - pop[GISData['mapindex']] = GISData['pop'][yearstr] + pop = np.where(GISData['RegionIDs'] > 0, GISData['pop'][yearstr], 0) # 67420 shape, filter out invalid regions - map_rgn = GISData['map_rgn'] # Adjust population map to be consistent with GCAM assumptions. We will use # the non-ag region map for this because in all current setups it is more detailed. pop_fac = np.zeros((GISData['nregions'], NY), dtype=float) # Correction to pop_fac` for i in range(GISData['nregions']): - index = np.where(map_rgn-1 == i)[0] - pop_fac[i] = GCAMData['pop_tot'][i]/np.sum(pop[index]) + index = np.where(GISData['RegionIDs'] == i + 1)[0] + pop_fac[i] = GCAMData['pop_tot'][i] / np.sum(pop[index]) - # index of all cells that have valid regions - mapindex_valid = np.where(map_rgn > 0)[0] - - pop_tot_y = GCAMData['pop_tot'][:, y] # single time slice regional pop - pop_pro_rata = pop[mapindex_valid]*pop_fac[map_rgn[mapindex_valid]-1, y] / pop_tot_y[map_rgn[mapindex_valid]-1] - withd_dom_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wddom'][:, y], pop_pro_rata, map_rgn, mapindex_valid) - withd_elec_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdelec'][:, y], pop_pro_rata, map_rgn, mapindex_valid) - withd_mfg_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdmfg'][:, y], pop_pro_rata, map_rgn, mapindex_valid) - withd_mining_map[mapindex_valid, y] = pop_scale_reshape(GCAMData['rgn_wdmining'][:, y], pop_pro_rata, map_rgn, mapindex_valid) + pop_tot_y = GCAMData['pop_tot'][:, y] # single time slice regional pop + pop_pro_rata = pop * pop_fac[GISData['RegionIDs'] - 1, y] / pop_tot_y[GISData['RegionIDs'] - 1] + + withd_dom_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wddom'][:, y][GISData['RegionIDs'] - 1] + withd_elec_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdelec'][:, y][GISData['RegionIDs'] - 1] + withd_mfg_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdmfg'][:, y][GISData['RegionIDs'] - 1] + withd_mining_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdmining'][:, y][GISData['RegionIDs'] - 1] # total non-ag withdrawal can be computed from these four maps withd_nonAg_map = withd_dom_map + withd_elec_map + withd_mfg_map + withd_mining_map @@ -635,26 +631,3 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): return withd_irr_map -def pop_scale_reshape(withd, pop_pro_rata, map_rgn, mapindex): - - """ - scale the total withdrawal values for a region by the pro-rata population in each grid cell. - - Arguments: - withd - regional total withdrawal for a single time slice. - pop_pro_rata - pro-rata population for each grid cell. This is in the "flattened" format; i.e., a single vector of ngrid values. - - map_rgn - the 2-D map of grid cell region assignments - mapindex - the mapping from 2-D grid to flattened grid (i.e., output of sub2ind) - - Return value: - 2D map of withdrawal scaled by pro-rata population. Cells in the map that are not - 'live' grid cells (i.e., not referenced by mapindex) will be set to NaN. - """ - - #scaled_map = np.full(map_rgn.shape, np.NaN, dtype=float) - #scaled_map[mapindex] = pop_pro_rata * withd[map_rgn[mapindex]-1] - - scaled_map = pop_pro_rata * withd[map_rgn[mapindex]-1] - - return scaled_map From 9fc36a18cb5ea672ac1819c871f206e74fab7683 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 15:05:01 -0400 Subject: [PATCH 022/142] Make LivestockMap perform downscaling using 67420 (or equivalent) array shape --- tethys/spatial_downscaling/proxy_maps.py | 79 ++++++++++-------------- 1 file changed, 34 insertions(+), 45 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 8a3c73d..0d87b68 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -91,35 +91,17 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): """ # count how many animals live in each GCAM region first - map_rgn = GISData['map_rgn'] nregions = GISData['nregions'] - tot_livestock = np.zeros((nregions,6), dtype=float) # Livestock totals at GCAM scale in year 2005 - - # 67420 -> 360*720 - buffalo = np.zeros(map_rgn.shape, dtype=float) - cattle = np.zeros(map_rgn.shape, dtype=float) - goat = np.zeros(map_rgn.shape, dtype=float) - sheep = np.zeros(map_rgn.shape, dtype=float) - poultry = np.zeros(map_rgn.shape, dtype=float) - pig = np.zeros(map_rgn.shape, dtype=float) - - buffalo[GISData['mapindex']] = GISData['Buffalo'] - cattle[GISData['mapindex']] = GISData['Cattle'] - goat[GISData['mapindex']] = GISData['Goat'] - sheep[GISData['mapindex']] = GISData['Sheep'] - poultry[GISData['mapindex']] = GISData['Poultry'] - pig[GISData['mapindex']] = GISData['Pig'] - - ls = np.where(map_rgn > 0)[0] - - for index in ls: - IN = map_rgn[index] - tot_livestock[IN-1,0] += buffalo[index] - tot_livestock[IN-1,1] += cattle[index] - tot_livestock[IN-1,2] += goat[index] - tot_livestock[IN-1,3] += sheep[index] - tot_livestock[IN-1,4] += poultry[index] - tot_livestock[IN-1,5] += pig[index] + tot_livestock = np.zeros((nregions, 6), dtype=float) # Livestock totals at GCAM scale in year 2005 + + for i in np.where(GISData['RegionIDs'] > 0)[0]: + region = GISData['RegionIDs'][i] - 1 + tot_livestock[region, 0] += GISData['Buffalo'][i] + tot_livestock[region, 1] += GISData['Cattle'][i] + tot_livestock[region, 2] += GISData['Goat'][i] + tot_livestock[region, 3] += GISData['Sheep'][i] + tot_livestock[region, 4] += GISData['Poultry'][i] + tot_livestock[region, 5] += GISData['Pig'][i] # now create a spatial distribution for each GCAM region # withd_liv: these are the GCAM results of total volume of livestock water withdrawal in @@ -129,23 +111,30 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): # Next, we distribute those volumes using the spatial distribution of the gis maps # these will be the GIS downscaled matrices - livestock = np.zeros((mapsize[0]*mapsize[1],6), dtype = float) - withd_liv_map = np.zeros((mapsize[0]*mapsize[1],NY), dtype = float) - - for y in range(0,NY): - for index in ls: - IN = map_rgn[index] - if buffalo[index] != 0: livestock[index,0] = GCAMData['wdliv'][0*nregions+IN-1,y] * buffalo[index] / tot_livestock[IN-1,0] - if cattle[index] != 0: livestock[index,1] = GCAMData['wdliv'][1*nregions+IN-1,y] * cattle[index] / tot_livestock[IN-1,1] - if goat[index] != 0: livestock[index,2] = GCAMData['wdliv'][2*nregions+IN-1,y] * goat[index] / tot_livestock[IN-1,2] - if sheep[index] != 0: livestock[index,3] = GCAMData['wdliv'][3*nregions+IN-1,y] * sheep[index] / tot_livestock[IN-1,3] - if poultry[index] != 0: livestock[index,4] = GCAMData['wdliv'][4*nregions+IN-1,y] * poultry[index] / tot_livestock[IN-1,4] - if pig[index] != 0: livestock[index,5] = GCAMData['wdliv'][5*nregions+IN-1,y] * pig[index] / tot_livestock[IN-1,5] - - withd_liv_map[:,y] = np.sum(livestock,axis = 1) - - OUT.wdliv = withd_liv_map - + withd_liv_map_LAND = np.zeros((GISData['RegionIDs'].shape[0], NY), dtype=float) + for y in range(0, NY): + livestock = np.zeros((GISData['RegionIDs'].shape[0], 6), dtype=float) + for i in np.where(GISData['RegionIDs'] > 0)[0]: + region = GISData['RegionIDs'][i] - 1 + if GISData['Buffalo'][i] != 0: + livestock[i, 0] = GCAMData['wdliv'][0*nregions + region, y] * GISData['Buffalo'][i] / tot_livestock[region, 0] + if GISData['Cattle'][i] != 0: + livestock[i, 1] = GCAMData['wdliv'][1*nregions + region, y] * GISData['Cattle'][i] / tot_livestock[region, 1] + if GISData['Goat'][i] != 0: + livestock[i, 2] = GCAMData['wdliv'][2*nregions + region, y] * GISData['Goat'][i] / tot_livestock[region, 2] + if GISData['Sheep'][i] != 0: + livestock[i, 3] = GCAMData['wdliv'][3*nregions + region, y] * GISData['Sheep'][i] / tot_livestock[region, 3] + if GISData['Poultry'][i] != 0: + livestock[i, 4] = GCAMData['wdliv'][4*nregions + region, y] * GISData['Poultry'][i] / tot_livestock[region, 4] + if GISData['Pig'][i] != 0: + livestock[i, 5] = GCAMData['wdliv'][5*nregions + region, y] * GISData['Pig'][i] / tot_livestock[region, 5] + withd_liv_map_LAND[:, y] = np.sum(livestock, axis=1) + + withd_liv_map = np.zeros((mapsize[0] * mapsize[1], NY), dtype=float) + withd_liv_map[GISData['mapindex']] = withd_liv_map_LAND + OUT.wdliv = withd_liv_map + + # Diagnostic message fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' dat = GCAMData['wdliv'] for y in range(0,NY): From 8d5ddfe7c95b7b1ed98b7d93ccf083d17a742ce7 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 16:24:07 -0400 Subject: [PATCH 023/142] IrrigationMap now operates on 67420 shape array or equivalent --- tethys/spatial_downscaling/proxy_maps.py | 70 +++++++++++------------- 1 file changed, 31 insertions(+), 39 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 0d87b68..02bbf42 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -165,17 +165,9 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - - mapAreaExt = GISData['mapAreaExt'] # float, unit is km2 - - # STEP 1: read in SubRegion grid map SubRegion map to match the aggregate withdrawal by GCAM, this loop reads - # the ascii data and rearranges in right format and omits missing data -9999 - mapSubRegion = np.zeros(mapAreaExt.shape, dtype=int) - - mapSubRegion[GISData['mapindex']] = GISData['BasinIDs'] - - nSubRegion = np.amax(mapSubRegion) + # STEP 1: read in Basin grid map + nSubRegion = np.amax(GISData['BasinIDs']) # STEP 2: calculate the total amount of irrigated lands in each GCAM region from the GCAM output files. # The irrArea file from GCAM has the format: @@ -230,19 +222,17 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): ms = (mapsize[0]*mapsize[1],NY) - irrA_grid = np.full(ms, np.NaN, dtype = float) + ms67420 = (GISData['RegionIDs'].shape[0], NY) + irrA_grid = np.full(ms67420, np.NaN, dtype = float) #irrA_frac = np.full(ms, np.NaN, dtype = float) - withd_irr_map = np.full(ms, np.NaN, dtype = float) # GIS results + withd_irr_map = np.full(ms67420, np.NaN, dtype = float) # GIS results # use historical irrigation area maps # STEP 4: read a grid map of the irrigated area in km2 in a certain year for y in range (0,NY): logging.info('{}'.format(GISData['irr']['years'][y])) yearstr = str(GISData['irr']['years_new'][y]) - irr = np.zeros(GISData['map_rgn'].shape, dtype=float) - irr[GISData['mapindex']] = GISData['irr'][yearstr] - - map_rgn = GISData['map_rgn'] + irr = GISData['irr'][yearstr].copy() # STEP 5: calculate the total amount of irrigated lands from the GIS maps @@ -250,13 +240,12 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo - for index in range(0,mapsize[0]*mapsize[1]): - temp = mapAreaExt[index] > 0 and map_rgn[index] > 0 and mapSubRegion[index] > 0 - if temp: - irrA[map_rgn[index]-1,mapSubRegion[index]-1] += irr[index] - totA[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + for index in range(GISData['RegionIDs'].shape[0]): + if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: + irrA[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += irr[index] + totA[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] if irr[index] > 0: - irrAx[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrAx[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] else: irr[index] = 0 @@ -265,7 +254,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): for i in range(0,nregions): for j in range(0,nSubRegion): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((map_rgn - 1 == i) & (mapSubRegion - 1 == j))[0] + ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] if len(ls) > 0 and irr_A[i,j,y] > 0: ls1 = [] ls2 = [] @@ -279,7 +268,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): # uniformly distributed irrigation area based on the total area if irrA[i,j] == 0 or irrAx[i,j] == 0: for index in ls: - irrA_grid[index, y] = mapAreaExt[index]/totA[i,j]*irr_A[i,j,y] + irrA_grid[index, y] = GISData['area'][index]/totA[i,j]*irr_A[i,j,y] #irrA_frac[index, y] = irr_A[i,j,y]/totA[i,j] else: # if irrigation area appears in both the GIS matrix and the GCAM output matrix, @@ -304,10 +293,10 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): for index in ls2: z = irr[index]/irrA[i,j]*irr_A[i,j,y] - irrA_grid[index, y] = min(z,mapAreaExt[index]) + irrA_grid[index, y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff += z - GISData['area'][index] counter1 += 1 else: num += 1 @@ -324,10 +313,10 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): cum_diff0 = 0 z = (irr_A[i,j,y] - cum_area1)/counter2 for index in ls1: - irrA_grid[index, y] = min(z,mapAreaExt[index]) + irrA_grid[index, y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff0 += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff0 += z - GISData['area'][index] cum_area = cum_area1 + irrA_grid[index, y] if cum_diff0 > 0: # GCAM irr_A is too large, the redistributed ls1 still has grids that irrigated area > total area @@ -344,12 +333,12 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): counter3 = 0 for index in ls2: - if irrA_grid[index, y] < mapAreaExt[index]: + if irrA_grid[index, y] < GISData['area'][index]: z = irrA_grid[index, y] + diff/max(1,num) - irrA_grid[index, y] = min(z,mapAreaExt[index]) + irrA_grid[index, y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff += z - GISData['area'][index] num_new = num - 1 cum_area += irrA_grid[index, y] else: @@ -380,15 +369,18 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): logging.warning('{} {} {} {} {} {} {} '.format('[Year Index, Region ID,', GISData['SubRegionString'],'ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', y+1, i+1, j+1, irr_V[i,j,y])) - + + withd_irr_map_259200 = np.full(ms, np.NaN, dtype=float) + withd_irr_map_259200[GISData['mapindex']] = withd_irr_map + # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines irrA_grid[np.isnan(irrA_grid)] = 0 - withd_irr_map[np.isnan(withd_irr_map)] = 0 + withd_irr_map_259200[np.isnan(withd_irr_map_259200)] = 0 # Total Agricultural Water withdrawal in years - OUT.wdirr = withd_irr_map + OUT.wdirr = withd_irr_map_259200 - return withd_irr_map + return withd_irr_map_259200 def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): @@ -396,7 +388,7 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - + mapAreaExt = GISData['mapAreaExt'] # float, unit is km2 # STEP 1: read in SubRegion grid map SubRegion map to match the aggregate withdrawal by GCAM, this loop reads From b25fdc9a257cc9b2d1f25aa2757a19f3500770d3 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 16:55:30 -0400 Subject: [PATCH 024/142] IrrigationMapCrops now operates on 67420 array --- tethys/spatial_downscaling/proxy_maps.py | 67 +++++++++++------------- 1 file changed, 30 insertions(+), 37 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 02bbf42..e4569d5 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -389,15 +389,8 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # using the existing map of areas equipped with irrigation as a proxy for disaggregation from # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - mapAreaExt = GISData['mapAreaExt'] # float, unit is km2 - - # STEP 1: read in SubRegion grid map SubRegion map to match the aggregate withdrawal by GCAM, this loop reads - # the ascii data and rearranges in right format and omits missing data -9999 - mapSubRegion = np.zeros(mapAreaExt.shape, dtype=int) - - mapSubRegion[GISData['mapindex']] = GISData['BasinIDs'] - - nSubRegion = np.amax(mapSubRegion) + # STEP 1: read in Basin grid map + nSubRegion = np.amax(GISData['BasinIDs']) # STEP 2: calculate the total amount of irrigated lands in each GCAM region from the GCAM output files. # The irrArea file from GCAM has the format: @@ -449,9 +442,10 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): ms = (mapsize[0]*mapsize[1],ncrops,NY) - irrA_grid = np.zeros(ms, dtype = float) + ms67420 = (GISData['RegionIDs'].shape[0], ncrops, NY) + irrA_grid = np.zeros(ms67420, dtype = float) #irrA_frac = np.full(ms, np.NaN, dtype = float) - withd_irr_map = np.zeros(ms, dtype = float) # GIS results + withd_irr_map = np.zeros(ms67420, dtype = float) # GIS results # use historical irrigation area maps # STEP 4: read a grid map of the irrigated area in km2 in a certain year @@ -460,24 +454,20 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): yearstr = str(GISData['irr']['years_new'][y]) for k in range(0,ncrops): - irr = np.zeros(GISData['map_rgn'].shape, dtype=float) - irr[GISData['mapindex']] = GISData['irr'][yearstr][:,k] - - map_rgn = GISData['map_rgn'] + irr = GISData['irr'][yearstr][:, k].copy() # STEP 5: calculate the total amount of irrigated lands from the GIS maps irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo - - for index in range(0,mapsize[0]*mapsize[1]): - temp = mapAreaExt[index] > 0 and map_rgn[index] > 0 and mapSubRegion[index] > 0 - if temp: - irrA[map_rgn[index]-1,mapSubRegion[index]-1] += irr[index] - totA[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + + for index in range(GISData['RegionIDs'].shape[0]): + if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: + irrA[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += irr[index] + totA[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += GISData['area'][index] if irr[index] > 0: - irrAx[map_rgn[index]-1,mapSubRegion[index]-1] += mapAreaExt[index] + irrAx[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += GISData['area'][index] else: irr[index] = 0 @@ -486,7 +476,7 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): for i in range(0,nregions): for j in range(0,nSubRegion): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((map_rgn - 1 == i) & (mapSubRegion - 1 == j))[0] + ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] if len(ls) > 0 and irr_A[i,j,k,y] > 0: ls1 = [] ls2 = [] @@ -500,7 +490,7 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # uniformly distributed irrigation area based on the total area if irrA[i,j] == 0 or irrAx[i,j] == 0: for index in ls: - irrA_grid[index, k, y] = mapAreaExt[index]/totA[i,j]*irr_A[i,j,k,y] + irrA_grid[index, k, y] = GISData['area'][index]/totA[i,j]*irr_A[i,j,k,y] #irrA_frac[index, y] = irr_A[i,j,y]/totA[i,j] else: # if irrigation area appears in both the GIS matrix and the GCAM output matrix, @@ -525,10 +515,10 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): for index in ls2: z = irr[index]/irrA[i,j]*irr_A[i,j,k,y] - irrA_grid[index,k,y] = min(z,mapAreaExt[index]) + irrA_grid[index,k,y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff += z - GISData['area'][index] counter1 += 1 else: num += 1 @@ -545,10 +535,10 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): cum_diff0 = 0 z = (irr_A[i,j,k,y] - cum_area1)/counter2 for index in ls1: - irrA_grid[index, k, y] = min(z,mapAreaExt[index]) + irrA_grid[index, k, y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff0 += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff0 += z - GISData['area'][index] cum_area = cum_area1 + irrA_grid[index, k, y] if cum_diff0 > 0: # GCAM irr_A is too large, the redistributed ls1 still has grids that irrigated area > total area @@ -565,12 +555,12 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): counter3 = 0 for index in ls2: - if irrA_grid[index, k, y] < mapAreaExt[index]: + if irrA_grid[index, k, y] < GISData['area'][index]: z = irrA_grid[index, k, y] + diff/max(1,num) - irrA_grid[index, k, y] = min(z,mapAreaExt[index]) + irrA_grid[index, k, y] = min(z,GISData['area'][index]) #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > mapAreaExt[index]: - cum_diff += z - mapAreaExt[index] + if z > GISData['area'][index]: + cum_diff += z - GISData['area'][index] num_new = num - 1 cum_area += irrA_grid[index, k, y] else: @@ -605,10 +595,13 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines #irrA_grid[np.isnan(irrA_grid)] = 0 #withd_irr_map[np.isnan(withd_irr_map)] = 0 + + withd_irr_map_259200 = np.zeros(ms, dtype=float) + withd_irr_map_259200[GISData['mapindex']] = withd_irr_map # Total Agricultural Water withdrawal in years - OUT.wdirr = np.sum(withd_irr_map, axis=1) - OUT.crops_wdirr = withd_irr_map + OUT.wdirr = np.sum(withd_irr_map_259200, axis=1) + OUT.crops_wdirr = withd_irr_map_259200 - return withd_irr_map + return withd_irr_map_259200 From f80655d9f2ea0e52a80b4fcb0d206984cd3ea51d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 29 Apr 2022 18:00:09 -0400 Subject: [PATCH 025/142] No more converting from 67420 to 259200. All downscaling calculations are now done using the number of land grids, not the number of possible lat lon pairs --- tethys/data_reader/gis_reader.py | 6 -- tethys/data_writer/outputs.py | 15 ++--- tethys/spatial_downscaling/proxy_maps.py | 64 +++++++------------ tethys/spatial_downscaling/total_water_use.py | 13 ++-- .../temporal_downscaling.py | 30 ++++----- 5 files changed, 51 insertions(+), 77 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 30b21da..62ebfd6 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -65,9 +65,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L # read area values for each land grid cell, convert from ha to km2 GISData['area'] = get_array_csv(Area, 0) * 0.01 - # reorganize to 259200 possible lat-lon cells (but it's still 1D) - GISData['mapAreaExt'] = np.zeros(mapsize[0]*mapsize[1], dtype=float) - GISData['mapAreaExt'][GISData['mapindex']] = GISData['area'] # Basin ID Map: 67420 x 1, 235 Basins GISData['BasinIDs'] = load_const_griddata(InputBasinFile, 1).astype(int) @@ -86,9 +83,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L # 67420 valid "land cells" GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions - # reorganize to 259200 possible lat-lon cells (but it's still 1D) - GISData['map_rgn'] = np.zeros(mapsize[0]*mapsize[1], dtype=int) - GISData['map_rgn'][GISData['mapindex']] = GISData['RegionIDs'] return GISData diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index 8880756..34b41b5 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -90,16 +90,13 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea # gridded output from spatial downscaling elif attr[0] == "w": - # Only output 67420 cells (with coordinates) - newvalue = value[GISData['mapindex'],:] - if OutputFormat == 1: - writecsv(OutputFilename, newvalue, years, temp, GISData) + writecsv(OutputFilename, value, years, temp, GISData) elif OutputFormat == 2: - writeNETCDF(OutputFilename + '.nc', newvalue, GISData, temp, years) + writeNETCDF(OutputFilename + '.nc', value, GISData, temp, years) else: - writecsv(OutputFilename, newvalue, years, temp, GISData) - writeNETCDF(OutputFilename + '.nc', newvalue, GISData, temp, years) + writecsv(OutputFilename, value, years, temp, GISData) + writeNETCDF(OutputFilename + '.nc', value, GISData, temp, years) # gridded output from temporal downscaling elif attr[0] == "t": @@ -128,8 +125,8 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea # for outputs, divided wdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_w': for i in range(value.shape[1]): - newvalue = value[GISData['mapindex'],i,:] - if OutputFormat == 1: + newvalue = value[:, i, :] + if OutputFormat == 1: writecsv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) elif OutputFormat == 2: writeNETCDF(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index e4569d5..128ee5c 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -34,15 +34,15 @@ def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): # non-agricultural (dom, elec, mfg, mining) total water withdrawals in (km3/yr) for each of the GCAM regions # population map for all years 1990, 2005:2100 - ms = (mapsize[0]*mapsize[1],NY) - # withd_nonAg_map = np.full(ms, np.NaN, dtype=float) - withd_dom_map = np.full(ms, np.NaN, dtype=float) - withd_elec_map = np.full(ms, np.NaN, dtype=float) - withd_mfg_map = np.full(ms, np.NaN, dtype=float) - withd_mining_map = np.full(ms, np.NaN, dtype=float) + ms = (GISData['RegionIDs'].shape[0], NY) + + withd_dom_map = np.zeros(ms, dtype=float) + withd_elec_map = np.zeros(ms, dtype=float) + withd_mfg_map = np.zeros(ms, dtype=float) + withd_mining_map = np.zeros(ms, dtype=float) # use historical population maps - for y in range (0,NY): + for y in range(0, NY): # population map logging.info('{}'.format(GISData['pop']['years'][y])) @@ -61,26 +61,19 @@ def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): pop_tot_y = GCAMData['pop_tot'][:, y] # single time slice regional pop pop_pro_rata = pop * pop_fac[GISData['RegionIDs'] - 1, y] / pop_tot_y[GISData['RegionIDs'] - 1] - withd_dom_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wddom'][:, y][GISData['RegionIDs'] - 1] - withd_elec_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdelec'][:, y][GISData['RegionIDs'] - 1] - withd_mfg_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdmfg'][:, y][GISData['RegionIDs'] - 1] - withd_mining_map[GISData['mapindex'], y] = pop_pro_rata * GCAMData['rgn_wdmining'][:, y][GISData['RegionIDs'] - 1] + withd_dom_map[:, y] = pop_pro_rata * GCAMData['rgn_wddom'][:, y][GISData['RegionIDs'] - 1] + withd_elec_map[:, y] = pop_pro_rata * GCAMData['rgn_wdelec'][:, y][GISData['RegionIDs'] - 1] + withd_mfg_map[:, y] = pop_pro_rata * GCAMData['rgn_wdmfg'][:, y][GISData['RegionIDs'] - 1] + withd_mining_map[:, y] = pop_pro_rata * GCAMData['rgn_wdmining'][:, y][GISData['RegionIDs'] - 1] # total non-ag withdrawal can be computed from these four maps withd_nonAg_map = withd_dom_map + withd_elec_map + withd_mfg_map + withd_mining_map - # The maps have the nan values replaced by zero, if we want to keep the nans (for plotting), comment the following 5 lines - withd_dom_map[np.isnan(withd_dom_map)] = 0 - withd_elec_map[np.isnan(withd_elec_map)] = 0 - withd_mfg_map[np.isnan(withd_mfg_map)] = 0 - withd_mining_map[np.isnan(withd_mining_map)] = 0 - withd_nonAg_map[np.isnan(withd_nonAg_map)] = 0 - - OUT.wdnonag = withd_nonAg_map - OUT.wddom = withd_dom_map - OUT.wdelec = withd_elec_map - OUT.wdmfg = withd_mfg_map - OUT.wdmin = withd_mining_map + OUT.wdnonag = withd_nonAg_map + OUT.wddom = withd_dom_map + OUT.wdelec = withd_elec_map + OUT.wdmfg = withd_mfg_map + OUT.wdmin = withd_mining_map return withd_nonAg_map @@ -111,7 +104,7 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): # Next, we distribute those volumes using the spatial distribution of the gis maps # these will be the GIS downscaled matrices - withd_liv_map_LAND = np.zeros((GISData['RegionIDs'].shape[0], NY), dtype=float) + withd_liv_map = np.zeros((GISData['RegionIDs'].shape[0], NY), dtype=float) for y in range(0, NY): livestock = np.zeros((GISData['RegionIDs'].shape[0], 6), dtype=float) for i in np.where(GISData['RegionIDs'] > 0)[0]: @@ -128,10 +121,8 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): livestock[i, 4] = GCAMData['wdliv'][4*nregions + region, y] * GISData['Poultry'][i] / tot_livestock[region, 4] if GISData['Pig'][i] != 0: livestock[i, 5] = GCAMData['wdliv'][5*nregions + region, y] * GISData['Pig'][i] / tot_livestock[region, 5] - withd_liv_map_LAND[:, y] = np.sum(livestock, axis=1) + withd_liv_map[:, y] = np.sum(livestock, axis=1) - withd_liv_map = np.zeros((mapsize[0] * mapsize[1], NY), dtype=float) - withd_liv_map[GISData['mapindex']] = withd_liv_map_LAND OUT.wdliv = withd_liv_map # Diagnostic message @@ -370,17 +361,14 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): GISData['SubRegionString'],'ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', y+1, i+1, j+1, irr_V[i,j,y])) - withd_irr_map_259200 = np.full(ms, np.NaN, dtype=float) - withd_irr_map_259200[GISData['mapindex']] = withd_irr_map - # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines irrA_grid[np.isnan(irrA_grid)] = 0 - withd_irr_map_259200[np.isnan(withd_irr_map_259200)] = 0 + withd_irr_map[np.isnan(withd_irr_map)] = 0 # Total Agricultural Water withdrawal in years - OUT.wdirr = withd_irr_map_259200 + OUT.wdirr = withd_irr_map - return withd_irr_map_259200 + return withd_irr_map def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): @@ -595,13 +583,9 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines #irrA_grid[np.isnan(irrA_grid)] = 0 #withd_irr_map[np.isnan(withd_irr_map)] = 0 - - withd_irr_map_259200 = np.zeros(ms, dtype=float) - withd_irr_map_259200[GISData['mapindex']] = withd_irr_map # Total Agricultural Water withdrawal in years - OUT.wdirr = np.sum(withd_irr_map_259200, axis=1) - OUT.crops_wdirr = withd_irr_map_259200 + OUT.wdirr = np.sum(withd_irr_map, axis=1) + OUT.crops_wdirr = withd_irr_map - return withd_irr_map_259200 - + return withd_irr_map diff --git a/tethys/spatial_downscaling/total_water_use.py b/tethys/spatial_downscaling/total_water_use.py index 8cd3b30..921e957 100644 --- a/tethys/spatial_downscaling/total_water_use.py +++ b/tethys/spatial_downscaling/total_water_use.py @@ -34,20 +34,19 @@ def TotalWaterUse(OutputUnit, GISData, OUT): for item in sectorstrs: outvars['r'+item] = np.zeros((GISData['nregions'], OUT.wdnonag.shape[1]), dtype=float) - ls = np.where(GISData['map_rgn'] > 0)[0] + ls = np.where(GISData['RegionIDs'] > 0)[0] for y in range(0,OUT.wdnonag.shape[1]): for index in ls: for item in sectorstrs: outwd = outvars['wd'+item] outrr = outvars['r'+item] - outrr[GISData['map_rgn'][index]-1,y] += outwd[index,y] + outrr[GISData['RegionIDs'][index]-1, y] += outwd[index, y] - if OutputUnit: # convert the original unit km3/yr to new unit mm - mapindex = GISData['mapindex'] - area = GISData['mapAreaExt'][mapindex] - conversion = 1e6 # km -> mm + if OutputUnit: # convert the original unit km3/yr to new unit mm + area = GISData['area'] + conversion = 1e6 # km -> mm for item in sectorstrs: outwd = outvars['wd'+item] - outwd[mapindex,:] = np.transpose(np.divide(np.transpose(outwd[mapindex,:]), area)*conversion) + outwd = np.divide(outwd, area) * conversion # ignore grey in pycharm, this adjusts OUT.wd* diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 1b235da..c6846e5 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -56,29 +56,29 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T if UseDemeter: # Calculated the fraction values of each crop in each year for each cell NC = np.shape(OUT.crops_wdirr)[1] - NM = np.shape(mapindex)[0] + NM = np.shape(regionID)[0] NY = np.shape(GCAM_TDYears_Index)[0] F = np.zeros((NM,NC,NY),dtype = float) # Fraction of each crop for each cell and each year. for j in range(np.shape(OUT.crops_wdirr)[1]): - W = OUT.wdirr[mapindex,:] + W = OUT.wdirr W1 = W[:,GCAM_TDYears_Index] - W = OUT.crops_wdirr[mapindex,j,:] + W = OUT.crops_wdirr[:, j, :] W2 = W[:,GCAM_TDYears_Index] F[:,j,:] = np.divide(W2,W1, out=np.zeros_like(W2), where=W1!=0) # NY > 1 if TemporalInterpolation and all(item > 1 for item in TDYearsD): # Linear interpolation to GCAM time periods - W = OUT.wddom[mapindex,:] + W = OUT.wddom OUT.WDom = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdelec[mapindex,:] + W = OUT.wdelec OUT.WEle = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdirr[mapindex,:] + W = OUT.wdirr OUT.WIrr = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdliv[mapindex,:] + W = OUT.wdliv OUT.WLiv = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdmin[mapindex,:] + W = OUT.wdmin OUT.WMin = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdmfg[mapindex,:] + W = OUT.wdmfg OUT.WMfg = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) if UseDemeter: # Linear interpolation to fraction matrix @@ -91,17 +91,17 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T TDYears = list(np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears).astype(int)) else: - W = OUT.wddom[mapindex,:] + W = OUT.wddom OUT.WDom = W[:,GCAM_TDYears_Index] - W = OUT.wdelec[mapindex,:] + W = OUT.wdelec OUT.WEle = W[:,GCAM_TDYears_Index] - W = OUT.wdirr[mapindex,:] + W = OUT.wdirr OUT.WIrr = W[:,GCAM_TDYears_Index] - W = OUT.wdliv[mapindex,:] + W = OUT.wdliv OUT.WLiv = W[:,GCAM_TDYears_Index] - W = OUT.wdmin[mapindex,:] + W = OUT.wdmin OUT.WMin = W[:,GCAM_TDYears_Index] - W = OUT.wdmfg[mapindex,:] + W = OUT.wdmfg OUT.WMfg = W[:,GCAM_TDYears_Index] if UseDemeter: From b5e6f9cffa6ae8da5ca7e0f0d6f386cfe84d357f Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 10:24:15 -0400 Subject: [PATCH 026/142] removed unnecessary usages of mapindex, now only used for one column of netcdf output --- tethys/diagnostics/temporal_diagnostics.py | 3 +-- tethys/run_disaggregation.py | 1 - tethys/temporal_downscaling/temporal_downscaling.py | 2 +- 3 files changed, 2 insertions(+), 4 deletions(-) diff --git a/tethys/diagnostics/temporal_diagnostics.py b/tethys/diagnostics/temporal_diagnostics.py index acd0fac..a197ded 100644 --- a/tethys/diagnostics/temporal_diagnostics.py +++ b/tethys/diagnostics/temporal_diagnostics.py @@ -25,13 +25,12 @@ def compare_temporal_downscaled(PerformDiagnostics, TDYears, OutputFolder, OUT, if PerformDiagnostics != 1: return - mapindex = GISData['mapindex'] BasinIDs = GISData['BasinIDs'] BasinNames = GISData['BasinNames'] NB = np.max(BasinIDs) years = TDYears NY = len(years) - NM = len(mapindex) + NM = len(GISData['RegionIDs']) logging.info(f'Temporal Downscaling diagnostics (Global): downscaled results vs. results before temporal downscaling (Total Water, km3/yr)') logging.info('------Irrigation------') diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 63be74e..490959f 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -194,7 +194,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn Elec_Building_others=Elec_Building_others, coords=GISData['coord'][:,:], OUT=OUT, - mapindex=GISData['mapindex'], regionID=GISData['RegionIDs'], basinID=GISData['BasinIDs']) print(f'TDyears = {TDYears}') diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index c6846e5..8fa346a 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -37,7 +37,7 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, TemporalInterpolation, Domestic_R, Elec_Building, Elec_Industry, Elec_Building_heat, Elec_Building_cool, Elec_Building_others, - coords, OUT, mapindex, regionID, basinID): + coords, OUT, regionID, basinID): # Determine the temporal downscaling years # Determine the available temporal downscaling years according to other models and future years (not covered by other models) From 1d3b21c5a07b2f609191dd7d08a15e1ffe7a6540 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 10:35:03 -0400 Subject: [PATCH 027/142] removed now unused mapsize arguments from spatial downscaling functions --- tethys/run_disaggregation.py | 8 ++++---- tethys/spatial_downscaling/proxy_maps.py | 10 ++++------ 2 files changed, 8 insertions(+), 10 deletions(-) diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 490959f..d44464b 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -129,13 +129,13 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn # withdrawals to grid scale # a. Create a population proxy map logging.info('---Create a population map as proxy of non-agricultural water withdrawals') - ProxyMaps.PopulationMap(mapsize, GISData, GCAMData, OUT, NY) + ProxyMaps.PopulationMap(GISData, GCAMData, OUT, NY) endtime4 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime4 - endtime3)) # b. Create a livestock proxy map and downscale livestock water withdrawal to grid scale logging.info('---Create an livestock map as proxy of livestock water withdrawal') - ProxyMaps.LivestockMap(mapsize, GISData, GCAMData, NY, OUT) + ProxyMaps.LivestockMap(GISData, GCAMData, NY, OUT) endtime5 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime5 - endtime4)) @@ -144,10 +144,10 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn # Use Demeter outputs (irrigated cropland areas for each type of crops ) to replace the GMIA/HYSE data used in downscaling of irrigation water withdrawal # Additional gridded outputs: irrigation water withdrawal by 13 crop types logging.info('---Create an irrigation map as proxy of agricultural water withdrawal using Demeter outputs') - ProxyMaps.IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT) + ProxyMaps.IrrigationMapCrops(GISData, GCAMData, NY, OUT) else: logging.info('---Create an irrigation map as proxy of agricultural water withdrawal ') - ProxyMaps.IrrigationMap(mapsize, GISData, GCAMData, NY, OUT) + ProxyMaps.IrrigationMap(GISData, GCAMData, NY, OUT) endtime6 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime6 - endtime5)) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 128ee5c..c7a9214 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -22,7 +22,7 @@ import numpy as np -def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): +def PopulationMap(GISData, GCAMData, OUT, NY): """ :param withd_dom_map: waer withdrawal domestic map :type withd_dom_map: matrix @@ -78,7 +78,7 @@ def PopulationMap(mapsize, GISData, GCAMData, OUT, NY): return withd_nonAg_map -def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): +def LivestockMap(GISData, GCAMData, NY, OUT): """ Livestock gridded GIS data maps by six types are used to downscale livestock Water withdrawal """ @@ -151,7 +151,7 @@ def LivestockMap(mapsize, GISData, GCAMData, NY, OUT): return withd_liv_map -def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): +def IrrigationMap(GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from @@ -212,7 +212,6 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): irr_V[i,j,y] += tempV_all[i,j,k,y] - ms = (mapsize[0]*mapsize[1],NY) ms67420 = (GISData['RegionIDs'].shape[0], NY) irrA_grid = np.full(ms67420, np.NaN, dtype = float) #irrA_frac = np.full(ms, np.NaN, dtype = float) @@ -370,7 +369,7 @@ def IrrigationMap(mapsize, GISData, GCAMData, NY, OUT): return withd_irr_map -def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): +def IrrigationMapCrops(GISData, GCAMData, NY, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years @@ -429,7 +428,6 @@ def IrrigationMapCrops(mapsize, GISData, GCAMData, NY, OUT): irr_A[i,j,k,y] = tempA_all[i,j,k,y]*tempS_all[i,j,k,y] - ms = (mapsize[0]*mapsize[1],ncrops,NY) ms67420 = (GISData['RegionIDs'].shape[0], ncrops, NY) irrA_grid = np.zeros(ms67420, dtype = float) #irrA_frac = np.full(ms, np.NaN, dtype = float) From 9b85b75f74a11e9788a80371ef8aa5d8a1d61546 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 14:38:37 -0400 Subject: [PATCH 028/142] Vectorized some calculations in PopulationMap --- tethys/spatial_downscaling/proxy_maps.py | 79 ++++++++++-------------- 1 file changed, 32 insertions(+), 47 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index c7a9214..d69b85c 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -22,60 +22,45 @@ import numpy as np -def PopulationMap(GISData, GCAMData, OUT, NY): +def PopulationMap(GISData, GCAMData, OUT, nyears): """ - :param withd_dom_map: waer withdrawal domestic map - :type withd_dom_map: matrix + Population density map is used to downscale non-agricultural water withdrawal - # Total Non-Agricultural Water withdrawal in 1990, 2005, ... 2050, and 2010 - # Population in millions in year 2000 - # Population density map is used to downscale Non-Agricultural Water withdrawal + :param GISData: dictionary with population arrays, region mappings, and other data + :param GCAMData: dictionary with GCAM water demand and population data + :param OUT: OUTSettings object that will hold downscaled results + :param nyears: number of years """ - # non-agricultural (dom, elec, mfg, mining) total water withdrawals in (km3/yr) for each of the GCAM regions - # population map for all years 1990, 2005:2100 - ms = (GISData['RegionIDs'].shape[0], NY) - - withd_dom_map = np.zeros(ms, dtype=float) - withd_elec_map = np.zeros(ms, dtype=float) - withd_mfg_map = np.zeros(ms, dtype=float) - withd_mining_map = np.zeros(ms, dtype=float) - - # use historical population maps - for y in range(0, NY): - # population map + # build ncells x nyears population array + pop = np.zeros((len(GISData['RegionIDs']), nyears), dtype=float) + for y in range(nyears): logging.info('{}'.format(GISData['pop']['years'][y])) yearstr = str(GISData['pop']['years_new'][y]) - pop = np.where(GISData['RegionIDs'] > 0, GISData['pop'][yearstr], 0) # 67420 shape, filter out invalid regions - - # Adjust population map to be consistent with GCAM assumptions. We will use - # the non-ag region map for this because in all current setups it is more detailed. - pop_fac = np.zeros((GISData['nregions'], NY), dtype=float) - # Correction to pop_fac` - - for i in range(GISData['nregions']): - index = np.where(GISData['RegionIDs'] == i + 1)[0] - pop_fac[i] = GCAMData['pop_tot'][i] / np.sum(pop[index]) - - pop_tot_y = GCAMData['pop_tot'][:, y] # single time slice regional pop - pop_pro_rata = pop * pop_fac[GISData['RegionIDs'] - 1, y] / pop_tot_y[GISData['RegionIDs'] - 1] - - withd_dom_map[:, y] = pop_pro_rata * GCAMData['rgn_wddom'][:, y][GISData['RegionIDs'] - 1] - withd_elec_map[:, y] = pop_pro_rata * GCAMData['rgn_wdelec'][:, y][GISData['RegionIDs'] - 1] - withd_mfg_map[:, y] = pop_pro_rata * GCAMData['rgn_wdmfg'][:, y][GISData['RegionIDs'] - 1] - withd_mining_map[:, y] = pop_pro_rata * GCAMData['rgn_wdmining'][:, y][GISData['RegionIDs'] - 1] - - # total non-ag withdrawal can be computed from these four maps - withd_nonAg_map = withd_dom_map + withd_elec_map + withd_mfg_map + withd_mining_map - - OUT.wdnonag = withd_nonAg_map - OUT.wddom = withd_dom_map - OUT.wdelec = withd_elec_map - OUT.wdmfg = withd_mfg_map - OUT.wdmin = withd_mining_map - - return withd_nonAg_map + pop[:, y] = np.where(GISData['RegionIDs'] > 0, GISData['pop'][yearstr], 0) # filter out invalid regions + + # Adjust population map to be consistent with GCAM assumptions. + # This adjustment is really unnecessary for calculating pro rata population + # since GCAMData['pop_tot'] terms cancel each other out, + # but removing intermediate calculations will slightly alter results + pop_fac = np.zeros((GISData['nregions'], nyears), dtype=float) + for i in range(GISData['nregions']): + index = np.where(GISData['RegionIDs'] == i + 1)[0] + for y in range(nyears): + pop_fac[i, y] = GCAMData['pop_tot'][i, y] / np.sum(pop[index, y]) + + region_indices = GISData['RegionIDs'] - 1 # convert to 0 indexed values + + # ratio of cell population to region population for all cells and years + pop_pro_rata = pop * pop_fac[region_indices] / GCAMData['pop_tot'][region_indices] + + # the actual downscaling calculations + OUT.wddom = pop_pro_rata * GCAMData['rgn_wddom'][region_indices] + OUT.wdelec = pop_pro_rata * GCAMData['rgn_wdelec'][region_indices] + OUT.wdmfg = pop_pro_rata * GCAMData['rgn_wdmfg'][region_indices] + OUT.wdmin = pop_pro_rata * GCAMData['rgn_wdmining'][region_indices] + OUT.wdnonag = OUT.wddom + OUT.wdelec + OUT.wdmfg + OUT.wdmin def LivestockMap(GISData, GCAMData, NY, OUT): From de89ab692782eeb5c73ced62bb402b9b1d8141df Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 16:19:34 -0400 Subject: [PATCH 029/142] Rename nSubRegion to nbasins --- tethys/spatial_downscaling/proxy_maps.py | 26 ++++++++++++------------ 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index d69b85c..903f218 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -143,7 +143,7 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): # SubRegion to grid scale CHALLENGE: where to add new agricultural lands # STEP 1: read in Basin grid map - nSubRegion = np.amax(GISData['BasinIDs']) + nbasins = np.amax(GISData['BasinIDs']) # STEP 2: calculate the total amount of irrigated lands in each GCAM region from the GCAM output files. # The irrArea file from GCAM has the format: @@ -160,9 +160,9 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): r2, q2 = 0, 0 r3 = GCAMData['irrV'].shape[0] ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) - tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - tempV_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) + tempA_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) + tempS_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) + tempV_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) for i in range(0, r1): for y in range(0, NY): @@ -177,7 +177,7 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): for y in range (0,NY): tempS_all[GCAMData['irrShare'][i,0].astype(int)-1,GCAMData['irrShare'][i,1].astype(int)-1,GCAMData['irrShare'][i,2].astype(int)-1,y] = GCAMData['irrShare'][i,y+3] else: - tempS_all = np.ones((nregions,nSubRegion,ncrops,NY), dtype = float) + tempS_all = np.ones((nregions, nbasins, ncrops, NY), dtype = float) # Same reorganization for irrVolume. Result goes to tempV_all for i in range(0,r3): @@ -186,11 +186,11 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): # STEP 3: now that we have computed the total irrigated lands, we can aggregate all # the numbers for all the crops; we only keep the value per gcam region and SubRegion - irr_A = np.zeros((nregions,nSubRegion,NY), dtype = float) - irr_V = np.zeros((nregions,nSubRegion,NY), dtype = float) + irr_A = np.zeros((nregions, nbasins, NY), dtype=float) + irr_V = np.zeros((nregions, nbasins, NY), dtype=float) for i in range (0,nregions): - for j in range(0,nSubRegion): + for j in range(0,nbasins): for y in range(0,NY): for k in range(0,ncrops): irr_A[i,j,y] += tempA_all[i,j,k,y]*tempS_all[i,j,k,y] @@ -211,9 +211,9 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): # STEP 5: calculate the total amount of irrigated lands from the GIS maps - irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation - irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation - totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo + irrAx = np.zeros((nregions, nbasins), dtype=float) # this is the max total available area of all grids with some irrigation + irrA = np.zeros((nregions, nbasins), dtype=float) # this is the existing area that is equipped with irrigation + totA = np.zeros((nregions, nbasins), dtype=float) # total land in each rgn, SubRegion combo for index in range(GISData['RegionIDs'].shape[0]): if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: @@ -226,8 +226,8 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): # STEP 6: - for i in range(0,nregions): - for j in range(0,nSubRegion): + for i in range(nregions): + for j in range(nbasins): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] if len(ls) > 0 and irr_A[i,j,y] > 0: From 514455f274ce775526643f021046ab03a0a108cd Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 16:31:39 -0400 Subject: [PATCH 030/142] Removed try blocks that depend on GCAMData['irrShare'], because it will never exist and go straight to except --- tethys/spatial_downscaling/proxy_maps.py | 17 +---------------- 1 file changed, 1 insertion(+), 16 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 903f218..cf1a7c8 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -154,30 +154,15 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) nregions = GISData['nregions'] r1 = GCAMData['irrArea'].shape[0] - try: - r2, q2 = GCAMData['irrShare'].shape - except: - r2, q2 = 0, 0 r3 = GCAMData['irrV'].shape[0] ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) tempA_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) - tempS_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) tempV_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) for i in range(0, r1): for y in range(0, NY): tempA_all[GCAMData['irrArea'][i, 0].astype(int)-1, GCAMData['irrArea'][i, 1].astype(int)-1, GCAMData['irrArea'][i, 2].astype(int)-1, y] = GCAMData['irrArea'][i, y+3]*1000 # convert from thousands of km2 to km2 - - # if irrShare was read in, then reorganize the same way we did with irrArea. - # Otherwise, set all irrigation shares to one (indicating that irrArea really is irrigated area, - # as calculated in GCAM, not total planted area, as in older versions of GCAM.) - if r2 > 1 or q2 > 1: - for i in range(0,r2): - for y in range (0,NY): - tempS_all[GCAMData['irrShare'][i,0].astype(int)-1,GCAMData['irrShare'][i,1].astype(int)-1,GCAMData['irrShare'][i,2].astype(int)-1,y] = GCAMData['irrShare'][i,y+3] - else: - tempS_all = np.ones((nregions, nbasins, ncrops, NY), dtype = float) # Same reorganization for irrVolume. Result goes to tempV_all for i in range(0,r3): @@ -193,7 +178,7 @@ def IrrigationMap(GISData, GCAMData, NY, OUT): for j in range(0,nbasins): for y in range(0,NY): for k in range(0,ncrops): - irr_A[i,j,y] += tempA_all[i,j,k,y]*tempS_all[i,j,k,y] + irr_A[i,j,y] += tempA_all[i,j,k,y] irr_V[i,j,y] += tempV_all[i,j,k,y] From f4d4c695d34afa2af5654560556175995c5671b8 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 17:06:43 -0400 Subject: [PATCH 031/142] removed tempA_all, compute irr_A directly --- tethys/spatial_downscaling/proxy_maps.py | 60 ++++++++---------------- 1 file changed, 20 insertions(+), 40 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index cf1a7c8..de2baf3 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -136,60 +136,40 @@ def LivestockMap(GISData, GCAMData, NY, OUT): return withd_liv_map -def IrrigationMap(GISData, GCAMData, NY, OUT): +def IrrigationMap(GISData, GCAMData, nyears, OUT): # Need to downscale the agricultural water withdrawal data for GCAM years # using the existing map of areas equipped with irrigation as a proxy for disaggregation from # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - # STEP 1: read in Basin grid map - nbasins = np.amax(GISData['BasinIDs']) - - # STEP 2: calculate the total amount of irrigated lands in each GCAM region from the GCAM output files. - # The irrArea file from GCAM has the format: - # 1: GCAM regions 1-nrgn - # 2: SubRegions 1-18 - # 3: crops 1-17 - # 4 .. nyear+3: values for GCAM output years - # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) nregions = GISData['nregions'] - r1 = GCAMData['irrArea'].shape[0] - r3 = GCAMData['irrV'].shape[0] - ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) - tempA_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) - tempV_all = np.zeros((nregions, nbasins, ncrops, NY), dtype=float) - - for i in range(0, r1): - for y in range(0, NY): - tempA_all[GCAMData['irrArea'][i, 0].astype(int)-1, GCAMData['irrArea'][i, 1].astype(int)-1, GCAMData['irrArea'][i, 2].astype(int)-1, y] = GCAMData['irrArea'][i, y+3]*1000 - # convert from thousands of km2 to km2 + nbasins = np.amax(GISData['BasinIDs']) - # Same reorganization for irrVolume. Result goes to tempV_all - for i in range(0,r3): - for y in range(0,NY): - tempV_all[GCAMData['irrV'][i,0].astype(int)-1,GCAMData['irrV'][i,1].astype(int)-1,GCAMData['irrV'][i,2].astype(int)-1,y] = GCAMData['irrV'][i,y+3] - - # STEP 3: now that we have computed the total irrigated lands, we can aggregate all - # the numbers for all the crops; we only keep the value per gcam region and SubRegion - irr_A = np.zeros((nregions, nbasins, NY), dtype=float) - irr_V = np.zeros((nregions, nbasins, NY), dtype=float) + # Removed "tempA_all", now these arrays are built directly. + # They are still mostly zeros, so should use change to a structure better suited to sparse data, + # or map region-basin intersection to unique id + irr_A = np.zeros((nregions, nbasins, nyears), dtype=float) + for i in range(len(GCAMData['irrArea'])): + for year in range(nyears): + region = int(GCAMData['irrArea'][i, 0]) - 1 + basin = int(GCAMData['irrArea'][i, 1]) - 1 + irr_A[region, basin, year] += GCAMData['irrArea'][i, year+3] * 1000 # convert from thousands of km2 to km2 + + irr_V = np.zeros((nregions, nbasins, nyears), dtype=float) + for i in range(len(GCAMData['irrV'])): + for year in range(nyears): + region = int(GCAMData['irrV'][i, 0]) - 1 + basin = int(GCAMData['irrV'][i, 1]) - 1 + irr_V[region, basin, year] += GCAMData['irrV'][i, year+3] - for i in range (0,nregions): - for j in range(0,nbasins): - for y in range(0,NY): - for k in range(0,ncrops): - irr_A[i,j,y] += tempA_all[i,j,k,y] - irr_V[i,j,y] += tempV_all[i,j,k,y] - - - ms67420 = (GISData['RegionIDs'].shape[0], NY) + ms67420 = (GISData['RegionIDs'].shape[0], nyears) irrA_grid = np.full(ms67420, np.NaN, dtype = float) #irrA_frac = np.full(ms, np.NaN, dtype = float) withd_irr_map = np.full(ms67420, np.NaN, dtype = float) # GIS results # use historical irrigation area maps # STEP 4: read a grid map of the irrigated area in km2 in a certain year - for y in range (0,NY): + for y in range(nyears): logging.info('{}'.format(GISData['irr']['years'][y])) yearstr = str(GISData['irr']['years_new'][y]) irr = GISData['irr'][yearstr].copy() From 847ec6b1f0f905a53532298a6574623b533e3bd6 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 3 May 2022 17:50:28 -0400 Subject: [PATCH 032/142] Rename some variables for clarity, remove irrAx (redundant to irr_area_gis in only use) --- tethys/spatial_downscaling/proxy_maps.py | 58 ++++++++++-------------- 1 file changed, 24 insertions(+), 34 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index de2baf3..598b9bd 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -144,28 +144,27 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): nregions = GISData['nregions'] nbasins = np.amax(GISData['BasinIDs']) + ncells = len(GISData['RegionIDs']) # Removed "tempA_all", now these arrays are built directly. # They are still mostly zeros, so should use change to a structure better suited to sparse data, # or map region-basin intersection to unique id - irr_A = np.zeros((nregions, nbasins, nyears), dtype=float) + irr_area_gcam = np.zeros((nregions, nbasins, nyears), dtype=float) for i in range(len(GCAMData['irrArea'])): for year in range(nyears): region = int(GCAMData['irrArea'][i, 0]) - 1 basin = int(GCAMData['irrArea'][i, 1]) - 1 - irr_A[region, basin, year] += GCAMData['irrArea'][i, year+3] * 1000 # convert from thousands of km2 to km2 + irr_area_gcam[region, basin, year] += GCAMData['irrArea'][i, year+3] * 1000 # convert from thousands of km2 to km2 - irr_V = np.zeros((nregions, nbasins, nyears), dtype=float) + irr_volume_gcam = np.zeros((nregions, nbasins, nyears), dtype=float) for i in range(len(GCAMData['irrV'])): for year in range(nyears): region = int(GCAMData['irrV'][i, 0]) - 1 basin = int(GCAMData['irrV'][i, 1]) - 1 - irr_V[region, basin, year] += GCAMData['irrV'][i, year+3] + irr_volume_gcam[region, basin, year] += GCAMData['irrV'][i, year+3] - ms67420 = (GISData['RegionIDs'].shape[0], nyears) - irrA_grid = np.full(ms67420, np.NaN, dtype = float) - #irrA_frac = np.full(ms, np.NaN, dtype = float) - withd_irr_map = np.full(ms67420, np.NaN, dtype = float) # GIS results + irrA_grid = np.full((ncells, nyears), np.NaN, dtype=float) + withd_irr_map = np.full((ncells, nyears), np.NaN, dtype=float) # GIS results # use historical irrigation area maps # STEP 4: read a grid map of the irrigated area in km2 in a certain year @@ -176,16 +175,13 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # STEP 5: calculate the total amount of irrigated lands from the GIS maps - irrAx = np.zeros((nregions, nbasins), dtype=float) # this is the max total available area of all grids with some irrigation - irrA = np.zeros((nregions, nbasins), dtype=float) # this is the existing area that is equipped with irrigation - totA = np.zeros((nregions, nbasins), dtype=float) # total land in each rgn, SubRegion combo + irr_area_gis = np.zeros((nregions, nbasins), dtype=float) # this is the existing area that is equipped with irrigation + total_area = np.zeros((nregions, nbasins), dtype=float) # total land in each region-basin combo for index in range(GISData['RegionIDs'].shape[0]): if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: - irrA[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += irr[index] - totA[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] - if irr[index] > 0: - irrAx[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] + irr_area_gis[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += irr[index] + total_area[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] else: irr[index] = 0 @@ -195,7 +191,7 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): for j in range(nbasins): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] - if len(ls) > 0 and irr_A[i,j,y] > 0: + if len(ls) > 0 and irr_area_gcam[i,j,y] > 0: ls1 = [] ls2 = [] for index in ls: @@ -206,10 +202,9 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # if irrigation area appears in GCAM but not in GIS (none of the grids are equipped with irrigation in the selected year) # uniformly distributed irrigation area based on the total area - if irrA[i,j] == 0 or irrAx[i,j] == 0: + if irr_area_gis[i,j] == 0: for index in ls: - irrA_grid[index, y] = GISData['area'][index]/totA[i,j]*irr_A[i,j,y] - #irrA_frac[index, y] = irr_A[i,j,y]/totA[i,j] + irrA_grid[index, y] = GISData['area'][index]/total_area[i,j]*irr_area_gcam[i,j,y] else: # if irrigation area appears in both the GIS matrix and the GCAM output matrix, # then we need to scale up/down the values @@ -228,13 +223,11 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): for index in ls1: irrA_grid[index, y] = np.NaN - #irrA_frac[index, y] = np.NaN counter2 += 1 for index in ls2: - z = irr[index]/irrA[i,j]*irr_A[i,j,y] + z = irr[index]/irr_area_gis[i,j]*irr_area_gcam[i,j,y] irrA_grid[index, y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] if z > GISData['area'][index]: cum_diff += z - GISData['area'][index] counter1 += 1 @@ -251,32 +244,29 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): cum_diff = 0 cum_area = 0 cum_diff0 = 0 - z = (irr_A[i,j,y] - cum_area1)/counter2 + z = (irr_area_gcam[i,j,y] - cum_area1)/counter2 for index in ls1: irrA_grid[index, y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] if z > GISData['area'][index]: cum_diff0 += z - GISData['area'][index] cum_area = cum_area1 + irrA_grid[index, y] if cum_diff0 > 0: - # GCAM irr_A is too large, the redistributed ls1 still has grids that irrigated area > total area + # GCAM irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area logging.info('{} {} {} {} {} {} {} '.format( '[Year Index, Region ID,', GISData['SubRegionString'], 'ID, irr from GCAM not assigned (km3) (condition 0)] :', y+1, i+1, j+1, - cum_diff0*irr_V[i,j,y]/irr_A[i,j,y])) + cum_diff0*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) else: # if (num == 0 and counter2 == 0) or num > 0 for index in ls1: irrA_grid[index, y] = np.NaN - #irrA_frac[index, y] = np.NaN - + counter3 = 0 for index in ls2: if irrA_grid[index, y] < GISData['area'][index]: z = irrA_grid[index, y] + diff/max(1,num) irrA_grid[index, y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] if z > GISData['area'][index]: cum_diff += z - GISData['area'][index] num_new = num - 1 @@ -287,28 +277,28 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): counter3 += 1 num = num_new if cum_diff == 0 and counter3 == len(ls2): - # GCAM irr_A is too large, the redistributed ls2 still has grids that irrigated area > total area + # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area logging.warning('{} {} {} {} {} {} {} '.format( '[Year Index, Region ID,', GISData['SubRegionString'], 'ID, irr from GCAM not assigned (km3) (condition 1)] :', y+1, i+1, j+1, - diff*irr_V[i,j,y]/irr_A[i,j,y])) + diff*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) counter += 1 diff = cum_diff for index in ls: if not np.isnan(irrA_grid[index, y]): - withd_irr_map[index, y] = irrA_grid[index, y]*irr_V[i,j,y]/irr_A[i,j,y] + withd_irr_map[index, y] = irrA_grid[index, y]*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y] - elif len(ls) == 0 and irr_A[i,j,y] > 0 and irr_V[i,j,y] > 0: + elif len(ls) == 0 and irr_area_gcam[i,j,y] > 0 and irr_volume_gcam[i,j,y] > 0: # GCAM has irrigation data for a region and a SubRegion/basin. # But from region map and SubRegion/basin map, there are no cells belong to both. # Thus, GCAM data will not be included for downscaling. # It will cause the difference in Spatial Downscaling diagnostics logging.warning('{} {} {} {} {} {} {} '.format('[Year Index, Region ID,', GISData['SubRegionString'],'ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', - y+1, i+1, j+1, irr_V[i,j,y])) + y+1, i+1, j+1, irr_volume_gcam[i,j,y])) # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines irrA_grid[np.isnan(irrA_grid)] = 0 From b6e3ac0c133e15f8f7ba2d5b2333dd371cdb59ba Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 4 May 2022 09:55:17 -0400 Subject: [PATCH 033/142] moved code that ran on counter==0 out of while loop --- tethys/spatial_downscaling/proxy_maps.py | 142 +++++++++++------------ 1 file changed, 71 insertions(+), 71 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 598b9bd..f3da346 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -206,85 +206,85 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): for index in ls: irrA_grid[index, y] = GISData['area'][index]/total_area[i,j]*irr_area_gcam[i,j,y] else: - # if irrigation area appears in both the GIS matrix and the GCAM output matrix, - # then we need to scale up/down the values - # in the GIS grid map values to match GCAM total values + # if irrigation area appears in both the GIS matrix and the GCAM output matrix, + # then we need to scale up/down the values + # in the GIS grid map values to match GCAM total values diff = 99 - counter = 0 - num_new = 0 + num_new = 0 + + cum_area = 0 + cum_diff = 0 + + num = 0 + counter1 = 0 + counter2 = 0 + + for index in ls1: + irrA_grid[index, y] = np.NaN + counter2 += 1 + + for index in ls2: + z = irr[index] / irr_area_gis[i, j] * irr_area_gcam[i, j, y] + irrA_grid[index, y] = min(z, GISData['area'][index]) + if z > GISData['area'][index]: + cum_diff += z - GISData['area'][index] + counter1 += 1 + else: + num += 1 + cum_area += irrA_grid[index, y] + + # if all irrigation grids (ls2) have irrigation area larger than total area (ls2) + # and no-irrigation grids (ls1) existed + # (total irrigation area (ls2) - total area) = irrigated areas are distributed uniformly over + # non-irrigated grids (ls1) + if num == 0 and counter2 > 0: + cum_area1 = cum_area + cum_diff = 0 + cum_area = 0 + cum_diff0 = 0 + z = (irr_area_gcam[i, j, y] - cum_area1) / counter2 + for index in ls1: + irrA_grid[index, y] = min(z, GISData['area'][index]) + if z > GISData['area'][index]: + cum_diff0 += z - GISData['area'][index] + cum_area = cum_area1 + irrA_grid[index, y] + if cum_diff0 > 0: + # GCAM irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area + logging.info('{} {} {} {} {} {} {} '.format( + '[Year Index, Region ID,', + GISData['SubRegionString'], + 'ID, irr from GCAM not assigned (km3) (condition 0)] :', + y + 1, i + 1, j + 1, + cum_diff0 * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) + diff = cum_diff while diff > 0.00001: - # [i j counter diff] cum_area = 0 cum_diff = 0 - if counter == 0: - num = 0 - counter1 = 0 - counter2 = 0 - - for index in ls1: - irrA_grid[index, y] = np.NaN - counter2 += 1 - - for index in ls2: - z = irr[index]/irr_area_gis[i,j]*irr_area_gcam[i,j,y] + for index in ls1: + irrA_grid[index, y] = np.NaN + + counter3 = 0 + for index in ls2: + if irrA_grid[index, y] < GISData['area'][index]: + z = irrA_grid[index, y] + diff/max(1,num) irrA_grid[index, y] = min(z,GISData['area'][index]) if z > GISData['area'][index]: cum_diff += z - GISData['area'][index] - counter1 += 1 - else: - num += 1 - cum_area += irrA_grid[index, y] - - # if all irrigation grids (ls2) have irrigation area larger than total area (ls2) - # and no-irrigation grids (ls1) existed - # (total irrigation area (ls2) - total area) = irrigated areas are distributed uniformly over - # non-irrigated grids (ls1) - if num == 0 and counter2 > 0: - cum_area1 = cum_area - cum_diff = 0 - cum_area = 0 - cum_diff0 = 0 - z = (irr_area_gcam[i,j,y] - cum_area1)/counter2 - for index in ls1: - irrA_grid[index, y] = min(z,GISData['area'][index]) - if z > GISData['area'][index]: - cum_diff0 += z - GISData['area'][index] - cum_area = cum_area1 + irrA_grid[index, y] - if cum_diff0 > 0: - # GCAM irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area - logging.info('{} {} {} {} {} {} {} '.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, irr from GCAM not assigned (km3) (condition 0)] :', - y+1, i+1, j+1, - cum_diff0*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) - else: # if (num == 0 and counter2 == 0) or num > 0 - for index in ls1: - irrA_grid[index, y] = np.NaN - - counter3 = 0 - for index in ls2: - if irrA_grid[index, y] < GISData['area'][index]: - z = irrA_grid[index, y] + diff/max(1,num) - irrA_grid[index, y] = min(z,GISData['area'][index]) - if z > GISData['area'][index]: - cum_diff += z - GISData['area'][index] - num_new = num - 1 - cum_area += irrA_grid[index, y] - else: - cum_area += irrA_grid[index, y] num_new = num - 1 - counter3 += 1 - num = num_new - if cum_diff == 0 and counter3 == len(ls2): - # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {} {} '.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, irr from GCAM not assigned (km3) (condition 1)] :', - y+1, i+1, j+1, - diff*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) - counter += 1 + cum_area += irrA_grid[index, y] + else: + cum_area += irrA_grid[index, y] + num_new = num - 1 + counter3 += 1 + num = num_new + if cum_diff == 0 and counter3 == len(ls2): + # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area + logging.warning('{} {} {} {} {} {} {} '.format( + '[Year Index, Region ID,', + GISData['SubRegionString'], + 'ID, irr from GCAM not assigned (km3) (condition 1)] :', + y+1, i+1, j+1, + diff*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) diff = cum_diff for index in ls: From f1e56a587c103959df92beb699d3e70f6564af3e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 4 May 2022 11:59:12 -0400 Subject: [PATCH 034/142] removed unneeded variables and streamlined algorithm logic without changing results of irrigation downscaling. Next step is to vectorize this. --- tethys/spatial_downscaling/proxy_maps.py | 74 ++++++++++-------------- 1 file changed, 29 insertions(+), 45 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index f3da346..4297cb1 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -191,45 +191,38 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): for j in range(nbasins): # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] - if len(ls) > 0 and irr_area_gcam[i,j,y] > 0: - ls1 = [] - ls2 = [] - for index in ls: - if irr[index] == 0: - ls1.append(index) - else: - ls2.append(index) + if len(ls) > 0 and irr_area_gcam[i, j, y] > 0: # if irrigation area appears in GCAM but not in GIS (none of the grids are equipped with irrigation in the selected year) # uniformly distributed irrigation area based on the total area - if irr_area_gis[i,j] == 0: + if irr_area_gis[i, j] == 0: for index in ls: - irrA_grid[index, y] = GISData['area'][index]/total_area[i,j]*irr_area_gcam[i,j,y] + irrA_grid[index, y] = GISData['area'][index] / total_area[i, j] * irr_area_gcam[i, j, y] else: # if irrigation area appears in both the GIS matrix and the GCAM output matrix, # then we need to scale up/down the values # in the GIS grid map values to match GCAM total values - diff = 99 - num_new = 0 - cum_area = 0 - cum_diff = 0 + ls1 = [] + ls2 = [] + for index in ls: + if irr[index] == 0: + ls1.append(index) + else: + ls2.append(index) + diff = 0 + cum_area = 0 num = 0 - counter1 = 0 - counter2 = 0 - - for index in ls1: - irrA_grid[index, y] = np.NaN - counter2 += 1 + # first attempt at assigning irrigation area for index in ls2: z = irr[index] / irr_area_gis[i, j] * irr_area_gcam[i, j, y] - irrA_grid[index, y] = min(z, GISData['area'][index]) if z > GISData['area'][index]: - cum_diff += z - GISData['area'][index] - counter1 += 1 + irrA_grid[index, y] = GISData['area'][index] + diff += z - GISData['area'][index] else: + irrA_grid[index, y] = z num += 1 cum_area += irrA_grid[index, y] @@ -237,47 +230,38 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # and no-irrigation grids (ls1) existed # (total irrigation area (ls2) - total area) = irrigated areas are distributed uniformly over # non-irrigated grids (ls1) - if num == 0 and counter2 > 0: - cum_area1 = cum_area - cum_diff = 0 - cum_area = 0 + if num == 0 and len(ls1) > 0: + diff = 0 cum_diff0 = 0 - z = (irr_area_gcam[i, j, y] - cum_area1) / counter2 + z = (irr_area_gcam[i, j, y] - cum_area) / len(ls1) for index in ls1: irrA_grid[index, y] = min(z, GISData['area'][index]) if z > GISData['area'][index]: cum_diff0 += z - GISData['area'][index] - cum_area = cum_area1 + irrA_grid[index, y] if cum_diff0 > 0: - # GCAM irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area + # irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area logging.info('{} {} {} {} {} {} {} '.format( '[Year Index, Region ID,', GISData['SubRegionString'], 'ID, irr from GCAM not assigned (km3) (condition 0)] :', y + 1, i + 1, j + 1, cum_diff0 * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) - diff = cum_diff - while diff > 0.00001: - cum_area = 0 + num_new = 0 + while diff > 0.00001: cum_diff = 0 - for index in ls1: - irrA_grid[index, y] = np.NaN - counter3 = 0 for index in ls2: if irrA_grid[index, y] < GISData['area'][index]: - z = irrA_grid[index, y] + diff/max(1,num) - irrA_grid[index, y] = min(z,GISData['area'][index]) + z = irrA_grid[index, y] + diff/max(1, num) + irrA_grid[index, y] = min(z, GISData['area'][index]) if z > GISData['area'][index]: cum_diff += z - GISData['area'][index] - num_new = num - 1 - cum_area += irrA_grid[index, y] + num_new = num - 1 else: - cum_area += irrA_grid[index, y] - num_new = num - 1 + num_new = num - 1 counter3 += 1 - num = num_new - if cum_diff == 0 and counter3 == len(ls2): + num = num_new # not sure this logic works as intended. num will only decrease by at most 1 + if counter3 == len(ls2): # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area logging.warning('{} {} {} {} {} {} {} '.format( '[Year Index, Region ID,', @@ -285,7 +269,7 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): 'ID, irr from GCAM not assigned (km3) (condition 1)] :', y+1, i+1, j+1, diff*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) - diff = cum_diff + diff = cum_diff for index in ls: if not np.isnan(irrA_grid[index, y]): From f3a225f7c1bf85c6b6fa6a2528d8cff3e7eb220d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 4 May 2022 18:05:52 -0400 Subject: [PATCH 035/142] Reduced copypaste in LivestockMap function --- tethys/spatial_downscaling/proxy_maps.py | 71 ++++++++---------------- 1 file changed, 23 insertions(+), 48 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 4297cb1..c0d04dc 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -63,23 +63,21 @@ def PopulationMap(GISData, GCAMData, OUT, nyears): OUT.wdnonag = OUT.wddom + OUT.wdelec + OUT.wdmfg + OUT.wdmin -def LivestockMap(GISData, GCAMData, NY, OUT): +def LivestockMap(GISData, GCAMData, nyears, OUT): """ Livestock gridded GIS data maps by six types are used to downscale livestock Water withdrawal """ - # count how many animals live in each GCAM region first + # count how many animals live in each GCAM region first nregions = GISData['nregions'] - tot_livestock = np.zeros((nregions, 6), dtype=float) # Livestock totals at GCAM scale in year 2005 + ncells = len(GISData['RegionIDs']) + animals = ['Buffalo', 'Cattle', 'Goat', 'Sheep', 'Poultry', 'Pig'] - for i in np.where(GISData['RegionIDs'] > 0)[0]: - region = GISData['RegionIDs'][i] - 1 - tot_livestock[region, 0] += GISData['Buffalo'][i] - tot_livestock[region, 1] += GISData['Cattle'][i] - tot_livestock[region, 2] += GISData['Goat'][i] - tot_livestock[region, 3] += GISData['Sheep'][i] - tot_livestock[region, 4] += GISData['Poultry'][i] - tot_livestock[region, 5] += GISData['Pig'][i] + tot_livestock = np.zeros((nregions, 6), dtype=float) # Livestock totals at GCAM scale in year 2005 + for i, region in enumerate(GISData['RegionIDs']): + if region > 0: + for a, animal in enumerate(animals): + tot_livestock[region - 1, a] += GISData[animal][i] # now create a spatial distribution for each GCAM region # withd_liv: these are the GCAM results of total volume of livestock water withdrawal in @@ -89,49 +87,26 @@ def LivestockMap(GISData, GCAMData, NY, OUT): # Next, we distribute those volumes using the spatial distribution of the gis maps # these will be the GIS downscaled matrices - withd_liv_map = np.zeros((GISData['RegionIDs'].shape[0], NY), dtype=float) - for y in range(0, NY): - livestock = np.zeros((GISData['RegionIDs'].shape[0], 6), dtype=float) - for i in np.where(GISData['RegionIDs'] > 0)[0]: - region = GISData['RegionIDs'][i] - 1 - if GISData['Buffalo'][i] != 0: - livestock[i, 0] = GCAMData['wdliv'][0*nregions + region, y] * GISData['Buffalo'][i] / tot_livestock[region, 0] - if GISData['Cattle'][i] != 0: - livestock[i, 1] = GCAMData['wdliv'][1*nregions + region, y] * GISData['Cattle'][i] / tot_livestock[region, 1] - if GISData['Goat'][i] != 0: - livestock[i, 2] = GCAMData['wdliv'][2*nregions + region, y] * GISData['Goat'][i] / tot_livestock[region, 2] - if GISData['Sheep'][i] != 0: - livestock[i, 3] = GCAMData['wdliv'][3*nregions + region, y] * GISData['Sheep'][i] / tot_livestock[region, 3] - if GISData['Poultry'][i] != 0: - livestock[i, 4] = GCAMData['wdliv'][4*nregions + region, y] * GISData['Poultry'][i] / tot_livestock[region, 4] - if GISData['Pig'][i] != 0: - livestock[i, 5] = GCAMData['wdliv'][5*nregions + region, y] * GISData['Pig'][i] / tot_livestock[region, 5] + withd_liv_map = np.zeros((ncells, nyears), dtype=float) + for y in range(nyears): + livestock = np.zeros((ncells, 6), dtype=float) + for i, region in enumerate(GISData['RegionIDs']): + if region > 0: + for a, animal in enumerate(animals): + if GISData[animal][i] != 0: + livestock[i, a] = GCAMData['wdliv'][a*nregions + region - 1, y] * GISData[animal][i] \ + / tot_livestock[region - 1, a] withd_liv_map[:, y] = np.sum(livestock, axis=1) OUT.wdliv = withd_liv_map # Diagnostic message fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' - dat = GCAMData['wdliv'] - for y in range(0,NY): - for IN in range(0,nregions): - if GCAMData['wdliv'][0*nregions+IN,y] > 0 and tot_livestock[IN,0] == 0: - logging.info(fmtstr.format('buffalo', y+1, IN+1, dat[0*nregions+IN,y])) - - if GCAMData['wdliv'][1*nregions+IN,y] > 0 and tot_livestock[IN,1] == 0: - logging.info(fmtstr.format('cattle', y+1, IN+1, dat[1*nregions+IN,y])) - - if GCAMData['wdliv'][2*nregions+IN,y] > 0 and tot_livestock[IN,2] == 0: - logging.info(fmtstr.format('goat', y+1, IN+1, dat[2*nregions+IN,y])) - - if GCAMData['wdliv'][3*nregions+IN,y] > 0 and tot_livestock[IN,3] == 0: - logging.info(fmtstr.format('sheep', y+1, IN+1, dat[3*nregions+IN,y])) - - if GCAMData['wdliv'][4*nregions+IN,y] > 0 and tot_livestock[IN,4] == 0: - logging.info(fmtstr.format('poultry', y+1, IN+1, dat[4*nregions+IN,y])) - - if GCAMData['wdliv'][5*nregions+IN,y] > 0 and tot_livestock[IN,5] == 0: - logging.info(fmtstr.format('pig', y+1, IN+1, dat[5*nregions+IN,y])) + for y in range(nyears): + for IN in range(nregions): + for a, animal in enumerate(animals): + if GCAMData['wdliv'][a*nregions + IN, y] > 0 and tot_livestock[IN, a] == 0: + logging.info(fmtstr.format(animal.lower(), y+1, IN+1, GCAMData['wdliv'][a*nregions + IN, y])) return withd_liv_map From b2f3aeefaf6dd79bd5d181d8b6ab6566379a1c6d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 09:48:36 -0400 Subject: [PATCH 036/142] remove unused file readers --- tethys/data_reader/gis_reader.py | 67 +++----------------------------- tethys/utils/data_parser.py | 4 -- 2 files changed, 6 insertions(+), 65 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 62ebfd6..d719bc6 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -17,16 +17,13 @@ """ -import os import numpy as np -from scipy import io as spio -from tethys.utils.data_parser import get_array_csv, get_array_txt +from tethys.utils.data_parser import get_array_csv from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops from tethys.utils.utils_math import sub2ind -from tethys.utils.exceptions import FileNotFoundError -def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, Livestock_Sheep, +def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, InputCountryFile, CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, Population_GPW, Population_HYDE, mapsize): @@ -67,13 +64,14 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L GISData['area'] = get_array_csv(Area, 0) * 0.01 # Basin ID Map: 67420 x 1, 235 Basins - GISData['BasinIDs'] = load_const_griddata(InputBasinFile, 1).astype(int) + GISData['BasinIDs'] = get_array_csv(InputBasinFile, 1).astype(int) # Corresponding to Basin ID Map, 235 Basin Names: 1D String Array - GISData['BasinNames'] = load_const_griddata(BasinNames) + with open(BasinNames, 'r') as f: + GISData['BasinNames'] = f.read().splitlines() # Country ID Map : 67420 x 1 (249 countries: 1-249) - GISData['CountryIDs'] = load_const_griddata(InputCountryFile, 1).astype(int) + GISData['CountryIDs'] = get_array_csv(InputCountryFile, 1).astype(int) # Corresponding to Country ID Map, 1-249 index number and 249 Country Names: 2D String Array with open(CountryNames, 'r') as f: @@ -85,56 +83,3 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle,Livestock_Goat, L GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions return GISData - - -def load_mat_var(fn, varname): - if not os.path.isfile(fn): - raise FileNotFoundError(fn) - - temp = spio.loadmat(fn) - data = temp[varname] - - return data - - -def load_const_griddata(fn, headerNum=0, key=" "): - # Load constant grid data stored in files defined in GRID_CONSTANTS. - - if not os.path.isfile(fn): - raise FileNotFoundError(fn) - - if fn.endswith('.mat'): - data = load_mat_var(fn, key) - - elif fn.endswith('.txt'): - try: - data = get_array_txt(fn, headerNum) - except: - with open(fn, 'r') as f: - data = np.array(f.read().splitlines()) - - elif fn.endswith('.csv'): - data = get_array_csv(fn, headerNum) - all_zeros = not np.any(data) - if all_zeros: - try: - with open(fn, 'r') as f: - data = np.array(f.read().splitlines()) - except: - pass - - elif fn.endswith('.nc'): - # datagrp = Dataset(fn, 'r', format='NETCDF4') - datagrp = spio.netcdf.netcdf_file(fn, 'r') - - # copy() added to handle numpy 'ValueError:assignment destination is read-only' related to non-contiguous memory - try: - # data = datagrp[key][:, :] - data = datagrp.variables[key][:, :].copy() - except: - # data = datagrp[key][:] - data = datagrp.variables[key][:].copy() - - datagrp.close() - - return data diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index 74b6cd5..100985e 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -12,7 +12,3 @@ def get_array_csv(filename, skip_header): return np.genfromtxt(filename, delimiter=',', skip_header=skip_header, filling_values='0') - - -def get_array_txt(filename, skip_header): - return np.genfromtxt(filename, delimiter=' ', skip_header=skip_header, filling_values='0') From d657e3486e0217cea1dec5f0a6e8938be44e3498 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 11:59:00 -0400 Subject: [PATCH 037/142] removed SubRegionString from GISData as was already hardcoded to Basin --- tethys/data_reader/gis_reader.py | 2 -- tethys/spatial_downscaling/proxy_maps.py | 46 ++++++++++-------------- 2 files changed, 18 insertions(+), 30 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index d719bc6..0bbac94 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -30,8 +30,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, # dictionary GISData{} saves the data related to GIS data GISData = dict() - GISData['SubRegionString'] = 'Basin' - # using finer resolution gridded population map (from HYDE or GPW) according to year availability GISData['pop'] = getPopYearData(Population_GPW=Population_GPW, Population_HYDE=Population_HYDE, diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index c0d04dc..2cbcc08 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -215,12 +215,9 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): cum_diff0 += z - GISData['area'][index] if cum_diff0 > 0: # irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area - logging.info('{} {} {} {} {} {} {} '.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, irr from GCAM not assigned (km3) (condition 0)] :', - y + 1, i + 1, j + 1, - cum_diff0 * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) + logging.info('{} {} {} {} {} '.format( + '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (condition 0)]:', + y + 1, i + 1, j + 1, cum_diff0 * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) num_new = 0 while diff > 0.00001: cum_diff = 0 @@ -238,26 +235,23 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): num = num_new # not sure this logic works as intended. num will only decrease by at most 1 if counter3 == len(ls2): # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {} {} '.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, irr from GCAM not assigned (km3) (condition 1)] :', - y+1, i+1, j+1, - diff*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y])) + logging.warning('{} {} {} {} {} '.format( + '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (condition 1)]:', + y + 1, i + 1, j + 1, diff * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) diff = cum_diff for index in ls: if not np.isnan(irrA_grid[index, y]): - withd_irr_map[index, y] = irrA_grid[index, y]*irr_volume_gcam[i,j,y]/irr_area_gcam[i,j,y] + withd_irr_map[index, y] = irrA_grid[index, y]*irr_volume_gcam[i, j, y]/irr_area_gcam[i, j, y] - elif len(ls) == 0 and irr_area_gcam[i,j,y] > 0 and irr_volume_gcam[i,j,y] > 0: + elif len(ls) == 0 and irr_area_gcam[i, j, y] > 0 and irr_volume_gcam[i, j, y] > 0: # GCAM has irrigation data for a region and a SubRegion/basin. # But from region map and SubRegion/basin map, there are no cells belong to both. # Thus, GCAM data will not be included for downscaling. # It will cause the difference in Spatial Downscaling diagnostics - logging.warning('{} {} {} {} {} {} {} '.format('[Year Index, Region ID,', - GISData['SubRegionString'],'ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', - y+1, i+1, j+1, irr_volume_gcam[i,j,y])) + logging.warning('{} {} {} {} {} '.format( + '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', + y + 1, i + 1, j + 1, irr_volume_gcam[i, j, y])) # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines irrA_grid[np.isnan(irrA_grid)] = 0 @@ -427,10 +421,8 @@ def IrrigationMapCrops(GISData, GCAMData, NY, OUT): cum_area = cum_area1 + irrA_grid[index, k, y] if cum_diff0 > 0: # GCAM irr_A is too large, the redistributed ls1 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {} {} {}'.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, Crop ID, irr from GCAM not assigned (km3) (condition 0)] :', + logging.warning('{} {} {} {} {} {}'.format( + '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (condition 0)] :', y+1, i+1, j+1, k+1, cum_diff0*tempV_all[i,j,k,y]/irr_A[i,j,k,y])) else: # if (num == 0 and counter2 == 0) or num > 0 @@ -455,10 +447,8 @@ def IrrigationMapCrops(GISData, GCAMData, NY, OUT): num = num_new if cum_diff == 0 and counter3 == len(ls2): # GCAM irr_A is too large, the redistributed ls2 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {} {} {}'.format( - '[Year Index, Region ID,', - GISData['SubRegionString'], - 'ID, Crop ID, irr from GCAM not assigned (km3) (condition 1)] :', + logging.warning('{} {} {} {} {} {}'.format( + '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (condition 1)] :', y+1, i+1, j+1, k+1, diff*tempV_all[i,j,k,y]/irr_A[i,j,k,y])) counter += 1 @@ -473,9 +463,9 @@ def IrrigationMapCrops(GISData, GCAMData, NY, OUT): # But from region map and SubRegion/basin map, there are no cells belong to both. # Thus, GCAM data will not be included for downscaling. # It will cause the difference in Spatial Downscaling diagnostics - logging.warning('{} {} {} {} {} {} {} {}'.format('[Year Index, Region ID,', - GISData['SubRegionString'],'ID, Crop ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', - y+1, i+1, j+1, k+1, tempV_all[i,j,k,y])) + logging.warning('{} {} {} {} {} {}'.format( + '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', + y+1, i+1, j+1, k+1, tempV_all[i,j,k,y])) # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines #irrA_grid[np.isnan(irrA_grid)] = 0 From 8e397b3da0f46e21c194fd52a506096ede55ba6a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 14:27:26 -0400 Subject: [PATCH 038/142] rewrite getPopYearData to directly build the population array used in PopulationMap, rather than a yearly dictionary --- tethys/data_reader/hist_pop_irr_data.py | 56 +++++++++--------------- tethys/spatial_downscaling/proxy_maps.py | 9 +--- 2 files changed, 23 insertions(+), 42 deletions(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index eaeecb3..82e5d29 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -122,44 +122,30 @@ def getPopYearData(Population_GPW, Population_HYDE, years): Update the population maps to include a unique map for each historical time period """ - pop = {} - GPW_pop = get_array_csv(Population_GPW, 1) - HYDE_pop = get_array_csv(Population_HYDE, 1) + # could be rewritten to only load years/files that will be needed + hyde_pop = get_array_csv(Population_HYDE, 1) + gpw_pop = get_array_csv(Population_GPW, 1) - H_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, 1900, 1910, - 1920, 1930, 1940, 1950, 1960, 1970, 1980] - G_years = [1990, 1995, 2000, 2005, 2010, 2015] + hyde_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, + 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980] + gpw_years = [1990, 1995, 2000, 2005, 2010, 2015] years = [int(x) for x in years] - years_new = years[:] - - for i in range(0, len(years)): - if years[i] < 1990: - if years[i] >= max(H_years): - years_new[i] = max(H_years) - else: - for j in range(0, len(H_years) - 1): - if years[i] >= H_years[j] and years[i] < H_years[j + 1]: - years_new[i] = H_years[j] # use previous year - - if not str(years_new[i]) in pop: - pop[str(years_new[i])] = HYDE_pop[:, H_years.index(years_new[i])] - logging.info('------Use HYDE ' + str(years_new[i]) + ' Population Data for ' + str(years[i])) - elif years[i] >= 1990: - if years[i] >= max(G_years): - years_new[i] = max(G_years) - else: - for j in range(0, len(G_years) - 1): - if years[i] >= G_years[j] and years[i] < G_years[j + 1]: - years_new[i] = G_years[j] # use previous year - - if not str(years_new[i]) in pop: - pop[str(years_new[i])] = GPW_pop[:, G_years.index(years_new[i])] - logging.info('------Use GPW ' + str(years_new[i]) + ' Population Data for ' + - str(years[i])) - - pop['years'] = years # years (integer) from settings - pop['years_new'] = years_new # years to import population data (integer) corresponding to years + pop = np.zeros((len(gpw_pop), len(years))) + + # build the population array used by PopulationMap + for y, year in enumerate(years): + if year < min(hyde_years): + pop[:, y] = hyde_pop[:, 0] + logging.info('------Use HYDE {} Population Data for {}'.format(min(hyde_years), year)) + elif year < min(gpw_years): + new_year = max(i for i in hyde_years if i <= year) + pop[:, y] = hyde_pop[:, hyde_years.index(new_year)] + logging.info('------Use HYDE {} Population Data for {}'.format(new_year, year)) + else: + new_year = max(i for i in gpw_years if i <= year) + pop[:, y] = gpw_pop[:, gpw_years.index(new_year)] + logging.info('------Use GPW {} Population Data for {}'.format(new_year, year)) return pop diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 2cbcc08..ec93bba 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -32,13 +32,8 @@ def PopulationMap(GISData, GCAMData, OUT, nyears): :param nyears: number of years """ - # build ncells x nyears population array - pop = np.zeros((len(GISData['RegionIDs']), nyears), dtype=float) - for y in range(nyears): - logging.info('{}'.format(GISData['pop']['years'][y])) - - yearstr = str(GISData['pop']['years_new'][y]) - pop[:, y] = np.where(GISData['RegionIDs'] > 0, GISData['pop'][yearstr], 0) # filter out invalid regions + # ncells x nyears population array, filter to out invalid regions + pop = np.where(GISData['RegionIDs'][:, np.newaxis] > 0, GISData['pop'], 0) # Adjust population map to be consistent with GCAM assumptions. # This adjustment is really unnecessary for calculating pro rata population From 6e0b0ecb79d1f17eee4ad0d0ff32be4d3dde16c8 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 15:54:27 -0400 Subject: [PATCH 039/142] rewrite getIrrYearData --- tethys/data_reader/hist_pop_irr_data.py | 66 ++++++++++-------------- tethys/spatial_downscaling/proxy_maps.py | 3 +- 2 files changed, 27 insertions(+), 42 deletions(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 82e5d29..ab78fb5 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -17,47 +17,33 @@ from tethys.utils.data_parser import get_array_csv -def getIrrYearData(Irrigation_GMIA, years, Irrigation_HYDE): - +def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): """ Update the irrigation maps to include a unique map for each historical time period """ - irr = {} - GMIA_irr = get_array_csv(Irrigation_GMIA, 1) - HYDE_irr = get_array_csv(Irrigation_HYDE, 1) - H_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] - G_years = [2005] - years = [int(x) for x in years] - years_new= years[:] - - for i in range(0, len(years)): - if years[i] < 2005: - if years[i] >= max(H_years): - years_new[i] = max(H_years) - else: - for j in range (0, len(H_years)-1): - if years[i] >= H_years[j] and years[i] < H_years[j+1]: - years_new[i] = H_years[j] # use previous year - - if not str(years_new[i]) in irr: - irr[str(years_new[i])] = HYDE_irr[:,H_years.index(years_new[i])] - logging.info(f'------Use HYDE {years_new[i]} Irrigation Area Data for {years[i]}') - - elif years[i] >= 2005: - if years[i] >= max(G_years): - years_new[i] = max(G_years) - else: - for j in range (0, len(G_years)-1): - if years[i] >= G_years[j] and years[i] < G_years[j+1]: - years_new[i] = G_years[j] # use previous year - - if not str(years_new[i]) in irr: - irr[str(years_new[i])] = GMIA_irr[:] - logging.info('------Use FAO-GMIA ' + str(years_new[i]) + ' Irrigation Area Data for ' + str(years[i])) - - irr['years'] = years # years (integer) from settings - irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years + hyde_irr = get_array_csv(Irrigation_HYDE, 1) + gmia_irr = get_array_csv(Irrigation_GMIA, 1).reshape(-1, 1) # with only 1 year, resulting array is 1D, so reshape + + hyde_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] + gmia_years = [2005] + + years = [int(x) for x in years] + + irr = {'years': years, 'array': np.zeros((len(gmia_irr), len(years)))} + + for y, year in enumerate(years): + if year < min(hyde_years): + irr['array'][:, y] = hyde_irr[:, 0] + logging.info(f'------Use HYDE {min(hyde_years)} Irrigation Area Data for {year}') + elif year < min(gmia_years): + new_year = max(i for i in hyde_years if i <= year) + irr['array'][:, y] = hyde_irr[:, hyde_years.index(new_year)] + logging.info(f'------Use HYDE {new_year} Irrigation Area Data for {year}') + else: + new_year = max(i for i in gmia_years if i <= year) + irr['array'][:, y] = gmia_irr[:, gmia_years.index(new_year)] + logging.info(f'------Use FAO-GMIA {new_year} Irrigation Area Data for {year}') return irr @@ -137,15 +123,15 @@ def getPopYearData(Population_GPW, Population_HYDE, years): for y, year in enumerate(years): if year < min(hyde_years): pop[:, y] = hyde_pop[:, 0] - logging.info('------Use HYDE {} Population Data for {}'.format(min(hyde_years), year)) + logging.info(f'------Use HYDE {min(hyde_years)} Population Data for {year}') elif year < min(gpw_years): new_year = max(i for i in hyde_years if i <= year) pop[:, y] = hyde_pop[:, hyde_years.index(new_year)] - logging.info('------Use HYDE {} Population Data for {}'.format(new_year, year)) + logging.info(f'------Use HYDE {new_year} Population Data for {year}') else: new_year = max(i for i in gpw_years if i <= year) pop[:, y] = gpw_pop[:, gpw_years.index(new_year)] - logging.info('------Use GPW {} Population Data for {}'.format(new_year, year)) + logging.info(f'------Use GPW {new_year} Population Data for {year}') return pop diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index ec93bba..838081f 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -140,8 +140,7 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # STEP 4: read a grid map of the irrigated area in km2 in a certain year for y in range(nyears): logging.info('{}'.format(GISData['irr']['years'][y])) - yearstr = str(GISData['irr']['years_new'][y]) - irr = GISData['irr'][yearstr].copy() + irr = GISData['irr']['array'][:, y] # STEP 5: calculate the total amount of irrigated lands from the GIS maps From 3025d2ddd58d4ab0e00a6cc56b9b7a9041476b06 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 16:25:36 -0400 Subject: [PATCH 040/142] removed unreachable condition, unneeded variable --- tethys/spatial_downscaling/proxy_maps.py | 18 +++++++----------- 1 file changed, 7 insertions(+), 11 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 838081f..f5ce54b 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -140,21 +140,17 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # STEP 4: read a grid map of the irrigated area in km2 in a certain year for y in range(nyears): logging.info('{}'.format(GISData['irr']['years'][y])) - irr = GISData['irr']['array'][:, y] # STEP 5: calculate the total amount of irrigated lands from the GIS maps irr_area_gis = np.zeros((nregions, nbasins), dtype=float) # this is the existing area that is equipped with irrigation total_area = np.zeros((nregions, nbasins), dtype=float) # total land in each region-basin combo - for index in range(GISData['RegionIDs'].shape[0]): - if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: - irr_area_gis[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += irr[index] - total_area[GISData['RegionIDs'][index]-1, GISData['BasinIDs'][index]-1] += GISData['area'][index] - else: - irr[index] = 0 - - + for i in range(len(GISData['RegionIDs'])): + if GISData['area'][i] > 0 and GISData['RegionIDs'][i] > 0 and GISData['BasinIDs'][i] > 0: + irr_area_gis[GISData['RegionIDs'][i]-1, GISData['BasinIDs'][i]-1] += GISData['irr']['array'][i, y] + total_area[GISData['RegionIDs'][i]-1, GISData['BasinIDs'][i]-1] += GISData['area'][i] + # STEP 6: for i in range(nregions): for j in range(nbasins): @@ -175,7 +171,7 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): ls1 = [] ls2 = [] for index in ls: - if irr[index] == 0: + if GISData['irr']['array'][index, y] == 0: ls1.append(index) else: ls2.append(index) @@ -186,7 +182,7 @@ def IrrigationMap(GISData, GCAMData, nyears, OUT): # first attempt at assigning irrigation area for index in ls2: - z = irr[index] / irr_area_gis[i, j] * irr_area_gcam[i, j, y] + z = GISData['irr']['array'][index, y] / irr_area_gis[i, j] * irr_area_gcam[i, j, y] if z > GISData['area'][index]: irrA_grid[index, y] = GISData['area'][index] diff += z - GISData['area'][index] From 30fb63667c690560832a8635a30eeb315906755d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 18:28:48 -0400 Subject: [PATCH 041/142] fixed a bug which used region ID instead of latitude in cell area calculation --- tethys/data_reader/hist_pop_irr_data.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index ab78fb5..92c8172 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -80,8 +80,8 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): index = check_header_Demeter_outputs(os.path.join(folder, filename)) data = tmp[:,index] # irrigation fraction for 12 crops except biomass # 0.5 degree total grid cell square kilometers can be calculated using: np.cos(np.radians(latitude)) * (111.32 * 110.57) * (0.5**2) - latitude = np.cos(np.radians(tmp[:,-1])) * (111.32 * 110.57) * (0.5**2); - newdata = data*latitude[:,np.newaxis] # The irrigated cropland area for each type of crop: total_grid_cell_square_kilometers * irrigated_crop_fraction + area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) + newdata = data*area[:, np.newaxis] # The irrigated cropland area for each type of crop: total_grid_cell_square_kilometers * irrigated_crop_fraction newdata = np.insert(newdata,0,0, axis = 1) # no fraction data from Demeter for biomass, all zeros D_irr[yearstr] = newdata From b9176df07d55e4397012f2faa7417d0b536bd439 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 19:04:51 -0400 Subject: [PATCH 042/142] refactoring getIrrYearData_Crops and its helpers --- tethys/config_reader.py | 11 ++-- tethys/data_reader/hist_pop_irr_data.py | 72 +++++++++++-------------- 2 files changed, 34 insertions(+), 49 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index b73a332..6589ffc 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -99,6 +99,7 @@ def __init__(self, **kwargs): if not isinstance(self.years, list): self.years = [self.years] + self.years = [int(i) for i in self.years] # update any default dictionary values with items specified as arguments by the user self.map_params.update(self.params) @@ -214,15 +215,9 @@ def __init__(self, **kwargs): yearstr = re.sub("[^0-9]", "", filename) demeter_years.append(int(yearstr)) - years = [int(x) for x in self.years] - - # Subset demeter_years to match chosen years - demeter_years = [number for number in demeter_years if number in years] - demeter_years = sorted(demeter_years) - # If we use Demeter outputs, we will start from the beginning year in Demeter. - startindex = years.index(demeter_years[0]) - self.years = years[startindex:] + self.years = [i for i in self.years if i >= min(demeter_years)] + @staticmethod def validate_string(string): diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 92c8172..e571842 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -12,7 +12,6 @@ import re import logging -import csv import numpy as np from tethys.utils.data_parser import get_array_csv @@ -47,6 +46,7 @@ def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): return irr + def getIrrYearData_Crops(DemeterOutputFolder, years): """ @@ -54,51 +54,45 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): """ irr = {} - folder = DemeterOutputFolder - D_years = [] # is the range of years from Demeter outputs + demeter_years = [] # is the range of years from Demeter outputs D_irr = {} - - for filename in os.listdir(folder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell + + for filename in os.listdir(DemeterOutputFolder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell if filename.endswith('.csv'): - # yearstr = filename.split('.')[0].split('_')[-1] yearstr = re.sub("[^0-9]", "", filename) - D_years.append(int(yearstr)) - - years = [int(x) for x in years] # is the range of years from GCAM - D_years = [number for number in D_years if number in years] - D_years = sorted(D_years) + demeter_years.append(int(yearstr)) + + demeter_years = [number for number in demeter_years if number in years] + demeter_years = sorted(demeter_years) years_new = years[:] - inter = list(set(D_years) & set(years)) # intersection of Demeter years and GCAM years + inter = list(set(demeter_years) & set(years)) # intersection of Demeter years and GCAM years - for filename in os.listdir(folder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell + for filename in os.listdir(DemeterOutputFolder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell if filename.endswith('.csv'): - # yearstr = filename.split('.')[0].split('_')[-1] yearstr = re.sub("[^0-9]", "", filename) if int(yearstr) in inter: - D_years.append(int(yearstr)) - tmp = get_array_csv(os.path.join(folder, filename), 1) - index = check_header_Demeter_outputs(os.path.join(folder, filename)) - data = tmp[:,index] # irrigation fraction for 12 crops except biomass - # 0.5 degree total grid cell square kilometers can be calculated using: np.cos(np.radians(latitude)) * (111.32 * 110.57) * (0.5**2) - area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) - newdata = data*area[:, np.newaxis] # The irrigated cropland area for each type of crop: total_grid_cell_square_kilometers * irrigated_crop_fraction - newdata = np.insert(newdata,0,0, axis = 1) # no fraction data from Demeter for biomass, all zeros + tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) + index = check_header_Demeter_outputs(os.path.join(DemeterOutputFolder, filename)) + # tmp[:, 1] is latitude + area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) # 0.5 hardcoded! + newdata = tmp[:, index] * area[:, np.newaxis] # cell_crop_fraction * cell_area + newdata = np.insert(newdata, 0, 0, axis=1) # no fraction data from Demeter for biomass, all zeros D_irr[yearstr] = newdata - for i in range(0, len(years)): - if years[i] >= max(D_years): - years_new[i] = max(D_years) + for i in range(len(years)): + if years[i] >= max(demeter_years): + years_new[i] = max(demeter_years) else: - for j in range (0, len(D_years)-1): - if years[i] >= D_years[j] and years[i] < D_years[j+1]: - years_new[i] = D_years[j] # use previous year + for j in range(len(demeter_years)-1): + if years[i] >= demeter_years[j] and years[i] < demeter_years[j+1]: + years_new[i] = demeter_years[j] # use previous year if not str(years_new[i]) in irr: - irr[str(years_new[i])] = D_irr[str(years_new[i])][:,:] + irr[str(years_new[i])] = D_irr[str(years_new[i])][:, :] logging.info('------Use Demeter ' + str(years_new[i]) + ' Irrigation Area Data for ' + str(years[i])) - irr['years'] = years # years (integer) from settings - irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years + irr['years'] = years # years (integer) from settings + irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years return irr @@ -140,15 +134,11 @@ def check_header_Demeter_outputs(filename): # check the header (order) of the Demeter outputs are consistent and corresponding to the crops used in GCAM d_crops = ['corn_irr', 'fibercrop_irr', 'foddergrass_irr','fodderherb_irr', 'misccrop_irr', 'oilcrop_irr', 'othergrain_irr', 'palmfruit_irr', - 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr','wheat_irr'] - - f = open(filename, "rU") - reader = csv.reader(f, delimiter=",") - headers = next(reader, None) - f.close() - headers = [x.lower() for x in headers] - index = [] - for i in range(len(d_crops)): - index.append(headers.index(d_crops[i])) + 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr', 'wheat_irr'] + + with open(filename, 'r') as file: + headers = file.readline().strip().lower().split(',') + + index = [headers.index(crop) for crop in d_crops] return index From c7496ea06d60fab2990dc6f721c5d1561c52cf4e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 5 May 2022 19:08:09 -0400 Subject: [PATCH 043/142] remove duplicate cast from int to int --- tethys/data_reader/gcam_outputs.py | 4 ---- tethys/data_reader/hist_pop_irr_data.py | 3 --- 2 files changed, 7 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 00533df..1d3dde4 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -676,11 +676,7 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA :param s: Settings object :return: dictionary, {metric: numpy array, ...} """ - - if type(years) is str: # a single year string, multiple years will be list - years = [years] - years = [int(i) for i in years] # get region info as dict d_reg_name = get_region_info(RegionNames) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index e571842..129b06b 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -27,8 +27,6 @@ def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): hyde_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] gmia_years = [2005] - years = [int(x) for x in years] - irr = {'years': years, 'array': np.zeros((len(gmia_irr), len(years)))} for y, year in enumerate(years): @@ -109,7 +107,6 @@ def getPopYearData(Population_GPW, Population_HYDE, years): hyde_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980] gpw_years = [1990, 1995, 2000, 2005, 2010, 2015] - years = [int(x) for x in years] pop = np.zeros((len(gpw_pop), len(years))) From 4fd6a8e25f681d8920669458e638a36c9457a55d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 6 May 2022 11:57:46 -0400 Subject: [PATCH 044/142] streamlining year selection logic in getIrrYearData_Crops --- tethys/config_reader.py | 1 - tethys/data_reader/hist_pop_irr_data.py | 34 ++++++------------------- 2 files changed, 8 insertions(+), 27 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 6589ffc..b62e25e 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -218,7 +218,6 @@ def __init__(self, **kwargs): # If we use Demeter outputs, we will start from the beginning year in Demeter. self.years = [i for i in self.years if i >= min(demeter_years)] - @staticmethod def validate_string(string): """Ensure that a string is all lower case and spaces are underscore separated. diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 129b06b..e3e5755 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -46,48 +46,30 @@ def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): def getIrrYearData_Crops(DemeterOutputFolder, years): - """ Update the irrigation maps to include a unique map for each historical time period from Demeter outputs by crop types """ irr = {} demeter_years = [] # is the range of years from Demeter outputs - D_irr = {} - for filename in os.listdir(DemeterOutputFolder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell if filename.endswith('.csv'): yearstr = re.sub("[^0-9]", "", filename) demeter_years.append(int(yearstr)) - - demeter_years = [number for number in demeter_years if number in years] - demeter_years = sorted(demeter_years) - years_new = years[:] - inter = list(set(demeter_years) & set(years)) # intersection of Demeter years and GCAM years - - for filename in os.listdir(DemeterOutputFolder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell - if filename.endswith('.csv'): - yearstr = re.sub("[^0-9]", "", filename) - if int(yearstr) in inter: + if int(yearstr) in years: tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) index = check_header_Demeter_outputs(os.path.join(DemeterOutputFolder, filename)) # tmp[:, 1] is latitude area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) # 0.5 hardcoded! newdata = tmp[:, index] * area[:, np.newaxis] # cell_crop_fraction * cell_area newdata = np.insert(newdata, 0, 0, axis=1) # no fraction data from Demeter for biomass, all zeros - D_irr[yearstr] = newdata + irr[yearstr] = newdata - for i in range(len(years)): - if years[i] >= max(demeter_years): - years_new[i] = max(demeter_years) - else: - for j in range(len(demeter_years)-1): - if years[i] >= demeter_years[j] and years[i] < demeter_years[j+1]: - years_new[i] = demeter_years[j] # use previous year - - if not str(years_new[i]) in irr: - irr[str(years_new[i])] = D_irr[str(years_new[i])][:, :] - logging.info('------Use Demeter ' + str(years_new[i]) + ' Irrigation Area Data for ' + str(years[i])) + years_new = years[:] + for y, year in enumerate(years): + # config_reader.py guarantees min(demeter_years) <= year + years_new[y] = max(i for i in demeter_years if i <= year) + logging.info(f'------Use Demeter {years_new[y]} Irrigation Area Data for {year}') irr['years'] = years # years (integer) from settings irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years @@ -129,7 +111,7 @@ def getPopYearData(Population_GPW, Population_HYDE, years): def check_header_Demeter_outputs(filename): # check the header (order) of the Demeter outputs are consistent and corresponding to the crops used in GCAM - d_crops = ['corn_irr', 'fibercrop_irr', 'foddergrass_irr','fodderherb_irr', + d_crops = ['corn_irr', 'fibercrop_irr', 'foddergrass_irr', 'fodderherb_irr', 'misccrop_irr', 'oilcrop_irr', 'othergrain_irr', 'palmfruit_irr', 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr', 'wheat_irr'] From f76190290c2f9d7aeed679e155a714ffa5677123 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 6 May 2022 12:49:15 -0400 Subject: [PATCH 045/142] removed GCAM region population from calculation, as it was multiplied and then divided in such a way that it cancelled out. this changes the results by a negligible amount due to floating point calculations, but if anything reduces error from intermediate calculations. --- tethys/spatial_downscaling/proxy_maps.py | 14 +++++--------- 1 file changed, 5 insertions(+), 9 deletions(-) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index f5ce54b..f3f8193 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -32,23 +32,19 @@ def PopulationMap(GISData, GCAMData, OUT, nyears): :param nyears: number of years """ - # ncells x nyears population array, filter to out invalid regions + # ncells x nyears population array, filter out invalid regions pop = np.where(GISData['RegionIDs'][:, np.newaxis] > 0, GISData['pop'], 0) - # Adjust population map to be consistent with GCAM assumptions. - # This adjustment is really unnecessary for calculating pro rata population - # since GCAMData['pop_tot'] terms cancel each other out, - # but removing intermediate calculations will slightly alter results - pop_fac = np.zeros((GISData['nregions'], nyears), dtype=float) + # calculate total region population according to gridded maps + pop_total = np.zeros((GISData['nregions'], nyears), dtype=float) for i in range(GISData['nregions']): index = np.where(GISData['RegionIDs'] == i + 1)[0] - for y in range(nyears): - pop_fac[i, y] = GCAMData['pop_tot'][i, y] / np.sum(pop[index, y]) + pop_total[i] = np.sum(pop[index], axis=0) region_indices = GISData['RegionIDs'] - 1 # convert to 0 indexed values # ratio of cell population to region population for all cells and years - pop_pro_rata = pop * pop_fac[region_indices] / GCAMData['pop_tot'][region_indices] + pop_pro_rata = pop / pop_total[region_indices] # the actual downscaling calculations OUT.wddom = pop_pro_rata * GCAMData['rgn_wddom'][region_indices] From 296010a4a083af55b2f449276ad6d85caeee9a07 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 May 2022 16:40:51 -0400 Subject: [PATCH 046/142] Downscale total biomass irrigation water demand, using biomass_grass_irr from Demeter as a proxy --- tethys/data_reader/hist_pop_irr_data.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index e3e5755..a32ac4d 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -62,7 +62,17 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): # tmp[:, 1] is latitude area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) # 0.5 hardcoded! newdata = tmp[:, index] * area[:, np.newaxis] # cell_crop_fraction * cell_area - newdata = np.insert(newdata, 0, 0, axis=1) # no fraction data from Demeter for biomass, all zeros + + # While Tethys contains code to aggregate numerous subsectors into the biomass category (see l_biomass), + # the only biomass outputs from GCAM databases I've seen are from biomass_grass and biomass_tree. + # In all Demeter outputs I've seen, biomass_tree_irr == biomass_grass_irr. + # As an initial method for downscaling the total biomass irrigation water demand, + # we use biomass grass irrigation area as the proxy. + # While this gives the correct total when biomass_tree_irr == biomass_grass_irr, + # (the raw cell irrigation area does not matter, only the proportion to the basin total) + # this may not always be guaranteed, or separate biomass_grass and biomass_tree outputs may be desired. + # A more robust solution will involve some reworking of gcam_outputs.py + irr[yearstr] = newdata years_new = years[:] @@ -111,7 +121,7 @@ def getPopYearData(Population_GPW, Population_HYDE, years): def check_header_Demeter_outputs(filename): # check the header (order) of the Demeter outputs are consistent and corresponding to the crops used in GCAM - d_crops = ['corn_irr', 'fibercrop_irr', 'foddergrass_irr', 'fodderherb_irr', + d_crops = ['biomass_grass_irr', 'corn_irr', 'fibercrop_irr', 'foddergrass_irr', 'fodderherb_irr', 'misccrop_irr', 'oilcrop_irr', 'othergrain_irr', 'palmfruit_irr', 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr', 'wheat_irr'] From 055d01b7c322acac1d682bd38de831dae03982d3 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 May 2022 17:20:49 -0400 Subject: [PATCH 047/142] fix bug that prevented running spatial downscaling only --- tethys/config_reader.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index b62e25e..34aae24 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -207,6 +207,16 @@ def __init__(self, **kwargs): self.Elec_Building_others = self.temporal_params.get('Elec_Building_others') self.Irr_MonthlyData = self.temporal_params.get('Irr_MonthlyData') self.TemporalInterpolation = int(self.temporal_params.get('TemporalInterpolation')) + else: # quick fix to allow running spatial only + self.temporal_climate = None + self.Domestic_R = None + self.Elec_Building = None + self.Elec_Industry = None + self.Elec_Building_heat = None + self.Elec_Building_cool = None + self.Elec_Building_others = None + self.Irr_MonthlyData = None + self.TemporalInterpolation = None if self.UseDemeter: demeter_years = [] From a646680d4fe0c8b6949d8fad8b0842d130e8f5bd Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 16 May 2022 11:58:11 -0400 Subject: [PATCH 048/142] updating docs index --- docs/source/index.rst | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index 65acd6c..2cef738 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -10,13 +10,11 @@ tethys documentation `Issues & Ideas `_ | `Interactive Quickstarter `_ -**tethys** is an open-source geospatial Python package for evaluating and analyzing future electricity technology capacity expansion feasibility. **tethys** was created to: +**tethys** is an open-source spatiotemporal downscaling model for global water use, written in Python. **tethys** was created to: - 1) Evaluate the feasibility of a future scenario-driven electricity technology capacity expansion plan as generated by a parent model, + 1) Convert annual region/basin scale water demand from the Global Change Analysis Model (GCAM) into a monthly gridded format suitable for use with global hydrologic models, - 2) Site power plants in the least cost configuration when considering regional economics an on-the-ground barriers to siting, - - 3) Assist planners and modelers of alternate future realizations of the electricity system to gain an understanding of how siting costs and service area congestion may respond under certain stressors. + 2) Provide localized water demand projections across alternative futures, which are critical for understanding scarcity and planning for future need. .. panels:: From a3ce3d4ce341c1951efac50f07adced7c949bd7a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 31 May 2022 15:14:37 -0400 Subject: [PATCH 049/142] rewrite of spatial irrigation downscaling --- tethys/data_reader/gis_reader.py | 9 + tethys/data_reader/hist_pop_irr_data.py | 10 +- tethys/run_disaggregation.py | 12 +- tethys/spatial_downscaling/proxy_maps.py | 394 +++-------------------- 4 files changed, 64 insertions(+), 361 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 0bbac94..a6ebb20 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -80,4 +80,13 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions + GISData['RegionBasins'] = dict() + for i, pair in enumerate(zip(GISData['RegionIDs'], GISData['BasinIDs'])): + if pair[0] != 0: + if pair not in GISData['RegionBasins']: + GISData['RegionBasins'][pair] = list() + GISData['RegionBasins'][pair].append(i) + for pair in GISData['RegionBasins']: + GISData['RegionBasins'][pair] = np.array(GISData['RegionBasins'][pair]) + return GISData diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index a32ac4d..4e29098 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -84,7 +84,15 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): irr['years'] = years # years (integer) from settings irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years - return irr + # reorganize into an an array (will rewrite above to build this directly) + nyears = len(years) + ncells, ncrops = irr[str(irr['years_new'][0])].shape + + irr_new = {'array': np.zeros((ncells, ncrops, nyears), dtype=float)} + for y, year in enumerate(years_new): + irr_new['array'][:, :, y] = irr[str(year)] + + return irr_new def getPopYearData(Population_GPW, Population_HYDE, years): diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index d44464b..b518401 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -140,14 +140,10 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn logging.info("------Time Cost: %s seconds ---" % (endtime5 - endtime4)) # c. Create an irrigation proxy map and downscale irrigation water withdrawal to grid scale - if UseDemeter: - # Use Demeter outputs (irrigated cropland areas for each type of crops ) to replace the GMIA/HYSE data used in downscaling of irrigation water withdrawal - # Additional gridded outputs: irrigation water withdrawal by 13 crop types - logging.info('---Create an irrigation map as proxy of agricultural water withdrawal using Demeter outputs') - ProxyMaps.IrrigationMapCrops(GISData, GCAMData, NY, OUT) - else: - logging.info('---Create an irrigation map as proxy of agricultural water withdrawal ') - ProxyMaps.IrrigationMap(GISData, GCAMData, NY, OUT) + + logging.info('---Create an irrigation map as proxy of agricultural water withdrawal') + ProxyMaps.IrrigationMap(GISData, GCAMData, NY, UseDemeter, OUT) + endtime6 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime6 - endtime5)) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index f3f8193..32ecb79 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -101,364 +101,54 @@ def LivestockMap(GISData, GCAMData, nyears, OUT): return withd_liv_map - -def IrrigationMap(GISData, GCAMData, nyears, OUT): +def IrrigationMap(GISData, GCAMData, nyears, UseDemeter, OUT): - # Need to downscale the agricultural water withdrawal data for GCAM years - # using the existing map of areas equipped with irrigation as a proxy for disaggregation from - # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - - nregions = GISData['nregions'] - nbasins = np.amax(GISData['BasinIDs']) ncells = len(GISData['RegionIDs']) + ncrops = int(max(GCAMData['irrV'][:, 2])) - # Removed "tempA_all", now these arrays are built directly. - # They are still mostly zeros, so should use change to a structure better suited to sparse data, - # or map region-basin intersection to unique id - irr_area_gcam = np.zeros((nregions, nbasins, nyears), dtype=float) - for i in range(len(GCAMData['irrArea'])): - for year in range(nyears): - region = int(GCAMData['irrArea'][i, 0]) - 1 - basin = int(GCAMData['irrArea'][i, 1]) - 1 - irr_area_gcam[region, basin, year] += GCAMData['irrArea'][i, year+3] * 1000 # convert from thousands of km2 to km2 + irr_demand_map = np.zeros((ncells, ncrops, nyears), dtype=float) + irr_area_map = np.zeros((ncells, nyears), dtype=float) - irr_volume_gcam = np.zeros((nregions, nbasins, nyears), dtype=float) - for i in range(len(GCAMData['irrV'])): + # build dict to look up GCAM irrigation area + gcam_irr_areas = {} + for row in GCAMData['irrArea']: + region = int(row[0]) + basin = int(row[1]) + crop = int(row[2]) - 1 for year in range(nyears): - region = int(GCAMData['irrV'][i, 0]) - 1 - basin = int(GCAMData['irrV'][i, 1]) - 1 - irr_volume_gcam[region, basin, year] += GCAMData['irrV'][i, year+3] - - irrA_grid = np.full((ncells, nyears), np.NaN, dtype=float) - withd_irr_map = np.full((ncells, nyears), np.NaN, dtype=float) # GIS results - - # use historical irrigation area maps - # STEP 4: read a grid map of the irrigated area in km2 in a certain year - for y in range(nyears): - logging.info('{}'.format(GISData['irr']['years'][y])) - - # STEP 5: calculate the total amount of irrigated lands from the GIS maps - - irr_area_gis = np.zeros((nregions, nbasins), dtype=float) # this is the existing area that is equipped with irrigation - total_area = np.zeros((nregions, nbasins), dtype=float) # total land in each region-basin combo - - for i in range(len(GISData['RegionIDs'])): - if GISData['area'][i] > 0 and GISData['RegionIDs'][i] > 0 and GISData['BasinIDs'][i] > 0: - irr_area_gis[GISData['RegionIDs'][i]-1, GISData['BasinIDs'][i]-1] += GISData['irr']['array'][i, y] - total_area[GISData['RegionIDs'][i]-1, GISData['BasinIDs'][i]-1] += GISData['area'][i] - - # STEP 6: - for i in range(nregions): - for j in range(nbasins): - # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] - if len(ls) > 0 and irr_area_gcam[i, j, y] > 0: - - # if irrigation area appears in GCAM but not in GIS (none of the grids are equipped with irrigation in the selected year) - # uniformly distributed irrigation area based on the total area - if irr_area_gis[i, j] == 0: - for index in ls: - irrA_grid[index, y] = GISData['area'][index] / total_area[i, j] * irr_area_gcam[i, j, y] - else: - # if irrigation area appears in both the GIS matrix and the GCAM output matrix, - # then we need to scale up/down the values - # in the GIS grid map values to match GCAM total values - - ls1 = [] - ls2 = [] - for index in ls: - if GISData['irr']['array'][index, y] == 0: - ls1.append(index) - else: - ls2.append(index) - - diff = 0 - cum_area = 0 - num = 0 - - # first attempt at assigning irrigation area - for index in ls2: - z = GISData['irr']['array'][index, y] / irr_area_gis[i, j] * irr_area_gcam[i, j, y] - if z > GISData['area'][index]: - irrA_grid[index, y] = GISData['area'][index] - diff += z - GISData['area'][index] - else: - irrA_grid[index, y] = z - num += 1 - cum_area += irrA_grid[index, y] - - # if all irrigation grids (ls2) have irrigation area larger than total area (ls2) - # and no-irrigation grids (ls1) existed - # (total irrigation area (ls2) - total area) = irrigated areas are distributed uniformly over - # non-irrigated grids (ls1) - if num == 0 and len(ls1) > 0: - diff = 0 - cum_diff0 = 0 - z = (irr_area_gcam[i, j, y] - cum_area) / len(ls1) - for index in ls1: - irrA_grid[index, y] = min(z, GISData['area'][index]) - if z > GISData['area'][index]: - cum_diff0 += z - GISData['area'][index] - if cum_diff0 > 0: - # irr_area_gcam is too large, the redistributed ls1 still has grids that irrigated area > total area - logging.info('{} {} {} {} {} '.format( - '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (condition 0)]:', - y + 1, i + 1, j + 1, cum_diff0 * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) - num_new = 0 - while diff > 0.00001: - cum_diff = 0 - counter3 = 0 - for index in ls2: - if irrA_grid[index, y] < GISData['area'][index]: - z = irrA_grid[index, y] + diff/max(1, num) - irrA_grid[index, y] = min(z, GISData['area'][index]) - if z > GISData['area'][index]: - cum_diff += z - GISData['area'][index] - num_new = num - 1 - else: - num_new = num - 1 - counter3 += 1 - num = num_new # not sure this logic works as intended. num will only decrease by at most 1 - if counter3 == len(ls2): - # GCAM irr_area_gcam is too large, the redistributed ls2 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} '.format( - '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (condition 1)]:', - y + 1, i + 1, j + 1, diff * irr_volume_gcam[i, j, y] / irr_area_gcam[i, j, y])) - diff = cum_diff - - for index in ls: - if not np.isnan(irrA_grid[index, y]): - withd_irr_map[index, y] = irrA_grid[index, y]*irr_volume_gcam[i, j, y]/irr_area_gcam[i, j, y] - - elif len(ls) == 0 and irr_area_gcam[i, j, y] > 0 and irr_volume_gcam[i, j, y] > 0: - # GCAM has irrigation data for a region and a SubRegion/basin. - # But from region map and SubRegion/basin map, there are no cells belong to both. - # Thus, GCAM data will not be included for downscaling. - # It will cause the difference in Spatial Downscaling diagnostics - logging.warning('{} {} {} {} {} '.format( - '[Year Index, Region ID, Basin ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', - y + 1, i + 1, j + 1, irr_volume_gcam[i, j, y])) - - # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines - irrA_grid[np.isnan(irrA_grid)] = 0 - withd_irr_map[np.isnan(withd_irr_map)] = 0 - - # Total Agricultural Water withdrawal in years - OUT.wdirr = withd_irr_map - - return withd_irr_map - -def IrrigationMapCrops(GISData, GCAMData, NY, OUT): - - - # Need to downscale the agricultural water withdrawal data for GCAM years - # using the existing map of areas equipped with irrigation as a proxy for disaggregation from - # SubRegion to grid scale CHALLENGE: where to add new agricultural lands - - # STEP 1: read in Basin grid map - nSubRegion = np.amax(GISData['BasinIDs']) - - # STEP 2: calculate the total amount of irrigated lands in each GCAM region from the GCAM output files. - # The irrArea file from GCAM has the format: - # 1: GCAM regions 1-nrgn - # 2: SubRegions 1-18 - # 3: crops 1-17 - # 4 .. nyear+3: values for GCAM output years - # We are going to reorganize this into irrArea(rgn,SubRegion,crop,year)(but the name irrArea is already taken, so we'll call it tempA_all) - nregions = GISData['nregions'] - r1 = GCAMData['irrArea'].shape[0] - try: - r2, q2 = GCAMData['irrShare'].shape - except: - r2, q2 = 0, 0 - r3 = GCAMData['irrV'].shape[0] - ncrops = max(max(GCAMData['irrArea'][:,2].astype(int)),max(GCAMData['irrV'][:,2].astype(int))) - tempA_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - tempS_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - tempV_all = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - - for i in range(0, r1): - for y in range(0, NY): - tempA_all[GCAMData['irrArea'][i, 0].astype(int)-1, GCAMData['irrArea'][i, 1].astype(int)-1, GCAMData['irrArea'][i, 2].astype(int)-1, y] = GCAMData['irrArea'][i, y+3]*1000 - # convert from thousands of km2 to km2 - - # if irrShare was read in, then reorganize the same way we did with irrArea. - # Otherwise, set all irrigation shares to one (indicating that irrArea really is irrigated area, - # as calculated in GCAM, not total planted area, as in older versions of GCAM.) - if r2 > 1 or q2 > 1: - for i in range(0,r2): - for y in range (0,NY): - tempS_all[GCAMData['irrShare'][i,0].astype(int)-1,GCAMData['irrShare'][i,1].astype(int)-1,GCAMData['irrShare'][i,2].astype(int)-1,y] = GCAMData['irrShare'][i,y+3] - else: - tempS_all = np.ones((nregions,nSubRegion,ncrops,NY), dtype = float) + gcam_irr_areas[region, basin, crop, year] = row[year + 3] * 1000 # convert to km^2 from thousands of km^2 + + for row in GCAMData['irrV']: # row looks like [region, basin, crop, year1, year2, ...] + region = int(row[0]) + basin = int(row[1]) + crop = int(row[2]) - 1 # convert to array index + if (region, basin) in GISData['RegionBasins']: # check if intersection has any cells + cells = GISData['RegionBasins'][region, basin] # indices of cells in intersection + for year in range(nyears): + if UseDemeter: + irr_area = GISData['irr']['array'][cells, crop, year] # Demeter crop irrigation area map + else: + irr_area = GISData['irr']['array'][cells, year] # irrigation area map - # Same reorganization for irrVolume. Result goes to tempV_all - for i in range(0,r3): - for y in range(0,NY): - tempV_all[GCAMData['irrV'][i,0].astype(int)-1,GCAMData['irrV'][i,1].astype(int)-1,GCAMData['irrV'][i,2].astype(int)-1,y] = GCAMData['irrV'][i,y+3] - - # STEP 3: now that we have computed the total irrigated lands - irr_A = np.zeros((nregions,nSubRegion,ncrops,NY), dtype = float) - - for i in range (0,nregions): - for j in range(0,nSubRegion): - for y in range(0,NY): - for k in range(0,ncrops): - irr_A[i,j,k,y] = tempA_all[i,j,k,y]*tempS_all[i,j,k,y] + if np.any(irr_area > 0): # if irrigated cells exist in the intersection use them as proxy + irr_distribution = irr_area / np.sum(irr_area) + else: # otherwise downscale in proportion to total land area + logging.warning(f'No gridded irrigation data for region {region}, basin {basin}') + irr_distribution = GISData['area'][cells] / np.sum(GISData['area'][cells]) - - ms67420 = (GISData['RegionIDs'].shape[0], ncrops, NY) - irrA_grid = np.zeros(ms67420, dtype = float) - #irrA_frac = np.full(ms, np.NaN, dtype = float) - withd_irr_map = np.zeros(ms67420, dtype = float) # GIS results - - # use historical irrigation area maps - # STEP 4: read a grid map of the irrigated area in km2 in a certain year - for y in range (0,NY): - logging.debug('{}'.format(GISData['irr']['years'][y])) - yearstr = str(GISData['irr']['years_new'][y]) - - for k in range(0,ncrops): - irr = GISData['irr'][yearstr][:, k].copy() - - # STEP 5: calculate the total amount of irrigated lands from the GIS maps - - irrAx = np.zeros((nregions,nSubRegion), dtype = float) # this is the max total available area of all grids with some irrigation - irrA = np.zeros((nregions,nSubRegion), dtype = float) # this is the existing area that is equipped with irrigation - totA = np.zeros((nregions,nSubRegion), dtype = float) # total land in each rgn, SubRegion combo + irr_demand_map[cells, crop, year] = row[year + 3] * irr_distribution + irr_area_map[cells, year] += gcam_irr_areas[region, basin, crop, year] * irr_distribution + else: + logging.warning(f'No intersection for region {region}, basin {basin}, demand dropped') + + # find cells where implied irrigated area is greater than total land area + for (region, basin) in GISData['RegionBasins']: + cells = GISData['RegionBasins'][region, basin] + for year in range(nyears): + if np.any(irr_area_map[cells, year] > GISData['area'][cells]): + logging.warning(f'Cells with implied irrigation area > total land area in region {region}, basin {basin}, year {year}') - for index in range(GISData['RegionIDs'].shape[0]): - if GISData['area'][index] > 0 and GISData['RegionIDs'][index] > 0 and GISData['BasinIDs'][index] > 0: - irrA[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += irr[index] - totA[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += GISData['area'][index] - if irr[index] > 0: - irrAx[GISData['RegionIDs'][index] - 1, GISData['BasinIDs'][index] - 1] += GISData['area'][index] - else: - irr[index] = 0 - - - # STEP 6: - for i in range(0,nregions): - for j in range(0,nSubRegion): - # To be efficient, the most important step in the loop is to identify the valid irr cell(index in 360*720 grid) for each region and each SubRegion - ls = np.where((GISData['RegionIDs'] - 1 == i) & (GISData['BasinIDs'] - 1 == j))[0] - if len(ls) > 0 and irr_A[i,j,k,y] > 0: - ls1 = [] - ls2 = [] - for index in ls: - if irr[index] == 0: - ls1.append(index) - else: - ls2.append(index) - - # if irrigation area appears in GCAM but not in GIS (none of the grids are equipped with irrigation in the selected year) - # uniformly distributed irrigation area based on the total area - if irrA[i,j] == 0 or irrAx[i,j] == 0: - for index in ls: - irrA_grid[index, k, y] = GISData['area'][index]/totA[i,j]*irr_A[i,j,k,y] - #irrA_frac[index, y] = irr_A[i,j,y]/totA[i,j] - else: - # if irrigation area appears in both the GIS matrix and the GCAM output matrix, - # then we need to scale up/down the values - # in the GIS grid map values to match GCAM total values - diff = 99 - counter = 0 - num_new = 0 - while diff > 0.00001: - # [i j counter diff] - cum_area = 0 - cum_diff = 0 - if counter == 0: - num = 0 - counter1 = 0 - counter2 = 0 - - for index in ls1: - irrA_grid[index, k, y] = 0 - #irrA_frac[index, y] = np.NaN - counter2 += 1 - - for index in ls2: - z = irr[index]/irrA[i,j]*irr_A[i,j,k,y] - irrA_grid[index,k,y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > GISData['area'][index]: - cum_diff += z - GISData['area'][index] - counter1 += 1 - else: - num += 1 - cum_area += irrA_grid[index, k, y] - - # if all irrigation grids (ls2) have irrigation area larger than total area (ls2) - # and no-irrigation grids (ls1) existed - # (total irrigation area (ls2) - total area) = irrigated areas are distributed uniformly over - # non-irrigated grids (ls1) - if num == 0 and counter2 > 0: - cum_area1 = cum_area - cum_diff = 0 - cum_area = 0 - cum_diff0 = 0 - z = (irr_A[i,j,k,y] - cum_area1)/counter2 - for index in ls1: - irrA_grid[index, k, y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > GISData['area'][index]: - cum_diff0 += z - GISData['area'][index] - cum_area = cum_area1 + irrA_grid[index, k, y] - if cum_diff0 > 0: - # GCAM irr_A is too large, the redistributed ls1 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {}'.format( - '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (condition 0)] :', - y+1, i+1, j+1, k+1, - cum_diff0*tempV_all[i,j,k,y]/irr_A[i,j,k,y])) - else: # if (num == 0 and counter2 == 0) or num > 0 - for index in ls1: - irrA_grid[index, k, y] = 0 - #irrA_frac[index, y] = np.NaN - - counter3 = 0 - for index in ls2: - if irrA_grid[index, k, y] < GISData['area'][index]: - z = irrA_grid[index, k, y] + diff/max(1,num) - irrA_grid[index, k, y] = min(z,GISData['area'][index]) - #irrA_frac[index, y] = irrA_grid[index, y]/mapAreaExt[index] - if z > GISData['area'][index]: - cum_diff += z - GISData['area'][index] - num_new = num - 1 - cum_area += irrA_grid[index, k, y] - else: - cum_area += irrA_grid[index, k, y] - num_new = num - 1 - counter3 += 1 - num = num_new - if cum_diff == 0 and counter3 == len(ls2): - # GCAM irr_A is too large, the redistributed ls2 still has grids that irrigated area > total area - logging.warning('{} {} {} {} {} {}'.format( - '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (condition 1)] :', - y+1, i+1, j+1, k+1, - diff*tempV_all[i,j,k,y]/irr_A[i,j,k,y])) - counter += 1 - diff = cum_diff - - for index in ls: - if irrA_grid[index,k, y] > 0: - withd_irr_map[index, k, y] = irrA_grid[index, k, y]*tempV_all[i,j,k,y]/irr_A[i,j,k,y] - - elif len(ls) == 0 and irr_A[i,j,k,y] > 0 and tempV_all[i,j,k,y] > 0: - # GCAM has irrigation data for a region and a SubRegion/basin. - # But from region map and SubRegion/basin map, there are no cells belong to both. - # Thus, GCAM data will not be included for downscaling. - # It will cause the difference in Spatial Downscaling diagnostics - logging.warning('{} {} {} {} {} {}'.format( - '[Year Index, Region ID, Basin ID, Crop ID, irr from GCAM not assigned (km3) (No overlapping cells)]:', - y+1, i+1, j+1, k+1, tempV_all[i,j,k,y])) - - # this loop will replace all the nan values with zeros to be able to take sums, if we want to keep the nans (for plotting), comment following 2 lines - #irrA_grid[np.isnan(irrA_grid)] = 0 - #withd_irr_map[np.isnan(withd_irr_map)] = 0 - # Total Agricultural Water withdrawal in years - OUT.wdirr = np.sum(withd_irr_map, axis=1) - OUT.crops_wdirr = withd_irr_map - - return withd_irr_map + OUT.wdirr = np.sum(irr_demand_map, axis=1) + if UseDemeter: + OUT.crops_wdirr = irr_demand_map From a1e5e46f342443114c8fb0f743491dac1996a5b0 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 31 May 2022 16:04:10 -0400 Subject: [PATCH 050/142] output downscaled total sectors demand --- tethys/temporal_downscaling/temporal_downscaling.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 8fa346a..ea61a50 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -167,6 +167,8 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T OUT.twdmin = AnnualtoMontlyUniform(OUT.WMin, TDYears) OUT.twdmfg = AnnualtoMontlyUniform(OUT.WMfg, TDYears) + OUT.twdtotal = OUT.twddom + OUT.twdelec + OUT.twdirr + OUT.twdliv + OUT.twdmin + OUT.twdmfg # add to get total + return(TDYears) From bd28ccbdc33cb92036fb95b894ef8fe1355e5985 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 1 Jun 2022 14:10:44 -0400 Subject: [PATCH 051/142] fix typo in AnnualtoMonthlyUniform --- tethys/temporal_downscaling/temporal_downscaling.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index ea61a50..cce15a5 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -163,16 +163,16 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T """Livestock, Mining and Manufacturing""" - OUT.twdliv = AnnualtoMontlyUniform(OUT.WLiv, TDYears) - OUT.twdmin = AnnualtoMontlyUniform(OUT.WMin, TDYears) - OUT.twdmfg = AnnualtoMontlyUniform(OUT.WMfg, TDYears) + OUT.twdliv = AnnualtoMonthlyUniform(OUT.WLiv, TDYears) + OUT.twdmin = AnnualtoMonthlyUniform(OUT.WMin, TDYears) + OUT.twdmfg = AnnualtoMonthlyUniform(OUT.WMfg, TDYears) OUT.twdtotal = OUT.twddom + OUT.twdelec + OUT.twdirr + OUT.twdliv + OUT.twdmin + OUT.twdmfg # add to get total return(TDYears) -def AnnualtoMontlyUniform(WD, years): +def AnnualtoMonthlyUniform(WD, years): """ Global gridded annual water withdrawal to monthly water withdrawal For Livestock, Mining and Manufacturing: Uniform distribution From f368d43c75f01eb93cd36b54377df0bfd103c1c3 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 1 Jun 2022 17:10:33 -0400 Subject: [PATCH 052/142] switched csv reader from numpy.genfromtxt to pandas.read_csv for more speed --- tethys/utils/data_parser.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index 100985e..ec87842 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -7,8 +7,16 @@ Copyright (c) 2017, Battelle Memorial Institute """ -import numpy as np +import pandas as pd def get_array_csv(filename, skip_header): - return np.genfromtxt(filename, delimiter=',', skip_header=skip_header, filling_values='0') + # a little roundabout but meant to replicate behavior of previous version that used np genfromtxt + if skip_header == 0: + header_opt = None + else: + header_opt = 0 + data = pd.read_csv(filename, header=header_opt).to_numpy() + if data.shape[1] == 1: + data = data[:, 0] + return data From dea9b4cf37c43b8cf4cb291be877c261bcdce0a9 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 2 Jun 2022 15:47:16 -0400 Subject: [PATCH 053/142] safeguard demeter file headers against extra quotes --- tethys/data_reader/hist_pop_irr_data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 4e29098..e06a397 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -134,7 +134,7 @@ def check_header_Demeter_outputs(filename): 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr', 'wheat_irr'] with open(filename, 'r') as file: - headers = file.readline().strip().lower().split(',') + headers = file.readline().strip().lower().replace('"', '').split(',') index = [headers.index(crop) for crop in d_crops] From 5efcb862d67f8dd406f369c0a102f18a0e4114ed Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 2 Jun 2022 16:37:03 -0400 Subject: [PATCH 054/142] formatting, remove redundant states lists --- tethys/data_reader/gcam_outputs.py | 138 +++++++++++------------------ 1 file changed, 54 insertions(+), 84 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 1d3dde4..b3ecff1 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -12,6 +12,14 @@ import pandas as pd +# codes for 50 states + DC + PR +states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', + 'GA', 'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', + 'MD', 'ME', 'MI', 'MN', 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', + 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'PR', + 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', + 'WV', 'WY'] + # crop name to crop_id d_crops = {'biomass': 1, 'Corn': 2, 'FiberCrop': 3, 'FodderGrass': 4, 'FodderHerb': 5, 'MiscCrop': 6, 'OilCrop': 7, 'OtherGrain': 8, 'PalmFruit': 9, 'Rice': 10, @@ -89,6 +97,7 @@ def get_gcam_queries(db_path, db_file, f_queries): return c, q + def add_missing_regions(df, d_reg_name): """ Checks a dataframe for missing regions and adds rows with 0 values @@ -123,7 +132,8 @@ def add_missing_regions(df, d_reg_name): 'Year': year_i, 'region': region_i, 'value': 0}, ignore_index=True) - return (df1) + return df1 + def population_to_array(conn, query, d_reg_name, years): """ @@ -152,19 +162,15 @@ def population_to_array(conn, query, d_reg_name, years): df = df[df['region'].notnull()] # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS','KY','LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY','OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 + df.loc[df.region == 1, 'value'] = 0 # convert shape for use in Tethys piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0) return piv.values * 1000 + def dom_water_demand_to_array(conn, query, d_reg_name, years): """ Query GCAM database for domestic water demand (billion m3). Place in format @@ -186,15 +192,10 @@ def dom_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) - # Add missing regions - df = add_missing_regions(df,list(d_reg_name.values())) + # Add missing regions + df = add_missing_regions(df, list(d_reg_name.values())) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -225,15 +226,10 @@ def elec_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) - # Add missing regions - df = add_missing_regions(df,list(d_reg_name.values())) + # Add missing regions + df = add_missing_regions(df, list(d_reg_name.values())) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -264,20 +260,15 @@ def manuf_water_demand_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) - # Add missing regions - df = add_missing_regions(df,list(d_reg_name.values())) + # Add missing regions + df = add_missing_regions(df, list(d_reg_name.values())) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0,aggfunc=np.sum) + piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) return piv.values @@ -309,15 +300,10 @@ def mining_water_demand_to_array(conn, query, d_reg_name, years): if 'output' in df.columns: df.rename(columns={"output": "input"}, inplace=True) - # Add missing regions - df = add_missing_regions(df,list(d_reg_name.values())) + # Add missing regions + df = add_missing_regions(df, list(d_reg_name.values())) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -326,6 +312,7 @@ def mining_water_demand_to_array(conn, query, d_reg_name, years): return piv.values + def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): """ Query GCAM database for livestock water demand (billion m3). @@ -352,17 +339,17 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na if 'output' in df.columns: df.rename(columns={"output": "input"}, inplace=True) df_core = conn_core.runQuery(query_core) - df_core_sum = df_core.groupby(['region','Year','sector','Units','scenario','input']).agg({'value': 'sum'}).reset_index() + df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'Units', 'scenario', 'input']).agg({'value': 'sum'}).reset_index() df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] df_core_us_ratio = df_core_us.assign( - ratio = lambda x: x['value'] / (x.groupby(['region','Year']).transform('sum')['value']) + ratio=lambda x: x['value'] / (x.groupby(['region', 'Year']).transform('sum')['value']) ) d_reg_name_us = dict(filter(lambda elem: elem[1] > 32, d_reg_name.items())) search_list = '|'.join(d_reg_name_us.keys()) df_us = df[df['region'].str.contains(search_list)] df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], - df_core_us_ratio[['Year','sector', 'ratio']], on=['Year'], how='left') + df_core_us_ratio[['Year', 'sector', 'ratio']], on=['Year'], how='left') df_us_new['value'] = df_us_new['ratio']*df_us_new['value'] df_us_new = df_us_new.drop('ratio', 1) df = df_us_new.append(df_core_non_us) @@ -377,11 +364,6 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na df['region'] = df['region'].map(d_reg_name) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -488,9 +470,6 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by basin # Check if length of d_reg_name are more than 33 which indicates it includes states from GCAM USA # Apply the distribution per basin to state/basin - states = ['AK','AL','AR','AZ','CA','CO','CT','DC','DE','FL','GA','HI','IA','ID','IL','IN','KS','KY', - 'LA','MA','MD','ME','MI','MN','MO','MS','MT','NC','ND','NE','NH','NJ','NM','NV','NY','OH', - 'OK','OR','PA','PR','RI','SC','SD','TN','TX','UT','VA','VT','WA','WI','WV','WY'] if any(item in d_reg_name for item in states): # Get US land allocation by basin df_us = df[df['region'].str.contains("USA")].copy() @@ -501,19 +480,19 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na # Get US states and basins df_core = conn_core.runQuery(query_core) df_core_st_basin = df_core[df_core['region'].str.contains("USA")].copy() - df_core_st_basin = df_core_st_basin[['subsector','sector']].drop_duplicates().reset_index(drop=True) - df_core_st_basin.rename(columns={"subsector": "region","sector":"basin"}, inplace=True) + df_core_st_basin = df_core_st_basin[['subsector', 'sector']].drop_duplicates().reset_index(drop=True) + df_core_st_basin.rename(columns={"subsector": "region", "sector": "basin"}, inplace=True) df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("water_td_irr_", "") df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_W", "") df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_C", "") # added this to fix consumption # Make a copy of US values for each state by joining by basin - df_us_new = pd.merge(df_us,df_core_st_basin, on=['basin'],how='left') - df_area = pd.read_csv(basin_state_area) # Get area ratio of each state in basins - df_area = df_area[['basin','subRegion_State','area_ratio']] + df_us_new = pd.merge(df_us, df_core_st_basin, on=['basin'], how='left') + df_area = pd.read_csv(basin_state_area) # Get area ratio of each state in basins + df_area = df_area[['basin', 'subRegion_State', 'area_ratio']] df_area.rename(columns={"subRegion_State": "region"}, inplace=True) - df_us_new_area = pd.merge(df_us_new,df_area, on=['basin','region'],how='left') - df_us_new_area['valueNew']=df_us_new_area['value']*df_us_new_area['area_ratio'] - df_us_new_area = df_us_new_area.drop(['basin','value','area_ratio'],axis=1) + df_us_new_area = pd.merge(df_us_new, df_area, on=['basin', 'region'], how='left') + df_us_new_area['valueNew'] = df_us_new_area['value']*df_us_new_area['area_ratio'] + df_us_new_area = df_us_new_area.drop(['basin', 'value', 'area_ratio'], axis=1) df_us_new_area.rename(columns={"valueNew": "value"}, inplace=True) df = df.append(df_us_new_area) # Check US Total @@ -524,11 +503,6 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na df = df.loc[df['Year'].isin(years)].copy() # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -543,7 +517,7 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na temp = df['land-allocation'].apply(lambda x: x.split('_')[-1]) if 'IRR' in temp.unique(): - df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-2][0]) # 'Root_Tuber' will be 'Root' + df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-2][0]) # 'Root_Tuber' will be 'Root' df['subreg'] = df['land-allocation'].apply(lambda x: x.split('_')[-2]).map(d_basin_name) df['use'] = df['land-allocation'].apply(lambda x: x.split('_')[-1]) df = df.loc[df['use'] == 'IRR'].copy() @@ -551,14 +525,14 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na else: # create management type column df['mgmt'] = df['land-allocation'].apply(lambda x: x.split('_')[-1]) - df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-3][0]) # 'Root_Tuber' will be 'Root' + df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-3][0]) # 'Root_Tuber' will be 'Root' df['subreg'] = df['land-allocation'].apply(lambda x: x.split('_')[-3]).map(d_basin_name) df['use'] = df['land-allocation'].apply(lambda x: x.split('_')[-2]) df = df.loc[df['use'] == 'IRR'].copy() df.drop('land-allocation', axis=1, inplace=True) # sum hi and lo management allocation - df = df.drop(['mgmt'],axis=1) + df = df.drop(['mgmt'], axis=1) df = df.groupby(['region', 'subreg', 'crop', 'use', 'Year']).sum() df = df.reset_index() @@ -586,6 +560,7 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na return piv.values + def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_basin_name, d_crops, years): """ Query GCAM database for irrigated water demand (billion m3). Place @@ -611,10 +586,10 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ # Check if column name "input" exists it means that the new GCAM USA queries were used. # Rename this to "output" to conform with original format if 'output' in df.columns: - df = df.drop(['region','output'],axis=1) - df.rename(columns={"sector": "input","subsector":"region"}, inplace=True) + df = df.drop(['region', 'output'], axis=1) + df.rename(columns={"sector": "input", "subsector": "region"}, inplace=True) df_core = conn_core.runQuery(query_core) - df_core_sum = df_core.groupby(['region', 'Year', 'sector','subsector', 'Units', 'scenario', 'input']).agg( + df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'subsector', 'Units', 'scenario', 'input']).agg( {'value': 'sum'}).reset_index() df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] @@ -625,7 +600,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ search_list = '|'.join(d_reg_name_us.keys()) df_us = df[df['region'].str.contains(search_list)] df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], - df_core_us_ratio[['Year', 'sector','subsector','input', 'ratio']], on=['Year','input'], how='left') + df_core_us_ratio[['Year', 'sector', 'subsector', 'input', 'ratio']], on=['Year', 'input'], how='left') df_us_new['value'] = df_us_new['ratio'] * df_us_new['value'] df_us_new = df_us_new.drop('ratio', 1) df = df_us_new.append(df_core_non_us) @@ -654,30 +629,24 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ df.drop('sector', axis=1, inplace=True) # Remove USA if using GCAM USA - states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', - 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', - 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', - 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', - 'WA', 'WI', 'WV', 'WY'] if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0,aggfunc=np.sum) + piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0, aggfunc=np.sum) piv.reset_index(inplace=True) return piv.values + def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, GCAM_queryCore, basin_state_area): """ Import and format GCAM data from database for use in Tethys. - :param s: Settings object :return: dictionary, {metric: numpy array, ...} """ - # get region info as dict d_reg_name = get_region_info(RegionNames) @@ -698,15 +667,16 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA # df = conn.runQuery(q) # df.to_csv(q.title + ".csv", sep=',') - d = {} - d['pop_tot'] = population_to_array(conn, queries[1], d_reg_name, years) - d['rgn_wddom'] = dom_water_demand_to_array(conn, queries[3], d_reg_name, years) - d['rgn_wdelec'] = elec_water_demand_to_array(conn, queries[4], d_reg_name, years) - d['rgn_wdmfg'] = manuf_water_demand_to_array(conn, queries[6], d_reg_name, years) - d['rgn_wdmining'] = mining_water_demand_to_array(conn, queries[7], d_reg_name, years) - d['wdliv'] = livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5],d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years) - d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years) - d['irrV'] = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) + d = { + 'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), + 'rgn_wddom': dom_water_demand_to_array(conn, queries[3], d_reg_name, years), + 'rgn_wdelec': elec_water_demand_to_array(conn, queries[4], d_reg_name, years), + 'rgn_wdmfg': manuf_water_demand_to_array(conn, queries[6], d_reg_name, years), + 'rgn_wdmining': mining_water_demand_to_array(conn, queries[7], d_reg_name, years), + 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), + 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), + 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) + } # for key, value in d.iteritems(): # np.savetxt(key + '.csv', d[key], delimiter=',') From 6f7cc7e36c68fcacfcf3652dc72936386f6da6e9 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 2 Jun 2022 17:33:35 -0400 Subject: [PATCH 055/142] fix incorrect query index --- tethys/data_reader/gcam_outputs.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index b3ecff1..cebe262 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -674,7 +674,7 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA 'rgn_wdmfg': manuf_water_demand_to_array(conn, queries[6], d_reg_name, years), 'rgn_wdmining': mining_water_demand_to_array(conn, queries[7], d_reg_name, years), 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), - 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), + 'irrArea': land_to_array(conn, conn_core, queries[0], queries_core[0], basin_state_area, d_reg_name, d_basin_name, d_crops, years), 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) } From 8e8581587de5c37222a668f7222cea57db50bc2c Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 3 Jun 2022 12:18:28 -0400 Subject: [PATCH 056/142] removed irrigation-frac files because they weren't used anywhere --- tethys/config_reader.py | 9 - .../reference/grid_info/irrigation-frac.csv | 3681 ------ .../grid_info/irrigation-frac_gcamUSA.csv | 10311 ---------------- 3 files changed, 14001 deletions(-) delete mode 100644 tethys/reference/grid_info/irrigation-frac.csv delete mode 100644 tethys/reference/grid_info/irrigation-frac_gcamUSA.csv diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 34aae24..d31bbb1 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -177,15 +177,6 @@ def __init__(self, **kwargs): else: self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005.csv') - self.irrigated_fract = os.path.join(self.InputFolder, self.map_params.get('Irrigated_Fract', 'None')) - if os.path.basename(self.irrigated_fract) == 'None': - if self.GCAMUSA == 1: - self.irrigated_fract = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac_gcamUSA.csv') - else: - self.irrigated_fract = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/irrigation-frac.csv') - # Additional details for GCAM USA (Only if present) self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea', 'None')) if os.path.basename(self.basin_state_area) == 'None' and self.GCAMUSA == 1: diff --git a/tethys/reference/grid_info/irrigation-frac.csv b/tethys/reference/grid_info/irrigation-frac.csv deleted file mode 100644 index 3723403..0000000 --- a/tethys/reference/grid_info/irrigation-frac.csv +++ /dev/null @@ -1,3681 +0,0 @@ -Region,AEZ,crop,1990,2005,2010,2015,2020,2025,2030,2035,2040,2045,2050,2055,2060,2065,2070,2075,2080,2085,2090,2095,2100,region,crop -,,,,,,,,,,,,,,,,,,,,,,,,, -1,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,USA,Corn -1,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,USA,biomass -1,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,USA,FiberCrop -1,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,USA,MiscCrop -1,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,USA,OilCrop -1,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,USA,OtherGrain -1,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,USA,SugarCrop -1,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,USA,Wheat -1,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,USA,FodderHerb 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-1,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,USA,FiberCrop -1,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,USA,MiscCrop -1,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,USA,OilCrop 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-1,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,USA,FodderGrass -1,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,USA,Corn -1,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,USA,biomass -1,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,USA,FiberCrop -1,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,USA,MiscCrop -1,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,USA,OilCrop -1,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,USA,OtherGrain -1,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,USA,Root_Tuber -1,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,USA,SugarCrop -1,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,USA,Wheat -1,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,USA,FodderHerb -1,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,USA,FodderGrass -1,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,USA,Corn -1,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,USA,biomass -1,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,USA,FiberCrop -1,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,USA,MiscCrop -1,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,USA,OilCrop -1,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,USA,OtherGrain -1,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,USA,Root_Tuber -1,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,USA,SugarCrop -1,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,USA,Wheat -1,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,USA,FodderHerb -1,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,USA,FodderGrass -1,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,USA,Corn -1,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,USA,biomass -1,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,USA,FiberCrop -1,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,USA,MiscCrop -1,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,USA,OilCrop -1,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,USA,OtherGrain -1,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,USA,Root_Tuber -1,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,USA,Wheat -1,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,USA,FodderHerb -1,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,USA,FodderGrass -1,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,USA,Corn -1,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,USA,biomass -1,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,USA,FiberCrop -1,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,USA,MiscCrop -1,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,USA,OilCrop -1,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,USA,OtherGrain -1,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,USA,Rice -1,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,USA,Root_Tuber -1,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,USA,SugarCrop -1,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,USA,Wheat -1,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,USA,FodderHerb -1,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,USA,FodderGrass -1,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,USA,Corn -1,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,USA,FiberCrop -1,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,USA,MiscCrop -1,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,USA,OilCrop -1,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,USA,OtherGrain -1,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,USA,Wheat -1,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,USA,FodderHerb -1,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,USA,FodderGrass -1,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,USA,Corn -1,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,USA,MiscCrop -1,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,USA,OilCrop -1,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,USA,OtherGrain -1,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,USA,Rice -1,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,USA,Wheat -1,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,USA,FodderHerb -1,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,USA,FodderGrass -1,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Corn -1,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,USA,MiscCrop -1,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OilCrop -1,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,USA,OtherGrain -1,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,USA,Root_Tuber -1,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop -1,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,USA,Wheat -1,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,USA,FodderHerb -1,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,USA,FodderGrass -1,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Corn -1,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,MiscCrop -1,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OilCrop -1,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OtherGrain -1,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Root_Tuber -1,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop -1,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,USA,Wheat -1,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,USA,FodderHerb -1,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,USA,FodderGrass -1,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -2,1,1,0.095592217,0.095592302,0.095592367,0.104934282,0.113453051,0.120574277,0.126516045,0.131455195,0.13575834,0.13953226,0.142857836,0.142668704,0.142403389,0.142063672,0.141700312,0.141326206,0.140916268,0.14049506,0.14006859,0.13963308,0.13919757,Africa_Eastern,Corn -2,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass -2,1,3,0.612867111,0.612866753,0.612867843,0.601199707,0.592269637,0.584365624,0.577220987,0.573874975,0.570894463,0.568043649,0.565281333,0.566093779,0.566639498,0.566942708,0.567052455,0.566971608,0.56669436,0.566251072,0.565658382,0.564960555,0.564262728,Africa_Eastern,FiberCrop -2,1,4,0.151261262,0.151261169,0.151261403,0.157495222,0.162999493,0.167875429,0.172251437,0.178350604,0.18396083,0.189175825,0.194092624,0.194057888,0.19401586,0.193969204,0.193918245,0.193864933,0.193810171,0.193753671,0.193694482,0.193633195,0.193571908,Africa_Eastern,MiscCrop -2,1,5,0.136945185,0.136945099,0.136944974,0.125726293,0.118506692,0.1127149,0.107940714,0.107175689,0.106398924,0.105625213,0.104901733,0.104463574,0.103943676,0.103348282,0.102745265,0.102178877,0.101634359,0.101113131,0.10058787,0.100084517,0.099581164,Africa_Eastern,OilCrop -2,1,6,0.103608049,0.10360809,0.103608083,0.086868889,0.075567425,0.063706649,0.050861701,0.044445032,0.037027753,0.029209106,0.020600325,0.022611188,0.022966776,0.022190562,0.019903734,0.01688829,0.012511427,0.007121735,0,0,0,Africa_Eastern,OtherGrain -2,1,7,0.999999997,0.999999997,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999996,Africa_Eastern,Rice -2,1,8,0.005535442,0.005535397,0.005535445,0.005356694,0.005194455,0.005047668,0.004914976,0.004895445,0.004875993,0.0048541,0.004833125,0.004832352,0.004830095,0.004827322,0.004823234,0.004819284,0.004814588,0.004809887,0.004804653,0.004798741,0.004792829,Africa_Eastern,Root_Tuber -2,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,1,10,0.080090766,0.080090845,0.080090755,0.06839723,0.058975794,0.04883096,0.037659522,0.034168218,0.030410062,0.026523549,0.0222907,0.021607691,0.020055656,0.017688425,0.014640576,0.011277481,0.007116189,0.002028783,0,0,0,Africa_Eastern,Wheat -2,1,11,0.033696542,0.033696126,0.03369635,0.033696331,0.033696273,0.033696455,0.03369632,0.033696397,0.033696399,0.033696406,0.03369644,0.033696221,0.033696463,0.033696234,0.033696289,0.033696216,0.033696411,0.033696294,0.033696332,0.033696427,0.033696522,Africa_Eastern,FodderHerb -2,1,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,1,13,0.002041835,0.002023214,0.002052025,0.00192701,0.001817409,0.001719955,0.001633344,0.001592598,0.001554222,0.001517425,0.001482789,0.001482789,0.001482787,0.001482787,0.001482785,0.001482786,0.001482786,0.00148279,0.001482786,0.001482789,0.001482792,Africa_Eastern,PalmFruit -2,2,1,0.045268487,0.045268489,0.04526859,0.049448838,0.05329175,0.056645938,0.059573696,0.062165066,0.064462351,0.066538595,0.068399517,0.068354091,0.068290855,0.068209108,0.068121836,0.068032069,0.067934134,0.067832905,0.067730762,0.067626621,0.06752248,Africa_Eastern,Corn -2,2,2,0,0,0,0,0.020552925,0.020605491,0.02063466,0.020455345,0.020246761,0.01999066,0.019867921,0.020109865,0.020363418,0.020670064,0.02095474,0.02122061,0.021439403,0.021620694,0.021774093,0.021900391,0.022026689,Africa_Eastern,biomass -2,2,3,0.561359374,0.561359397,0.561359416,0.551101196,0.542519877,0.534966529,0.528219682,0.525506523,0.522912592,0.520543006,0.518274789,0.518468925,0.518598861,0.518671829,0.518699483,0.518680473,0.518615177,0.518509554,0.51836534,0.518200661,0.518035982,Africa_Eastern,FiberCrop -2,2,4,0.079171693,0.079171786,0.079171732,0.083123101,0.086446723,0.089299125,0.091770501,0.095294598,0.098401177,0.101205039,0.103756735,0.103735684,0.103710896,0.103682939,0.103652753,0.103621234,0.103587975,0.103555012,0.103520673,0.10348426,0.103447847,Africa_Eastern,MiscCrop -2,2,5,0.007284941,0.007284976,0.007284956,0.006737879,0.00634638,0.006036938,0.005783929,0.005713268,0.005650546,0.005590959,0.005536941,0.005529917,0.005521626,0.005512173,0.005502711,0.005493891,0.005485458,0.005477446,0.005469429,0.005461745,0.005454061,Africa_Eastern,OilCrop -2,2,6,0.015625435,0.015625426,0.015625392,0.015897667,0.016168599,0.016380935,0.016537679,0.016505149,0.016453262,0.016397353,0.016328315,0.016348037,0.016351577,0.016343934,0.016321687,0.016293103,0.016253326,0.016207646,0.016155821,0.016102948,0.016050075,Africa_Eastern,OtherGrain -2,2,7,0.785181501,0.785182449,0.785180712,0.776547329,0.769594323,0.76282639,0.755965529,0.748484595,0.741334381,0.734320246,0.727074971,0.727138003,0.726407944,0.724994392,0.722787802,0.719901496,0.716172499,0.711598092,0.7061338,0.699732805,0.69333181,Africa_Eastern,Rice -2,2,8,0.008590624,0.008590611,0.008590614,0.009485105,0.010288838,0.011015302,0.011678586,0.011900209,0.012104737,0.012296852,0.012480944,0.012480705,0.012480027,0.012479225,0.012477999,0.012476874,0.012475462,0.012474057,0.012472521,0.012470779,0.012469037,Africa_Eastern,Root_Tuber -2,2,9,0.569939483,0.569940238,0.569940034,0.571319131,0.572762226,0.574096712,0.575318654,0.57708175,0.578734034,0.580380027,0.581918555,0.581910835,0.581902235,0.581889368,0.581874263,0.581860097,0.581843092,0.581825383,0.581807231,0.581786677,0.581766123,Africa_Eastern,SugarCrop -2,2,10,0.08894569,0.088945768,0.088945497,0.08600646,0.083500533,0.081226459,0.079169232,0.077975977,0.076910812,0.0759435,0.075066387,0.075046003,0.075000075,0.074931176,0.074845392,0.074754695,0.074648794,0.074533855,0.074408884,0.074281471,0.074154058,Africa_Eastern,Wheat -2,2,11,0.001898593,0.001898526,0.001898484,0.001898496,0.001898563,0.001898627,0.001898688,0.001899008,0.001899281,0.001899527,0.001899765,0.001899879,0.001899956,0.001899999,0.001900015,0.001900008,0.001899971,0.001899918,0.001899846,0.00189976,0.001899674,Africa_Eastern,FodderHerb -2,2,12,0.998562064,0.99856217,0.998562124,0.998562123,0.998562131,0.998562124,0.998562125,0.998562122,0.998562127,0.998562122,0.998562128,0.998562128,0.99856212,0.998562122,0.998562115,0.998562125,0.99856212,0.998562124,0.99856213,0.998562126,0.998562122,Africa_Eastern,FodderGrass -2,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,3,1,0.003994068,0.003994079,0.003994074,0.003928212,0.003886851,0.003850614,0.003817908,0.00392892,0.004025457,0.004111771,0.004187262,0.004185233,0.004182397,0.004178802,0.00417493,0.00417095,0.004166613,0.004162157,0.004157636,0.004153054,0.004148472,Africa_Eastern,Corn -2,3,2,0,0,0,0,0.019665698,0.019693824,0.019718211,0.019599235,0.019721589,0.019835175,0.019899497,0.019908687,0.019872467,0.019832845,0.019793404,0.01976177,0.019737847,0.019721912,0.019714401,0.019715097,0.019715793,Africa_Eastern,biomass -2,3,3,0.342746653,0.342747071,0.342746466,0.334665838,0.327681657,0.321612665,0.316248909,0.314545738,0.312942449,0.311436776,0.310121605,0.310146605,0.310161436,0.310172157,0.310174773,0.310173127,0.310164767,0.310150449,0.310131162,0.310111237,0.310091312,Africa_Eastern,FiberCrop -2,3,4,0.013897539,0.013897512,0.013897542,0.013811055,0.013736486,0.013667877,0.013610809,0.013789601,0.013946475,0.014093145,0.014228886,0.014226758,0.014224298,0.014221544,0.014218439,0.014215361,0.014212105,0.014208691,0.014205251,0.01420165,0.014198049,Africa_Eastern,MiscCrop -2,3,5,0.003386002,0.00338601,0.003386007,0.003140354,0.002956593,0.002810938,0.00269296,0.002668917,0.002647342,0.002627097,0.002609269,0.00260856,0.002607764,0.002606832,0.002605917,0.002605044,0.002604215,0.002603434,0.002602649,0.002601893,0.002601137,Africa_Eastern,OilCrop -2,3,6,0.001169166,0.001169171,0.001169171,0.001175638,0.001182888,0.001189013,0.001194471,0.001192727,0.00119073,0.001188657,0.001186465,0.001186866,0.001186937,0.001186785,0.001186339,0.001185766,0.001184958,0.001184035,0.001182993,0.001181928,0.001180863,Africa_Eastern,OtherGrain -2,3,7,0.780684085,0.780683538,0.78068427,0.774155179,0.768571585,0.763723688,0.759487824,0.75365502,0.748599368,0.744192891,0.740294037,0.740295271,0.74027385,0.740232402,0.74016902,0.74008593,0.739981398,0.739856436,0.739713857,0.739552577,0.739391297,Africa_Eastern,Rice -2,3,8,0.000377575,0.000377591,0.000377611,0.000369128,0.000361456,0.000354402,0.000347936,0.000341932,0.000336315,0.000331073,0.000326192,0.000326189,0.00032618,0.000326169,0.000326152,0.000326137,0.000326118,0.000326099,0.000326079,0.000326054,0.000326029,Africa_Eastern,Root_Tuber -2,3,9,0.250663791,0.2506639,0.250663678,0.253238804,0.255524733,0.257741163,0.259718929,0.261542937,0.263206384,0.264792008,0.266212856,0.266210946,0.2662076,0.266203488,0.266197879,0.266193378,0.266187526,0.266181434,0.266175291,0.266168284,0.266161277,Africa_Eastern,SugarCrop -2,3,10,0.072202498,0.072202711,0.072202668,0.072470645,0.072714247,0.072958216,0.07317076,0.072637943,0.072136366,0.071695373,0.071284371,0.071282894,0.071280057,0.071275712,0.071270341,0.071264493,0.071257805,0.071250245,0.071242318,0.071234872,0.071227426,Africa_Eastern,Wheat -2,3,11,0.000329664,0.000330299,0.00033043,0.000330437,0.000330451,0.000330462,0.000330473,0.000330527,0.000330574,0.000330617,0.000330659,0.00033068,0.000330691,0.000330701,0.000330704,0.000330702,0.000330695,0.000330686,0.000330674,0.000330658,0.000330642,Africa_Eastern,FodderHerb -2,3,12,0.994585031,0.994584984,0.994584897,0.994584885,0.994584886,0.994584889,0.994584894,0.994584891,0.994584891,0.994584902,0.994584903,0.994584897,0.994584908,0.994584894,0.994584898,0.994584903,0.994584894,0.9945849,0.994584908,0.9945849,0.994584892,Africa_Eastern,FodderGrass -2,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,4,1,0.009881844,0.009881812,0.009881813,0.0097634,0.009698808,0.009642943,0.009591223,0.009503331,0.009422948,0.009346416,0.009274142,0.009268877,0.009261469,0.009251969,0.009241795,0.009231352,0.009219873,0.009208083,0.009196149,0.009183957,0.009171765,Africa_Eastern,Corn -2,4,2,0,0,0,0,0.018079215,0.01811994,0.018159981,0.017969031,0.017878575,0.017803433,0.017728746,0.017730476,0.017731633,0.017732054,0.017786026,0.017878229,0.017963024,0.018032678,0.018087101,0.01804842,0.018009739,Africa_Eastern,biomass -2,4,3,0.089279448,0.08927934,0.08927921,0.087466271,0.086085492,0.084886703,0.083786923,0.085180035,0.086462756,0.087661926,0.088735195,0.088819888,0.088876413,0.088907491,0.088918352,0.088909932,0.088880721,0.088834027,0.088772266,0.088698891,0.088625516,Africa_Eastern,FiberCrop -2,4,4,0.05582773,0.055827465,0.055827823,0.05609574,0.056318906,0.056496212,0.056626993,0.057799775,0.058825556,0.05974684,0.06055682,0.060543295,0.060526731,0.06050876,0.060488741,0.060468742,0.060446848,0.060424767,0.060402003,0.060377951,0.060353899,Africa_Eastern,MiscCrop -2,4,5,9.48E-05,9.48E-05,9.48E-05,8.76E-05,8.21E-05,7.78E-05,7.43E-05,7.36E-05,7.29E-05,7.23E-05,7.18E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,0.0000717,Africa_Eastern,OilCrop -2,4,6,0.002872596,0.002872602,0.002872593,0.00287723,0.002882412,0.00288755,0.002891372,0.002875921,0.002861684,0.002848699,0.002836961,0.002837112,0.002837145,0.00283708,0.002836902,0.002836663,0.002836335,0.002835939,0.002835521,0.002835081,0.002834641,Africa_Eastern,OtherGrain -2,4,7,0.784249782,0.784249208,0.784249414,0.77781623,0.772375203,0.767613234,0.7633163,0.757545956,0.752504789,0.748063859,0.743976992,0.743986051,0.743898935,0.743730714,0.743470695,0.74313734,0.742714289,0.742209636,0.741626727,0.740967265,0.740307803,Africa_Eastern,Rice -2,4,8,3.17E-07,3.20E-07,3.39E-07,3.27E-07,3.16E-07,3.05E-07,2.96E-07,2.85E-07,2.76E-07,2.67E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,0.000000259,Africa_Eastern,Root_Tuber -2,4,9,0.274133034,0.274133495,0.274133821,0.278417803,0.282474702,0.286210399,0.28970549,0.292878266,0.295885117,0.298636391,0.301215962,0.301208492,0.301195705,0.301179468,0.301162282,0.301143594,0.301122893,0.301100615,0.301078432,0.301051637,0.301024842,Africa_Eastern,SugarCrop -2,4,10,0.008436924,0.008436962,0.008436963,0.008502637,0.008565155,0.008624426,0.008680377,0.008643156,0.008606061,0.008576503,0.008547039,0.00854705,0.008547041,0.008547037,0.008547029,0.008547028,0.008547029,0.00854705,0.008547037,0.008547034,0.008547031,Africa_Eastern,Wheat -2,4,11,0.001743463,0.001743231,0.001743148,0.001743188,0.001743257,0.001743316,0.001743374,0.001743677,0.001743937,0.001744175,0.001744393,0.001744508,0.001744581,0.001744623,0.001744635,0.001744629,0.001744596,0.001744548,0.001744476,0.001744393,0.00174431,Africa_Eastern,FodderHerb -2,4,12,0.975003018,0.97500308,0.975003117,0.975003072,0.975003059,0.975003118,0.975003069,0.975003201,0.975003106,0.975003139,0.975003063,0.975003058,0.975003099,0.975003078,0.975003101,0.975003076,0.97500317,0.975003068,0.975003115,0.975003131,0.975003147,Africa_Eastern,FodderGrass -2,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,5,1,0.01476409,0.014764129,0.014764088,0.013954221,0.013339087,0.012825038,0.012387848,0.012121254,0.011894211,0.011695468,0.011519237,0.011514426,0.011507644,0.011499004,0.011489726,0.011480218,0.011469788,0.011459103,0.011448287,0.011437241,0.011426195,Africa_Eastern,Corn -2,5,2,0,0,0,0,0.007446548,0.00733757,0.007238692,0.00718112,0.007126878,0.007081912,0.007040385,0.007026856,0.007012859,0.007001222,0.00701701,0.007032685,0.007048253,0.007063769,0.007079235,0.007094789,0.007110343,Africa_Eastern,biomass -2,5,3,0.02792279,0.027922936,0.02792283,0.02684332,0.026428475,0.026065484,0.025729856,0.027496356,0.02908539,0.030513777,0.031795376,0.031929773,0.032017986,0.032065011,0.032079343,0.032061864,0.032012285,0.031936284,0.031834598,0.031714045,0.031593492,Africa_Eastern,FiberCrop -2,5,4,0.014173335,0.014173315,0.014173345,0.013927402,0.013725805,0.013555362,0.013409373,0.013615085,0.013794398,0.013958241,0.014105899,0.014104675,0.014103167,0.01410155,0.014099704,0.014097868,0.014095896,0.014093902,0.014091808,0.014089638,0.014087468,Africa_Eastern,MiscCrop -2,5,5,1.08E-05,1.08E-05,1.08E-05,1.00E-05,9.39E-06,8.83E-06,8.34E-06,7.54E-06,6.90E-06,6.36E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,0.0000059,Africa_Eastern,OilCrop -2,5,6,0.00252571,0.002525711,0.002525718,0.002502472,0.002482414,0.002463471,0.002445607,0.002402986,0.00236498,0.002332534,0.002302419,0.002302678,0.00230273,0.002302633,0.002302344,0.002301971,0.002301458,0.002300868,0.002300194,0.00229951,0.002298826,Africa_Eastern,OtherGrain -2,5,7,0.662923905,0.662924163,0.662924721,0.651562728,0.642260793,0.634300864,0.627427277,0.618764764,0.611421085,0.605124059,0.599577496,0.599580393,0.599541963,0.599468256,0.599356126,0.599211887,0.599030639,0.598814485,0.598565078,0.598283909,0.59800274,Africa_Eastern,Rice -2,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,5,9,0.168832247,0.168832161,0.168832868,0.175931617,0.182565199,0.188662739,0.194304468,0.199600456,0.20450698,0.209072364,0.213274211,0.213266055,0.213254786,0.213239826,0.213222852,0.213204938,0.213185048,0.213165018,0.21314375,0.213119843,0.213095936,Africa_Eastern,SugarCrop -2,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,5,11,0.003034021,0.003033919,0.003034093,0.003034161,0.003034294,0.003034412,0.003034506,0.003035077,0.003035549,0.00303598,0.003036399,0.003036596,0.00303672,0.003036807,0.003036832,0.00303682,0.003036761,0.003036671,0.003036539,0.003036383,0.003036227,Africa_Eastern,FodderHerb -2,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,5,13,8.04E-05,8.05E-05,8.05E-05,7.75E-05,7.48E-05,7.23E-05,6.99E-05,6.65E-05,6.34E-05,6.06E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,0.000058,Africa_Eastern,PalmFruit -2,6,1,0.00019445,0.000194446,0.000194448,0.000183807,0.000175405,0.000168425,0.000162486,0.000157056,0.000152384,0.000148356,0.000144742,0.000144703,0.000144648,0.000144578,0.000144503,0.000144427,0.000144342,0.000144256,0.000144167,0.000144076,0.000143985,Africa_Eastern,Corn -2,6,2,0,0,0,0,0.02764196,0.026373588,0.025225551,0.023782561,0.022505618,0.02169615,0.020995435,0.02135743,0.021725355,0.022099428,0.022451131,0.022750114,0.022994071,0.023201055,0.023389991,0.02355022,0.023710449,Africa_Eastern,biomass -2,6,3,0.004307421,0.004307418,0.004307475,0.003963567,0.003677975,0.003431926,0.003218665,0.003106926,0.003002998,0.002906313,0.002816386,0.002817074,0.002817515,0.002817757,0.002817831,0.002817749,0.002817501,0.002817113,0.002816602,0.002815987,0.002815372,Africa_Eastern,FiberCrop -2,6,4,0.005902902,0.00590291,0.005902919,0.005700828,0.005531382,0.005389812,0.00526523,0.005305762,0.005341877,0.005373628,0.005403154,0.005402717,0.005402232,0.005401667,0.005401036,0.005400379,0.005399683,0.005398958,0.005398221,0.005397434,0.005396647,Africa_Eastern,MiscCrop -2,6,5,2.12E-06,2.15E-06,2.14E-06,2.00E-06,1.89E-06,1.78E-06,1.69E-06,1.51E-06,1.36E-06,1.24E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,0.00000114,Africa_Eastern,OilCrop -2,6,6,0.001257281,0.00125728,0.001257286,0.00123399,0.001213254,0.001194917,0.001178373,0.001139886,0.001106892,0.001079011,0.001054986,0.001055004,0.001055002,0.001055001,0.001054985,0.001054964,0.001054939,0.001054913,0.001054879,0.001054838,0.001054797,Africa_Eastern,OtherGrain -2,6,7,0.763173518,0.763172973,0.763173435,0.755946978,0.749885438,0.744594773,0.74002597,0.733621413,0.728029102,0.723114692,0.7188136,0.718815733,0.718786402,0.718730629,0.718643899,0.718531972,0.718391357,0.718223105,0.718030292,0.717811191,0.71759209,Africa_Eastern,Rice -2,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,6,9,0.180824405,0.18082454,0.180824647,0.1835229,0.186035811,0.188308934,0.190401739,0.193734969,0.196836215,0.199696695,0.202307482,0.20230317,0.20229644,0.202287792,0.202277441,0.202266773,0.20225582,0.202243407,0.202230172,0.202216325,0.202202478,Africa_Eastern,SugarCrop -2,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb -2,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Corn -2,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass -2,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FiberCrop -2,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,MiscCrop -2,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OtherGrain -2,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb -2,7,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,8,1,0.045251605,0.04525139,0.045251474,0.04497056,0.045158443,0.045354023,0.045528516,0.046565189,0.047491994,0.048327522,0.049092572,0.049029411,0.048940101,0.048825904,0.048702802,0.048576714,0.04843788,0.04829507,0.048150213,0.048002604,0.047854995,Africa_Eastern,Corn -2,8,2,0,0,0,0,0.008553479,0.008674807,0.00879453,0.008872517,0.00895825,0.009043696,0.009122761,0.009131003,0.009136668,0.009139262,0.009141922,0.009143907,0.009145219,0.009146147,0.009146879,0.009147574,0.009148269,Africa_Eastern,biomass -2,8,3,0.478650008,0.478649362,0.478649065,0.489985203,0.500862147,0.511193527,0.521076215,0.530178015,0.538938057,0.547353718,0.555420363,0.555458989,0.555484787,0.555499634,0.555504581,0.555500934,0.555487426,0.555466149,0.555438328,0.555405221,0.555372114,Africa_Eastern,FiberCrop -2,8,4,0.085622129,0.085622103,0.085622438,0.087189219,0.088376533,0.08933637,0.090094206,0.090953992,0.091675123,0.092292661,0.092803152,0.092782529,0.092758122,0.092731248,0.092701271,0.092671205,0.092639007,0.092606422,0.092573016,0.092537677,0.092502338,Africa_Eastern,MiscCrop -2,8,5,0.024667106,0.024667091,0.024667,0.022997145,0.021761997,0.02078358,0.019981261,0.019686087,0.019419548,0.019172811,0.018945616,0.018931895,0.018915819,0.018897601,0.018879247,0.018862104,0.018845756,0.018830317,0.018814782,0.018799979,0.018785176,Africa_Eastern,OilCrop -2,8,6,0.00112735,0.001127403,0.0011274,0.001138219,0.001149758,0.001160268,0.001170203,0.001178655,0.001185903,0.001192604,0.001198187,0.001198587,0.001198663,0.001198511,0.001198064,0.001197487,0.001196688,0.001195768,0.001194721,0.001193647,0.001192573,Africa_Eastern,OtherGrain -2,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,8,9,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,8,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,8,11,0.00208639,0.002074124,0.002075433,0.002075481,0.002075558,0.002075627,0.002075696,0.002076042,0.002076339,0.002076608,0.002076861,0.002076991,0.002077079,0.002077125,0.00207714,0.002077134,0.002077092,0.002077035,0.00207696,0.002076861,0.002076762,Africa_Eastern,FodderHerb -2,8,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,9,1,0.001353682,0.001353623,0.001353671,0.001318363,0.001309076,0.001301994,0.001294772,0.001291555,0.001288172,0.001284351,0.001280345,0.001277446,0.001273353,0.001268098,0.001262471,0.001256678,0.0012503,0.001243739,0.001237092,0.001230314,0.001223536,Africa_Eastern,Corn -2,9,2,0,0,0,0,0.001177128,0.001168318,0.001159443,0.001127781,0.00111137,0.001095146,0.001079654,0.00109416,0.001108766,0.001123441,0.001136834,0.001147867,0.001156455,0.001163573,0.00117022,0.001175364,0.001180508,Africa_Eastern,biomass -2,9,3,0.103617246,0.10361829,0.103618267,0.109243869,0.114861825,0.120360054,0.12574401,0.138645649,0.150991829,0.162823425,0.174213906,0.174258827,0.174289165,0.174304942,0.174309896,0.174304969,0.174288891,0.174264186,0.174230474,0.174191116,0.174151758,Africa_Eastern,FiberCrop -2,9,4,0.020356932,0.02035708,0.020357061,0.020985015,0.021456017,0.021828665,0.022124083,0.02260164,0.022982648,0.02330162,0.023564814,0.023556868,0.023547502,0.023537234,0.023525642,0.023514041,0.02350172,0.023489327,0.02347648,0.023462886,0.023449292,Africa_Eastern,MiscCrop -2,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,9,6,0.000106779,0.000106776,0.000106777,0.00010759,0.000108402,0.000109168,0.000109838,0.000110275,0.000110657,0.000111039,0.000111321,0.000111334,0.000111337,0.000111332,0.000111317,0.000111298,0.000111272,0.000111241,0.000111207,0.000111172,0.000111137,Africa_Eastern,OtherGrain -2,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,9,9,0.999999992,0.999999996,0.999999996,0.999999995,0.999999995,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,0.999999992,Africa_Eastern,SugarCrop -2,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,9,11,0.000583912,0.000584821,0.000591729,0.000591744,0.000591764,0.000591784,0.000591802,0.000591904,0.000591989,0.000592065,0.000592137,0.000592173,0.0005922,0.000592214,0.000592219,0.000592217,0.000592203,0.000592186,0.000592167,0.000592135,0.000592103,Africa_Eastern,FodderHerb -2,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,10,1,0.01826401,0.018263918,0.018264008,0.018154649,0.018155313,0.018165771,0.01817578,0.018122903,0.018074726,0.018024733,0.017981646,0.017968913,0.017950981,0.017927892,0.017903141,0.017877848,0.017849816,0.01782105,0.01779178,0.017762077,0.017732374,Africa_Eastern,Corn -2,10,2,0,0,0,0,0.012535398,0.012738775,0.012927852,0.012634941,0.012619955,0.012610098,0.012600435,0.01264599,0.012691091,0.012735602,0.012791272,0.012780766,0.01276456,0.012759271,0.012759456,0.012759627,0.012759798,Africa_Eastern,biomass -2,10,3,0.175292115,0.175291659,0.17529199,0.182391308,0.190904458,0.199125211,0.207008143,0.225754132,0.243343882,0.259884055,0.275490976,0.27618755,0.276649222,0.27690112,0.276986952,0.276908756,0.276662847,0.276276857,0.275761384,0.275151228,0.274541072,Africa_Eastern,FiberCrop -2,10,4,0.148954803,0.148954382,0.148954199,0.153587304,0.157062256,0.159802845,0.162001223,0.165932356,0.169092378,0.171752033,0.17400791,0.173955868,0.173893328,0.173824567,0.173747582,0.173670334,0.173587598,0.173504229,0.173417774,0.173326916,0.173236058,Africa_Eastern,MiscCrop -2,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,10,6,0.003384129,0.003384126,0.003384125,0.003415447,0.003446409,0.003476039,0.003502798,0.0035186,0.003531249,0.003543892,0.003554982,0.003555253,0.00355531,0.00355521,0.003554895,0.003554472,0.003553908,0.003553245,0.00355251,0.003551746,0.003550982,Africa_Eastern,OtherGrain -2,10,7,0.785156175,0.785156662,0.785156281,0.77878542,0.773392135,0.768686297,0.764458647,0.758740355,0.753757434,0.749382442,0.745456379,0.745463468,0.745389003,0.745248332,0.74503139,0.744751846,0.744397613,0.743975828,0.743487558,0.742937727,0.742387896,Africa_Eastern,Rice -2,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,10,11,0.001741348,0.001742182,0.001740992,0.001741036,0.001741105,0.001741162,0.00174122,0.001741523,0.001741779,0.001742017,0.001742241,0.001742352,0.00174243,0.001742476,0.001742483,0.001742481,0.001742448,0.001742391,0.001742328,0.001742244,0.00174216,Africa_Eastern,FodderHerb -2,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,11,1,0.001978284,0.001978283,0.001978261,0.001971621,0.001972794,0.001974697,0.001976548,0.001972927,0.001969085,0.001965946,0.001962756,0.001961805,0.001960467,0.001958755,0.001956909,0.001955014,0.001952919,0.001950771,0.001948593,0.001946356,0.001944119,Africa_Eastern,Corn -2,11,2,0,0,0,0,0.008780607,0.008918627,0.009050724,0.008908749,0.008901423,0.008897836,0.008894315,0.008925698,0.008964785,0.009003823,0.009043046,0.009035377,0.009023739,0.009015984,0.009012089,0.009012095,0.009012101,Africa_Eastern,biomass -2,11,3,0.164792533,0.16479264,0.164792485,0.172362177,0.180539162,0.188465509,0.196125727,0.214317438,0.231440137,0.247589106,0.262887136,0.263249088,0.263488859,0.263619955,0.263664261,0.263623946,0.263496553,0.26329645,0.263028292,0.262710689,0.262393086,Africa_Eastern,FiberCrop -2,11,4,0.121212796,0.121212799,0.121212771,0.124871732,0.127599059,0.129753271,0.131449116,0.134405255,0.136805379,0.138779923,0.140410747,0.140363025,0.140306623,0.14024399,0.140173932,0.140103332,0.14002766,0.139951109,0.139871953,0.139788219,0.139704485,Africa_Eastern,MiscCrop -2,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,11,6,0.001622246,0.001622251,0.001622249,0.001641717,0.001660817,0.001678673,0.00169597,0.001701723,0.001706738,0.001711764,0.001716051,0.00171609,0.001716094,0.001716071,0.001716041,0.001715975,0.001715896,0.001715804,0.001715699,0.001715592,0.001715485,Africa_Eastern,OtherGrain -2,11,7,0.785156301,0.785156908,0.785156458,0.778375859,0.772677798,0.767556905,0.762774444,0.756703069,0.751282027,0.746371039,0.741771465,0.741792676,0.741581029,0.741172801,0.740540718,0.739721331,0.738681593,0.737430808,0.735973262,0.734315117,0.732656972,Africa_Eastern,Rice -2,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,11,11,0.001650918,0.001649532,0.001649315,0.001649357,0.00164943,0.001649492,0.00164954,0.001649854,0.001650114,0.001650339,0.001650559,0.001650674,0.001650745,0.00165079,0.001650809,0.001650796,0.001650766,0.001650722,0.001650648,0.001650559,0.00165047,Africa_Eastern,FodderHerb -2,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,12,1,0.007908252,0.007909483,0.007909607,0.007850306,0.007841796,0.007837804,0.007833389,0.007826546,0.007821485,0.007815469,0.007809024,0.007802785,0.007793947,0.007782558,0.007770308,0.007757669,0.007743676,0.007729226,0.007714509,0.007699438,0.007684367,Africa_Eastern,Corn -2,12,2,0,0,0,0,0.003622711,0.0036054,0.003588142,0.003450696,0.003399997,0.003351517,0.003303719,0.003347063,0.00339097,0.003435469,0.00347602,0.00350942,0.003535453,0.00355707,0.003577228,0.003592846,0.003608464,Africa_Eastern,biomass -2,12,3,0.118032727,0.118031012,0.118031113,0.122545313,0.128694343,0.134662406,0.140399847,0.15421363,0.167362241,0.179892426,0.191862135,0.192543024,0.192994265,0.193237181,0.193316838,0.19323684,0.192992903,0.192613097,0.192104337,0.191503227,0.190902117,Africa_Eastern,FiberCrop -2,12,4,0.08369275,0.083692356,0.083692529,0.08631743,0.088273345,0.089816097,0.091061684,0.093197801,0.094931211,0.096393524,0.097605579,0.097560992,0.097507674,0.097448272,0.097381405,0.097313563,0.097240311,0.097165467,0.097087498,0.09700422,0.096920942,Africa_Eastern,MiscCrop -2,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,12,6,0.000111761,0.000111738,0.00011169,0.000112958,0.000114193,0.00011534,0.000116448,0.000116397,0.000116297,0.000116247,0.000116196,0.000116196,0.000116196,0.000116196,0.000116195,0.000116196,0.000116196,0.000116196,0.000116196,0.000116196,0.000116196,Africa_Eastern,OtherGrain -2,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,12,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Africa_Eastern,SugarCrop -2,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,12,11,0.000624128,0.000617907,0.000606362,0.00060638,0.000606411,0.000606438,0.000606463,0.000606596,0.00060671,0.000606814,0.000606909,0.000606956,0.000606989,0.000607006,0.000607013,0.000607011,0.000606996,0.000606974,0.000606944,0.000606908,0.000606872,Africa_Eastern,FodderHerb -2,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn -3,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,1,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,1,4,0.928928648,0.928928765,0.92892869,0.932175102,0.935124216,0.93780192,0.94025359,0.941628491,0.942925218,0.944171458,0.945346233,0.945340095,0.945333127,0.945325128,0.945316459,0.94530747,0.945298143,0.945288544,0.945278533,0.945268087,0.945257641,Africa_Northern,MiscCrop -3,1,5,0.997723236,0.997723226,0.997723146,0.997802609,0.997884956,0.997958567,0.998024453,0.998041101,0.998056624,0.998072031,0.998087372,0.998083316,0.998078508,0.998072991,0.998067373,0.99806209,0.998057,0.99805213,0.998047196,0.998042472,0.998037748,Africa_Northern,OilCrop -3,1,6,0.671458353,0.671458347,0.671458163,0.670090164,0.668840937,0.667657696,0.66643855,0.664391681,0.662386098,0.660360001,0.658401631,0.6584355,0.658413462,0.658356725,0.65825628,0.658139464,0.657993564,0.657841088,0.657670623,0.657495246,0.657319869,Africa_Northern,OtherGrain -3,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,1,10,0.997516903,0.997516881,0.997516883,0.997660838,0.997782514,0.997886539,0.997975619,0.998027714,0.99807411,0.998116064,0.998153727,0.998153201,0.998152276,0.998151014,0.998149496,0.998147917,0.998146168,0.998144348,0.998142364,0.99814034,0.998138316,Africa_Northern,Wheat -3,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,2,1,0.648805225,0.648805215,0.648806081,0.631260324,0.617244718,0.605514916,0.595606514,0.589471966,0.583810559,0.578643254,0.573769438,0.573677653,0.573559613,0.573420311,0.573275562,0.573131167,0.572981385,0.572842559,0.572701738,0.572560945,0.572420152,Africa_Northern,Corn -3,2,2,0,0,0,0,0.709261937,0.715844827,0.721580118,0.726163513,0.729412858,0.73234538,0.736099215,0.736432942,0.736473128,0.73616943,0.735956396,0.73609356,0.736492866,0.736766121,0.736930414,0.737092315,0.737254216,Africa_Northern,biomass -3,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,2,4,0.851653067,0.851653058,0.851653198,0.85096827,0.850331773,0.849801991,0.849268459,0.849084496,0.848896929,0.848708023,0.848516363,0.848501014,0.848483184,0.848463332,0.848440972,0.848418648,0.848394985,0.848370928,0.848346203,0.848320101,0.848293999,Africa_Northern,MiscCrop -3,2,5,0.636474578,0.636474603,0.63647412,0.638465233,0.641414353,0.644025712,0.646230307,0.647141127,0.648034912,0.648832759,0.649640718,0.64914879,0.648566984,0.647901563,0.647232135,0.646604142,0.646003419,0.645429943,0.644853803,0.644302345,0.643750887,Africa_Northern,OilCrop -3,2,6,0.038207848,0.038207775,0.038207788,0.036310914,0.034604609,0.033017857,0.031533806,0.031025431,0.030492888,0.029948542,0.029396037,0.029453748,0.029446105,0.029394956,0.029286122,0.029154283,0.028983237,0.028796926,0.028586522,0.028371856,0.02815719,Africa_Northern,OtherGrain -3,2,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,2,8,0.901065317,0.901066038,0.901064609,0.905366995,0.909282642,0.912844778,0.91611229,0.918063058,0.919935174,0.921704826,0.923373977,0.923372045,0.923366727,0.923360186,0.92335067,0.923341805,0.923330963,0.923320333,0.923308597,0.923295469,0.923282341,Africa_Northern,Root_Tuber -3,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,2,10,0.795368503,0.795368353,0.795368425,0.802613053,0.808844025,0.814259454,0.818965638,0.821843461,0.824364902,0.826669085,0.82875852,0.828737856,0.828701546,0.828651947,0.828592719,0.828531131,0.82846351,0.82839319,0.828317418,0.828240137,0.828162856,Africa_Northern,Wheat -3,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Corn -3,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,MiscCrop -3,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OilCrop -3,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain -3,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice -3,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Root_Tuber -3,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,SugarCrop -3,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Wheat -3,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn -3,4,2,0,0,0,0,0.472866429,0.473184897,0.473289307,0.474228745,0.474383924,0.473962416,0.473560414,0.473816705,0.473992007,0.474072625,0.474155199,0.474216708,0.474365907,0.474395032,0.474308857,0.474112181,0.473915505,Africa_Northern,biomass -3,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,4,4,0.422239986,0.422239792,0.422239095,0.417848253,0.413882289,0.41013247,0.406702303,0.405827201,0.404947194,0.404168313,0.403384711,0.403354112,0.403316696,0.403276517,0.403230138,0.403184677,0.403136623,0.403087637,0.403037542,0.402983052,0.402928562,Africa_Northern,MiscCrop -3,4,5,0.066324969,0.066325021,0.066324945,0.063723171,0.062004121,0.060406618,0.058894841,0.058021639,0.057179164,0.056396301,0.055628184,0.055431194,0.055199349,0.054936165,0.054672606,0.054427752,0.054193998,0.053971521,0.053749171,0.053537959,0.053326747,Africa_Northern,OilCrop -3,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain -3,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,4,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,4,9,0.69087369,0.690873646,0.690873564,0.697027901,0.702692607,0.707752554,0.712310809,0.71449194,0.716561812,0.718615658,0.720477123,0.720456145,0.720425971,0.720386265,0.720342461,0.720296807,0.720246223,0.720192987,0.720137396,0.720074787,0.720012178,Africa_Northern,SugarCrop -3,4,10,0.896375504,0.896375191,0.896375168,0.900834482,0.904715474,0.908160503,0.911166519,0.910910245,0.910647103,0.910416663,0.910179161,0.910167039,0.910141631,0.910105575,0.91006178,0.910015452,0.909962767,0.909906342,0.909845185,0.909782908,0.909720631,Africa_Northern,Wheat -3,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,7,1,0.999810161,0.99981017,0.999810155,0.999821517,0.99983188,0.999841081,0.999849188,0.999853835,0.999858131,0.999862172,0.999865917,0.999865827,0.999865712,0.999865574,0.99986543,0.999865287,0.99986514,0.999865001,0.999864862,0.999864721,0.99986458,Africa_Northern,Corn -3,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,7,4,0.774239738,0.774239613,0.774240335,0.777441765,0.780385407,0.783004496,0.78538022,0.781751042,0.77837237,0.775179449,0.772256685,0.772235183,0.772209262,0.772180708,0.772149356,0.772117893,0.772083928,0.772049812,0.772013998,0.771976467,0.771938936,Africa_Northern,MiscCrop -3,7,5,0.659492181,0.659491858,0.659492308,0.665197981,0.673597624,0.681085111,0.687805225,0.687672893,0.687488436,0.687202397,0.686832557,0.685548589,0.684016067,0.682245598,0.680435692,0.67871865,0.677058245,0.675461361,0.673839499,0.672271545,0.670703591,Africa_Northern,OilCrop -3,7,6,0.760967273,0.76096766,0.760966784,0.761993771,0.76291495,0.763745163,0.764403012,0.76076383,0.757224475,0.753723914,0.75034038,0.750356108,0.750347372,0.750322884,0.750278226,0.750224738,0.750158979,0.750088789,0.750011014,0.749930667,0.74985032,Africa_Northern,OtherGrain -3,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,7,10,0.956533779,0.956533775,0.956533743,0.958442301,0.960059505,0.961431635,0.962608308,0.963348963,0.963995841,0.964585079,0.965102905,0.965091578,0.965071843,0.965044593,0.965012027,0.964978215,0.964940537,0.964901188,0.964858678,0.964815008,0.964771338,Africa_Northern,Wheat -3,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,8,1,0.991850313,0.991850201,0.991850171,0.992655636,0.993344639,0.99390845,0.994374038,0.994564665,0.994739802,0.994901596,0.99505152,0.995042542,0.995030847,0.995016589,0.995001639,0.99498658,0.994970873,0.994955619,0.994940291,0.994924611,0.994908931,Africa_Northern,Corn -3,8,2,0,0,0,0,0.126307847,0.130219338,0.133719349,0.138513817,0.14041916,0.142902176,0.145419428,0.145641695,0.145656753,0.145645159,0.146399164,0.147102936,0.147811686,0.148106329,0.14799814,0.1478886,0.14777906,Africa_Northern,biomass -3,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,8,4,0.596140896,0.59614045,0.596139665,0.596371703,0.596594991,0.596815225,0.597030278,0.59310879,0.589376798,0.585840765,0.582500221,0.582458233,0.582408751,0.582353466,0.582291995,0.582229799,0.582164134,0.582098218,0.58202841,0.581957826,0.581887242,Africa_Northern,MiscCrop -3,8,5,0.251654417,0.25165483,0.25165459,0.25946214,0.268646035,0.277021114,0.284493495,0.284596511,0.28458411,0.284573581,0.284577955,0.283691377,0.282639752,0.281437258,0.280222647,0.279086126,0.277994044,0.276946983,0.275893438,0.274886643,0.273879848,Africa_Northern,OilCrop -3,8,6,0.003787842,0.003787835,0.003787834,0.003608035,0.003443507,0.003273734,0.003093654,0.003071902,0.00302763,0.002972958,0.002903437,0.002923457,0.002922529,0.002907538,0.002873971,0.002832833,0.00277864,0.0027188,0.002651012,0.00258167,0.002512328,Africa_Northern,OtherGrain -3,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice -3,8,8,0.994445476,0.994445421,0.994445428,0.994521022,0.994590813,0.994657402,0.99472315,0.995943765,0.997187473,0.998482648,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,8,9,0.620690511,0.620691104,0.620691158,0.627028972,0.632872483,0.638173236,0.642839377,0.644838255,0.646622998,0.648397509,0.650063023,0.65004711,0.650023477,0.649994301,0.649960686,0.649925763,0.649887097,0.649846991,0.64980417,0.64975623,0.64970829,Africa_Northern,SugarCrop -3,8,10,0.244842302,0.244842798,0.244842703,0.253662883,0.261774418,0.269228765,0.27597237,0.277486244,0.278802474,0.280107378,0.281299311,0.281234334,0.281106802,0.280924045,0.280700224,0.280466671,0.280199912,0.279916676,0.279609352,0.279297066,0.27898478,Africa_Northern,Wheat -3,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,9,1,0.869880734,0.869880774,0.869881395,0.865140663,0.86236336,0.860118359,0.858131173,0.855311959,0.852638309,0.850101616,0.847676352,0.847330374,0.846879239,0.846329469,0.845752758,0.845170382,0.844563017,0.843972336,0.843378076,0.84276953,0.842160984,Africa_Northern,Corn -3,9,2,0,0,0,0,0.114615738,0.117172868,0.119513951,0.121312936,0.121993919,0.122652059,0.123282028,0.123392151,0.123438108,0.123407806,0.123425773,0.123522635,0.124123358,0.124574628,0.124544619,0.124562173,0.124579727,Africa_Northern,biomass -3,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,9,4,0.449684122,0.4496834,0.449684086,0.450598749,0.451401944,0.452095846,0.452679619,0.45006746,0.447558549,0.445157525,0.44286238,0.442836759,0.442805794,0.442772784,0.442735593,0.442698385,0.442658082,0.442618671,0.44257622,0.442532578,0.442488936,Africa_Northern,MiscCrop -3,9,5,0.080843446,0.080843401,0.080843382,0.084877544,0.088803294,0.09246639,0.095890593,0.096342841,0.096795355,0.097250343,0.097708927,0.097642637,0.097564428,0.097475321,0.097385513,0.097301943,0.097222098,0.097145902,0.097069479,0.096996852,0.096924225,Africa_Northern,OilCrop -3,9,6,0.001720679,0.001720683,0.001720681,0.001722005,0.001722753,0.001723088,0.001721421,0.001739776,0.001756071,0.001771519,0.001784398,0.00178533,0.001785344,0.001784726,0.001783294,0.001781517,0.001779162,0.001776544,0.001773588,0.001770582,0.001767576,Africa_Northern,OtherGrain -3,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,9,8,0.907638184,0.907638234,0.907638151,0.908713956,0.909741377,0.910722685,0.91169366,0.930465604,0.950107574,0.971126679,0.995443046,0.995442982,0.995442828,0.995442654,0.995442369,0.995442114,0.99544179,0.995441471,0.995441124,0.995440733,0.995440342,Africa_Northern,Root_Tuber -3,9,9,0.648714227,0.648713588,0.648713867,0.655056279,0.660802419,0.666016351,0.670707619,0.6727317,0.674646503,0.676548225,0.67834456,0.678330728,0.678309181,0.678284397,0.678252821,0.678221626,0.678187715,0.678151419,0.678113951,0.678070794,0.678027637,Africa_Northern,SugarCrop -3,9,10,0.186208001,0.186208055,0.186208087,0.193814263,0.200971212,0.207667418,0.213926828,0.214228727,0.214522509,0.214812381,0.215021451,0.215004645,0.21497053,0.214920278,0.214857207,0.214792515,0.214717706,0.214637597,0.214550497,0.214462117,0.214373737,Africa_Northern,Wheat -3,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,10,1,0.487075921,0.487075928,0.487075841,0.480010756,0.475365399,0.471697172,0.468651644,0.463285949,0.458407974,0.4539357,0.44977701,0.449540569,0.449232398,0.448860291,0.448470084,0.448080561,0.447676485,0.447284817,0.446894555,0.446496667,0.446098779,Africa_Northern,Corn -3,10,2,0,0,0,0,0.075018429,0.075044345,0.075092117,0.074864903,0.07502871,0.075159227,0.075292182,0.076321555,0.077356436,0.078396662,0.079354472,0.080128373,0.080777653,0.081300211,0.08176034,0.082123432,0.082486524,Africa_Northern,biomass -3,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,10,4,0.3018831,0.301882939,0.30188339,0.299301581,0.296997055,0.29496992,0.293216538,0.289786101,0.286551792,0.283513403,0.28075409,0.280734759,0.280712277,0.280687393,0.280659994,0.280631672,0.280601479,0.28057154,0.280540006,0.280507621,0.280475236,Africa_Northern,MiscCrop -3,10,5,0.01650592,0.016505888,0.016505859,0.01595688,0.015523059,0.01512881,0.01477582,0.014975037,0.015163496,0.015347989,0.0155285,0.015513218,0.015495185,0.015474858,0.015454536,0.015435574,0.015417663,0.015400581,0.015383566,0.015367404,0.015351242,Africa_Northern,OilCrop -3,10,6,2.91E-05,2.91E-05,2.91E-05,3.00E-05,3.09E-05,3.18E-05,3.25E-05,3.31E-05,3.36E-05,3.40E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,0.0000344,Africa_Northern,OtherGrain -3,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,10,8,0.701651159,0.701651361,0.701651302,0.703984169,0.706212603,0.708339499,0.710456808,0.722914636,0.735375688,0.747806413,0.760244041,0.760242647,0.760237055,0.760229449,0.760218215,0.760208109,0.760195553,0.760184169,0.760170207,0.760155299,0.760140391,Africa_Northern,Root_Tuber -3,10,9,0.751667428,0.751667639,0.751667766,0.757513618,0.762734306,0.767412521,0.771567108,0.773804708,0.775869703,0.777843103,0.779726445,0.77971759,0.779704641,0.779688531,0.779669587,0.779650519,0.779628751,0.779606235,0.77958258,0.77955597,0.77952936,Africa_Northern,SugarCrop -3,10,10,0.097474869,0.097474838,0.097474666,0.10153739,0.105345504,0.108939646,0.112334605,0.111712994,0.111134549,0.110600186,0.110108592,0.110104431,0.110095984,0.11008261,0.110066191,0.11004939,0.110029294,0.110008271,0.109984979,0.109962368,0.109939757,Africa_Northern,Wheat -3,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -4,1,1,0.000334281,0.000334274,0.000334218,0.000335227,0.000338294,0.000340393,0.000341599,0.000336842,0.000332414,0.00032852,0.000324769,0.000324106,0.000323212,0.000322098,0.000320922,0.00031973,0.000318454,0.000317183,0.000315903,0.000314599,0.000313295,Africa_Southern,Corn -4,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass -4,1,3,0.012591484,0.01259045,0.012590737,0.01378759,0.014758174,0.01556204,0.016239225,0.016532877,0.01680326,0.01705619,0.017298203,0.01729815,0.017298192,0.017298247,0.017298199,0.017298206,0.017298148,0.017298189,0.017298191,0.0172981,0.017298009,Africa_Southern,FiberCrop -4,1,4,0.013712192,0.013712086,0.013712078,0.01366773,0.013628951,0.013590105,0.013556965,0.013999818,0.014395718,0.014746379,0.015060527,0.01505854,0.015056183,0.01505362,0.01505077,0.015048015,0.015044971,0.015041747,0.01503866,0.015035165,0.01503167,Africa_Southern,MiscCrop -4,1,5,0.000635126,0.000635237,0.000635168,0.00055796,0.000500948,0.000454919,0.000416838,0.000406974,0.000397483,0.000388384,0.000379671,0.000370533,0.000361438,0.000352407,0.000344182,0.000337244,0.000331348,0.000326303,0.000321744,0.000317842,0.00031394,Africa_Southern,OilCrop -4,1,6,0.001025919,0.001025778,0.001025854,0.000931406,0.000860414,0.000804941,0.000760034,0.000730116,0.000704274,0.000681649,0.000661684,0.000661852,0.000661875,0.000661797,0.000661586,0.000661319,0.000660952,0.000660535,0.000660061,0.000659577,0.000659093,Africa_Southern,OtherGrain -4,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,1,9,0.350205606,0.350206538,0.350206205,0.366822662,0.3824663,0.397220058,0.411116136,0.419457223,0.427524372,0.435415124,0.443016594,0.443013649,0.443009122,0.44300393,0.442997911,0.442991358,0.442984429,0.442977246,0.442969314,0.442960514,0.442951714,Africa_Southern,SugarCrop -4,1,10,0.520671348,0.520671605,0.520670219,0.521163587,0.521549226,0.521930483,0.522202183,0.500802278,0.48164322,0.464460151,0.448954558,0.448950378,0.448942534,0.448931422,0.448916647,0.448901575,0.448885451,0.448867733,0.448847468,0.44882707,0.448806672,Africa_Southern,Wheat -4,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,1,13,0.000992296,0.000992354,0.000991719,0.000956529,0.000923789,0.000893328,0.000865,0.000844142,0.0008245,0.000805666,0.000787944,0.000784508,0.000781093,0.000777689,0.000774296,0.000770918,0.000767562,0.00076421,0.000760879,0.000757563,0.000754247,Africa_Southern,PalmFruit -4,2,1,0.007869536,0.007869501,0.00786952,0.007527966,0.00732178,0.007158143,0.007021255,0.006933433,0.006853013,0.006780818,0.006711678,0.006701877,0.006688507,0.006671822,0.006654106,0.006636109,0.006616762,0.006597401,0.006577866,0.006558008,0.00653815,Africa_Southern,Corn -4,2,2,0,0,0,0,0.033031711,0.033531836,0.033935491,0.033688555,0.033209381,0.03277754,0.032386169,0.032534857,0.032650099,0.032670226,0.03260813,0.032523857,0.032431051,0.032347208,0.032274491,0.032215253,0.032156015,Africa_Southern,biomass -4,2,3,0.060165435,0.060165369,0.060165277,0.067661221,0.074039891,0.079593924,0.084431327,0.085083455,0.085674682,0.086202792,0.086699078,0.086733453,0.086756491,0.086769368,0.086773799,0.086770201,0.086758037,0.086739088,0.086713773,0.08668402,0.086654267,Africa_Southern,FiberCrop -4,2,4,0.031922096,0.031921893,0.031922025,0.032144436,0.032341053,0.032511656,0.032655622,0.033259642,0.033817477,0.034327078,0.034800282,0.034797637,0.034794451,0.034791059,0.034787131,0.034783343,0.034779235,0.034775044,0.034770715,0.034766169,0.034761623,Africa_Southern,MiscCrop -4,2,5,0.008153517,0.008153585,0.00815354,0.007135342,0.006382491,0.005778376,0.005282602,0.005116913,0.004960441,0.004812933,0.004674063,0.004564629,0.004456156,0.004348801,0.004251272,0.004169282,0.00409994,0.004040922,0.003987886,0.003942815,0.003897744,Africa_Southern,OilCrop -4,2,6,0.000538321,0.000538257,0.000538327,0.000491475,0.000455737,0.000426638,0.000401965,0.000388283,0.000375785,0.000364334,0.00035379,0.000354365,0.000354443,0.000354177,0.000353466,0.000352562,0.000351323,0.000349915,0.000348319,0.000346691,0.000345063,Africa_Southern,OtherGrain -4,2,7,0.202889692,0.202889331,0.202890072,0.206070272,0.208823013,0.211065879,0.21274279,0.21147231,0.210142823,0.208816935,0.207361484,0.207359356,0.207120635,0.206682678,0.206018021,0.205169744,0.204109637,0.202853481,0.201404695,0.199772036,0.198139377,Africa_Southern,Rice -4,2,8,0.008349751,0.008349746,0.008349731,0.008037647,0.007750421,0.007483028,0.007234126,0.00690716,0.006608994,0.006337251,0.006089628,0.006036895,0.005984592,0.005932707,0.00588382,0.005840349,0.005799725,0.005764388,0.005734176,0.005706605,0.005679034,Africa_Southern,Root_Tuber -4,2,9,0.854368245,0.854368384,0.854368256,0.8531087,0.851966526,0.850923437,0.849980502,0.841598856,0.833966653,0.826900232,0.820355397,0.820347046,0.820333715,0.820317313,0.820298467,0.820278435,0.820256282,0.820233036,0.82020888,0.820181168,0.820153456,Africa_Southern,SugarCrop -4,2,10,0.351979309,0.351978963,0.351979208,0.351722437,0.351384826,0.350976458,0.35039482,0.331006806,0.31417254,0.299326504,0.286178025,0.286113266,0.285982856,0.285795405,0.285565313,0.28532447,0.285048682,0.284753762,0.284434287,0.284108386,0.283782485,Africa_Southern,Wheat -4,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,2,13,0.001273203,0.001273713,0.001273637,0.001213663,0.001159511,0.00111017,0.001065233,0.001027436,0.000992273,0.00095956,0.000929132,0.000925083,0.000921041,0.000917028,0.000913032,0.000909051,0.000905087,0.000901143,0.000897218,0.000893304,0.00088939,Africa_Southern,PalmFruit -4,3,1,0.038274991,0.038274867,0.038274987,0.036875253,0.035693887,0.034693258,0.033817532,0.033409048,0.033060391,0.032742075,0.032467376,0.032466737,0.032465449,0.032463898,0.032462326,0.032460842,0.032459054,0.0324573,0.032455451,0.032453754,0.032452057,Africa_Southern,Corn -4,3,2,0,0,0,0,0.032788318,0.032962543,0.033088107,0.03257836,0.03207889,0.031453352,0.031016544,0.031324792,0.031587442,0.03162257,0.031658353,0.031658342,0.031649324,0.031621746,0.031604594,0.031587284,0.031569974,Africa_Southern,biomass -4,3,3,0.060445798,0.060445813,0.060445768,0.062536063,0.064408399,0.066067442,0.067576601,0.069635669,0.071441039,0.073028801,0.074412896,0.074414539,0.074415396,0.07441602,0.074416257,0.074416146,0.074415632,0.074414756,0.074413632,0.074412368,0.074411104,Africa_Southern,FiberCrop -4,3,4,0.01702662,0.017026575,0.017026613,0.017257718,0.017462213,0.017646843,0.017810587,0.017870426,0.017922669,0.017967435,0.018012067,0.018011308,0.018010284,0.018009345,0.018008248,0.018006992,0.018005799,0.018004562,0.018003217,0.018001878,0.018000539,Africa_Southern,MiscCrop -4,3,5,0.002021913,0.002021902,0.002021898,0.001817113,0.001658114,0.001525722,0.001413555,0.001327545,0.001251568,0.001184032,0.001124054,0.001097972,0.001072158,0.001046663,0.001023524,0.00100411,0.000987727,0.000973815,0.000961342,0.000950772,0.000940202,Africa_Southern,OilCrop -4,3,6,1.57E-05,1.57E-05,1.57E-05,1.46E-05,1.37E-05,1.29E-05,1.22E-05,1.16E-05,1.11E-05,1.06E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,0.0000101,Africa_Southern,OtherGrain -4,3,7,0.261228084,0.261227582,0.261228098,0.264904677,0.26811814,0.270876816,0.273244399,0.271279076,0.269534337,0.267921706,0.26642038,0.266420208,0.266346768,0.266212437,0.266009121,0.265751499,0.26542891,0.26504807,0.264611018,0.264119253,0.263627488,Africa_Southern,Rice -4,3,8,0.000181178,0.000181168,0.000181174,0.000173219,0.000165971,0.000159302,0.000153233,0.000149924,0.000146812,0.000143826,0.000140962,0.000139735,0.000138517,0.000137309,0.000136171,0.000135159,0.000134213,0.000133391,0.000132688,0.000132047,0.000131406,Africa_Southern,Root_Tuber -4,3,9,0.663609023,0.663609604,0.663609171,0.660122498,0.65713369,0.654414077,0.651869051,0.638182771,0.626060916,0.615089237,0.605220668,0.605195759,0.605159891,0.605112573,0.605059513,0.605004565,0.604941695,0.604876359,0.604808135,0.604730406,0.604652677,Africa_Southern,SugarCrop -4,3,10,0.425370761,0.425372002,0.425371644,0.423771891,0.422404771,0.42121246,0.41998368,0.404074026,0.390281705,0.378163431,0.367578349,0.367546127,0.367478539,0.367380676,0.367259236,0.367131996,0.366985156,0.366827784,0.366656989,0.366483212,0.366309435,Africa_Southern,Wheat -4,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,3,13,0.002785422,0.002785434,0.002785451,0.00267173,0.002567066,0.002470762,0.002382189,0.002315768,0.002253149,0.00219412,0.002138485,0.002129176,0.002119915,0.002110685,0.002101487,0.002092336,0.002083228,0.002074157,0.002065126,0.002056133,0.00204714,Africa_Southern,PalmFruit -4,4,1,0.007604331,0.007604343,0.007604342,0.007377418,0.007193519,0.007035626,0.006901714,0.006789314,0.006689974,0.006600434,0.006523203,0.006522552,0.006521632,0.006520461,0.006519208,0.006517925,0.006516533,0.006515117,0.00651368,0.006512226,0.006510772,Africa_Southern,Corn -4,4,2,0,0,0,0,0.016314941,0.016450068,0.016554834,0.016026551,0.015741783,0.015474637,0.015242213,0.01529573,0.015332524,0.015349416,0.015360067,0.015359747,0.015368266,0.015407395,0.015438667,0.015463117,0.015487567,Africa_Southern,biomass -4,4,3,0.002167058,0.002167056,0.00216705,0.002304179,0.002425841,0.002534258,0.002631456,0.002676012,0.002715637,0.002751212,0.002782472,0.002784228,0.002785413,0.002786066,0.002786284,0.002786079,0.00278546,0.002784458,0.002783154,0.002781607,0.00278006,Africa_Southern,FiberCrop -4,4,4,0.014038881,0.014038847,0.014038864,0.014139569,0.014228887,0.014306663,0.014372558,0.014341379,0.014316186,0.014297126,0.014271879,0.01427137,0.014270749,0.014270069,0.01426932,0.014268557,0.014267746,0.014266928,0.014266051,0.014265142,0.014264233,Africa_Southern,MiscCrop -4,4,5,0.000300866,0.000300853,0.000300862,0.000275639,0.00025492,0.000237308,0.000222058,0.000205584,0.000191481,0.000179271,0.000168567,0.000164827,0.000161153,0.000157544,0.000154285,0.000151563,0.000149284,0.000147367,0.000145664,0.000144238,0.000142812,Africa_Southern,OilCrop -4,4,6,3.31E-05,3.31E-05,3.31E-05,3.12E-05,2.95E-05,2.79E-05,2.66E-05,2.51E-05,2.38E-05,2.26E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.15E-05,2.15E-05,2.15E-05,0.0000215,Africa_Southern,OtherGrain -4,4,7,0.104380688,0.104380644,0.104380547,0.105627754,0.106685163,0.107614089,0.108404467,0.107647941,0.106966749,0.106357816,0.105815225,0.105814981,0.105793396,0.105755065,0.105695686,0.105620957,0.105527285,0.105417241,0.105289705,0.105147171,0.105004637,Africa_Southern,Rice -4,4,8,2.88E-07,2.87E-07,2.89E-07,2.77E-07,2.66E-07,2.56E-07,2.47E-07,2.42E-07,2.37E-07,2.33E-07,2.29E-07,2.27E-07,2.25E-07,2.23E-07,2.21E-07,2.19E-07,2.18E-07,2.17E-07,2.15E-07,2.14E-07,0.000000213,Africa_Southern,Root_Tuber -4,4,9,0.485742324,0.485743987,0.485744531,0.478224091,0.471406562,0.465238041,0.459502569,0.445189554,0.43274464,0.421842409,0.412151922,0.412138336,0.412116292,0.412088086,0.412056002,0.412023059,0.411985019,0.411946521,0.411904809,0.411858168,0.411811527,Africa_Southern,SugarCrop -4,4,10,0.006387925,0.006387967,0.006387796,0.006386618,0.006383023,0.006381612,0.006376908,0.005880441,0.005470949,0.00512678,0.004834919,0.004834527,0.004833718,0.004832533,0.00483107,0.004829531,0.004827772,0.004825893,0.004823832,0.004821755,0.004819678,Africa_Southern,Wheat -4,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,4,13,0.001015392,0.001015412,0.001015416,0.000968006,0.000924806,0.00088583,0.000849964,0.000821224,0.000794486,0.000769621,0.000746508,0.000743253,0.000740012,0.000736785,0.000733573,0.000730376,0.00072719,0.000724021,0.000720863,0.00071772,0.000714577,Africa_Southern,PalmFruit -4,5,1,0.002526179,0.00252618,0.002526175,0.002416452,0.002331043,0.002262249,0.002203894,0.002113676,0.002039233,0.001975784,0.001921703,0.001921488,0.001921208,0.001920843,0.001920461,0.001920059,0.001919636,0.00191922,0.001918769,0.001918329,0.001917889,Africa_Southern,Corn -4,5,2,0,0,0,0,0.002846512,0.002733261,0.002631968,0.002449647,0.002329956,0.002231935,0.002146564,0.002143136,0.002138743,0.002133208,0.002127698,0.002121962,0.002115983,0.002109877,0.002104637,0.002099387,0.002094137,Africa_Southern,biomass -4,5,3,0.003430343,0.003430366,0.003430278,0.003261323,0.003103284,0.002961386,0.002831034,0.002669265,0.002525695,0.00239825,0.002283036,0.002287554,0.002290551,0.002292183,0.002292724,0.002292224,0.002290623,0.002288117,0.002284771,0.002280802,0.002276833,Africa_Southern,FiberCrop -4,5,4,0.011820028,0.011820037,0.011820047,0.011799019,0.01177792,0.01175675,0.01174052,0.01161027,0.011495981,0.011392426,0.011304211,0.011303708,0.011303111,0.011302427,0.011301704,0.011300956,0.011300161,0.011299348,0.01129853,0.011297645,0.01129676,Africa_Southern,MiscCrop -4,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,5,6,8.18E-05,8.17E-05,8.18E-05,7.48E-05,6.90E-05,6.40E-05,5.98E-05,5.51E-05,5.12E-05,4.78E-05,4.48E-05,4.49E-05,4.49E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.47E-05,0.0000446,Africa_Southern,OtherGrain -4,5,7,0.185019468,0.185019216,0.185019488,0.17661759,0.170295096,0.16529245,0.161295028,0.157360546,0.154099501,0.151314027,0.148868989,0.14886806,0.148837263,0.14878049,0.148695655,0.148587536,0.148452958,0.148293687,0.148110662,0.147905054,0.147699446,Africa_Southern,Rice -4,5,8,1.30E-07,1.22E-07,1.23E-07,1.20E-07,1.16E-07,1.13E-07,1.10E-07,1.06E-07,1.01E-07,9.77E-08,9.42E-08,9.34E-08,9.26E-08,9.18E-08,9.10E-08,9.04E-08,8.97E-08,8.92E-08,8.87E-08,8.83E-08,8.79E-08,Africa_Southern,Root_Tuber -4,5,9,0.264431511,0.264430248,0.264429705,0.256342275,0.250444484,0.244955119,0.239783487,0.22913333,0.219887947,0.211782048,0.204597661,0.204448314,0.204229918,0.203945932,0.203627638,0.203291375,0.202916367,0.20252401,0.202111779,0.201643446,0.201175113,Africa_Southern,SugarCrop -4,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,6,1,0.085083799,0.085084235,0.085084133,0.084183922,0.083422854,0.082798626,0.082243086,0.081787082,0.081397836,0.081042491,0.080688211,0.080688306,0.080688046,0.080688343,0.080688454,0.080688271,0.08068841,0.080688331,0.08068816,0.080688265,0.08068837,Africa_Southern,Corn -4,6,2,0,0,0,0,0.011140411,0.010662644,0.010220907,0.00965384,0.00919122,0.008722731,0.008303731,0.008362687,0.008418272,0.008469668,0.008517739,0.008557692,0.008589448,0.008616884,0.008640477,0.008660195,0.008679913,Africa_Southern,biomass -4,6,3,0.042878663,0.042877987,0.042879504,0.040788185,0.038851485,0.037091271,0.035486065,0.033512585,0.031754287,0.030188324,0.028768887,0.028816091,0.028847599,0.028864832,0.02887065,0.02886531,0.028848504,0.028822242,0.028787161,0.02874548,0.028703799,Africa_Southern,FiberCrop -4,6,4,0.056205089,0.056205134,0.056205081,0.054477909,0.053118388,0.052020268,0.051128892,0.049985293,0.048964926,0.048101502,0.047329394,0.047326262,0.04732254,0.047318028,0.047313481,0.047308444,0.047302912,0.04729761,0.047292176,0.047286205,0.047280234,Africa_Southern,MiscCrop -4,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,6,6,0.010588965,0.010588244,0.010589368,0.010111852,0.009681037,0.00928329,0.00891583,0.008361715,0.007874002,0.007442719,0.007058406,0.007060411,0.007060749,0.007059935,0.007057636,0.00705469,0.007050575,0.007045877,0.007040522,0.007035058,0.007029594,Africa_Southern,OtherGrain -4,6,7,0.331176562,0.331171075,0.331179509,0.332852052,0.334006441,0.333496231,0.330948567,0.326374922,0.32095486,0.314668959,0.306941218,0.306931215,0.305241165,0.302108046,0.297295487,0.291043562,0.28303049,0.273250775,0.26155293,0.247805058,0.234057186,Africa_Southern,Rice -4,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop -4,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,7,1,0.01184429,0.011844314,0.011844372,0.012005122,0.012141338,0.012242313,0.012318167,0.011739564,0.011262307,0.010867866,0.010526838,0.010521602,0.010514568,0.010505823,0.010496625,0.010487312,0.010477425,0.01046756,0.010457635,0.010447542,0.010437449,Africa_Southern,Corn -4,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass -4,7,3,0.764574628,0.764580306,0.764578206,0.764963477,0.765348451,0.765580198,0.765811254,0.762274648,0.758858376,0.755491,0.752171707,0.752172811,0.752171813,0.752172537,0.75217277,0.752172605,0.752171895,0.75217281,0.752171108,0.75217149,0.752171872,Africa_Southern,FiberCrop -4,7,4,0.013136475,0.013136443,0.013136442,0.013083592,0.013030105,0.012987461,0.012944432,0.012642929,0.012363314,0.012099889,0.011851596,0.011847787,0.011843245,0.011838251,0.011832654,0.011827034,0.011820976,0.011814881,0.011808574,0.011801914,0.011795254,Africa_Southern,MiscCrop -4,7,5,0.004554946,0.004554958,0.004554792,0.004066321,0.003698047,0.00339285,0.003135383,0.00309384,0.003052594,0.003011887,0.002971856,0.002900808,0.002830124,0.002759972,0.00269609,0.002642225,0.002596446,0.002557311,0.002521966,0.002491743,0.00246152,Africa_Southern,OilCrop -4,7,6,0.001562589,0.001562577,0.001562552,0.001488877,0.001427817,0.001377472,0.001334013,0.00132702,0.00132061,0.001314794,0.001308995,0.001309017,0.00130902,0.001309011,0.00130898,0.001308941,0.001308892,0.001308834,0.001308771,0.001308701,0.001308631,Africa_Southern,OtherGrain -4,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,7,8,0.019394792,0.019394786,0.019394589,0.018653283,0.017970171,0.017333819,0.016748033,0.016483693,0.016230147,0.015980445,0.01574105,0.015606087,0.015472097,0.015339184,0.015213747,0.015102347,0.014998113,0.014907385,0.014829959,0.014759135,0.014688311,Africa_Southern,Root_Tuber -4,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop -4,7,10,0.854629994,0.854629389,0.854628617,0.855737569,0.856682125,0.857516148,0.858241077,0.860774368,0.863268975,0.865776845,0.868245253,0.868244329,0.86824244,0.868240037,0.86823665,0.868233637,0.868229841,0.868225628,0.868221409,0.868216904,0.868212399,Africa_Southern,Wheat -4,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,8,1,0.004566015,0.004566023,0.004566017,0.00444746,0.004395303,0.004352739,0.00431547,0.004252256,0.004193285,0.004141122,0.004090844,0.00408262,0.004071598,0.004057972,0.004043602,0.004029117,0.004013703,0.003998481,0.003983166,0.003967591,0.003952016,Africa_Southern,Corn -4,8,2,0,0,0,0,0.004304663,0.004267126,0.004228818,0.004223165,0.004188676,0.004152483,0.004128545,0.004125678,0.004127051,0.004122821,0.004118694,0.004115128,0.004112127,0.004110235,0.004109745,0.004111037,0.004112329,Africa_Southern,biomass -4,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop -4,8,4,0.001866101,0.001866121,0.001866082,0.001911889,0.001951306,0.00198472,0.002014398,0.002155375,0.002290378,0.002419264,0.002542205,0.002541988,0.002541704,0.002541395,0.002541041,0.002540702,0.002540319,0.002539944,0.00253955,0.002539154,0.002538758,Africa_Southern,MiscCrop -4,8,5,0.001111069,0.001111172,0.001111156,0.000986401,0.000892196,0.000815187,0.000750584,0.000740239,0.000730006,0.000720232,0.000710627,0.000693853,0.000677212,0.000660738,0.00064577,0.000633181,0.000622526,0.000613447,0.000605285,0.000598339,0.000591393,Africa_Southern,OilCrop -4,8,6,0,0,2.01E-07,1.74E-07,1.55E-07,1.39E-07,1.26E-07,1.20E-07,1.15E-07,1.09E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,0.000000105,Africa_Southern,OtherGrain -4,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,8,8,0.012119367,0.012119175,0.012119235,0.011657754,0.011232806,0.010837102,0.010468635,0.009996926,0.009570723,0.009182173,0.008824366,0.008748152,0.008672507,0.00859756,0.008526793,0.008463968,0.008405181,0.008353976,0.008310356,0.008270425,0.008230494,Africa_Southern,Root_Tuber -4,8,9,0.186277073,0.186276241,0.186277002,0.197449578,0.208232731,0.218629949,0.228631931,0.234733789,0.240706361,0.246620376,0.252381535,0.252377349,0.252370709,0.252363138,0.252353951,0.25234469,0.252333888,0.252321921,0.25231069,0.252296163,0.252281636,Africa_Southern,SugarCrop -4,8,10,0.993001681,0.993001892,0.993000707,0.993060757,0.993111548,0.993155975,0.993194106,0.993333857,0.993470712,0.993607474,0.993741335,0.993741127,0.993740748,0.993740165,0.993739502,0.993738811,0.993737992,0.993737094,0.993736148,0.993735178,0.993734208,Africa_Southern,Wheat -4,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,9,1,0.016473335,0.016473234,0.01647332,0.015182556,0.014237117,0.01350733,0.012927876,0.012839164,0.012756282,0.012684676,0.012618723,0.012618067,0.012617152,0.01261601,0.012614816,0.012613609,0.012612339,0.012611066,0.012609793,0.012608471,0.012607149,Africa_Southern,Corn -4,9,2,0,0,0,0,0.117872283,0.118910495,0.119820412,0.120387356,0.120107088,0.11952315,0.11900491,0.118628491,0.118184563,0.117662263,0.117188244,0.116878996,0.116777779,0.116711704,0.116685367,0.117154877,0.117624387,Africa_Southern,biomass -4,9,3,0.235319003,0.235318615,0.235318842,0.25228193,0.265519699,0.276067031,0.284795351,0.288604813,0.292175963,0.295503221,0.29858069,0.298594094,0.298602691,0.298607088,0.298609422,0.298608285,0.298604209,0.298597012,0.298587474,0.2985767,0.298565926,Africa_Southern,FiberCrop -4,9,4,0.013609186,0.013609181,0.013609206,0.013172558,0.012793106,0.012456162,0.012153737,0.012431919,0.012689058,0.012934878,0.013162771,0.013161876,0.013160878,0.013159703,0.013158459,0.013157186,0.013155842,0.013154468,0.013153038,0.01315155,0.013150062,Africa_Southern,MiscCrop -4,9,5,0.007171415,0.007171388,0.00717141,0.006208643,0.00550987,0.004957577,0.004509996,0.004383006,0.00426302,0.004148164,0.004040075,0.003944973,0.003850631,0.003757217,0.003672331,0.003600931,0.0035405,0.003489038,0.003442747,0.003403362,0.003363977,Africa_Southern,OilCrop -4,9,6,1.85E-05,1.85E-05,1.85E-05,1.59E-05,1.39E-05,1.24E-05,1.12E-05,1.08E-05,1.04E-05,1.01E-05,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,0.00000979,Africa_Southern,OtherGrain -4,9,7,0.226919348,0.226921974,0.226923303,0.229975451,0.232605596,0.234951908,0.236834367,0.253748763,0.272088825,0.292092527,0.314083329,0.314082616,0.313963845,0.313747963,0.313421535,0.313004598,0.312484746,0.311870743,0.311164293,0.310369387,0.309574481,Africa_Southern,Rice -4,9,8,0.000230432,0.000230415,0.000230387,0.000217996,0.000206984,0.000197037,0.000188055,0.00018256,0.000177376,0.000172488,0.00016788,0.000166417,0.000164966,0.000163528,0.000162172,0.000160966,0.000159839,0.000158858,0.000158022,0.000157257,0.000156492,Africa_Southern,Root_Tuber -4,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop -4,9,10,0.95240683,0.952406572,0.952406253,0.948219827,0.944729631,0.941756323,0.939159288,0.939225424,0.9392874,0.939347278,0.939378003,0.939368887,0.939350306,0.93932412,0.939291805,0.939257787,0.939218943,0.93917769,0.939132522,0.939086889,0.939041256,Africa_Southern,Wheat -4,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,9,13,0.015544483,0.015544618,0.015545211,0.015065651,0.014613178,0.014192352,0.013795239,0.013548017,0.013310835,0.013083406,0.01286531,0.012809889,0.012754705,0.012699783,0.012645092,0.01259059,0.012536338,0.012482326,0.012428548,0.01237497,0.012321392,Africa_Southern,PalmFruit -4,10,1,0.008121679,0.008121687,0.008121685,0.007533387,0.007087065,0.006735108,0.006449522,0.006304192,0.006175218,0.006064379,0.005965685,0.005965459,0.00596512,0.005964781,0.005964338,0.005963941,0.005963479,0.005963056,0.005962563,0.005962116,0.005961669,Africa_Southern,Corn -4,10,2,0,0,0,0,0.034873428,0.034492378,0.03410184,0.033025416,0.032606115,0.032202736,0.031840655,0.032032252,0.032185783,0.032279521,0.032388043,0.032486738,0.032561597,0.032630904,0.032697247,0.032777013,0.032856779,Africa_Southern,biomass -4,10,3,0.199085858,0.199085527,0.199086137,0.218032309,0.233472047,0.246271231,0.257093162,0.260493149,0.263670787,0.266536468,0.269250247,0.269272945,0.269288865,0.269296841,0.269300856,0.269298274,0.269290669,0.269278632,0.269261365,0.269241462,0.269221559,Africa_Southern,FiberCrop -4,10,4,0.022474996,0.022474903,0.022474924,0.021844434,0.021284841,0.020791711,0.02035256,0.019999682,0.019686043,0.019393543,0.019129536,0.019128642,0.019127663,0.019126542,0.01912527,0.019124047,0.019122638,0.019121301,0.019119927,0.01911839,0.019116853,Africa_Southern,MiscCrop -4,10,5,0.005361785,0.005361792,0.005361807,0.00471707,0.004224616,0.003829122,0.003504748,0.003347485,0.003204129,0.003073546,0.002953434,0.002887986,0.00282367,0.002760494,0.002703421,0.002655743,0.002615826,0.0025822,0.002552347,0.002527324,0.002502301,Africa_Southern,OilCrop -4,10,6,0.000299868,0.000299933,0.000299889,0.000256083,0.000224047,0.000199458,0.000180002,0.000172888,0.000166334,0.000160303,0.000154689,0.000154703,0.000154704,0.000154699,0.000154683,0.000154664,0.000154637,0.000154606,0.000154571,0.000154536,0.000154501,Africa_Southern,OtherGrain -4,10,7,0.377058955,0.377075056,0.377058273,0.38738017,0.397382424,0.406926432,0.416091616,0.418889808,0.4215686,0.424235273,0.42687832,0.426877621,0.426845772,0.426787917,0.426701585,0.42659223,0.426454308,0.426293961,0.426108934,0.425901611,0.425694288,Africa_Southern,Rice -4,10,8,0.000927477,0.000927495,0.000927541,0.000900783,0.000875559,0.000851775,0.000829349,0.000795761,0.000764836,0.000736393,0.00070992,0.000703743,0.000697614,0.00069153,0.000685799,0.000680707,0.000675946,0.000671802,0.000668263,0.000665034,0.000661805,Africa_Southern,Root_Tuber -4,10,9,0.992564841,0.992564574,0.9925647,0.992347585,0.992142838,0.991949752,0.99176602,0.991161681,0.990589492,0.990044295,0.989525799,0.989525544,0.989525203,0.989524747,0.989524263,0.989523739,0.989523124,0.989522534,0.989521879,0.989521159,0.989520439,Africa_Southern,SugarCrop -4,10,10,0.121939319,0.1219395,0.121939575,0.113962132,0.108219633,0.103853905,0.100395305,0.100117293,0.099835035,0.099550952,0.099262666,0.099252339,0.099230566,0.099199161,0.099159819,0.09911832,0.099070604,0.099019706,0.09896393,0.098906913,0.098849896,Africa_Southern,Wheat -4,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,10,13,0.00479671,0.004796537,0.004795383,0.004645895,0.004504928,0.004373888,0.004250325,0.004173419,0.004099689,0.004028988,0.003961237,0.003944011,0.003926874,0.003909803,0.003892821,0.003875893,0.003859053,0.003842283,0.003825584,0.003808943,0.003792302,Africa_Southern,PalmFruit -4,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Corn -4,11,2,0,0,0,0,1.40E-06,1.36E-06,1.32E-06,1.28E-06,1.24E-06,1.21E-06,1.18E-06,1.18E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.20E-06,1.20E-06,0.0000012,Africa_Southern,biomass -4,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop -4,11,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,MiscCrop -4,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,11,6,0.000166409,0.000167752,0.000167539,0.000140711,0.000121668,0.000107411,9.63E-05,9.14E-05,8.70E-05,8.31E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,0.0000795,Africa_Southern,OtherGrain -4,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop -4,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -5,1,1,0.008468486,0.008468455,0.008468529,0.008214724,0.008001985,0.007803085,0.007618885,0.007721149,0.007807602,0.007881359,0.007945539,0.007943182,0.007939963,0.007935795,0.007931315,0.007926735,0.007921689,0.007916518,0.007911281,0.007905874,0.007900467,Africa_Western,Corn -5,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,1,4,0.006456719,0.006456735,0.006456718,0.006536008,0.006602232,0.006660606,0.006708037,0.006800365,0.006884975,0.006961665,0.007033078,0.007032529,0.007031885,0.007031168,0.007030359,0.007029549,0.007028666,0.007027799,0.007026907,0.007025954,0.007025001,Africa_Western,MiscCrop -5,1,5,0.040384927,0.040385039,0.040385034,0.041605347,0.042920908,0.04407013,0.045081111,0.046091611,0.046966575,0.047759522,0.048447399,0.048343268,0.048219384,0.04807742,0.047933638,0.047798692,0.047668184,0.047542438,0.047415409,0.047293705,0.047172001,Africa_Western,OilCrop -5,1,6,0.000515563,0.000515562,0.000515563,0.000515628,0.000515813,0.000515701,0.000515497,0.00047892,0.000450347,0.000427248,0.000408237,0.000408389,0.000408417,0.00040836,0.000408188,0.00040797,0.000407664,0.000407313,0.000406911,0.000406502,0.000406093,Africa_Western,OtherGrain -5,1,7,0.60232417,0.602324083,0.602323525,0.601307182,0.600420618,0.599586008,0.598786591,0.596754379,0.594886622,0.593074008,0.591509182,0.591513378,0.591443692,0.591313972,0.591115137,0.590859739,0.590540157,0.590162385,0.589727508,0.589235979,0.58874445,Africa_Western,Rice -5,1,8,0.016457986,0.016457985,0.016457244,0.016315085,0.016180836,0.016061374,0.01594934,0.015820072,0.015698119,0.015583605,0.015476269,0.015476174,0.015475801,0.015475427,0.015474763,0.015474108,0.015473385,0.015472657,0.015471762,0.015470842,0.015469922,Africa_Western,Root_Tuber -5,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,SugarCrop -5,1,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,Wheat -5,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,2,1,0.009194538,0.009194541,0.009194543,0.009107695,0.00902949,0.008956523,0.008884097,0.008890754,0.008897187,0.008903501,0.008905944,0.008905062,0.008903806,0.00890222,0.0089005,0.008898748,0.008896808,0.008894822,0.008892799,0.008890747,0.008888695,Africa_Western,Corn -5,2,2,0,0,0,0,0.007543228,0.007689997,0.007815074,0.00792831,0.008019998,0.008098772,0.008176966,0.008186775,0.008184432,0.008171766,0.008166421,0.00816242,0.00814202,0.008155674,0.008175789,0.008185146,0.008194503,Africa_Western,biomass -5,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,2,4,0.020243025,0.020243021,0.020243033,0.01994646,0.01969508,0.019487395,0.019314331,0.019520097,0.019702968,0.019870648,0.020022635,0.020022311,0.020021762,0.02002125,0.02002077,0.020020204,0.020019524,0.02001892,0.020018264,0.0200175,0.020016736,Africa_Western,MiscCrop -5,2,5,0.014204879,0.014204821,0.014204848,0.01465468,0.015132838,0.015558346,0.015934831,0.016284326,0.016598424,0.016875858,0.017129705,0.017094171,0.017052143,0.017004101,0.01695583,0.016910743,0.016867423,0.016825846,0.016784094,0.016744262,0.01670443,Africa_Western,OilCrop -5,2,6,0.001340621,0.001340623,0.00134062,0.001377129,0.001409891,0.001439083,0.001465716,0.001455525,0.001446604,0.001438963,0.001432573,0.001432623,0.001432632,0.00143261,0.00143256,0.001432494,0.001432398,0.001432293,0.001432171,0.00143205,0.001431929,Africa_Western,OtherGrain -5,2,7,0.169846623,0.169846321,0.169846433,0.169844972,0.169894207,0.169878967,0.169723195,0.16934159,0.168973035,0.168552847,0.168059388,0.168065787,0.167982856,0.167829746,0.167592302,0.16728989,0.166908499,0.166455969,0.165934842,0.165349532,0.164764222,Africa_Western,Rice -5,2,8,0.018930246,0.018930196,0.018930147,0.020078566,0.021125799,0.022087059,0.022974794,0.024031237,0.02497701,0.025840159,0.026620056,0.026619525,0.026618226,0.026616505,0.026614088,0.026611697,0.026608812,0.026605957,0.026602804,0.026599293,0.026595782,Africa_Western,Root_Tuber -5,2,9,0.780459357,0.780458689,0.780458879,0.772248244,0.765549447,0.759373508,0.753594767,0.75755111,0.760926977,0.763763432,0.766222448,0.766120871,0.765971555,0.765775663,0.765557513,0.765325515,0.765066132,0.76479331,0.764506773,0.764179876,0.763852979,Africa_Western,SugarCrop -5,2,10,0.332005118,0.332004598,0.332005162,0.315121764,0.302694561,0.292768758,0.284439181,0.279226843,0.274753376,0.270866875,0.267263091,0.26711347,0.266773971,0.266263873,0.265625,0.264947177,0.264155038,0.26329281,0.262351005,0.261389902,0.260428799,Africa_Western,Wheat -5,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,3,1,0.004658766,0.004658757,0.004658759,0.004550623,0.004451007,0.004357384,0.004271248,0.004360258,0.004437831,0.004509047,0.004571581,0.004571553,0.004571508,0.004571423,0.004571357,0.004571286,0.004571214,0.00457113,0.004571052,0.004570988,0.004570924,Africa_Western,Corn -5,3,2,0,0,0,0,0.00514137,0.005195799,0.005239873,0.005286009,0.005326049,0.005361363,0.005414901,0.005412515,0.005403525,0.005436046,0.005478421,0.00551705,0.005551701,0.005583181,0.005611822,0.005640551,0.00566928,Africa_Western,biomass -5,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,3,4,0.019148094,0.019148111,0.019148019,0.018826656,0.018564735,0.018344724,0.018150007,0.018405654,0.018641039,0.018855332,0.019055856,0.019055218,0.019054366,0.019053528,0.019052555,0.019051624,0.019050538,0.019049513,0.019048411,0.019047258,0.019046105,Africa_Western,MiscCrop -5,3,5,0.002387458,0.002387463,0.002387463,0.002478779,0.002560186,0.002632081,0.00269447,0.002787273,0.002872168,0.002948261,0.003017319,0.003015927,0.003014221,0.003012342,0.003010418,0.003008617,0.003006885,0.003005218,0.003003563,0.003001994,0.003000425,Africa_Western,OilCrop -5,3,6,0.001367071,0.001367071,0.001367069,0.001421633,0.001471466,0.001516519,0.00155827,0.001666942,0.001765808,0.001856222,0.001938757,0.001938779,0.001938773,0.001938765,0.001938765,0.00193874,0.001938701,0.001938668,0.001938641,0.001938596,0.001938551,Africa_Western,OtherGrain -5,3,7,0.106906542,0.106906476,0.106906694,0.107399263,0.107879208,0.108244332,0.108527006,0.10842277,0.108335116,0.108220775,0.10806778,0.108070642,0.108028399,0.107947194,0.107823129,0.107665273,0.107465571,0.107229389,0.106957386,0.106652411,0.106347436,Africa_Western,Rice -5,3,8,0.005841539,0.005841518,0.005841524,0.006373875,0.006855129,0.007291751,0.007690411,0.008145359,0.008546936,0.008907544,0.009228057,0.009227907,0.009227483,0.009226961,0.009226171,0.009225431,0.009224533,0.009223641,0.00922263,0.009221495,0.00922036,Africa_Western,Root_Tuber -5,3,9,0.208406522,0.20840673,0.208405972,0.200962385,0.194487361,0.188829571,0.183813225,0.184314443,0.184814197,0.18524935,0.18568443,0.185681096,0.185676473,0.185671375,0.18566437,0.185658144,0.185649536,0.185642589,0.185633188,0.185624278,0.185615368,Africa_Western,SugarCrop -5,3,10,0.211010353,0.211010692,0.211011073,0.198629659,0.189747986,0.182725167,0.17692737,0.173319194,0.170256658,0.167624146,0.165205714,0.165110799,0.164895712,0.164573114,0.164168978,0.163740743,0.16324133,0.162697503,0.162104585,0.161500058,0.160895531,Africa_Western,Wheat -5,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,4,1,0.001307043,0.001307046,0.001307048,0.001275891,0.001247839,0.001221467,0.001197217,0.001200821,0.001203918,0.001207021,0.001209605,0.001209583,0.001209552,0.001209511,0.00120947,0.001209423,0.001209378,0.001209326,0.001209274,0.001209222,0.00120917,Africa_Western,Corn -5,4,2,0,0,0,0,0.001547265,0.001537255,0.001527971,0.0015674,0.001597466,0.001625327,0.001650822,0.001636504,0.001622309,0.001608225,0.001600538,0.00160473,0.001608236,0.001611746,0.001615268,0.001618798,0.001622328,Africa_Western,biomass -5,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,4,4,0.005237485,0.005237519,0.005237502,0.005241798,0.005243858,0.005245886,0.005247909,0.005277285,0.005304519,0.005329621,0.005352509,0.005352406,0.005352294,0.005352159,0.005352019,0.005351875,0.005351731,0.005351576,0.005351424,0.005351252,0.00535108,Africa_Western,MiscCrop -5,4,5,5.22E-06,5.22E-06,5.22E-06,5.48E-06,5.73E-06,5.95E-06,6.14E-06,6.41E-06,6.65E-06,6.88E-06,7.08E-06,7.07E-06,7.06E-06,7.04E-06,7.03E-06,7.02E-06,7.01E-06,6.99E-06,6.98E-06,6.97E-06,0.00000696,Africa_Western,OilCrop -5,4,6,8.49E-06,8.49E-06,8.49E-06,8.80E-06,9.09E-06,9.34E-06,9.57E-06,1.02E-05,1.08E-05,1.14E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,0.0000119,Africa_Western,OtherGrain -5,4,7,0.054839452,0.054839372,0.054839431,0.053660212,0.052633644,0.051751371,0.050943467,0.050585253,0.050269625,0.049995535,0.04972143,0.049721586,0.04972016,0.049716971,0.049712478,0.049706502,0.049699198,0.049690453,0.04968039,0.049669089,0.049657788,Africa_Western,Rice -5,4,8,0.003713479,0.003713468,0.003713475,0.004083612,0.004415183,0.004715253,0.00498877,0.00534387,0.005661308,0.005946729,0.006203984,0.006203885,0.006203644,0.00620336,0.006202942,0.006202499,0.006201999,0.006201499,0.006200982,0.00620033,0.006199678,Africa_Western,Root_Tuber -5,4,9,0.018931369,0.018931732,0.018931647,0.018330862,0.017809064,0.017360447,0.016958595,0.017059088,0.01715304,0.017232956,0.017298559,0.017298568,0.017298558,0.017298422,0.01729839,0.017298327,0.017298227,0.017298194,0.01729817,0.017298108,0.017298046,Africa_Western,SugarCrop -5,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,4,13,4.84E-07,4.85E-07,4.97E-07,4.49E-07,4.10E-07,3.77E-07,3.50E-07,3.19E-07,2.93E-07,2.71E-07,2.53E-07,2.52E-07,2.50E-07,2.49E-07,2.48E-07,2.47E-07,2.46E-07,2.45E-07,2.44E-07,2.43E-07,0.000000242,Africa_Western,PalmFruit -5,5,1,0.000224221,0.000224221,0.000224219,0.000216179,0.000208974,0.000202448,0.00019655,0.000196804,0.00019706,0.000197316,0.000197485,0.000197485,0.000197484,0.000197482,0.000197481,0.000197479,0.000197478,0.000197476,0.000197474,0.000197472,0.00019747,Africa_Western,Corn -5,5,2,0,0,0,0,0.000457129,0.000433743,0.000413156,0.000409756,0.000403923,0.000397654,0.000391821,0.000394564,0.000397327,0.000400109,0.000402385,0.000402208,0.000403966,0.000405557,0.000407156,0.000408401,0.000409646,Africa_Western,biomass -5,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,5,4,0.003188848,0.00318886,0.003188846,0.003211728,0.003231966,0.003249547,0.003264408,0.003321019,0.003374204,0.003423796,0.0034681,0.003467849,0.003467553,0.003467225,0.003466866,0.003466493,0.003466098,0.003465711,0.003465283,0.003464855,0.003464427,Africa_Western,MiscCrop -5,5,5,0.000123994,0.000123989,0.000123991,0.000115884,0.00010896,0.000102903,9.75E-05,9.58E-05,9.41E-05,9.24E-05,9.09E-05,9.08E-05,9.08E-05,9.07E-05,9.06E-05,9.06E-05,9.05E-05,9.05E-05,9.04E-05,9.04E-05,0.0000904,Africa_Western,OilCrop -5,5,6,1.49E-06,1.50E-06,1.50E-06,1.42E-06,1.35E-06,1.28E-06,1.22E-06,1.17E-06,1.12E-06,1.08E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,0.00000104,Africa_Western,OtherGrain -5,5,7,0.012593159,0.012593144,0.012593085,0.012179984,0.011830458,0.011529503,0.011269119,0.011162189,0.011065428,0.010983228,0.01090582,0.010905882,0.010905374,0.010904416,0.010902957,0.010901122,0.010898811,0.010896011,0.010892844,0.010889249,0.010885654,Africa_Western,Rice -5,5,8,0.000198783,0.000198783,0.000198783,0.000217466,0.000234101,0.000249026,0.000262427,0.000280599,0.000296723,0.000311105,0.000324094,0.000324092,0.000324084,0.000324075,0.000324062,0.000324049,0.000324034,0.000324019,0.000324002,0.000323983,0.000323964,Africa_Western,Root_Tuber -5,5,9,0.011677741,0.011677695,0.011677708,0.01115503,0.010724264,0.010348673,0.010019603,0.009914037,0.009812785,0.009724361,0.009640068,0.009638373,0.009635926,0.009632681,0.009629082,0.009625318,0.009621034,0.009616592,0.00961193,0.00960665,0.00960137,Africa_Western,SugarCrop -5,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,6,1,0.000564611,0.000564611,0.00056461,0.000538082,0.000515019,0.000494432,0.000476313,0.00047549,0.000474872,0.000474254,0.000473637,0.000473637,0.000473634,0.000473634,0.000473631,0.000473633,0.00047363,0.000473627,0.000473629,0.000473629,0.000473629,Africa_Western,Corn -5,6,2,0,0,0,0,0.000799049,0.000754859,0.000715572,0.000691373,0.000665681,0.000638722,0.000613919,0.000617408,0.000620917,0.000624446,0.000627723,0.00063157,0.000634607,0.000637104,0.000639333,0.00064101,0.000642687,Africa_Western,biomass -5,6,3,0.00028454,0.000284567,0.000284575,0.000261188,0.000241583,0.000224895,0.000210443,0.000198197,0.000187391,0.000177788,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,Africa_Western,FiberCrop -5,6,4,0.005447592,0.005447574,0.005447586,0.005519571,0.005580585,0.005632591,0.005677739,0.005801161,0.005919494,0.006032406,0.006139462,0.006139001,0.006138462,0.006137835,0.006137153,0.006136432,0.006135687,0.006134906,0.00613409,0.00613323,0.00613237,Africa_Western,MiscCrop -5,6,5,0.000521903,0.00052192,0.000521927,0.000482774,0.000449701,0.000421071,0.000396135,0.000395703,0.000395271,0.000394838,0.000394406,0.000394335,0.000394253,0.000394153,0.000394056,0.000393964,0.000393876,0.000393788,0.000393703,0.000393619,0.000393535,Africa_Western,OilCrop -5,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,6,7,0.01946557,0.019465538,0.019465519,0.019456056,0.019446843,0.019437283,0.019435412,0.019508737,0.019573746,0.019638673,0.01969515,0.019695132,0.019694675,0.019693799,0.019692479,0.019690669,0.019688463,0.019685901,0.019682868,0.019679532,0.019676196,Africa_Western,Rice -5,6,8,4.01E-05,4.01E-05,4.01E-05,4.37E-05,4.68E-05,4.96E-05,5.21E-05,5.58E-05,5.90E-05,6.19E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,0.0000645,Africa_Western,Root_Tuber -5,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OilCrop -5,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,9,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,9,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,9,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OilCrop -5,9,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,10,2,0,0,0,0,3.39E-05,3.22E-05,3.06E-05,2.95E-05,2.84E-05,2.74E-05,2.65E-05,2.65E-05,2.66E-05,2.66E-05,2.66E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,0.0000267,Africa_Western,biomass -5,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,10,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,10,5,0.001029563,0.001025864,0.00102299,0.000932564,0.000857808,0.000794818,0.000740896,0.000716773,0.000694339,0.00067319,0.000653537,0.000653536,0.000653537,0.000653537,0.000653537,0.000653538,0.000653538,0.000653537,0.000653538,0.000653537,0.000653536,Africa_Western,OilCrop -5,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -6,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,1,3,0.999999987,0.999999987,0.999999988,0.999999988,0.999999988,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,Australia_NZ,FiberCrop -6,1,4,0.007979772,0.007980383,0.007980425,0.008065825,0.008151905,0.008238835,0.008323001,0.008383613,0.008444477,0.008505691,0.008567205,0.008566329,0.008565293,0.008564125,0.008562853,0.008561562,0.008560175,0.008558794,0.008557356,0.008555833,0.00855431,Australia_NZ,MiscCrop -6,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,1,9,0.133766026,0.133768174,0.133765904,0.133723992,0.133706072,0.133686219,0.133666139,0.133649487,0.133632014,0.133613116,0.133594053,0.133590743,0.13358703,0.133582314,0.133577567,0.133571933,0.133566016,0.133559383,0.133552787,0.133544795,0.133536803,Australia_NZ,SugarCrop -6,1,10,5.67E-06,5.72E-06,5.33E-06,4.99E-06,4.71E-06,4.49E-06,4.31E-06,4.26E-06,4.22E-06,4.18E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,0.00000414,Australia_NZ,Wheat -6,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,1,12,0.691193432,0.691191654,0.691193085,0.691193603,0.691192894,0.691192867,0.691193699,0.691192889,0.691193197,0.691193421,0.69119333,0.691193613,0.691192834,0.691192728,0.691192506,0.691192634,0.69119247,0.691192745,0.691193318,0.691193577,0.691193836,Australia_NZ,FodderGrass -6,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,2,1,0.128778504,0.128763282,0.128814554,0.127262898,0.12587046,0.124537849,0.123358415,0.122746558,0.12218405,0.121623949,0.121112393,0.121112549,0.12111227,0.121112779,0.12111217,0.121112294,0.121112413,0.121112399,0.121112051,0.121112345,0.121112639,Australia_NZ,Corn -6,2,2,0,0,0,0,0.013834856,0.013643993,0.013438731,0.013349296,0.013261153,0.013166739,0.013077167,0.013259983,0.013428438,0.013578903,0.013713616,0.013809709,0.013877983,0.013926105,0.013960956,0.013983687,0.014006418,Australia_NZ,biomass -6,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,2,4,0.001302658,0.001302698,0.001302722,0.001316766,0.001330938,0.001345246,0.0013591,0.001369079,0.0013791,0.001389182,0.001399319,0.001399186,0.001399028,0.001398847,0.001398653,0.001398456,0.001398247,0.001398036,0.001397817,0.001397587,0.001397357,Australia_NZ,MiscCrop -6,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,2,6,0.003859112,0.003858879,0.003859199,0.003904874,0.003936591,0.003955937,0.003967486,0.003900491,0.003837875,0.003780627,0.003728258,0.003729886,0.003729634,0.003728145,0.003725025,0.003721288,0.003716481,0.003711267,0.003705383,0.003699419,0.003693455,Australia_NZ,OtherGrain -6,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,2,9,0.064658497,0.064658564,0.064658646,0.064626625,0.064613027,0.064598307,0.064583083,0.064570663,0.064557343,0.064542911,0.064527987,0.064525988,0.064522934,0.064519331,0.064515352,0.06451083,0.064506339,0.064501204,0.064495916,0.064489972,0.064484028,Australia_NZ,SugarCrop -6,2,10,0.000224754,0.000224707,0.000224675,0.000210126,0.000198537,0.000189111,0.000181287,0.00017946,0.000177648,0.00017593,0.000174302,0.000174297,0.000174287,0.000174273,0.000174255,0.000174236,0.000174215,0.000174192,0.000174168,0.000174143,0.000174118,Australia_NZ,Wheat -6,2,11,0.660690028,0.660698298,0.660660659,0.660662899,0.660662658,0.660663567,0.660664909,0.660667537,0.660671308,0.660674229,0.660676241,0.660677529,0.66067896,0.660679333,0.660679259,0.660678795,0.660678877,0.660678077,0.660677886,0.66067598,0.660674074,Australia_NZ,FodderHerb -6,2,12,0.660707504,0.660707578,0.660707215,0.660707347,0.660706502,0.660707049,0.66070667,0.660707354,0.660707279,0.660707266,0.660707233,0.660707753,0.660707522,0.660707469,0.660707106,0.66070691,0.660706759,0.660707603,0.660706853,0.6607069,0.660706947,Australia_NZ,FodderGrass -6,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,3,1,0.170911422,0.170912938,0.170911364,0.168950122,0.167189193,0.165501599,0.164005831,0.16323041,0.162516437,0.161805772,0.161155662,0.161156108,0.161156047,0.161155795,0.161155802,0.161155441,0.161155389,0.161155531,0.161154814,0.161155009,0.161155204,Australia_NZ,Corn -6,3,2,0,0,0,0,0.293681306,0.294798115,0.295541185,0.296162441,0.296702246,0.297126165,0.297620499,0.298051434,0.298202386,0.298022882,0.297849925,0.297606121,0.297290573,0.296933508,0.296554908,0.296174233,0.295793558,Australia_NZ,biomass -6,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,3,4,0.937227497,0.937229198,0.937230372,0.937859724,0.938481477,0.93909661,0.939680834,0.940094885,0.940504655,0.940911322,0.941314904,0.941309337,0.941303112,0.94129597,0.941288333,0.941280433,0.941271861,0.941263559,0.941254778,0.941246035,0.941237292,Australia_NZ,MiscCrop -6,3,5,0.125268586,0.125272713,0.125277285,0.125276809,0.125276664,0.125276344,0.125276209,0.125276273,0.125276154,0.125275997,0.125275804,0.125275571,0.125275587,0.125275321,0.125275338,0.12527497,0.125274835,0.125274679,0.125274749,0.125274408,0.125274067,Australia_NZ,OilCrop -6,3,6,0.060002067,0.060004416,0.060002127,0.059803387,0.059580379,0.059343986,0.059091098,0.058954187,0.058792042,0.058646444,0.058489104,0.058513045,0.058507966,0.058483924,0.058435086,0.058376797,0.058302246,0.058222159,0.058131686,0.058039752,0.057947818,Australia_NZ,OtherGrain -6,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,3,9,0.661436563,0.661436186,0.661437003,0.661247457,0.661165792,0.661080771,0.660989381,0.660915287,0.660835736,0.660750253,0.66065962,0.660649114,0.660631478,0.660609458,0.660586057,0.66055988,0.660530714,0.660501421,0.66046955,0.660433856,0.660398162,Australia_NZ,SugarCrop -6,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,3,12,0.96870573,0.968706754,0.968704903,0.968704864,0.968704872,0.968704971,0.968704998,0.968704837,0.96870482,0.968704806,0.968704983,0.96870497,0.968704866,0.968704914,0.968704949,0.968704862,0.96870495,0.968704896,0.968704828,0.968704974,0.96870512,Australia_NZ,FodderGrass -6,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,4,1,0.005995213,0.005995444,0.00599663,0.005913119,0.005839095,0.005768547,0.005706213,0.005674034,0.005644447,0.005614987,0.005588087,0.005587959,0.005587807,0.005587578,0.005587362,0.005587159,0.005586979,0.005586745,0.005586487,0.005586263,0.005586039,Australia_NZ,Corn -6,4,2,0,0,0,0,0.06037717,0.059721401,0.059012107,0.058827547,0.05864378,0.058403632,0.058207951,0.058530778,0.058775534,0.058927273,0.059080876,0.059190044,0.059303338,0.059405154,0.059476433,0.059571207,0.059665981,Australia_NZ,biomass -6,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,4,4,0.357430986,0.357430877,0.357430833,0.3548924,0.352553068,0.350219432,0.347989108,0.34727084,0.34654922,0.345727475,0.345001365,0.344979346,0.344953015,0.344923382,0.344891521,0.34485858,0.344822928,0.344788757,0.344753055,0.344714498,0.344675941,Australia_NZ,MiscCrop -6,4,5,2.21E-05,2.31E-05,2.35E-05,2.23E-05,2.13E-05,2.05E-05,1.99E-05,2.03E-05,2.06E-05,2.10E-05,2.14E-05,2.14E-05,2.14E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,0.0000213,Australia_NZ,OilCrop -6,4,6,0.009037328,0.009037086,0.009037138,0.009274027,0.009455457,0.009589698,0.009690296,0.009417791,0.009176204,0.008966242,0.008774168,0.008778179,0.008777693,0.008774208,0.008766805,0.008757877,0.008746349,0.00873381,0.008719665,0.008705253,0.008690841,Australia_NZ,OtherGrain -6,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,4,9,0.201748048,0.201748267,0.201748489,0.201675419,0.201644025,0.201611392,0.201576727,0.201549211,0.201519428,0.201487446,0.201454788,0.201450277,0.201443943,0.201435713,0.201427233,0.201417505,0.20140702,0.201396112,0.201384647,0.201372079,0.201359511,Australia_NZ,SugarCrop -6,4,10,0.018731362,0.018731853,0.018731896,0.017536872,0.016582708,0.015804728,0.015157648,0.015006289,0.014856078,0.014713498,0.014578301,0.014577631,0.014576372,0.014574492,0.014572252,0.014569904,0.014567298,0.014564424,0.014561341,0.014558214,0.014555087,Australia_NZ,Wheat -6,4,11,0.811594195,0.811455841,0.811594197,0.811595473,0.811596224,0.811596642,0.81159701,0.811598849,0.811601868,0.811604015,0.811605343,0.811606359,0.81160701,0.81160749,0.811607344,0.811606966,0.811606549,0.811606336,0.811606384,0.811604799,0.811603214,Australia_NZ,FodderHerb -6,4,12,0.811450097,0.811449204,0.811448743,0.81144855,0.811448646,0.81144856,0.811448631,0.811448828,0.811448557,0.811448546,0.811448644,0.811448584,0.811448662,0.811448606,0.811448663,0.811448728,0.811448871,0.81144849,0.811448915,0.811448604,0.811448293,Australia_NZ,FodderGrass -6,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,5,2,0,0,0,0,0.714041091,0.714041072,0.714041374,0.714041134,0.714041488,0.714041153,0.71404144,0.713595541,0.713149199,0.712701442,0.712254053,0.711806939,0.711357505,0.710999559,0.710819939,0.710729797,0.710639655,Australia_NZ,biomass -6,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,5,4,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,Australia_NZ,MiscCrop -6,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,5,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,5,12,0.994304672,0.994292384,0.994250619,0.994250616,0.994250618,0.994250616,0.99425062,0.99425062,0.994250618,0.994250623,0.994250618,0.994250626,0.994250626,0.994250617,0.994250614,0.994250618,0.994250619,0.994250617,0.994250616,0.994250619,0.994250622,Australia_NZ,FodderGrass -6,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,6,1,0.022245304,0.02218689,0.022199871,0.022060815,0.021978989,0.021901828,0.021824527,0.021761795,0.021697345,0.021631981,0.021575662,0.021568273,0.021558215,0.021545839,0.021532664,0.021519397,0.0215051,0.021490909,0.021476646,0.021461849,0.021447052,Australia_NZ,Corn -6,6,2,0,0,0,0,0.501048458,0.497554039,0.494169061,0.492857389,0.491546078,0.490344001,0.48914245,0.488924385,0.488705855,0.48848764,0.488269368,0.487942104,0.487723497,0.487505043,0.487395967,0.487395964,0.487395961,Australia_NZ,biomass -6,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,6,4,0.644524358,0.644542512,0.644533029,0.637875644,0.631459384,0.625400239,0.619602078,0.616685812,0.61385598,0.611118973,0.608473832,0.608440945,0.608401494,0.608358027,0.608308691,0.608258894,0.608205402,0.608150435,0.608093258,0.608032789,0.60797232,Australia_NZ,MiscCrop -6,6,5,0.00591716,0.007407407,0.007621951,0.007436144,0.007372424,0.007314023,0.007254755,0.007201191,0.007145359,0.007089274,0.007033649,0.006983701,0.006924969,0.006858247,0.006791231,0.006728758,0.006670385,0.006616746,0.006563292,0.006512446,0.0064616,Australia_NZ,OilCrop -6,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,6,11,0.842901413,0.842897948,0.842899801,0.842900592,0.842901204,0.842901645,0.842901907,0.842903361,0.842904746,0.842906155,0.842907243,0.842908039,0.842908411,0.842908726,0.842908758,0.842908669,0.842908437,0.842908237,0.842907713,0.842907448,0.842907183,Australia_NZ,FodderHerb -6,6,12,0.994135362,0.994132716,0.994131357,0.994131332,0.994131368,0.994131365,0.994131372,0.994131365,0.994131358,0.994131367,0.994131383,0.994131356,0.994131346,0.994131345,0.994131345,0.994131351,0.994131349,0.994131342,0.99413136,0.994131364,0.994131368,Australia_NZ,FodderGrass -6,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,7,1,0.057359072,0.057359448,0.057359869,0.056422069,0.055687839,0.054997435,0.054380581,0.054072066,0.053782557,0.053491809,0.053223669,0.053204177,0.053178481,0.053146879,0.053113929,0.053080413,0.053045467,0.053010674,0.052976159,0.052941139,0.052906119,Australia_NZ,Corn -6,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,FiberCrop -6,7,4,0.121975541,0.121974883,0.121974428,0.121963162,0.12194987,0.121936056,0.121920935,0.121960767,0.121951886,0.121942738,0.121932441,0.121926436,0.121918263,0.121909006,0.121900155,0.121890247,0.121879996,0.121870309,0.121859331,0.121848214,0.121837097,Australia_NZ,MiscCrop -6,7,5,8.90E-05,8.91E-05,8.91E-05,8.46E-05,8.13E-05,7.85E-05,7.62E-05,7.74E-05,7.87E-05,7.99E-05,8.10E-05,8.08E-05,8.06E-05,8.03E-05,8.00E-05,7.97E-05,7.95E-05,7.93E-05,7.91E-05,7.89E-05,0.0000787,Australia_NZ,OilCrop -6,7,6,0.001274295,0.001274292,0.001274298,0.001250173,0.001229985,0.001212155,0.001195473,0.001163207,0.001133926,0.001107022,0.001082226,0.001083052,0.001082967,0.001082286,0.001080825,0.001079047,0.001076738,0.001074222,0.00107136,0.00106845,0.00106554,Australia_NZ,OtherGrain -6,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,7,8,0.634835012,0.634833914,0.634836074,0.634354721,0.633829638,0.633292665,0.632732173,0.632631671,0.632447626,0.632245926,0.631994887,0.631961927,0.63187233,0.631762426,0.63159601,0.631438247,0.631247931,0.631058447,0.630845268,0.630606182,0.630367096,Australia_NZ,Root_Tuber -6,7,9,0.701082193,0.701083034,0.701082406,0.700769774,0.700635378,0.700492569,0.700341559,0.700221678,0.700089733,0.69995033,0.69980247,0.69978327,0.699756006,0.6997194,0.699680134,0.699637529,0.699591203,0.699543455,0.699491383,0.699433606,0.699375829,Australia_NZ,SugarCrop -6,7,10,0.019121622,0.019121566,0.019121645,0.017868488,0.016864391,0.016039661,0.015347373,0.015184521,0.015021794,0.014866244,0.014717142,0.014713714,0.01470711,0.014697602,0.014685951,0.014673797,0.014659912,0.014645217,0.0146291,0.014612714,0.014596328,Australia_NZ,Wheat -6,7,11,0.855479388,0.855479601,0.855479643,0.855480431,0.855481048,0.855481425,0.855481804,0.855483895,0.855485659,0.855487279,0.855488747,0.855489614,0.855489812,0.85549027,0.855490327,0.85549007,0.855489992,0.855489837,0.855489139,0.855488633,0.855488127,Australia_NZ,FodderHerb -6,7,12,0.877402759,0.877402356,0.87740236,0.877402918,0.877402456,0.877402561,0.877402771,0.877402354,0.877403025,0.877403014,0.877402406,0.877402859,0.87740234,0.87740302,0.877403077,0.877402611,0.877402931,0.877402836,0.877402984,0.877402704,0.877402424,Australia_NZ,FodderGrass -6,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,8,1,0.137059827,0.137059241,0.137059599,0.134037115,0.132091152,0.13030801,0.128683093,0.127918028,0.127170121,0.126407504,0.12568863,0.125547374,0.125359513,0.12512818,0.124885751,0.124641837,0.124384684,0.124132063,0.123878581,0.123620806,0.123363031,Australia_NZ,Corn -6,8,2,0,0,0,0,0.012016701,0.012019158,0.01199814,0.012019232,0.012049637,0.011998584,0.011989147,0.012071366,0.012132928,0.012169621,0.012206918,0.012233598,0.012244339,0.012241384,0.012231435,0.012226573,0.012221711,Australia_NZ,biomass -6,8,3,0.999910524,0.999910489,0.999910616,0.999912984,0.999915187,0.999917258,0.999919235,0.999919486,0.99991974,0.999919996,0.999920249,0.999920301,0.999920337,0.999920357,0.999920364,0.99992036,0.999920343,0.999920314,0.999920277,0.999920233,0.999920189,Australia_NZ,FiberCrop -6,8,4,0.015115852,0.015115794,0.015115785,0.015114197,0.015118822,0.015116817,0.015114769,0.015113805,0.015112631,0.015111408,0.015110044,0.015109156,0.015108111,0.015106971,0.015105704,0.015104427,0.01510308,0.015101698,0.015100284,0.015098813,0.015097342,Australia_NZ,MiscCrop -6,8,5,9.14E-05,9.13E-05,9.13E-05,8.28E-05,7.81E-05,7.41E-05,7.08E-05,7.11E-05,7.14E-05,7.16E-05,7.17E-05,7.07E-05,6.95E-05,6.81E-05,6.67E-05,6.55E-05,6.43E-05,6.33E-05,6.22E-05,6.12E-05,0.0000602,Australia_NZ,OilCrop -6,8,6,0.002487985,0.002487983,0.002487978,0.002423569,0.002370345,0.0023245,0.002284524,0.002215021,0.002152962,0.002096795,0.002045969,0.002047116,0.002046987,0.002046013,0.002043943,0.002041442,0.002038204,0.002034683,0.002030696,0.002026645,0.002022594,Australia_NZ,OtherGrain -6,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,8,8,0.424443649,0.424448803,0.42444451,0.423817351,0.423133414,0.422437072,0.421711951,0.42158206,0.421343633,0.421083395,0.420759529,0.420719003,0.420601913,0.420460789,0.420248338,0.42004475,0.419800211,0.419556041,0.419284399,0.418976966,0.418669533,Australia_NZ,Root_Tuber -6,8,9,0.958413357,0.958413291,0.958413337,0.958328107,0.958291518,0.958252571,0.958211099,0.958177789,0.958141387,0.958102763,0.958061894,0.958056376,0.958048672,0.958038742,0.958027495,0.958015992,0.958002687,0.957989366,0.957975088,0.957958711,0.957942334,Australia_NZ,SugarCrop -6,8,10,0.008701013,0.008701028,0.008701011,0.008126917,0.007667846,0.007291719,0.00697684,0.006902906,0.006829124,0.006758742,0.006691394,0.006690073,0.006687481,0.006683765,0.00667924,0.006674509,0.006669163,0.00666347,0.00665732,0.006651059,0.006644798,Australia_NZ,Wheat -6,8,11,0.286931794,0.286931742,0.28693174,0.286934034,0.28693438,0.286934757,0.286936266,0.286938792,0.286941955,0.286943899,0.286946196,0.286948157,0.286948456,0.28694932,0.286949619,0.286949383,0.286949045,0.286948373,0.286947954,0.286946622,0.28694529,Australia_NZ,FodderHerb -6,8,12,0.287950502,0.287950337,0.287950168,0.287950399,0.287950809,0.287949385,0.287950088,0.287949389,0.287950009,0.287949244,0.287950431,0.287949341,0.287949842,0.287950336,0.287950482,0.287950414,0.287950355,0.287949471,0.287949138,0.287950138,0.287951138,Australia_NZ,FodderGrass -6,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,9,1,0.158122921,0.158122345,0.158122963,0.153996104,0.15155068,0.149340463,0.147305185,0.146377319,0.145451022,0.144498403,0.143589788,0.143355223,0.143043586,0.142658986,0.142254806,0.141848962,0.141420932,0.140999774,0.140576781,0.14014743,0.139718079,Australia_NZ,Corn -6,9,2,0,0,0,0,0.027585656,0.027508551,0.02740663,0.027408779,0.02743793,0.027293053,0.027259618,0.027380247,0.027474143,0.027536262,0.027599037,0.027643334,0.027692304,0.02771398,0.027686307,0.027669938,0.027653569,Australia_NZ,biomass -6,9,3,0.999991053,0.999991005,0.999990936,0.999991178,0.999991401,0.99999161,0.999991808,0.99999183,0.999991853,0.999991877,0.9999919,0.99999191,0.999991918,0.999991922,0.999991923,0.999991922,0.999991919,0.999991913,0.999991905,0.999991896,0.999991887,Australia_NZ,FiberCrop -6,9,4,0.04204518,0.04204511,0.042045087,0.042058438,0.042071332,0.042083999,0.042096335,0.042111526,0.04214371,0.042158133,0.042172408,0.042170154,0.042167357,0.042164634,0.042161144,0.042157968,0.04215445,0.042151062,0.042147371,0.042143596,0.042139821,Australia_NZ,MiscCrop -6,9,5,1.92E-05,1.93E-05,1.93E-05,1.81E-05,1.73E-05,1.66E-05,1.60E-05,1.63E-05,1.66E-05,1.69E-05,1.72E-05,1.71E-05,1.71E-05,1.70E-05,1.70E-05,1.69E-05,1.69E-05,1.68E-05,1.68E-05,1.67E-05,0.0000166,Australia_NZ,OilCrop -6,9,6,0.007026205,0.007026194,0.00702614,0.006961622,0.006907142,0.006860831,0.006816454,0.006615188,0.006437396,0.006277228,0.006136052,0.006137739,0.006137543,0.006136116,0.006133051,0.006129347,0.006124577,0.006119358,0.0061135,0.006107525,0.00610155,Australia_NZ,OtherGrain -6,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,9,8,0.78688185,0.786881851,0.786880921,0.786461375,0.786002384,0.78553393,0.785045712,0.784958259,0.78479693,0.784621958,0.784402817,0.784374599,0.784296136,0.784200303,0.784056692,0.783919186,0.783753004,0.78358804,0.783403626,0.783194878,0.78298613,Australia_NZ,Root_Tuber -6,9,9,0.344491802,0.344491082,0.344491983,0.344332239,0.344264476,0.344191628,0.344115004,0.344054008,0.343986384,0.343914735,0.343839157,0.343829051,0.343814852,0.343797509,0.3437766,0.343755119,0.343729922,0.343705485,0.343679588,0.343650041,0.343620494,Australia_NZ,SugarCrop -6,9,10,0.028182665,0.028182595,0.028182715,0.026381164,0.024939572,0.023760064,0.022774702,0.022543772,0.022313901,0.022095199,0.021886905,0.021884328,0.021879524,0.021872706,0.02186448,0.021855594,0.021845852,0.021835352,0.021823808,0.021812268,0.021800728,Australia_NZ,Wheat -6,9,11,0.85375968,0.853759595,0.853759741,0.85376055,0.853761144,0.853761367,0.853761713,0.853763699,0.853765631,0.853767036,0.8537683,0.853769147,0.853769467,0.853769872,0.853770078,0.853770019,0.853769652,0.853769529,0.853768891,0.8537684,0.853767909,Australia_NZ,FodderHerb -6,9,12,0.854777411,0.854777083,0.854777493,0.854777053,0.854777157,0.854776884,0.854777291,0.854777379,0.85477711,0.854777416,0.854777139,0.854777489,0.854777034,0.85477704,0.854777465,0.854777062,0.854777444,0.85477734,0.854777182,0.854777118,0.854777054,Australia_NZ,FodderGrass -6,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,10,1,0.149638757,0.149638552,0.149638405,0.146371642,0.143621276,0.141101163,0.138718752,0.137844077,0.13696311,0.136132615,0.135304017,0.135259685,0.135199369,0.135125345,0.135047661,0.134969169,0.134885928,0.134803402,0.134720641,0.13463662,0.134552599,Australia_NZ,Corn -6,10,2,0,0,0,0,0.034815862,0.034984105,0.035101044,0.034871906,0.034775748,0.034761989,0.034541472,0.034593608,0.034597173,0.034543446,0.034490763,0.034411323,0.034333984,0.034249832,0.034147853,0.034059855,0.033971857,Australia_NZ,biomass -6,10,3,0.999341104,0.999341109,0.999340792,0.999358167,0.999374434,0.999389748,0.99940439,0.999406347,0.999408312,0.999410278,0.999412233,0.999412441,0.999412581,0.999412658,0.999412687,0.999412669,0.999412601,0.999412491,0.999412347,0.99941217,0.999411993,Australia_NZ,FiberCrop -6,10,4,0.122869227,0.122869372,0.122869549,0.123565525,0.124262926,0.124963164,0.125570448,0.125804981,0.12598892,0.126221636,0.126453889,0.126447469,0.126441354,0.126433818,0.126425142,0.126417433,0.126408732,0.126399619,0.126390054,0.126380476,0.126370898,Australia_NZ,MiscCrop -6,10,5,0.000579239,0.000579318,0.00057932,0.000545259,0.000520616,0.00050043,0.000483488,0.000491961,0.000500097,0.000508153,0.000515911,0.000514645,0.000513182,0.000511543,0.000509923,0.000508435,0.000507075,0.000505851,0.000504648,0.000503521,0.000502394,Australia_NZ,OilCrop -6,10,6,0.002889688,0.00288968,0.002889672,0.002826498,0.002775744,0.002732292,0.002694602,0.002615832,0.002544998,0.002481144,0.002423702,0.0024246,0.002424512,0.002423756,0.002422108,0.002420139,0.002417562,0.002414769,0.002411613,0.002408396,0.002405179,Australia_NZ,OtherGrain -6,10,7,0.885961109,0.885960809,0.885959243,0.886772823,0.887587123,0.888391329,0.889140573,0.889939435,0.890729774,0.891511022,0.892239342,0.892659243,0.893071331,0.893475849,0.893872264,0.894261784,0.894643947,0.895019247,0.895387332,0.895749215,0.896111098,Australia_NZ,Rice -6,10,8,0.15423624,0.154238929,0.154235971,0.156113776,0.157817757,0.159460155,0.16096067,0.16033651,0.159587257,0.158815551,0.157971379,0.15792173,0.157784639,0.157618223,0.157369675,0.157131081,0.156845501,0.156561555,0.156244033,0.155885203,0.155526373,Australia_NZ,Root_Tuber -6,10,9,0.359420541,0.359420594,0.359420031,0.359345122,0.359312861,0.359279303,0.359244104,0.35921558,0.359184978,0.359151748,0.359118279,0.359113821,0.359107408,0.359098621,0.359089844,0.359080173,0.359068766,0.359057717,0.359046241,0.359032692,0.359019143,Australia_NZ,SugarCrop -6,10,10,0.010354823,0.010354825,0.010354843,0.009687741,0.009155616,0.008717871,0.008353098,0.008267693,0.008182805,0.008102048,0.0080253,0.008024543,0.008023036,0.008020956,0.008018337,0.008015593,0.008012494,0.008009297,0.008005738,0.008002086,0.007998434,Australia_NZ,Wheat -6,10,11,0.849410378,0.849410378,0.849410186,0.849411443,0.849412139,0.849412069,0.849412259,0.849414212,0.849416328,0.849417767,0.849419149,0.849419863,0.849420289,0.849420582,0.849420541,0.849420904,0.849420166,0.849420241,0.849419489,0.849419055,0.849418621,Australia_NZ,FodderHerb -6,10,12,0.822013575,0.822013326,0.822013784,0.822013806,0.822014178,0.82201446,0.822013849,0.822014187,0.8220142,0.822014343,0.822014326,0.822014121,0.822014573,0.822014174,0.822014236,0.822013565,0.822013821,0.822013935,0.822014637,0.822013444,0.822012251,Australia_NZ,FodderGrass -6,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,11,1,0.439168989,0.439168006,0.439169673,0.437067083,0.435720425,0.434551513,0.433378509,0.432955748,0.432508226,0.432046252,0.431579372,0.431481992,0.431347472,0.431176589,0.430993765,0.430807172,0.430603295,0.430396033,0.430186087,0.42997166,0.429757233,Australia_NZ,Corn -6,11,2,0,0,0,0,0.104072202,0.105840475,0.107436137,0.107864373,0.107628417,0.107344394,0.107090329,0.107334584,0.107461947,0.107453039,0.107444997,0.107408903,0.107383341,0.107299889,0.107206158,0.107153769,0.10710138,Australia_NZ,biomass -6,11,3,0.891462794,0.891462204,0.891462429,0.894036259,0.896439827,0.898711796,0.900888727,0.901162072,0.901438784,0.901716651,0.901992486,0.90206031,0.902105163,0.902130639,0.902139737,0.902134068,0.902112334,0.90207671,0.902029001,0.901972195,0.901915389,Australia_NZ,FiberCrop -6,11,4,0.379688283,0.379688558,0.379688922,0.377325615,0.375170753,0.373120351,0.371276381,0.370048209,0.368820216,0.367695726,0.366569636,0.366562916,0.366554861,0.366545883,0.366535991,0.36652578,0.366514941,0.366503116,0.366491526,0.366480147,0.366468768,Australia_NZ,MiscCrop -6,11,5,0.006052032,0.006051988,0.006052024,0.005495042,0.005183012,0.004926023,0.004701886,0.004726331,0.00474301,0.004756681,0.004766156,0.004699265,0.004621314,0.004533557,0.004446104,0.004365238,0.004290746,0.004223371,0.004156716,0.004093751,0.004030786,Australia_NZ,OilCrop -6,11,6,0.030979754,0.030979693,0.030979725,0.030322578,0.02976122,0.029266516,0.028823012,0.028271108,0.027769026,0.027296293,0.026850829,0.026859091,0.026858929,0.026853195,0.026839981,0.026824019,0.026803131,0.026779761,0.026753417,0.026726744,0.026700071,Australia_NZ,OtherGrain -6,11,7,0.854138748,0.854140326,0.854143255,0.855128124,0.856119555,0.857094655,0.857996001,0.858970969,0.859931098,0.860877947,0.86175477,0.862275776,0.862780308,0.863271567,0.863748117,0.86421118,0.864659362,0.865094562,0.865516796,0.865927055,0.866337314,Australia_NZ,Rice -6,11,8,0.338362368,0.338361882,0.3383627,0.342247934,0.345955912,0.34948529,0.352929491,0.352027211,0.351119162,0.350214846,0.349306896,0.349305297,0.349300454,0.349293825,0.349286566,0.349278527,0.349267094,0.349257743,0.349247993,0.349234779,0.349221565,Australia_NZ,Root_Tuber -6,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,11,10,0.02118273,0.021182691,0.021182663,0.020197864,0.019379492,0.01869438,0.018107882,0.017956735,0.017806238,0.017664287,0.017530393,0.017529178,0.017526802,0.017523355,0.017519195,0.017514838,0.017509853,0.017504575,0.017498851,0.017493048,0.017487245,Australia_NZ,Wheat -6,11,11,0.862306611,0.862306292,0.862306029,0.862306928,0.862307715,0.862307699,0.862308742,0.862309963,0.862310565,0.862312594,0.862313958,0.862313751,0.862314358,0.862314869,0.862314513,0.862315027,0.862315002,0.862314692,0.862314057,0.862313663,0.862313269,Australia_NZ,FodderHerb -6,11,12,0.740074009,0.740074399,0.740074564,0.740074336,0.740073984,0.740073835,0.740073981,0.740074127,0.740074229,0.74007432,0.7400747,0.740074215,0.740074705,0.740074263,0.740074513,0.74007445,0.740074534,0.740074274,0.740074589,0.740074363,0.740074137,Australia_NZ,FodderGrass -6,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,12,1,0.376910508,0.376910665,0.376911463,0.374769735,0.37303096,0.371335278,0.369737756,0.369173694,0.368596587,0.368011529,0.367424223,0.367370502,0.367296301,0.367200302,0.36709864,0.366994988,0.366880414,0.366764916,0.36664862,0.366528535,0.36640845,Australia_NZ,Corn -6,12,2,0,0,0,0,0.105496655,0.105899737,0.106237519,0.106003451,0.105127963,0.104224849,0.103390052,0.103316449,0.103164181,0.102919979,0.102677552,0.102415992,0.102174548,0.101882564,0.101584704,0.101326489,0.101068274,Australia_NZ,biomass -6,12,3,0.962997004,0.962997083,0.962997163,0.963935456,0.964818821,0.96565231,0.966451742,0.966562307,0.966672952,0.966783487,0.966893476,0.966897823,0.966900858,0.966902591,0.966903183,0.966902874,0.966901293,0.966899044,0.966895677,0.966892103,0.966888529,Australia_NZ,FiberCrop -6,12,4,0.395779658,0.395779469,0.395779774,0.393581873,0.39148886,0.389501352,0.387722577,0.386469704,0.385216671,0.384066346,0.383019328,0.383008653,0.382995805,0.382982728,0.382965724,0.38295037,0.382932641,0.382914515,0.382896675,0.382877285,0.382857895,Australia_NZ,MiscCrop -6,12,5,0.000616697,0.000616894,0.000617031,0.00056973,0.000537697,0.000511825,0.000490274,0.000493801,0.000497023,0.000500028,0.000502625,0.000500264,0.000497485,0.000494328,0.000491153,0.000488191,0.000485415,0.000482849,0.000480288,0.00047785,0.000475412,Australia_NZ,OilCrop -6,12,6,0.016122562,0.016122534,0.016122528,0.015490643,0.014954443,0.014490515,0.014087126,0.013750677,0.013437598,0.013153457,0.012890949,0.012892963,0.012892919,0.01289153,0.01288831,0.012884352,0.012879155,0.012873369,0.012866847,0.012860188,0.012853529,Australia_NZ,OtherGrain -6,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,12,8,0.197715717,0.197715421,0.19771506,0.200682915,0.203541464,0.206359577,0.209060657,0.208335059,0.207679111,0.207024678,0.206369189,0.206367466,0.206363966,0.206359015,0.206352273,0.206345429,0.20633738,0.206329119,0.206320299,0.206309424,0.206298549,Australia_NZ,Root_Tuber -6,12,9,0.478419687,0.478419254,0.478420427,0.478316813,0.478273704,0.478225204,0.478175249,0.47813623,0.478093042,0.478047426,0.477998634,0.477992714,0.477983755,0.477971637,0.477958657,0.477944798,0.477929231,0.477913701,0.477896916,0.477877733,0.47785855,Australia_NZ,SugarCrop -6,12,10,0.013422646,0.013422645,0.013422641,0.012760971,0.012213666,0.011758051,0.011366244,0.0112704,0.011174948,0.011084854,0.010995059,0.010994206,0.010992471,0.010990016,0.010986991,0.01098381,0.010980188,0.010976308,0.010972086,0.010967738,0.01096339,Australia_NZ,Wheat -6,12,11,0.874965367,0.874965795,0.874965774,0.874966304,0.874966563,0.874967185,0.874967434,0.874969159,0.874970175,0.87497195,0.874973353,0.874973946,0.874974291,0.874974498,0.874974732,0.874974343,0.874974411,0.874974064,0.874974092,0.874973666,0.87497324,Australia_NZ,FodderHerb -6,12,12,0.965039734,0.965039598,0.965039505,0.965039571,0.965039547,0.965039529,0.965039549,0.965039542,0.965039483,0.965039467,0.96503958,0.965039605,0.965039671,0.965039626,0.965039739,0.965039678,0.965039617,0.965039663,0.965039582,0.965039543,0.965039504,Australia_NZ,FodderGrass -6,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,MiscCrop -6,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,15,11,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderHerb -6,15,12,0.999999886,0.99999973,0.99999973,0.999999787,0.999999794,0.999999801,0.999999806,0.99999981,0.999999812,0.999999813,0.999999814,0.999999812,0.999999809,0.999999806,0.999999803,0.999999801,0.9999998,0.9999998,0.9999998,0.9999998,0.9999998,Australia_NZ,FodderGrass -6,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,16,1,0.137216334,0.137205882,0.137210946,0.137020173,0.136957031,0.136905363,0.136853072,0.136836236,0.136815571,0.136792498,0.136768777,0.136752958,0.136730955,0.136703108,0.136673512,0.136643056,0.136609911,0.136575929,0.136541758,0.13650667,0.136471582,Australia_NZ,Corn -6,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,16,3,0.053089643,0.053043867,0.053061224,0.053194466,0.053178843,0.053152328,0.05310008,0.053014116,0.052936178,0.052862775,0.052786775,0.052924237,0.053015064,0.053063891,0.05307973,0.053063551,0.053014719,0.052939066,0.052837606,0.052717258,0.05259691,Australia_NZ,FiberCrop -6,16,4,0.211207982,0.211209053,0.211206808,0.210117763,0.209103172,0.208162514,0.207296359,0.206720105,0.206144658,0.205569575,0.205065552,0.205062905,0.205057178,0.205053125,0.205047216,0.205042107,0.20503567,0.205030281,0.205024191,0.205018184,0.205012177,Australia_NZ,MiscCrop -6,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,16,6,0.015140647,0.015143307,0.015144663,0.01513588,0.015127516,0.015112476,0.015103883,0.015115977,0.015127868,0.015133124,0.015138311,0.015138642,0.015138729,0.015138551,0.015138121,0.015137697,0.015137113,0.015136363,0.015135606,0.015134851,0.015134096,Australia_NZ,OtherGrain -6,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,16,11,0.85065169,0.850651464,0.850652601,0.85065356,0.850653507,0.850653911,0.850654005,0.850655543,0.850656827,0.850657638,0.850658571,0.850659273,0.85065941,0.850659615,0.850659965,0.85065985,0.850659621,0.850659401,0.850659036,0.85065875,0.850658464,Australia_NZ,FodderHerb -6,16,12,0.999999998,0.999999996,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderGrass -6,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,17,4,0.90106051,0.901103656,0.90105748,0.900145308,0.89930268,0.898452584,0.897635174,0.897465515,0.897293484,0.897120559,0.896986579,0.896977899,0.896967908,0.896956754,0.89694438,0.89693181,0.896918316,0.896904712,0.896890772,0.896875871,0.89686097,Australia_NZ,MiscCrop -6,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,17,6,0.01063779,0.01063897,0.010629682,0.010935455,0.011172767,0.011350457,0.011488965,0.011138005,0.010829728,0.010559858,0.010316437,0.010321176,0.010320641,0.010316569,0.010307919,0.010297511,0.010283996,0.010269318,0.010252746,0.010235877,0.010219008,Australia_NZ,OtherGrain -6,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,17,8,0.876035196,0.876023467,0.876050691,0.876038753,0.876026225,0.876013486,0.876000197,0.875998436,0.875993056,0.875988579,0.875982573,0.875981672,0.875979919,0.875976645,0.875972986,0.875969117,0.875964663,0.875960523,0.875955147,0.875949479,0.875943811,Australia_NZ,Root_Tuber -6,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,17,10,0.999999987,0.999999991,0.999999992,0.999999992,0.999999992,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.99999999,0.99999999,0.99999999,Australia_NZ,Wheat -6,17,11,0.426640923,0.426412089,0.426392064,0.426394534,0.42639529,0.426396143,0.426396826,0.426401005,0.426404871,0.426407911,0.426410927,0.426412439,0.426413492,0.426413825,0.426414328,0.426414308,0.42641377,0.426413017,0.426412194,0.426410782,0.42640937,Australia_NZ,FodderHerb -6,17,12,0.426573835,0.426571506,0.426576327,0.426576439,0.426575944,0.426576249,0.426576089,0.426576887,0.426576585,0.426576398,0.426576532,0.426576422,0.426576549,0.426575983,0.426576547,0.426576488,0.426575927,0.426576166,0.426576842,0.426575947,0.426575052,Australia_NZ,FodderGrass -6,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,biomass -7,1,3,0.125623312,0.125626653,0.125622185,0.125664121,0.125652349,0.125634802,0.125601834,0.125550617,0.125505269,0.125463203,0.12541945,0.125505982,0.125564182,0.125596765,0.125608747,0.125600416,0.125571166,0.125523883,0.125461227,0.125387604,0.125313981,Brazil,FiberCrop -7,1,4,0.003363771,0.003365238,0.003363627,0.003420609,0.003475513,0.003528205,0.003578594,0.003611073,0.003642192,0.003671975,0.003698814,0.003698581,0.003698332,0.003698056,0.003697747,0.003697432,0.003697106,0.003696776,0.003696432,0.003696079,0.003695726,Brazil,MiscCrop -7,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice -7,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,1,9,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Brazil,SugarCrop -7,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,2,2,0,0,0,0,0.026091434,0.025480897,0.024926363,0.024905188,0.024979571,0.024568144,0.024235214,0.024070469,0.023968068,0.02386606,0.023815189,0.023764437,0.023713812,0.023663222,0.023612707,0.023612812,0.023612917,Brazil,biomass -7,2,3,0.400556178,0.400556101,0.400555894,0.387939559,0.376346207,0.365777182,0.356192084,0.350194355,0.344354553,0.338764343,0.333311538,0.333504937,0.333634706,0.333707161,0.33373332,0.333714771,0.333647806,0.333543221,0.333402231,0.333236548,0.333070865,Brazil,FiberCrop -7,2,4,0.049065821,0.0490659,0.049065933,0.049770539,0.05042118,0.051037148,0.051638894,0.052167137,0.052656198,0.053127385,0.053579626,0.053573564,0.053566902,0.053559086,0.053550754,0.053542315,0.053533033,0.053523829,0.053514494,0.053504406,0.053494318,Brazil,MiscCrop -7,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,2,7,0.60559465,0.605594042,0.605594752,0.603490678,0.601676442,0.600048895,0.598602218,0.598546603,0.598475585,0.598390507,0.598284128,0.598282133,0.59825416,0.598207533,0.598137649,0.598050225,0.597941681,0.597814416,0.597669588,0.597505163,0.597340738,Brazil,Rice -7,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,2,9,0.347788822,0.347789457,0.347789203,0.348979846,0.35002517,0.351069993,0.351917217,0.352870384,0.353624098,0.354277472,0.354832609,0.354827627,0.35481916,0.3548097,0.354799288,0.354787447,0.354774933,0.354761943,0.354747803,0.354732377,0.354716951,Brazil,SugarCrop -7,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,3,2,0,0,0,0,0.013277046,0.01325182,0.013231254,0.013119536,0.013070327,0.013156065,0.013328289,0.013371078,0.013413183,0.013454528,0.013495998,0.013531497,0.013561043,0.013602338,0.013637815,0.013667407,0.013696999,Brazil,biomass -7,3,3,0.162740415,0.162740436,0.162740127,0.155645274,0.149308637,0.143659254,0.138642732,0.135568529,0.132605314,0.129796954,0.127086624,0.127131952,0.127162684,0.127179322,0.127184754,0.127180257,0.127164095,0.127139065,0.127105619,0.127066109,0.127026599,Brazil,FiberCrop -7,3,4,0.024062117,0.024062183,0.024062078,0.024237306,0.024390396,0.02454347,0.024675384,0.02494764,0.025209702,0.025462921,0.02569504,0.025683977,0.025670817,0.025656421,0.025640282,0.02562422,0.025606986,0.025589524,0.025571669,0.025552893,0.025534117,Brazil,MiscCrop -7,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,3,7,0.097505999,0.097505249,0.097505328,0.096736372,0.096080755,0.095498215,0.094986606,0.094970666,0.094950937,0.094926816,0.094896973,0.094896193,0.094888681,0.094875474,0.094855865,0.094831216,0.094800704,0.094765095,0.094724191,0.094678335,0.094632479,Brazil,Rice -7,3,8,0.002634219,0.002634232,0.002634214,0.002705371,0.002770096,0.00282905,0.002884308,0.002895518,0.002906749,0.002916748,0.002926752,0.002926734,0.00292669,0.002926638,0.002926554,0.00292648,0.002926394,0.002926294,0.002926204,0.002926083,0.002925962,Brazil,Root_Tuber -7,3,9,0.482213748,0.482214175,0.48221373,0.483479191,0.484607319,0.485733212,0.486640371,0.48766627,0.488471467,0.489167357,0.489751196,0.489742888,0.489730076,0.489714975,0.489697148,0.489678614,0.489657875,0.489635689,0.489613429,0.489587229,0.489561029,Brazil,SugarCrop -7,3,10,0.000170618,0.000171252,0.000171245,0.000171231,0.000171218,0.000171204,0.000171189,0.000171184,0.000171179,0.000171174,0.000171169,0.000171169,0.000171166,0.000171163,0.000171158,0.000171154,0.000171149,0.000171144,0.000171138,0.000171133,0.000171128,Brazil,Wheat -7,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,4,2,0,0,0,0,0.022982014,0.022958684,0.022933439,0.022684081,0.022715804,0.022776149,0.022993307,0.023066779,0.023139051,0.023209598,0.02328054,0.023341396,0.023392026,0.023452519,0.023513109,0.023563618,0.023614127,Brazil,biomass -7,4,3,0.404725326,0.404724731,0.404724944,0.391979615,0.380364389,0.369785044,0.360219586,0.354293136,0.348511504,0.34297003,0.337568965,0.337595315,0.337614432,0.337623373,0.337626153,0.337622529,0.337612272,0.33759778,0.33757757,0.337553828,0.337530086,Brazil,FiberCrop -7,4,4,0.047703632,0.047703581,0.047703564,0.04838242,0.049025551,0.049613497,0.050185272,0.050433443,0.050636174,0.050838552,0.051038273,0.051017854,0.050993344,0.050966907,0.050937006,0.050906942,0.050874678,0.050842491,0.05080907,0.05077362,0.05073817,Brazil,MiscCrop -7,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,4,7,0.036599349,0.036599331,0.036599363,0.036290964,0.036028028,0.03579429,0.035588821,0.035581819,0.035572982,0.035562495,0.035549192,0.035548983,0.035545646,0.035539637,0.035531137,0.035520064,0.035506638,0.035490696,0.035472621,0.035452303,0.035431985,Brazil,Rice -7,4,8,0.003726835,0.003726844,0.003726845,0.003832242,0.003927063,0.004013893,0.004093813,0.004100801,0.004107725,0.004114636,0.004119749,0.004119718,0.004119625,0.004119521,0.004119361,0.004119205,0.004119028,0.004118849,0.004118631,0.004118407,0.004118183,Brazil,Root_Tuber -7,4,9,0.290118032,0.290117899,0.290117883,0.291213803,0.292168383,0.293125814,0.293903296,0.294776146,0.295469761,0.296073754,0.296585822,0.296582151,0.296576406,0.296570483,0.296562113,0.296553401,0.296544815,0.296535067,0.2965244,0.296514493,0.296504586,Brazil,SugarCrop -7,4,10,0.000349303,0.000349092,0.00034867,0.000348634,0.0003486,0.000348561,0.00034852,0.000348509,0.000348497,0.000348483,0.000348468,0.000348465,0.000348459,0.000348451,0.000348441,0.000348429,0.000348416,0.000348402,0.000348387,0.000348372,0.000348357,Brazil,Wheat -7,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,5,2,0,0,0,0,0.017385141,0.017366688,0.017347032,0.017142215,0.017121999,0.017116048,0.017235563,0.017290425,0.017344375,0.017397609,0.017443416,0.01748908,0.017527156,0.017572615,0.017618271,0.01765632,0.017694369,Brazil,biomass -7,5,3,0.091087001,0.091086802,0.091086957,0.086774439,0.082969579,0.079600266,0.076629937,0.07482633,0.073091599,0.071451213,0.069873187,0.069877212,0.06987971,0.069880617,0.069881105,0.069880846,0.069879379,0.06987723,0.069874719,0.069871394,0.069868069,Brazil,FiberCrop -7,5,4,0.035092619,0.035092729,0.0350926,0.035758312,0.036375179,0.036971449,0.037529924,0.037686534,0.037859554,0.038017084,0.038175215,0.038174204,0.038172955,0.038171582,0.038170066,0.03816846,0.03816682,0.038165202,0.038163454,0.038161518,0.038159582,Brazil,MiscCrop -7,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,5,6,3.30E-05,3.30E-05,3.30E-05,3.12E-05,2.97E-05,2.83E-05,2.70E-05,2.65E-05,2.61E-05,2.56E-05,2.52E-05,2.50E-05,2.49E-05,2.48E-05,2.47E-05,2.46E-05,2.45E-05,2.44E-05,2.43E-05,2.42E-05,0.0000241,Brazil,OtherGrain -7,5,7,0.079059851,0.07905974,0.079059801,0.07842824,0.077892423,0.077419465,0.077007474,0.077000991,0.076993127,0.076983264,0.07697086,0.076970334,0.076967458,0.07696181,0.076954303,0.076944101,0.076931689,0.076916835,0.076899997,0.076881068,0.076862139,Brazil,Rice -7,5,8,0.020060044,0.020060056,0.020060066,0.020633447,0.021160041,0.021635813,0.022075233,0.022130611,0.02218541,0.022230722,0.02227559,0.022275333,0.022274521,0.022273583,0.022272079,0.022270444,0.022268831,0.022267039,0.02226505,0.02226282,0.02226059,Brazil,Root_Tuber -7,5,9,0.159175461,0.159174848,0.159175151,0.159906651,0.160537544,0.161169938,0.161687194,0.162264992,0.162726606,0.163130203,0.163474783,0.16347378,0.163472048,0.163469561,0.163467044,0.163463997,0.16346112,0.163457716,0.163454024,0.163450477,0.16344693,Brazil,SugarCrop -7,5,10,0.26339881,0.263397715,0.263398408,0.26337215,0.263343703,0.263315635,0.263284839,0.263276369,0.263266122,0.263256549,0.263246198,0.263243299,0.263239461,0.263232058,0.263223222,0.263215348,0.263206249,0.263196191,0.263184402,0.263172391,0.26316038,Brazil,Wheat -7,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,6,2,0,0,0,0,0.022127819,0.022110072,0.022091965,0.021802503,0.021673225,0.021701327,0.02193461,0.021982231,0.022029839,0.022077166,0.022124602,0.02217203,0.022219586,0.022267105,0.022314893,0.022362648,0.022410403,Brazil,biomass -7,6,3,0.442869005,0.4428701,0.442869844,0.430613333,0.419484636,0.409269848,0.399961117,0.393693736,0.387667694,0.381881791,0.376231792,0.376234971,0.376239806,0.376241379,0.376241704,0.376241652,0.376238317,0.376236113,0.376231598,0.376227587,0.376223576,Brazil,FiberCrop -7,6,4,0.036158961,0.036159013,0.036158872,0.03687492,0.037541696,0.038172382,0.038780685,0.038974894,0.039169703,0.039348823,0.039528726,0.039527489,0.03952624,0.039524585,0.039522855,0.039520906,0.039518957,0.039517081,0.039514938,0.039512624,0.03951031,Brazil,MiscCrop -7,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,6,6,5.85E-05,5.85E-05,5.85E-05,5.56E-05,5.29E-05,5.05E-05,4.84E-05,4.70E-05,4.58E-05,4.46E-05,4.35E-05,4.33E-05,4.31E-05,4.29E-05,4.27E-05,4.25E-05,4.23E-05,4.22E-05,4.20E-05,4.18E-05,0.0000416,Brazil,OtherGrain -7,6,7,0.154722404,0.154722406,0.154722046,0.153578316,0.152602262,0.151733633,0.150969641,0.150945284,0.150914528,0.150877601,0.150831417,0.150830213,0.150818586,0.150798299,0.150767755,0.150729396,0.150681952,0.150625954,0.150561794,0.150489801,0.150417808,Brazil,Rice -7,6,8,0.013449852,0.013449853,0.013449861,0.013837942,0.014194684,0.014523404,0.014828013,0.014852979,0.014877608,0.014902321,0.014920378,0.014920162,0.014919846,0.0149193,0.014918633,0.014917918,0.01491709,0.014916206,0.014915241,0.014914256,0.014913271,Brazil,Root_Tuber -7,6,9,0.103109971,0.103110372,0.103110246,0.103618741,0.104056098,0.104495203,0.104854453,0.105256058,0.105576887,0.105857785,0.106098037,0.106097424,0.106096181,0.106094997,0.106093458,0.106091684,0.106090091,0.10608809,0.106086404,0.106084016,0.106081628,Brazil,SugarCrop -7,6,10,0.014049883,0.01404987,0.014049898,0.014049162,0.014048413,0.014047641,0.014046737,0.014046493,0.014046246,0.014045937,0.014045637,0.01404555,0.014045425,0.014045237,0.014044992,0.014044734,0.014044446,0.014044145,0.014043817,0.014043459,0.014043101,Brazil,Wheat -7,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,10,2,0,0,0,0,0.002549924,0.002603767,0.00265759,0.002689034,0.002689051,0.002689042,0.00268904,0.002666889,0.002644919,0.002624285,0.002606062,0.002591348,0.002581205,0.002573341,0.002565506,0.002558815,0.002552124,Brazil,biomass -7,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop -7,10,4,0.007105539,0.007105207,0.007105542,0.007275838,0.00743735,0.007592553,0.007741011,0.007585822,0.007446436,0.007318968,0.007206054,0.007205894,0.007205728,0.007205498,0.007205303,0.007205085,0.007204863,0.007204621,0.007204338,0.007204132,0.007203926,Brazil,MiscCrop -7,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,10,7,0.014735906,0.014737693,0.01473079,0.014599647,0.014485584,0.014381821,0.014287181,0.014278247,0.014266935,0.014253435,0.014236461,0.014236007,0.014231727,0.01422422,0.014213143,0.014199156,0.014181822,0.014161582,0.014138178,0.014112041,0.014085904,Brazil,Rice -7,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,10,9,0.047789288,0.047788617,0.047788205,0.048029978,0.048241657,0.048454103,0.048627011,0.048821722,0.048976202,0.049111103,0.049226024,0.049225054,0.049223884,0.049222017,0.049220354,0.049218549,0.049216279,0.049214243,0.049211803,0.049209071,0.049206339,Brazil,SugarCrop -7,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,11,2,0,0,0,0,0.006563043,0.006706878,0.006847896,0.006916537,0.006985962,0.007052986,0.007120602,0.007154662,0.007188874,0.007223237,0.007257754,0.007289302,0.007317796,0.007343243,0.007365572,0.007384765,0.007403958,Brazil,biomass -7,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop -7,11,4,0.015942103,0.015940007,0.015940412,0.016318587,0.016677158,0.017021621,0.017343518,0.017454731,0.017574284,0.017686815,0.017792565,0.017792021,0.017791618,0.017790971,0.017790207,0.017789543,0.017788894,0.017788003,0.017787248,0.017786483,0.017785718,Brazil,MiscCrop -7,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice -7,11,8,0.559821424,0.559590311,0.559849194,0.565019951,0.569540331,0.573628517,0.577179225,0.579396391,0.581498082,0.583385058,0.585265918,0.585263124,0.585255743,0.585246724,0.585233325,0.585220651,0.585205455,0.585190201,0.585173052,0.585153825,0.585134598,Brazil,Root_Tuber -7,11,9,0.180975513,0.180978763,0.180992411,0.181797761,0.182493995,0.183192105,0.183762254,0.184399654,0.184908459,0.185352236,0.185731456,0.18572987,0.185727426,0.18572419,0.185720741,0.185716927,0.185712548,0.18570825,0.18570376,0.185698492,0.185693224,Brazil,SugarCrop -7,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,12,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,12,2,0,0,0,0,0.025181608,0.025171323,0.025160983,0.024863385,0.024831993,0.024832015,0.024821649,0.024927907,0.025045107,0.025162708,0.025270178,0.025367317,0.025453791,0.025519092,0.025573495,0.025638918,0.025704341,Brazil,biomass -7,12,3,0.297828688,0.297830562,0.29783037,0.286806041,0.276890964,0.267949493,0.259940048,0.255020874,0.250242441,0.245686364,0.241267144,0.241267406,0.241267897,0.241267992,0.241267018,0.241266898,0.241267679,0.241267083,0.2412666,0.241266735,0.24126687,Brazil,FiberCrop -7,12,4,0.045764242,0.04576432,0.045764277,0.046160726,0.046521748,0.046865984,0.047192864,0.04764256,0.048076462,0.048493697,0.048873638,0.048871736,0.04886941,0.04886716,0.048864234,0.048861507,0.048858383,0.048854961,0.04885164,0.048848301,0.048844962,Brazil,MiscCrop -7,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,12,7,0.861697991,0.861698219,0.861697723,0.860642649,0.859728911,0.858903317,0.858165214,0.858133064,0.858092524,0.858042848,0.857981521,0.85798052,0.857964948,0.857937534,0.857897085,0.857846006,0.857782571,0.857707459,0.857622197,0.857525132,0.857428067,Brazil,Rice -7,12,8,0.025367287,0.025367357,0.025367337,0.026066249,0.026693838,0.027278815,0.027817632,0.027910534,0.027990887,0.028059519,0.028127595,0.028127171,0.028126055,0.028124725,0.028122636,0.028120743,0.02811835,0.028115962,0.028113386,0.028110418,0.02810745,Brazil,Root_Tuber -7,12,9,0.153468498,0.153467848,0.15346809,0.154185832,0.154801217,0.155418636,0.15592446,0.156488149,0.156939736,0.157334251,0.157672415,0.157671732,0.157670177,0.157669061,0.157666804,0.157665689,0.157663705,0.157661504,0.15765874,0.157656551,0.157654362,Brazil,SugarCrop -7,12,10,0.002649843,0.002649845,0.002649846,0.002649788,0.002649735,0.002649674,0.002649612,0.002649591,0.00264958,0.002649551,0.00264952,0.002649527,0.002649507,0.002649499,0.002649487,0.002649461,0.002649448,0.002649412,0.002649389,0.002649377,0.002649365,Brazil,Wheat -7,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Canada,Corn -8,7,2,0,0,0,0,0.005901079,0.005944011,0.005980374,0.006017278,0.0060529,0.006086601,0.006081888,0.006099668,0.006075542,0.006045996,0.00601663,0.005991468,0.005967756,0.005943529,0.005921552,0.00590479,0.005888028,Canada,biomass -8,7,3,0.064214127,0.064213721,0.064213692,0.064219766,0.064217176,0.064213196,0.064206157,0.064195198,0.064185664,0.064176803,0.064167549,0.064186264,0.064199167,0.064206254,0.064209135,0.064207555,0.064201327,0.064191273,0.064177871,0.064162018,0.064146165,Canada,FiberCrop -8,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,7,5,0.001099316,0.001099304,0.001099314,0.001044947,0.001010017,0.000979333,0.000951514,0.000901831,0.000854891,0.000810709,0.000769165,0.000764893,0.000759858,0.000754129,0.000748352,0.000742947,0.000737836,0.000733053,0.000728261,0.000723685,0.000719109,Canada,OilCrop -8,7,6,0.027376495,0.02737647,0.027376479,0.027098353,0.02684639,0.026617742,0.026400109,0.026287447,0.026172531,0.026057231,0.025952249,0.025955268,0.025955162,0.025952896,0.025948055,0.025941984,0.025933882,0.025925052,0.025915149,0.025904919,0.025894689,Canada,OtherGrain -8,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,7,10,0.016468236,0.016468298,0.016468245,0.016650952,0.016791921,0.016904489,0.017001976,0.017026398,0.017042874,0.017059102,0.01707463,0.017073098,0.017070187,0.017066217,0.017061382,0.017056316,0.017050636,0.017044639,0.017038133,0.017031484,0.017024835,Canada,Wheat -8,7,11,0.15218853,0.152188148,0.152188257,0.153268279,0.154350214,0.155438563,0.156475607,0.157580834,0.158690989,0.159807921,0.160871146,0.160873331,0.160874093,0.160874932,0.160875694,0.160874983,0.1608749,0.16087344,0.160872109,0.160870456,0.160868803,Canada,FodderHerb -8,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0.999999999,0.999999998,Canada,Corn -8,8,2,0,0,0,0,0.004783952,0.004809044,0.004832101,0.004856751,0.004881016,0.004904756,0.004862905,0.004893413,0.004879952,0.004854059,0.00482835,0.004806542,0.004786488,0.004766292,0.004748105,0.004734093,0.004720081,Canada,biomass -8,8,3,0.031265729,0.031265834,0.031266181,0.031269695,0.031268156,0.031265919,0.03126183,0.031255386,0.03124988,0.03124457,0.03123926,0.031250194,0.031257625,0.031261884,0.031263431,0.031262506,0.031259086,0.03125314,0.031245285,0.031236051,0.031226817,Canada,FiberCrop -8,8,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,8,5,0.001344911,0.001344912,0.001344909,0.001310859,0.001286278,0.001265157,0.001245972,0.00116605,0.001091645,0.001021527,0.000955926,0.000954183,0.000952145,0.000949838,0.00094753,0.000945385,0.000943371,0.000941485,0.000939614,0.000937837,0.00093606,Canada,OilCrop -8,8,6,0.018053457,0.018053377,0.018053419,0.017871492,0.017699109,0.017542945,0.017395091,0.017325322,0.017262703,0.01720011,0.017130092,0.017130826,0.017130841,0.017130294,0.017129133,0.01712778,0.017126028,0.017124047,0.017121914,0.01711958,0.017117246,Canada,OtherGrain -8,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,8,10,0.014927835,0.014927912,0.014927903,0.015101999,0.015239448,0.015352152,0.015452485,0.015477854,0.015496535,0.015515145,0.015533661,0.01553328,0.015532587,0.015531709,0.015530587,0.015529394,0.015528117,0.015526817,0.015525319,0.01552376,0.015522201,Canada,Wheat -8,8,11,0.102347184,0.102347058,0.10234732,0.10311685,0.103888153,0.104664876,0.105405249,0.106195322,0.106989944,0.107789496,0.108552006,0.108553623,0.10855454,0.108555235,0.108555511,0.108555007,0.108554387,0.108553859,0.108553205,0.108551797,0.108550389,Canada,FodderHerb -8,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,9,1,0.227640468,0.227640581,0.227641035,0.222474043,0.217616528,0.213127365,0.208848472,0.203507581,0.198545245,0.193945207,0.189626727,0.189626484,0.189625771,0.189624767,0.189623311,0.189622958,0.189621433,0.189620751,0.189619276,0.189618379,0.189617482,Canada,Corn -8,9,2,0,0,0,0,0.006771511,0.006689443,0.006609489,0.006598043,0.006586244,0.006480282,0.00642087,0.00640544,0.006424871,0.006473664,0.006520046,0.006557874,0.00658417,0.006604655,0.006619379,0.006628347,0.006637315,Canada,biomass -8,9,3,0.000816365,0.000817228,0.00081732,0.000817432,0.000817384,0.000817312,0.000817182,0.000816979,0.000816802,0.000816637,0.000816467,0.000816816,0.000817051,0.000817184,0.000817237,0.000817206,0.000817093,0.000816907,0.000816657,0.000816365,0.000816073,Canada,FiberCrop -8,9,4,0.003541746,0.003541682,0.003541669,0.003542188,0.003541022,0.003539808,0.00354007,0.003541012,0.003541824,0.003542589,0.003543279,0.003542731,0.003542076,0.003541371,0.003540565,0.00353977,0.003538916,0.00353807,0.003537175,0.003536246,0.003535317,Canada,MiscCrop -8,9,5,0.000513026,0.000513025,0.000513028,0.000499065,0.000490021,0.000482123,0.000474946,0.000440761,0.000408809,0.000379,0.000351061,0.000350146,0.000349071,0.000347855,0.000346638,0.000345505,0.000344439,0.000343443,0.000342452,0.000341509,0.000340566,Canada,OilCrop -8,9,6,0.001472751,0.001472747,0.001472744,0.001462328,0.001453263,0.00144424,0.001435868,0.001428899,0.001421925,0.001414994,0.001408074,0.001408108,0.001408107,0.001408087,0.001408036,0.001407992,0.001407914,0.001407843,0.00140775,0.001407666,0.001407582,Canada,OtherGrain -8,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,9,8,0.874574917,0.874574944,0.874574994,0.877916652,0.880955133,0.883705678,0.88618292,0.886622834,0.887061445,0.88749847,0.887890464,0.88789053,0.88789041,0.887890515,0.887890363,0.887890573,0.887890484,0.887890528,0.887890491,0.887890447,0.887890403,Canada,Root_Tuber -8,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,9,10,0.002534398,0.002534402,0.002534397,0.002564554,0.002588472,0.002608145,0.00262572,0.002630174,0.002633491,0.002636792,0.002640094,0.002640052,0.002639993,0.002639908,0.002639796,0.002639682,0.002639556,0.002639422,0.002639291,0.002639147,0.002639003,Canada,Wheat -8,9,11,0.01848338,0.01848341,0.018483348,0.017954897,0.017463006,0.017013287,0.016589171,0.016065947,0.015585437,0.015144773,0.014735356,0.014735639,0.014735802,0.014735941,0.0147359,0.014735876,0.014735851,0.014735688,0.014735487,0.014735364,0.014735241,Canada,FodderHerb -8,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,10,1,0.195070939,0.195070684,0.195070362,0.190463593,0.186139212,0.182148967,0.178352569,0.173620762,0.169232631,0.165172428,0.161366048,0.161365317,0.161365009,0.161365298,0.161364483,0.161364407,0.161363679,0.161363563,0.161363313,0.161362976,0.161362639,Canada,Corn -8,10,2,0,0,0,0,0.048860021,0.048355004,0.04784881,0.047713278,0.047572541,0.047424096,0.047221969,0.047539992,0.047840204,0.048119124,0.048400352,0.04855634,0.048667176,0.048775632,0.048862259,0.048928647,0.048995035,Canada,biomass -8,10,3,0.000343851,0.000343558,0.000342972,0.000343028,0.000343003,0.000342969,0.000342903,0.000342802,0.000342715,0.000342631,0.000342546,0.00034272,0.000342838,0.000342905,0.000342929,0.000342917,0.000342859,0.000342766,0.000342641,0.000342496,0.000342351,Canada,FiberCrop -8,10,4,0.038607042,0.038606963,0.038606924,0.038620654,0.038617789,0.038614767,0.038611567,0.038626401,0.038640868,0.038655279,0.038669189,0.038667874,0.038666328,0.038664581,0.038662681,0.038660699,0.038658537,0.038656409,0.03865412,0.038651885,0.03864965,Canada,MiscCrop -8,10,5,0.089962469,0.08996229,0.089962669,0.087104838,0.084694776,0.082572761,0.080722588,0.080141341,0.079595833,0.079053893,0.078515497,0.078515244,0.078515084,0.078515141,0.078515651,0.078515385,0.07851566,0.078515242,0.078515356,0.078515427,0.078515498,Canada,OilCrop -8,10,6,0.001372293,0.001372302,0.001372287,0.001361723,0.001351851,0.001342605,0.001333968,0.001328524,0.001323054,0.001318163,0.001313274,0.001313329,0.001313329,0.00131329,0.001313198,0.001313085,0.001312943,0.001312779,0.001312597,0.001312412,0.001312227,Canada,OtherGrain -8,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,10,8,0.412725545,0.412725146,0.412726015,0.420214495,0.427212954,0.43370804,0.439692287,0.440769638,0.441846052,0.442924402,0.443895353,0.443895554,0.443894507,0.443894897,0.443894743,0.443894836,0.443895231,0.443894826,0.443894867,0.4438954,0.443895933,Canada,Root_Tuber -8,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,10,10,0.002635284,0.002635291,0.00263528,0.002666403,0.002690984,0.002711129,0.002729073,0.002733621,0.002736949,0.002740283,0.002743582,0.002743526,0.002743408,0.00274324,0.002743036,0.002742834,0.002742596,0.002742344,0.00274208,0.002741805,0.00274153,Canada,Wheat -8,10,11,0.031698001,0.031697925,0.031697893,0.030803137,0.029969907,0.029207671,0.028488235,0.027600072,0.026783701,0.026034808,0.02533838,0.025338786,0.025338982,0.025339164,0.025339068,0.025339094,0.025338955,0.025338737,0.025338466,0.025338302,0.025338138,Canada,FodderHerb -8,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,11,1,0.384396275,0.384398463,0.384408273,0.377373149,0.37072951,0.364541098,0.358594498,0.35111947,0.344108444,0.33754976,0.331341775,0.331337181,0.331329667,0.331321568,0.331312503,0.331303225,0.331292886,0.331283813,0.331273311,0.331262559,0.331251807,Canada,Corn -8,11,2,0,0,0,0,0.048901016,0.048430849,0.047926986,0.047784779,0.047948565,0.04809451,0.048252089,0.048370965,0.04846651,0.04851046,0.048535029,0.048528262,0.048570477,0.048626609,0.048679272,0.048711341,0.04874341,Canada,biomass -8,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FiberCrop -8,11,4,0.12275718,0.122759441,0.122759249,0.122565923,0.122372193,0.12217847,0.121984541,0.121653591,0.121322444,0.120992273,0.120662079,0.120659263,0.120655394,0.120651312,0.12064683,0.120642405,0.12063722,0.120632461,0.120627204,0.12062191,0.120616616,Canada,MiscCrop -8,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,OilCrop -8,11,6,0.000895021,0.0009207,0.000931507,0.000929319,0.000927355,0.000925279,0.000923065,0.000921686,0.000920504,0.000919256,0.000917919,0.000918178,0.000918191,0.000918026,0.000917632,0.000917152,0.00091651,0.000915786,0.000914976,0.000914149,0.000913322,Canada,OtherGrain -8,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,11,10,0.043836936,0.043825631,0.043846643,0.044349827,0.04474931,0.045078775,0.045373635,0.045448528,0.045504677,0.045560552,0.045616711,0.045616469,0.045615993,0.045615439,0.045614803,0.045614088,0.045613578,0.045612769,0.045611915,0.045611033,0.045610151,Canada,Wheat -8,11,11,0.461934686,0.461943513,0.461948391,0.454604113,0.447599153,0.441043174,0.434720413,0.426722525,0.419184658,0.41210467,0.405373849,0.405375309,0.405375328,0.405376087,0.405374543,0.4053759,0.405374172,0.405373892,0.40537338,0.405372132,0.405370884,Canada,FodderHerb -8,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn -8,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,13,3,0.015625105,0.015626249,0.015624026,0.015625604,0.015624972,0.0156239,0.015622091,0.015619269,0.015616802,0.015614555,0.015612228,0.015616991,0.015620288,0.015622127,0.01562288,0.015622421,0.015620904,0.015618256,0.015614828,0.015610819,0.01560681,Canada,FiberCrop -8,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,13,5,8.74E-05,8.74E-05,8.74E-05,8.33E-05,8.00E-05,7.71E-05,7.46E-05,7.08E-05,6.74E-05,6.42E-05,6.12E-05,6.12E-05,6.11E-05,6.10E-05,6.09E-05,6.08E-05,6.07E-05,6.06E-05,6.05E-05,6.04E-05,0.0000603,Canada,OilCrop -8,13,6,0.003893994,0.003893983,0.003893984,0.0038518,0.003811822,0.003775268,0.003742029,0.003727288,0.003712221,0.003697101,0.003683448,0.00368388,0.00368386,0.003683544,0.003682808,0.003681929,0.003680757,0.003679462,0.003678,0.003676512,0.003675024,Canada,OtherGrain -8,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,13,10,0.003281586,0.003281571,0.003281582,0.003317511,0.003344864,0.003366354,0.003384687,0.003389243,0.003392144,0.003394959,0.003397594,0.003397162,0.003396351,0.003395228,0.003393862,0.003392439,0.003390845,0.003389164,0.003387341,0.003385476,0.003383611,Canada,Wheat -8,13,11,0.046926734,0.046926018,0.046926163,0.047301616,0.047677849,0.048056927,0.048418733,0.048805415,0.049194721,0.049586782,0.049960882,0.049961849,0.049962438,0.049962841,0.049962891,0.049962772,0.04996241,0.049961958,0.049961337,0.049960585,0.049959833,Canada,FodderHerb -8,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,14,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn -8,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,14,3,0.006077187,0.00608398,0.006079224,0.006079932,0.006079623,0.006079173,0.006078344,0.006077082,0.006075957,0.006074922,0.006073853,0.006076039,0.006077522,0.006078369,0.006078693,0.006078512,0.006077788,0.006076612,0.00607505,0.006073207,0.006071364,Canada,FiberCrop -8,14,4,0.004047079,0.004047038,0.00404698,0.00404459,0.004043851,0.004041359,0.004038788,0.004036644,0.004034444,0.004032212,0.004029927,0.004029577,0.004029168,0.004028723,0.00402823,0.00402773,0.004027199,0.004026665,0.00402611,0.00402552,0.00402493,Canada,MiscCrop -8,14,5,2.52E-05,2.52E-05,2.52E-05,2.39E-05,2.30E-05,2.21E-05,2.13E-05,2.02E-05,1.92E-05,1.83E-05,1.74E-05,1.74E-05,1.74E-05,1.73E-05,1.73E-05,1.73E-05,1.73E-05,1.72E-05,1.72E-05,1.72E-05,0.0000172,Canada,OilCrop -8,14,6,0.002013259,0.002013226,0.002013257,0.001992602,0.001973039,0.001955329,0.001938559,0.001931493,0.001924386,0.001917287,0.001910169,0.001910252,0.001910248,0.001910196,0.001910058,0.001909897,0.001909692,0.001909457,0.001909193,0.001908933,0.001908673,Canada,OtherGrain -8,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,14,10,0.001807374,0.001807369,0.001807375,0.00182866,0.001845447,0.001859187,0.001871394,0.001874485,0.001876752,0.001879,0.001881235,0.001881184,0.001881071,0.001880939,0.00188078,0.001880607,0.00188042,0.001880205,0.001879993,0.001879772,0.001879551,Canada,Wheat -8,14,11,0.079336029,0.079335543,0.07933539,0.079948196,0.080562101,0.081180435,0.081769928,0.08239995,0.08303361,0.083671482,0.084279852,0.084281447,0.084282418,0.084282914,0.084283134,0.084282901,0.084282464,0.084281651,0.084280719,0.084279542,0.084278365,Canada,FodderHerb -8,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,15,1,0.986462512,0.986463313,0.986464892,0.986063915,0.985669667,0.985289614,0.984912614,0.984419922,0.983938909,0.983471536,0.983012463,0.983012485,0.983012463,0.983012426,0.983012389,0.983012363,0.983012343,0.983012338,0.983012292,0.983012242,0.983012192,Canada,Corn -8,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,15,3,0.001381805,0.001382739,0.001382248,0.00138244,0.001382359,0.00138223,0.001382015,0.001381668,0.001381367,0.001381096,0.001380808,0.001381394,0.001381797,0.001382024,0.001382108,0.00138206,0.001381868,0.001381546,0.001381131,0.001380628,0.001380125,Canada,FiberCrop -8,15,4,0.002556241,0.002556273,0.002556292,0.002553701,0.002551065,0.002547299,0.002543523,0.00253887,0.002534189,0.00252949,0.002524783,0.00252459,0.002524354,0.002524095,0.002523812,0.002523526,0.002523219,0.002522911,0.002522596,0.002522263,0.00252193,Canada,MiscCrop -8,15,5,3.75E-06,3.75E-06,3.74E-06,3.55E-06,3.40E-06,3.26E-06,3.15E-06,2.98E-06,2.83E-06,2.68E-06,2.55E-06,2.55E-06,2.54E-06,2.54E-06,2.53E-06,2.52E-06,2.52E-06,2.51E-06,2.51E-06,2.50E-06,0.00000249,Canada,OilCrop -8,15,6,0.00127598,0.001275973,0.001275976,0.001264691,0.001253511,0.001243491,0.001234065,0.00122911,0.001224137,0.001218652,0.001213719,0.001213743,0.001213745,0.001213724,0.001213665,0.001213601,0.001213519,0.001213434,0.001213335,0.001213224,0.001213113,Canada,OtherGrain -8,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,15,10,0.000974372,0.000974373,0.00097438,0.00098596,0.000995138,0.001002677,0.001009404,0.001011109,0.001012376,0.00101363,0.001014888,0.00101487,0.001014837,0.001014796,0.001014742,0.001014686,0.001014631,0.001014567,0.001014497,0.001014427,0.001014357,Canada,Wheat -8,15,11,0.013048379,0.013048442,0.013048466,0.013156438,0.013264836,0.013374101,0.013478427,0.01358992,0.013702197,0.013815363,0.01392343,0.013923677,0.013923783,0.013923795,0.013923841,0.01392379,0.013923823,0.013923719,0.013923466,0.013923428,0.01392339,Canada,FodderHerb -8,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,16,1,0.529451589,0.529533371,0.529446233,0.522023059,0.514945879,0.508298773,0.501863246,0.493702278,0.48597789,0.478690407,0.471736478,0.471732682,0.471726568,0.471720146,0.471713558,0.471705471,0.471698581,0.471688456,0.471681278,0.471673899,0.47166652,Canada,Corn -8,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,16,3,0.000996954,0.001002192,0.001026119,0.001026293,0.001026216,0.001026109,0.001025909,0.00102561,0.001025349,0.001025102,0.001024845,0.001025372,0.001025716,0.001025918,0.001025993,0.00102595,0.001025784,0.0010255,0.001025135,0.001024692,0.001024249,Canada,FiberCrop -8,16,4,0.002894399,0.002894443,0.002894567,0.002893825,0.002892981,0.002892102,0.002889906,0.00288947,0.002888938,0.00288838,0.002887741,0.002887339,0.002886872,0.002886346,0.00288576,0.002885172,0.002884536,0.002883907,0.002883258,0.002882562,0.002881866,Canada,MiscCrop -8,16,5,0,4.59E-07,5.05E-07,4.78E-07,4.57E-07,4.38E-07,4.22E-07,3.99E-07,3.78E-07,3.58E-07,3.40E-07,3.39E-07,3.39E-07,3.38E-07,3.37E-07,3.36E-07,3.36E-07,3.35E-07,3.34E-07,3.34E-07,0.000000334,Canada,OilCrop -8,16,6,0.000616064,0.000616178,0.000616157,0.000611264,0.000606679,0.000602384,0.000598371,0.000595719,0.000593071,0.000590433,0.000588056,0.000588068,0.000588067,0.000588059,0.000588042,0.000588019,0.000587989,0.000587956,0.00058792,0.000587883,0.000587846,Canada,OtherGrain -8,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,16,10,0.00055878,0.000558778,0.000558706,0.000565377,0.000570669,0.000575027,0.000578922,0.000579911,0.000580645,0.000581379,0.000582112,0.000582105,0.000582094,0.000582076,0.000582056,0.000582034,0.000582011,0.000581985,0.000581958,0.000581931,0.000581904,Canada,Wheat -8,16,11,0.01640683,0.016405359,0.016405829,0.016540666,0.01667639,0.016813209,0.016943819,0.017083051,0.017223309,0.017364715,0.017499699,0.017499814,0.017499904,0.017499948,0.017499942,0.017499935,0.017499886,0.017499836,0.017499778,0.017499686,0.017499594,Canada,FodderHerb -8,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -9,4,1,0.092256614,0.092256608,0.092256575,0.092996101,0.093646829,0.094266533,0.094815862,0.094887975,0.094922218,0.094956179,0.094990057,0.094987614,0.094984115,0.094979795,0.094975386,0.094970863,0.094966076,0.094961332,0.094956545,0.094951643,0.094946741,Central America and Caribbean,Corn -9,4,2,0,0,0,0,0.041868511,0.041903365,0.041938193,0.041573093,0.041262526,0.041521838,0.041747497,0.042010375,0.042274774,0.042540864,0.042790519,0.042951792,0.043113801,0.043041751,0.042969879,0.042879956,0.042790033,Central America and Caribbean,biomass -9,4,3,0.469018358,0.469018562,0.469018539,0.462529793,0.456479762,0.450655605,0.445272532,0.436998383,0.429075571,0.421510262,0.414189976,0.414197102,0.414204051,0.414206187,0.414208501,0.41420736,0.414204674,0.414199473,0.414193018,0.414186203,0.414179388,Central America and Caribbean,FiberCrop -9,4,4,0.106889797,0.106889899,0.106889959,0.108214987,0.109384224,0.110522982,0.11154179,0.112186542,0.112788931,0.113350592,0.113870727,0.113866929,0.113862311,0.113857071,0.11385143,0.113845744,0.113839599,0.113833302,0.113826932,0.113820205,0.113813478,Central America and Caribbean,MiscCrop -9,4,5,0.001126282,0.001126335,0.001126419,0.001093071,0.001062094,0.001032893,0.001005365,0.000990125,0.000975123,0.000960764,0.000947026,0.000926602,0.00090662,0.00088707,0.00086945,0.000854784,0.000842565,0.000832325,0.000823291,0.000815776,0.000808261,Central America and Caribbean,OilCrop -9,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,4,7,0.362071551,0.362071489,0.362071607,0.365146458,0.367926793,0.370301764,0.372471621,0.381502858,0.389890987,0.397613178,0.404746525,0.404746216,0.404729965,0.404701815,0.404660403,0.404606244,0.404542159,0.40446438,0.404377202,0.404278798,0.404180394,Central America and Caribbean,Rice -9,4,8,0.180137838,0.180138195,0.180138445,0.171749206,0.164145892,0.157215777,0.150912757,0.14671564,0.142773118,0.139023604,0.135508746,0.134487729,0.133472049,0.132463023,0.131508976,0.130659749,0.129864225,0.12917104,0.128579345,0.128038061,0.127496777,Central America and Caribbean,Root_Tuber -9,4,9,0.425532331,0.425534208,0.425534096,0.42588044,0.426165646,0.426449435,0.426732557,0.42680947,0.426883116,0.426956008,0.42692076,0.426916283,0.426909668,0.426901315,0.426891948,0.4268818,0.426870727,0.426859036,0.426846856,0.426833196,0.426819536,Central America and Caribbean,SugarCrop -9,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -9,5,1,0.13527404,0.13527395,0.135273288,0.133601374,0.132151694,0.130814077,0.129632852,0.127834986,0.126201224,0.12477348,0.123498966,0.123497185,0.123496054,0.123493749,0.123491918,0.123489883,0.123487836,0.12348568,0.123483121,0.123481133,0.123479145,Central America and Caribbean,Corn -9,5,2,0,0,0,0,0.048473395,0.048513331,0.048573395,0.048673912,0.048875643,0.049057927,0.049057866,0.048773796,0.048270844,0.048431648,0.048633195,0.048835737,0.04901863,0.049202219,0.049120599,0.049222725,0.049324851,Central America and Caribbean,biomass -9,5,3,0.286731249,0.286731524,0.286730875,0.283893689,0.281244308,0.278695531,0.276247596,0.272506877,0.268883921,0.265377213,0.261983286,0.261990388,0.261995677,0.261998627,0.262000005,0.261999039,0.261996538,0.261992407,0.261986574,0.261979701,0.261972828,Central America and Caribbean,FiberCrop -9,5,4,0.11121555,0.111215619,0.111215544,0.11129593,0.111375795,0.111412791,0.11149238,0.111145108,0.110797566,0.110451651,0.110148124,0.110144682,0.110141772,0.110138071,0.110134349,0.11013005,0.110125442,0.110120908,0.110116213,0.110111936,0.110107659,Central America and Caribbean,MiscCrop -9,5,5,0.001490985,0.001490976,0.001491091,0.001432612,0.001378812,0.00132933,0.001283846,0.001250724,0.001219513,0.001189597,0.001161425,0.001136383,0.001111883,0.00108791,0.001066306,0.001048321,0.001033334,0.001020783,0.001009704,0.00100049,0.000991276,Central America and Caribbean,OilCrop -9,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,5,7,0.340959874,0.340959997,0.340959594,0.346801976,0.352282088,0.357387093,0.362103024,0.36375311,0.36519378,0.366523457,0.367735528,0.367732988,0.367708261,0.367665078,0.367601223,0.36752185,0.367421801,0.367305667,0.367171291,0.367021354,0.366871417,Central America and Caribbean,Rice -9,5,8,0.113571919,0.113571909,0.113572043,0.107960174,0.102911858,0.098341787,0.094174196,0.092037175,0.090014427,0.088066587,0.086225056,0.085538609,0.084856468,0.084179565,0.083540165,0.082971978,0.082440115,0.08197693,0.081581582,0.081220397,0.080859212,Central America and Caribbean,Root_Tuber -9,5,9,0.435227766,0.435227956,0.43522772,0.439042863,0.44251231,0.445666272,0.448499426,0.452216693,0.455721062,0.459010881,0.462085536,0.462078291,0.462067742,0.462052233,0.462036595,0.462019239,0.462000651,0.461981182,0.461959789,0.46193728,0.461914771,Central America and Caribbean,SugarCrop -9,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -9,6,1,0.060874884,0.060874777,0.060874762,0.060568473,0.060294611,0.060071283,0.05987275,0.058618411,0.057504803,0.056525552,0.055652156,0.055651209,0.055649759,0.055647468,0.05564561,0.055643386,0.055641143,0.055638864,0.055636844,0.055634637,0.05563243,Central America and Caribbean,Corn -9,6,2,0,0,0,0,0.036163773,0.036163917,0.036163842,0.036467489,0.036820181,0.036804705,0.036789358,0.03649691,0.036558375,0.036589255,0.036743309,0.036898303,0.037053742,0.037194288,0.037303958,0.037398322,0.037492686,Central America and Caribbean,biomass -9,6,3,0.171426068,0.171426447,0.171425597,0.171428124,0.171427787,0.171426964,0.1714253,0.171423299,0.171420721,0.171418913,0.171417607,0.171420637,0.171423818,0.171424834,0.171425267,0.171424659,0.171423799,0.171421456,0.171419196,0.171415482,0.171411768,Central America and Caribbean,FiberCrop -9,6,4,0.068216282,0.068216347,0.068216154,0.068212288,0.06820761,0.068203196,0.068198151,0.067837197,0.06753215,0.067228266,0.066952503,0.066950701,0.066947696,0.066944871,0.066941522,0.066938088,0.066934487,0.066930773,0.066926868,0.066922762,0.066918656,Central America and Caribbean,MiscCrop -9,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop -9,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,6,7,0.671244201,0.671243571,0.671244674,0.672949785,0.674528325,0.67589964,0.677154527,0.681353651,0.685046698,0.68842699,0.691495052,0.691490917,0.691468542,0.691429175,0.691371613,0.691300319,0.691213688,0.691111677,0.690993801,0.690861984,0.690730167,Central America and Caribbean,Rice -9,6,8,0.03718519,0.037185179,0.037185013,0.035061878,0.033179482,0.03149997,0.02999052,0.029410881,0.028853257,0.028317874,0.027803392,0.027567721,0.02733343,0.027100933,0.026881242,0.026685942,0.026503037,0.02634374,0.026207487,0.026082593,0.025957699,Central America and Caribbean,Root_Tuber -9,6,9,0.477013614,0.477013033,0.477011749,0.481347185,0.485310056,0.488948986,0.492261986,0.495158692,0.497834931,0.5004008,0.502747548,0.502741411,0.502732872,0.502721764,0.502709321,0.502696367,0.502681596,0.502666284,0.502649962,0.50263195,0.502613938,Central America and Caribbean,SugarCrop -9,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,6,13,1.47E-05,1.47E-05,1.47E-05,1.41E-05,1.36E-05,1.31E-05,1.27E-05,1.23E-05,1.18E-05,1.15E-05,1.11E-05,1.10E-05,1.10E-05,1.10E-05,1.09E-05,1.09E-05,1.08E-05,1.08E-05,1.07E-05,1.07E-05,0.0000107,Central America and Caribbean,PalmFruit -9,12,1,0.004748834,0.004748811,0.004748841,0.004665813,0.004592069,0.004529201,0.00447292,0.00442304,0.004379368,0.004339873,0.004304418,0.004304405,0.004304393,0.00430441,0.004304386,0.004304419,0.004304404,0.004304385,0.004304403,0.0043044,0.004304397,Central America and Caribbean,Corn -9,12,2,0,0,0,0,0.003775538,0.003778799,0.003782072,0.00377879,0.00377715,0.003775512,0.003773873,0.003768974,0.003764061,0.003759156,0.003754247,0.003750982,0.003739581,0.003750996,0.003760805,0.003768998,0.003777191,Central America and Caribbean,biomass -9,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FiberCrop -9,12,4,0.003184749,0.003184704,0.003184704,0.003159827,0.003137821,0.003117307,0.003098256,0.003062082,0.003028924,0.002998725,0.002970083,0.002969995,0.00296988,0.002969773,0.002969644,0.002969508,0.002969379,0.002969232,0.002969079,0.002968921,0.002968763,Central America and Caribbean,MiscCrop -9,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop -9,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,12,7,0.12442195,0.124415371,0.124421019,0.124091165,0.123804658,0.123516095,0.123319731,0.123127201,0.122933061,0.122737606,0.122540072,0.122539625,0.122536695,0.122531649,0.122524685,0.122515849,0.122505253,0.1224927,0.122478403,0.122462454,0.122446505,Central America and Caribbean,Rice -9,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Root_Tuber -9,12,9,0.194162729,0.194161753,0.194162256,0.197633272,0.200880627,0.203884999,0.206641358,0.208995221,0.21122577,0.213256674,0.215226831,0.215226513,0.215225539,0.215223401,0.215222227,0.215222007,0.215219852,0.215219069,0.215217031,0.215215025,0.215213019,Central America and Caribbean,SugarCrop -9,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -10,7,1,0.993685478,0.993685363,0.993685293,0.993628514,0.993608955,0.99359295,0.993576664,0.993571389,0.993564857,0.993557604,0.993547222,0.993542133,0.993535111,0.993526145,0.993516551,0.993506715,0.993495964,0.993484983,0.993473833,0.993462422,0.993451011,Central Asia,Corn -10,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,7,3,0.988252156,0.988252162,0.9882521,0.988452465,0.988617905,0.988770065,0.988908067,0.988703815,0.988492075,0.98826674,0.988021119,0.988038179,0.988049535,0.98805578,0.988057962,0.98805612,0.988050127,0.988040682,0.988028174,0.988013312,0.98799845,Central Asia,FiberCrop -10,7,4,0.911548612,0.9115484,0.911548575,0.912115101,0.9126406,0.91316194,0.913644039,0.913558405,0.913469668,0.913379583,0.913287334,0.913272473,0.913254553,0.913234966,0.913212965,0.913190814,0.913166848,0.913142907,0.913118262,0.913092183,0.913066104,Central Asia,MiscCrop -10,7,5,0.33065884,0.330658546,0.330657976,0.324983691,0.323756791,0.322522459,0.320967511,0.296911128,0.276247469,0.258284383,0.242524336,0.241045114,0.239284235,0.237258883,0.235197312,0.233251297,0.231374353,0.22957195,0.227747399,0.225991048,0.224234697,Central Asia,OilCrop -10,7,6,0.288178717,0.288179357,0.288177674,0.287845603,0.28767443,0.287310114,0.286735371,0.282146347,0.277879074,0.274024121,0.27046161,0.270679815,0.270706606,0.270601637,0.270326605,0.269976837,0.269496819,0.268951386,0.268330545,0.267694873,0.267059201,Central Asia,OtherGrain -10,7,7,0.967804239,0.967804244,0.967804323,0.969054598,0.970141074,0.971118637,0.971989448,0.972683471,0.973321313,0.973905072,0.974430892,0.974534666,0.974610792,0.974664218,0.974691679,0.974698775,0.974682222,0.974644727,0.974584359,0.974501809,0.974419259,Central Asia,Rice -10,7,8,0.484096417,0.484095988,0.484096079,0.483631695,0.483153669,0.482673199,0.482185344,0.481830922,0.481559807,0.48128519,0.480995239,0.480985911,0.480959943,0.48092845,0.480881274,0.480835355,0.480781276,0.480726686,0.480666665,0.480598888,0.480531111,Central Asia,Root_Tuber -10,7,9,0.14406752,0.144067194,0.144067069,0.143741128,0.143598628,0.143447809,0.143287409,0.143158822,0.143017542,0.142868909,0.142712159,0.142690286,0.142659885,0.142619823,0.142576369,0.142530146,0.142481176,0.142428978,0.142375551,0.14231389,0.142252229,Central Asia,SugarCrop -10,7,10,0.250779346,0.250779221,0.250779251,0.250586404,0.250390474,0.250178081,0.249944558,0.253244994,0.256483037,0.259576717,0.262600975,0.262584095,0.262548753,0.262497207,0.262432781,0.262364872,0.262286506,0.262203084,0.262111565,0.26201788,0.261924195,Central Asia,Wheat -10,7,11,0.98969045,0.9896905,0.989690438,0.989693309,0.989694405,0.989695405,0.989696326,0.989701216,0.989705435,0.989709224,0.989708363,0.989710187,0.989711331,0.989712017,0.989712267,0.989712182,0.989711666,0.989710852,0.989709712,0.989708342,0.989706972,Central Asia,FodderHerb -10,7,12,0.680390384,0.680390436,0.680390589,0.680390254,0.680390445,0.680390695,0.680390208,0.680390347,0.680390216,0.680390092,0.680390342,0.68039077,0.68039042,0.680390183,0.680390435,0.680390343,0.680390605,0.680390493,0.680390667,0.68039003,0.680389393,Central Asia,FodderGrass -10,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,8,1,0.960947829,0.960947735,0.960947789,0.960592833,0.960472471,0.960373994,0.960273939,0.960241791,0.960201943,0.960157654,0.960094721,0.960064234,0.960021813,0.959967578,0.959909494,0.959849865,0.959784638,0.959717751,0.959649823,0.959580488,0.959511153,Central Asia,Corn -10,8,2,0,0,0,0,0.454361636,0.455536139,0.456389733,0.460498456,0.463242055,0.466430374,0.46783263,0.468811969,0.469551788,0.470008259,0.470143255,0.469454984,0.468816212,0.468030894,0.467227582,0.466530519,0.465833456,Central Asia,biomass -10,8,3,0.980934044,0.980933977,0.980933946,0.981255989,0.981522289,0.981767531,0.981989648,0.98166022,0.981318458,0.980955003,0.980559097,0.980587315,0.980606214,0.980616514,0.980620196,0.980617186,0.980607338,0.980591754,0.980571135,0.980546554,0.980521973,Central Asia,FiberCrop -10,8,4,0.880586237,0.880586278,0.880586167,0.880869177,0.881102136,0.8813328,0.881560701,0.881584957,0.881605084,0.881623416,0.881638887,0.881619919,0.881597358,0.881572295,0.881544493,0.881516549,0.881486491,0.881456122,0.881424963,0.88139203,0.881359097,Central Asia,MiscCrop -10,8,5,0.535470901,0.535470605,0.535470786,0.53090346,0.530495778,0.529951278,0.529065142,0.507426821,0.488267253,0.471168082,0.455859611,0.454288481,0.452425754,0.450286691,0.448118669,0.446077611,0.444112579,0.442230834,0.440327182,0.438504522,0.436681862,Central Asia,OilCrop -10,8,6,0.35972765,0.359727894,0.359727398,0.359585274,0.35958608,0.359542776,0.359249739,0.357415231,0.355708604,0.354179648,0.35271517,0.352820746,0.352835013,0.352785951,0.352653207,0.352486602,0.352257031,0.351995525,0.351700763,0.351398728,0.351096693,Central Asia,OtherGrain -10,8,7,0.950322119,0.95032198,0.950322022,0.952219045,0.953898514,0.955422961,0.956797203,0.957881493,0.958887511,0.95981825,0.960670577,0.960830153,0.960960331,0.961065928,0.961143937,0.961200171,0.961232017,0.961241567,0.961227676,0.961191457,0.961155238,Central Asia,Rice -10,8,8,0.588744825,0.588744517,0.588744652,0.58827581,0.587792005,0.587305428,0.586811932,0.586463712,0.586193733,0.585919603,0.585629147,0.585619009,0.585590815,0.58555637,0.585504139,0.585454891,0.585395478,0.58533658,0.585270731,0.585196472,0.585122213,Central Asia,Root_Tuber -10,8,9,0.513095087,0.513094701,0.513094608,0.512533944,0.51229096,0.512032306,0.511757264,0.511537208,0.511293943,0.511037369,0.510765793,0.510729352,0.510677135,0.510609955,0.510535498,0.510456696,0.510369669,0.510279969,0.510185366,0.510077939,0.509970512,Central Asia,SugarCrop -10,8,10,0.299769962,0.299770178,0.299770992,0.299626237,0.29948581,0.299332477,0.299167359,0.302882896,0.306525766,0.310002891,0.313405059,0.313392084,0.313367958,0.313332751,0.31329065,0.313243483,0.313191695,0.313135541,0.313073556,0.313012285,0.312951014,Central Asia,Wheat -10,8,11,0.948616026,0.948615976,0.948616111,0.948622718,0.948625467,0.948627691,0.948629977,0.948641945,0.948651901,0.948661314,0.948648705,0.948653022,0.948656024,0.948657506,0.948658106,0.948657937,0.948656605,0.94865465,0.948651964,0.948648712,0.94864546,Central Asia,FodderHerb -10,8,12,0.705356808,0.705356156,0.705355639,0.705355583,0.705355774,0.705356016,0.705355911,0.705355897,0.705355773,0.705356626,0.705356771,0.705356474,0.705356207,0.705355404,0.705355369,0.705355221,0.705355226,0.705356114,0.705354975,0.705356607,0.705358239,Central Asia,FodderGrass -10,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,9,1,0.248088813,0.24808882,0.248088669,0.245331258,0.243425164,0.24159769,0.23985552,0.23943921,0.239000546,0.238549421,0.238172022,0.238081471,0.237954523,0.237792945,0.237620305,0.237442934,0.237248332,0.237048723,0.236847243,0.236642237,0.236437231,Central Asia,Corn -10,9,2,0,0,0,0,0.260401685,0.262744657,0.264649026,0.26632912,0.267402905,0.268598048,0.269792001,0.271030105,0.271934164,0.272355665,0.272004629,0.27156879,0.271132437,0.270560915,0.269964851,0.269450972,0.268937093,Central Asia,biomass -10,9,3,0.985331541,0.985331551,0.985331596,0.98811804,0.9907491,0.993287787,0.99577628,0.995697004,0.995614862,0.995527499,0.995432264,0.995440583,0.995446132,0.995449177,0.995450242,0.995449369,0.995446487,0.995441911,0.995435802,0.995428585,0.995421368,Central Asia,FiberCrop -10,9,4,0.723804971,0.723805673,0.723805465,0.725139795,0.726465267,0.727697552,0.728923321,0.729149623,0.729368584,0.729586892,0.729712788,0.729684797,0.729650622,0.729613532,0.72957168,0.72952874,0.729484089,0.72943795,0.729392303,0.729342256,0.729292209,Central Asia,MiscCrop -10,9,5,0.060279556,0.060279944,0.06028007,0.060187037,0.060124262,0.060086546,0.060049624,0.055797379,0.052084601,0.048825866,0.045931149,0.045923653,0.04591523,0.045905087,0.045895321,0.045886115,0.045877286,0.045868661,0.045860361,0.045852452,0.045844543,Central Asia,OilCrop -10,9,6,0.201865411,0.201865824,0.201865212,0.201218193,0.200695178,0.200142058,0.19955228,0.199155439,0.198775192,0.198377894,0.197954844,0.198036439,0.198048278,0.198014089,0.197917708,0.19779408,0.197623315,0.19742957,0.197208856,0.196984235,0.196759614,Central Asia,OtherGrain -10,9,7,0.75333075,0.753330646,0.753329851,0.760604874,0.767326201,0.773495571,0.779107412,0.783603653,0.787802828,0.791711476,0.795300485,0.796005178,0.796565029,0.79700436,0.797307328,0.797499878,0.797564833,0.79751275,0.797344471,0.797063251,0.796782031,Central Asia,Rice -10,9,8,0.687613898,0.687613716,0.687614009,0.687212073,0.686798193,0.686381614,0.685959949,0.685653677,0.685419982,0.685182076,0.684930605,0.684923219,0.684900938,0.684873269,0.68483224,0.684793295,0.684746121,0.684698883,0.684646589,0.684588212,0.684529835,Central Asia,Root_Tuber -10,9,9,0.308524021,0.30851956,0.308524535,0.308307003,0.3082124,0.308115171,0.308009589,0.307925574,0.307833949,0.307735592,0.307632879,0.307618537,0.307599763,0.307575209,0.307547077,0.307518052,0.307486069,0.307451601,0.307415336,0.307374435,0.307333534,Central Asia,SugarCrop -10,9,10,0.161198644,0.161198663,0.161198629,0.161052488,0.160916216,0.160769276,0.160609908,0.162930807,0.165213504,0.167397409,0.169599316,0.169589458,0.16956666,0.169533143,0.169491514,0.16944713,0.169396041,0.16934069,0.169280354,0.169219154,0.169157954,Central Asia,Wheat -10,9,11,0.268571366,0.268571892,0.268571178,0.270232792,0.27188465,0.273542019,0.275117304,0.276826242,0.2785358,0.280247023,0.281873213,0.281892455,0.281904064,0.281911914,0.281914373,0.281911897,0.281908004,0.281899336,0.281886737,0.281873078,0.281859419,Central Asia,FodderHerb -10,9,12,0.05234631,0.052346177,0.052346092,0.052346219,0.052346265,0.052346218,0.052346196,0.052346215,0.052346224,0.052346225,0.052346161,0.052346062,0.052346217,0.052346246,0.052346181,0.052346246,0.052346206,0.052346192,0.052346147,0.052346134,0.052346121,Central Asia,FodderGrass -10,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,10,1,0.06271756,0.062717596,0.062717482,0.062593479,0.062550665,0.062515632,0.062480216,0.062468903,0.062454471,0.062438828,0.062422466,0.062411243,0.06239588,0.062376271,0.062355703,0.062334464,0.062311655,0.062288505,0.062265105,0.062241121,0.062217137,Central Asia,Corn -10,10,2,0,0,0,0,0.144858199,0.144347367,0.143774359,0.143290412,0.142845849,0.142385294,0.141989011,0.140814277,0.140758563,0.140805271,0.140800097,0.141471598,0.142559094,0.143432351,0.143929066,0.143350145,0.142771224,Central Asia,biomass -10,10,3,0.73764767,0.737647573,0.737652062,0.737652548,0.737652108,0.737652114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,10,4,0.522417101,0.522416895,0.522417125,0.522803121,0.523074478,0.523451729,0.523717081,0.524124145,0.524524028,0.524813724,0.525208229,0.525182281,0.525151189,0.525117814,0.525079641,0.525041054,0.525000654,0.52495906,0.524916077,0.524870852,0.524825627,Central Asia,MiscCrop -10,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,10,6,0.273365457,0.273366468,0.273366358,0.272779723,0.272221405,0.271743142,0.271256373,0.270850099,0.270430986,0.270009229,0.269580958,0.269600584,0.269603208,0.269594123,0.269571165,0.269541172,0.269500163,0.269454075,0.269401548,0.269347164,0.26929278,Central Asia,OtherGrain -10,10,7,0.999999998,0.999999997,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999991,Central Asia,Rice -10,10,8,0.494379274,0.494379105,0.494379185,0.494308338,0.494231067,0.494152035,0.494070113,0.494054816,0.49402802,0.493998584,0.493962002,0.493957092,0.493943745,0.493927906,0.493903625,0.49388081,0.493852932,0.493825558,0.49379487,0.493759771,0.493724672,Central Asia,Root_Tuber -10,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,10,10,0.235167038,0.235167131,0.235167274,0.234994414,0.234821146,0.234711302,0.23450733,0.234452462,0.234391516,0.234325653,0.234253733,0.234239354,0.234210233,0.234167117,0.234114216,0.23405912,0.233995501,0.233927832,0.233853077,0.23377772,0.233702363,Central Asia,Wheat -10,10,11,0.062714205,0.062645011,0.062661833,0.062672967,0.062677928,0.062682069,0.062685598,0.06270616,0.062723194,0.062739297,0.06275384,0.062761363,0.062766086,0.062769008,0.062770155,0.062769655,0.062767518,0.062764208,0.062759474,0.062753821,0.062748168,Central Asia,FodderHerb -10,10,12,0.913584709,0.913582881,0.913585623,0.913585569,0.913585532,0.913585913,0.913585522,0.913585562,0.913585425,0.913585464,0.913585557,0.91358583,0.913585312,0.913585918,0.913585529,0.913585496,0.913585547,0.91358589,0.913585306,0.913585528,0.91358575,Central Asia,FodderGrass -10,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,11,1,0.081788558,0.081788105,0.081787902,0.081689405,0.081655264,0.081627264,0.08159902,0.081589865,0.081578435,0.081565771,0.081552528,0.081543619,0.081531257,0.081515618,0.081498955,0.081481943,0.081463673,0.081444901,0.081426032,0.081406757,0.081387482,Central Asia,Corn -10,11,2,0,0,0,0,0.17524208,0.173858478,0.172420326,0.171033743,0.169642452,0.168302613,0.166981673,0.168773626,0.170533403,0.172252326,0.173798226,0.174211241,0.173795976,0.173374288,0.173012109,0.172650105,0.172288101,Central Asia,biomass -10,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,11,4,0.603083983,0.603083139,0.603083513,0.603452827,0.603817054,0.604178201,0.604536017,0.604924813,0.605412213,0.605792762,0.606169744,0.606144204,0.606113654,0.606080379,0.606042526,0.606004694,0.605963891,0.60592321,0.60588086,0.605835968,0.605791076,Central Asia,MiscCrop -10,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,11,6,0.338915072,0.338916196,0.338916529,0.33823879,0.337595653,0.337041689,0.336477778,0.335915513,0.335338234,0.334756314,0.334264103,0.334287673,0.334291086,0.334280183,0.334251221,0.334214768,0.334164015,0.334106872,0.334042129,0.333975549,0.333908969,Central Asia,OtherGrain -10,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,11,8,0.581742716,0.58174182,0.581744056,0.581681708,0.581612732,0.581542726,0.581469346,0.581456287,0.581432219,0.58140558,0.581373106,0.581368735,0.581356956,0.581342422,0.581320943,0.581300198,0.581275405,0.581250615,0.581223264,0.581191993,0.581160722,Central Asia,Root_Tuber -10,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,11,10,0.292591287,0.292590796,0.292590615,0.292440302,0.292290033,0.292217358,0.292040911,0.291993406,0.291940709,0.291884229,0.291821048,0.291809789,0.291783825,0.291746135,0.29170017,0.291652039,0.291598571,0.291539376,0.291474769,0.29140921,0.291343651,Central Asia,Wheat -10,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb -10,11,12,1,1,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass -10,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,12,1,0.019868747,0.019868871,0.019868584,0.019857167,0.019853194,0.019849946,0.019846615,0.019845437,0.01984412,0.019842597,0.019841114,0.019839989,0.019838479,0.019836679,0.019834648,0.019832599,0.019830322,0.019828084,0.019825783,0.019823468,0.019821153,Central Asia,Corn -10,12,2,0,0,0,0,0.058340201,0.05780638,0.057255834,0.056727049,0.056198561,0.055668223,0.055169024,0.055834586,0.056492378,0.057138695,0.05772134,0.057876197,0.057717759,0.05755728,0.057419556,0.057282155,0.057144754,Central Asia,biomass -10,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,12,4,0.249316688,0.249316716,0.249316552,0.249605331,0.249805795,0.250087738,0.250282971,0.250586807,0.250885721,0.251102487,0.251395874,0.251373779,0.251347383,0.251319245,0.251286285,0.251251741,0.251215463,0.251178503,0.251139646,0.251098705,0.251057764,Central Asia,MiscCrop -10,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,12,6,0.114856954,0.114857582,0.114858662,0.114411562,0.114026109,0.113636254,0.113285508,0.112941704,0.112590603,0.112280865,0.111924512,0.11193643,0.111938171,0.111932718,0.111918306,0.111899265,0.11187416,0.111844368,0.111811541,0.111777352,0.111743163,Central Asia,OtherGrain -10,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,12,8,0.203034987,0.20303478,0.203035051,0.203017044,0.202997046,0.202977021,0.20295501,0.202951431,0.202944523,0.20293683,0.202926622,0.20292516,0.2029216,0.202917419,0.202911021,0.202905051,0.202896853,0.202890342,0.202881278,0.202872327,0.202863376,Central Asia,Root_Tuber -10,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,12,10,0.081178252,0.081178519,0.081177958,0.081144389,0.081110031,0.081104829,0.081063305,0.081051982,0.081039241,0.081025756,0.0810106,0.081007636,0.081001294,0.080992267,0.080981003,0.080969245,0.080955639,0.080941,0.080925047,0.080908506,0.080891965,Central Asia,Wheat -10,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb -10,12,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass -10,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,13,1,0.850773086,0.850772768,0.850772817,0.850660012,0.850622148,0.85059169,0.850560609,0.850550358,0.850538231,0.850524286,0.850454437,0.850445289,0.850431729,0.850415096,0.850397378,0.8503796,0.850359327,0.850338797,0.850318241,0.850297056,0.850275871,Central Asia,Corn -10,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,13,3,0.418763715,0.418763387,0.418763732,0.422725755,0.426329687,0.429725265,0.432905892,0.428568515,0.42413742,0.419506052,0.414567567,0.414614642,0.414646774,0.414664418,0.414670518,0.414665239,0.414648356,0.414621846,0.414586679,0.414545504,0.414504329,Central Asia,FiberCrop -10,13,4,0.361666195,0.361665748,0.361665884,0.362654581,0.363632156,0.364503137,0.365367396,0.365399604,0.365416771,0.365329288,0.365331452,0.365269539,0.365195609,0.365113528,0.365021599,0.364930196,0.364831358,0.364730907,0.364627488,0.364518637,0.364409786,Central Asia,MiscCrop -10,13,5,0.070434458,0.070434879,0.070434729,0.063763496,0.059987743,0.056805938,0.054022655,0.050538404,0.047584307,0.04504086,0.042835747,0.042267483,0.041592461,0.04081781,0.040031898,0.039291655,0.03857957,0.037897115,0.037207949,0.036546072,0.035884195,Central Asia,OilCrop -10,13,6,0.119036456,0.119036246,0.119036568,0.11858758,0.118292033,0.117865941,0.117293465,0.113985667,0.110936997,0.108165501,0.105595852,0.105761026,0.105782331,0.105704482,0.105496447,0.105233908,0.104872369,0.104460683,0.103993224,0.103513905,0.103034586,Central Asia,OtherGrain -10,13,7,0.812457296,0.812457649,0.812456777,0.818607259,0.82433855,0.829674784,0.834634621,0.838492697,0.842157674,0.845636522,0.848935991,0.849494605,0.850044916,0.850588098,0.851123328,0.851651345,0.852171691,0.852685382,0.853193006,0.853693198,0.85419339,Central Asia,Rice -10,13,8,0.195549269,0.195549531,0.195549026,0.195337487,0.195124925,0.194911517,0.194699007,0.194492675,0.194354802,0.194215377,0.194075915,0.194075639,0.194074389,0.194072025,0.194069541,0.194067114,0.194064585,0.194061995,0.19405913,0.19405649,0.19405385,Central Asia,Root_Tuber -10,13,9,0.438587968,0.43858823,0.43858778,0.437920427,0.437633293,0.437328231,0.437004522,0.436745528,0.436461349,0.436162262,0.435845355,0.435804223,0.435744438,0.435666334,0.435580127,0.435489203,0.435389327,0.435284259,0.435174508,0.435050381,0.434926254,Central Asia,SugarCrop -10,13,10,0.013208189,0.01320818,0.013208153,0.01317984,0.013147646,0.013112488,0.01307385,0.013295743,0.013514077,0.013723264,0.013928341,0.013924912,0.013918241,0.013908939,0.013897517,0.013885657,0.013872195,0.01385779,0.013842272,0.013826363,0.013810454,Central Asia,Wheat -10,13,11,0.761136992,0.761136349,0.761136316,0.761170826,0.761185197,0.761197491,0.761208818,0.761269748,0.761321553,0.761369519,0.761334111,0.761356506,0.76137188,0.761380178,0.761383089,0.76138188,0.761375168,0.761365485,0.761350992,0.761333834,0.761316676,Central Asia,FodderHerb -10,13,12,0.083487666,0.083487495,0.083487716,0.083487529,0.083487448,0.083487577,0.083487608,0.083487471,0.083487686,0.083487539,0.083487433,0.083487518,0.083487556,0.083487473,0.083487495,0.083487582,0.083487826,0.083487435,0.083487696,0.083487514,0.083487332,Central Asia,FodderGrass -10,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,14,1,0.950090187,0.950090204,0.95009037,0.94988458,0.949753283,0.949626874,0.949478828,0.949450762,0.949420845,0.949389788,0.949337539,0.949330977,0.949321343,0.949309318,0.949296332,0.949283378,0.949268927,0.949253981,0.949239116,0.949224094,0.949209072,Central Asia,Corn -10,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,14,3,0.805397548,0.805397561,0.805397585,0.80793068,0.810209529,0.812333499,0.814303463,0.811614858,0.808830238,0.805876946,0.802680575,0.802709551,0.802729427,0.802739996,0.802743293,0.802740285,0.802730242,0.802714344,0.802692817,0.802667496,0.802642175,Central Asia,FiberCrop -10,14,4,0.39874445,0.398744703,0.398744677,0.399908571,0.401063923,0.402215199,0.403258457,0.403102006,0.402933859,0.402867288,0.402688687,0.402641526,0.40258687,0.402525196,0.402456593,0.402388027,0.402314306,0.402240054,0.402163946,0.402083541,0.402003136,Central Asia,MiscCrop -10,14,5,0.060496963,0.060496983,0.060496871,0.055890646,0.05291877,0.050477727,0.048394407,0.0456656,0.043427325,0.041548219,0.039963368,0.039725734,0.039445282,0.039125913,0.03880455,0.03850444,0.038217849,0.037945481,0.03767245,0.037412012,0.037151574,Central Asia,OilCrop -10,14,6,0.175812852,0.175813346,0.175813254,0.175635015,0.175508921,0.175348001,0.175145188,0.173498402,0.171928475,0.170532501,0.169238022,0.169322196,0.169333683,0.169294235,0.169189436,0.169056175,0.168873512,0.168666132,0.168431091,0.168191052,0.167951013,Central Asia,OtherGrain -10,14,7,0.341980481,0.341979658,0.341979978,0.35124402,0.360202299,0.368842717,0.377151014,0.383803731,0.390285435,0.396588979,0.402708155,0.403759624,0.404797637,0.405826996,0.40684617,0.407854448,0.408852726,0.409844352,0.410826087,0.411798479,0.412770871,Central Asia,Rice -10,14,8,0.146744255,0.146743861,0.146744143,0.146543272,0.146338558,0.146133848,0.145928859,0.145758038,0.145635042,0.145511846,0.145384527,0.145381952,0.145374915,0.145366398,0.14535344,0.145342112,0.145327145,0.145313466,0.145296964,0.145278534,0.145260104,Central Asia,Root_Tuber -10,14,9,0.455097316,0.455096991,0.455096915,0.45443842,0.454153782,0.453850651,0.453528568,0.453270906,0.452986672,0.452687046,0.452369672,0.452327739,0.452267113,0.452188924,0.452102224,0.452010821,0.451909457,0.451803784,0.451693408,0.451567763,0.451442118,Central Asia,SugarCrop -10,14,10,0.100214071,0.100214115,0.100214461,0.100050768,0.099878959,0.099692018,0.099489927,0.101046935,0.102578219,0.104045132,0.105482761,0.105466425,0.105434114,0.10538848,0.105332327,0.105273513,0.105206753,0.105135751,0.105058738,0.10498047,0.104902202,Central Asia,Wheat -10,14,11,0.879944589,0.879944689,0.879944287,0.879266745,0.878622653,0.877975665,0.877324712,0.877211502,0.877094927,0.876975478,0.876854493,0.876865042,0.876871892,0.87687598,0.876877147,0.876876518,0.876873612,0.876868904,0.876862532,0.876854884,0.876847236,Central Asia,FodderHerb -10,14,12,0.325630229,0.325630557,0.325630941,0.32563053,0.32563019,0.325630427,0.325630324,0.325630392,0.325630436,0.325630171,0.325630427,0.325630659,0.325629982,0.32563046,0.325631168,0.325630796,0.325630551,0.325630455,0.325630896,0.325630517,0.325630138,Central Asia,FodderGrass -10,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,15,1,0.003120008,0.003119758,0.003119819,0.003070462,0.003028082,0.002988087,0.002949858,0.002941505,0.00293301,0.002924444,0.002915844,0.002915194,0.002914312,0.002913189,0.002911996,0.002910784,0.002909447,0.002908107,0.002906762,0.002905393,0.002904024,Central Asia,Corn -10,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,15,3,0.368462295,0.368461993,0.368462167,0.37226951,0.375719931,0.37897363,0.382020077,0.377835332,0.373573016,0.369127151,0.364395713,0.364468006,0.364515203,0.364542847,0.364552105,0.364544511,0.364518847,0.364479516,0.364428238,0.364365711,0.364303184,Central Asia,FiberCrop -10,15,4,0.140878477,0.140878514,0.14087858,0.140842633,0.140802622,0.140708338,0.140664407,0.1404859,0.140355504,0.140224366,0.140089814,0.14007126,0.14004945,0.140025442,0.139998234,0.139971103,0.139941962,0.139912861,0.139882879,0.139850956,0.139819033,Central Asia,MiscCrop -10,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,15,6,0.090589734,0.090590069,0.090589951,0.090400693,0.090225992,0.090083144,0.089936197,0.088530777,0.087241408,0.0861031,0.085075178,0.085084893,0.085086274,0.085081734,0.085069818,0.085054686,0.085033829,0.085010082,0.084983383,0.084956127,0.084928871,Central Asia,OtherGrain -10,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,Rice -10,15,8,0.350236723,0.350237536,0.350237319,0.350177558,0.350012782,0.349846884,0.349677623,0.349566852,0.349443944,0.349418783,0.349388095,0.349384906,0.34937358,0.349360995,0.349338956,0.349320569,0.349297445,0.349274756,0.349249326,0.349220116,0.349190906,Central Asia,Root_Tuber -10,15,9,0.228176293,0.228180288,0.228213205,0.227341743,0.22670681,0.226137086,0.22555703,0.225017257,0.22446225,0.223899027,0.223325811,0.22330002,0.223263622,0.223216034,0.223162845,0.223106266,0.223044975,0.222980017,0.222912641,0.222834912,0.222757183,Central Asia,SugarCrop -10,15,10,0.018147875,0.018147861,0.018147814,0.018147777,0.018147706,0.018147611,0.018147389,0.018319154,0.018484635,0.018643596,0.018803797,0.018803848,0.01880377,0.018803887,0.018803758,0.018803794,0.018803763,0.018803692,0.018803567,0.018803618,0.018803669,Central Asia,Wheat -10,15,11,0.096984176,0.09698684,0.096982415,0.096157751,0.095332477,0.094549514,0.0938096,0.093682716,0.093552829,0.093421934,0.093253329,0.093260991,0.093266166,0.093269573,0.093270836,0.093270266,0.093267976,0.093263951,0.093258798,0.093253113,0.093247428,Central Asia,FodderHerb -10,15,12,0.011840375,0.011840838,0.011840744,0.011840741,0.011840754,0.011840747,0.011840728,0.011840713,0.011840697,0.011840755,0.011840769,0.011840715,0.011840788,0.011840714,0.011840726,0.011840744,0.011840738,0.011840688,0.011840781,0.011840784,0.011840787,Central Asia,FodderGrass -10,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,16,1,0.009402704,0.009402628,0.009402759,0.009387701,0.009382429,0.009378258,0.009373937,0.009372519,0.009370844,0.009368855,0.009366923,0.009365571,0.009363643,0.009361214,0.009358762,0.009356265,0.009353417,0.009350584,0.009347804,0.009344854,0.009341904,Central Asia,Corn -10,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,16,4,0.239422758,0.239422692,0.239421959,0.239629714,0.239834056,0.240037292,0.240239247,0.240539671,0.240757288,0.240973828,0.241188745,0.241171635,0.241153415,0.241132576,0.241108456,0.241085903,0.241060066,0.2410338,0.241007856,0.240979773,0.24095169,Central Asia,MiscCrop -10,16,5,0.007909987,0.007910753,0.007910781,0.007876614,0.007845991,0.007812107,0.007781725,0.007771624,0.007758178,0.007748095,0.00773805,0.007738056,0.007738044,0.007738031,0.00773804,0.00773804,0.007738043,0.007738046,0.007738047,0.007738035,0.007738023,Central Asia,OilCrop -10,16,6,0.087463413,0.087463214,0.087463497,0.087248618,0.087076132,0.086902064,0.086726108,0.086537332,0.086345775,0.086153217,0.085993964,0.085999021,0.085999548,0.085997137,0.08599088,0.085983282,0.085972315,0.085959822,0.085945828,0.085931489,0.08591715,Central Asia,OtherGrain -10,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,16,8,0.197723895,0.197721675,0.197722606,0.197696956,0.19766916,0.19764047,0.197610982,0.19760539,0.19759583,0.197585193,0.1975719,0.197570858,0.197565773,0.197560117,0.197551362,0.197543121,0.197532735,0.197523177,0.197512132,0.19749975,0.197487368,Central Asia,Root_Tuber -10,16,9,0.958002838,0.957987916,0.957958476,0.95776533,0.957622019,0.957493396,0.957362582,0.957239616,0.957113094,0.9569843,0.956853257,0.956847873,0.956839908,0.956829912,0.956818734,0.956806898,0.956793774,0.95678032,0.956765914,0.956749708,0.956733502,Central Asia,SugarCrop -10,16,10,0.090670406,0.090670707,0.090670873,0.090635958,0.090601375,0.090599809,0.090559141,0.090548199,0.09053594,0.090522912,0.090508528,0.090505653,0.090499863,0.090491297,0.090480834,0.090469747,0.090456973,0.090443424,0.090428692,0.090413725,0.090398758,Central Asia,Wheat -10,16,11,0.446107784,0.446115288,0.446140716,0.44614054,0.446140743,0.446140842,0.446140829,0.446141048,0.44614066,0.446140632,0.446140484,0.446140753,0.446140956,0.446140683,0.446140745,0.446140758,0.446140622,0.446140979,0.446140954,0.446140939,0.446140924,Central Asia,FodderHerb -10,16,12,0.964895417,0.964901326,0.964901675,0.964901743,0.96490183,0.964901666,0.964901717,0.964901733,0.964901711,0.964901581,0.964901747,0.964901699,0.964901593,0.964901574,0.9649016,0.96490168,0.964901593,0.964901666,0.964901654,0.964901749,0.964901844,Central Asia,FodderGrass -10,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -11,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn -11,4,2,0,0,0,0,0.221948101,0.220217639,0.218496223,0.218944978,0.219394327,0.219844503,0.220295557,0.221046667,0.221798266,0.222553163,0.22331056,0.223916839,0.224524521,0.225057504,0.225514246,0.225973018,0.22643179,China,biomass -11,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,4,4,0.378892157,0.378892808,0.378892659,0.385113195,0.390758705,0.395815942,0.400378975,0.402049615,0.403618325,0.405083897,0.406446977,0.406445807,0.406444984,0.406443893,0.406442412,0.406441399,0.406440139,0.406438778,0.406437479,0.406435854,0.406434229,China,MiscCrop -11,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OilCrop -11,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OtherGrain -11,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,4,8,0.042748492,0.042737615,0.042761908,0.041235794,0.039891961,0.038718527,0.037671284,0.037432377,0.037208761,0.036986183,0.036763908,0.036763313,0.036761253,0.036759033,0.036755934,0.036752687,0.036748748,0.036745312,0.036741166,0.036736495,0.036731824,China,Root_Tuber -11,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat -11,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn -11,5,2,0,0,0,0,0.206258847,0.204308215,0.202405763,0.203174245,0.201680043,0.199834231,0.19807739,0.197125746,0.196150095,0.19528315,0.195174342,0.195057577,0.195002453,0.195012135,0.195088299,0.195233563,0.195378827,China,biomass -11,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,5,4,0.346664096,0.34666342,0.346663087,0.352754109,0.358201291,0.363089938,0.36750398,0.369120885,0.370641061,0.372164572,0.373588001,0.373585508,0.373584884,0.373583815,0.373583745,0.373581935,0.373580413,0.373579818,0.373579109,0.373575848,0.373572587,China,MiscCrop -11,5,5,0.226405083,0.226404719,0.22640483,0.228041896,0.229769427,0.231356144,0.232872011,0.234713687,0.236485308,0.238187653,0.239819974,0.239793797,0.23976212,0.239726766,0.239691301,0.239658678,0.239627731,0.239599485,0.239571276,0.239544933,0.23951859,China,OilCrop -11,5,6,0.035921558,0.03592301,0.035933114,0.038807695,0.041492052,0.044008869,0.046384218,0.045877051,0.045353934,0.044836203,0.044323161,0.044324821,0.044324667,0.044323735,0.044321101,0.044318009,0.044314348,0.04431022,0.044305885,0.04430176,0.044297635,China,OtherGrain -11,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,5,8,0.078924344,0.078930717,0.078930577,0.075644165,0.072772231,0.070225729,0.067952201,0.067563632,0.067175043,0.066788086,0.066402224,0.066401397,0.066399262,0.06639674,0.066392941,0.066389196,0.066384957,0.06638061,0.066375976,0.06637054,0.066365104,China,Root_Tuber -11,5,9,0.99954665,0.999547749,0.999547252,0.999568962,0.999588561,0.999606253,0.999622367,0.999640785,0.999657418,0.999672433,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,China,SugarCrop -11,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat -11,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,6,1,0.326888544,0.326888608,0.326888611,0.323439509,0.32020496,0.317082032,0.314161866,0.312285453,0.310507268,0.308733726,0.306965227,0.306964915,0.306963027,0.306962164,0.306959786,0.306957979,0.306955565,0.306954696,0.306952259,0.306949835,0.306947411,China,Corn -11,6,2,0,0,0,0,0.167215642,0.165804623,0.164489166,0.163288932,0.163038388,0.164208223,0.16539139,0.165108398,0.164259269,0.163385375,0.163649327,0.163847897,0.164039497,0.164168225,0.164234354,0.164241393,0.164248432,China,biomass -11,6,3,0.845972649,0.845972947,0.845972727,0.844317874,0.842706086,0.841139218,0.839559197,0.839559406,0.83961804,0.839618002,0.839617862,0.839618612,0.83961796,0.839618286,0.839618177,0.839618616,0.83961806,0.839617546,0.839617836,0.839618052,0.839618268,China,FiberCrop -11,6,4,0.339912579,0.339912311,0.339912362,0.349196446,0.357706305,0.365607757,0.372773726,0.376751444,0.38054004,0.384241711,0.387749085,0.387747659,0.387746054,0.387743425,0.387740824,0.387738212,0.387735414,0.387733435,0.387730227,0.387727173,0.387724119,China,MiscCrop -11,6,5,0.174724764,0.174724735,0.174724684,0.17537913,0.17599728,0.176555137,0.177049571,0.176533863,0.176143721,0.175755588,0.175367286,0.1753585,0.17534914,0.175338373,0.175327029,0.175316683,0.175307157,0.175297753,0.175287484,0.175279187,0.17527089,China,OilCrop -11,6,6,0.663722527,0.663722905,0.663722806,0.659235918,0.655014544,0.650965419,0.647091695,0.647687417,0.648181888,0.648676042,0.649168962,0.649169686,0.649169697,0.649169198,0.649167837,0.64916669,0.649164732,0.649162478,0.649160039,0.649158186,0.649156333,China,OtherGrain -11,6,7,0.90760986,0.907609632,0.907609592,0.907058672,0.906501629,0.905977403,0.905448458,0.906115218,0.906776019,0.907394772,0.908008124,0.908007879,0.908005669,0.90800188,0.907996227,0.907989203,0.907980798,0.907971011,0.907959792,0.907947488,0.907935184,China,Rice -11,6,8,0.027343976,0.02734392,0.02734389,0.027687388,0.027976629,0.028233603,0.02845715,0.028638158,0.028807911,0.028990741,0.029162173,0.029161969,0.029161639,0.029161087,0.029160322,0.029159598,0.029158824,0.02915806,0.029157086,0.029155962,0.029154838,China,Root_Tuber -11,6,9,0.066906772,0.066906786,0.066906826,0.067741295,0.068507779,0.06919865,0.06983943,0.070970532,0.072031694,0.073019617,0.07393079,0.073929894,0.073928872,0.073928051,0.073926588,0.073925739,0.073924079,0.073922312,0.073920963,0.07391892,0.073916877,China,SugarCrop -11,6,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,7,1,0.766570015,0.766569268,0.766569646,0.762832719,0.759822982,0.756933938,0.754175672,0.752477373,0.750817606,0.749136116,0.747443123,0.747348136,0.747219149,0.747058692,0.746891019,0.746723037,0.746546941,0.746376372,0.746210144,0.746046676,0.745883208,China,Corn -11,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,7,3,0.281052246,0.281051683,0.281052655,0.281033753,0.281031189,0.281024806,0.280917092,0.278167904,0.275695292,0.273323959,0.271136685,0.27120185,0.271246358,0.271271695,0.271280968,0.271275661,0.271255737,0.271223932,0.271182539,0.271133038,0.271083537,China,FiberCrop -11,7,4,0.534335879,0.5343342,0.534334449,0.538417933,0.542070429,0.545397312,0.548398057,0.550228448,0.551949172,0.553560544,0.555063459,0.555061322,0.555058543,0.555056436,0.555053024,0.555049698,0.555046235,0.555042932,0.555039022,0.555036153,0.555033284,China,MiscCrop -11,7,5,0.394077221,0.394077791,0.394077119,0.388328617,0.386129677,0.384084983,0.38201656,0.375220033,0.36877168,0.362660281,0.356904452,0.355642562,0.354148167,0.352436133,0.350713051,0.349107192,0.347596361,0.346204604,0.344837327,0.343579333,0.342321339,China,OilCrop -11,7,6,0.411210267,0.411210238,0.411210086,0.41273218,0.414065265,0.4151697,0.416140559,0.413211684,0.410238903,0.407258812,0.404371536,0.404419761,0.404421884,0.404391973,0.40432092,0.404235853,0.404124498,0.404005515,0.403872447,0.403743299,0.403614151,China,OtherGrain -11,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,7,8,0.235085358,0.235085354,0.235085145,0.23801639,0.240500092,0.24268628,0.244567886,0.245936166,0.247305832,0.248597962,0.249891422,0.249889857,0.24988503,0.249879386,0.249871096,0.249862908,0.249852802,0.249843147,0.249833054,0.249820955,0.249808856,China,Root_Tuber -11,7,9,0.407953217,0.407952637,0.407952788,0.408690895,0.409323553,0.409956714,0.410589953,0.411222445,0.411855483,0.412383587,0.412912026,0.412911632,0.412911812,0.412912597,0.412911914,0.412912573,0.412911451,0.412912118,0.412911115,0.412912067,0.412913019,China,SugarCrop -11,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,7,12,0.066163804,0.066163952,0.066163979,0.066163748,0.066163909,0.066163524,0.066163979,0.066163746,0.066163932,0.066163992,0.066163758,0.066163825,0.06616351,0.066163517,0.066163497,0.066163735,0.066163685,0.066163618,0.066163543,0.066163412,0.066163281,China,FodderGrass -11,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,8,1,0.444963187,0.444964018,0.444963751,0.440900815,0.437187403,0.433601636,0.430235115,0.428082306,0.42603113,0.423980804,0.421931196,0.421912161,0.42188681,0.421854803,0.42182236,0.421789301,0.421754636,0.421721421,0.421689073,0.421657797,0.421626521,China,Corn -11,8,2,0,0,0,0,0.161568326,0.162014507,0.162232322,0.162513044,0.162044387,0.161524527,0.161037506,0.161193805,0.161166646,0.161763796,0.163019916,0.164131131,0.165156154,0.166046776,0.166811254,0.167271862,0.16773247,China,biomass -11,8,3,0.814627901,0.814628093,0.814628217,0.814606651,0.81453926,0.814469076,0.814324415,0.812322434,0.810436338,0.80867174,0.806961207,0.807005655,0.80703532,0.807051825,0.807058258,0.807054445,0.807041623,0.807020394,0.806991683,0.806959649,0.806927615,China,FiberCrop -11,8,4,0.407050808,0.407050199,0.407051231,0.412278374,0.41700171,0.421213705,0.425018009,0.427251378,0.429488289,0.431514182,0.433435927,0.433434381,0.433432011,0.433430243,0.43342871,0.43342589,0.433423242,0.433420683,0.433418356,0.433416399,0.433414442,China,MiscCrop -11,8,5,0.22347004,0.223470106,0.223470146,0.226633353,0.2301117,0.233421188,0.236527902,0.23795822,0.239383327,0.240657249,0.241860743,0.241663129,0.241429012,0.2411644,0.240899907,0.240655132,0.240423776,0.240208838,0.23999817,0.239800848,0.239603526,China,OilCrop -11,8,6,0.119187918,0.11918792,0.119188259,0.121750545,0.124082177,0.126211693,0.128176177,0.126596652,0.125027546,0.123472625,0.121978832,0.121984839,0.12198564,0.121981304,0.121971695,0.121960201,0.121944968,0.121929616,0.121911367,0.12189381,0.121876253,China,OtherGrain -11,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,8,8,0.060282769,0.060282925,0.060282706,0.060736691,0.061118822,0.061428404,0.061714879,0.06201645,0.062317374,0.062593656,0.062869868,0.062868717,0.062866804,0.062863891,0.062860152,0.062856049,0.062851423,0.062847094,0.0628424,0.062836675,0.06283095,China,Root_Tuber -11,8,9,0.065880472,0.065880391,0.065880107,0.066068487,0.066230493,0.066392394,0.066554839,0.066717402,0.066880384,0.067016452,0.067152913,0.067152927,0.067152852,0.067152883,0.067152936,0.067152904,0.067152946,0.067152932,0.067152945,0.067152817,0.067152689,China,SugarCrop -11,8,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,8,12,0.005408545,0.005408528,0.005408526,0.005408509,0.005408514,0.005408534,0.005408509,0.005408525,0.005408546,0.005408514,0.005408526,0.005408532,0.005408544,0.005408545,0.00540851,0.005408523,0.005408542,0.005408536,0.005408524,0.005408516,0.005408508,China,FodderGrass -11,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,9,1,0.437418363,0.437418896,0.437419074,0.433470207,0.429805619,0.426262081,0.422937454,0.420802297,0.418771963,0.416743623,0.414717687,0.414708468,0.414695964,0.414680727,0.414664449,0.414649055,0.414632019,0.41461545,0.414600037,0.414584763,0.414569489,China,Corn -11,9,2,0,0,0,0,0.328433199,0.331161647,0.333566643,0.330961043,0.328309485,0.324163772,0.319709539,0.321209754,0.321298722,0.320995308,0.32164754,0.322257333,0.322821643,0.323361679,0.323888434,0.324415069,0.324941704,China,biomass -11,9,3,0.478522483,0.478522295,0.478522243,0.478507967,0.478395821,0.478386688,0.478250943,0.474841985,0.471760121,0.468790518,0.466038151,0.466128448,0.466188938,0.466222579,0.466235427,0.466228319,0.466201419,0.466158427,0.466100393,0.466033104,0.465965815,China,FiberCrop -11,9,4,0.429641296,0.429640247,0.429640875,0.436969526,0.443689437,0.449682103,0.455263638,0.458611198,0.461746486,0.464775791,0.467592309,0.467590867,0.467589174,0.467586549,0.467585761,0.467582848,0.46758052,0.467578599,0.467576224,0.467573324,0.467570424,China,MiscCrop -11,9,5,0.25724698,0.257247683,0.257246776,0.260506816,0.263879603,0.267041218,0.269970098,0.271304582,0.272550815,0.27371413,0.274883458,0.274772536,0.274640692,0.27449272,0.274344012,0.274206492,0.274076407,0.273954258,0.27383452,0.27372351,0.2736125,China,OilCrop -11,9,6,0.110285056,0.110285202,0.110285024,0.110162407,0.11008434,0.110004602,0.109922071,0.10901081,0.108101367,0.107238976,0.106381062,0.106385776,0.106386002,0.106383028,0.106376223,0.106368098,0.106357373,0.106345996,0.106333431,0.106321065,0.106308699,China,OtherGrain -11,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,9,8,0.062049631,0.06204958,0.062049638,0.062950795,0.063735854,0.064426909,0.065020279,0.065444745,0.065843664,0.066244776,0.066620221,0.066619786,0.066618539,0.066616951,0.066614654,0.066612504,0.066609951,0.066607374,0.06660463,0.066601353,0.066598076,China,Root_Tuber -11,9,9,0.002122345,0.002122322,0.00212231,0.002197817,0.002273132,0.002344779,0.00241436,0.002495064,0.002572667,0.002645665,0.002715875,0.002715479,0.002714906,0.002714168,0.002713347,0.002712485,0.002711535,0.002710554,0.002709528,0.002708379,0.00270723,China,SugarCrop -11,9,10,0.917482504,0.917482468,0.917482573,0.911100682,0.90533124,0.900144911,0.895380021,0.892786972,0.89021426,0.887671792,0.885161769,0.885149714,0.885126982,0.885094817,0.885056489,0.88501729,0.884973842,0.884929296,0.884882516,0.884836574,0.884790632,China,Wheat -11,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,9,12,0.007104808,0.007104758,0.007104856,0.007104848,0.007104861,0.007104859,0.007104826,0.007104829,0.007104844,0.007104837,0.007104877,0.007104867,0.007104846,0.007104828,0.007104843,0.007104863,0.007104853,0.007104853,0.007104831,0.007104833,0.007104835,China,FodderGrass -11,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,10,1,0.44936122,0.449360876,0.449360371,0.445440969,0.441772141,0.438218991,0.434885147,0.432739192,0.430700201,0.428664787,0.426628357,0.426625399,0.426618915,0.426610678,0.426603922,0.426596286,0.426587603,0.426580912,0.426573447,0.426565532,0.426557617,China,Corn -11,10,2,0,0,0,0,0.315481576,0.317694577,0.319646571,0.317758333,0.31461062,0.311519911,0.308569694,0.308691492,0.308687953,0.309001501,0.309598003,0.310162108,0.31069377,0.311208325,0.311711847,0.31221689,0.312721933,China,biomass -11,10,3,0.411309588,0.411309113,0.411308212,0.411237787,0.411129655,0.411020909,0.410799956,0.407630809,0.404678128,0.401837634,0.399211456,0.399242934,0.39926436,0.399276542,0.399281078,0.399279785,0.399269443,0.399253066,0.399233692,0.399209748,0.399185804,China,FiberCrop -11,10,4,0.476670721,0.476670948,0.476670853,0.482605284,0.487898149,0.492656135,0.496982772,0.499702272,0.502312015,0.5047053,0.506987015,0.506985121,0.506983613,0.506980896,0.506977775,0.506975557,0.506972582,0.506967631,0.50696634,0.506962848,0.506959356,China,MiscCrop -11,10,5,0.217219968,0.217219168,0.21721918,0.218745323,0.220326616,0.221848789,0.223226355,0.223181307,0.223134963,0.223089142,0.223044707,0.22300867,0.222964419,0.222914318,0.222865412,0.222818858,0.222775677,0.222736875,0.222697671,0.222662695,0.222627719,China,OilCrop -11,10,6,0.167179642,0.167179862,0.167179695,0.166908274,0.166639415,0.166368466,0.166156182,0.164996138,0.163898204,0.162804999,0.161715739,0.161719819,0.161719773,0.16171737,0.16171269,0.161705845,0.161697101,0.161688155,0.161677445,0.161667855,0.161658265,China,OtherGrain -11,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,10,8,0.06327128,0.063271331,0.063271342,0.064164047,0.064912014,0.065589398,0.06616712,0.066571583,0.06697731,0.067385085,0.067794644,0.067794228,0.067793159,0.067791699,0.06778973,0.067787774,0.067785412,0.06778324,0.067780686,0.067777953,0.06777522,China,Root_Tuber -11,10,9,0.305762418,0.305761438,0.305761802,0.312386921,0.318803847,0.324808835,0.330580856,0.337090485,0.343266493,0.349000496,0.354478896,0.354469219,0.35445507,0.354436087,0.354416196,0.35439515,0.354372761,0.354349454,0.354323436,0.35429564,0.354267844,China,SugarCrop -11,10,10,0.74146613,0.741467332,0.741467259,0.725603271,0.711671345,0.699471032,0.6885244,0.682643188,0.676877751,0.671246129,0.665749919,0.665730585,0.665694849,0.665643356,0.665581471,0.665517187,0.665446982,0.665373916,0.66529806,0.665223458,0.665148856,China,Wheat -11,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,10,12,0.002695625,0.002695541,0.002695595,0.002695605,0.002695605,0.002695612,0.002695606,0.002695612,0.002695614,0.002695609,0.002695612,0.002695606,0.002695599,0.002695603,0.002695599,0.002695606,0.002695612,0.002695608,0.0026956,0.002695605,0.00269561,China,FodderGrass -11,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,11,1,0.310846503,0.310846006,0.310847035,0.307468726,0.304315478,0.301273727,0.298431572,0.296605454,0.294875761,0.293151559,0.291433667,0.291430388,0.291426262,0.291421634,0.29141705,0.291411623,0.291406619,0.291401093,0.291396336,0.29139168,0.291387024,China,Corn -11,11,2,0,0,0,0,0.278732861,0.279932804,0.281025544,0.276907758,0.273148348,0.271279632,0.269437048,0.26951482,0.269515308,0.26942121,0.269243551,0.268960108,0.268570521,0.267741798,0.266908202,0.266246225,0.265584248,China,biomass -11,11,3,0.203301596,0.203300965,0.203300858,0.203241038,0.203170262,0.203097919,0.20295357,0.200847124,0.198895266,0.197026732,0.195307158,0.195317241,0.195324291,0.195328447,0.195330012,0.195328946,0.195325728,0.195321264,0.195313892,0.195306232,0.195298572,China,FiberCrop -11,11,4,0.491386362,0.49138578,0.491386503,0.500253009,0.508260247,0.515508742,0.522105716,0.52579567,0.529375103,0.532733317,0.535981822,0.535979775,0.53597746,0.535975827,0.535972237,0.535968294,0.535965705,0.535963043,0.535959319,0.535956009,0.535952699,China,MiscCrop -11,11,5,0.191339814,0.191339816,0.191339762,0.189038224,0.187133483,0.185444618,0.183895779,0.179659789,0.175810911,0.172273427,0.169036035,0.169001779,0.168960969,0.168914953,0.168869145,0.168826868,0.16878802,0.168751681,0.168716682,0.168684484,0.168652286,China,OilCrop -11,11,6,0.167485473,0.167485276,0.167485196,0.168667494,0.169736589,0.170687936,0.171581239,0.170144406,0.168714561,0.16729271,0.165940236,0.165944148,0.165944366,0.165942093,0.165937148,0.165931494,0.1659234,0.165915206,0.165905788,0.165897831,0.165889874,China,OtherGrain -11,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,11,8,0.039597222,0.039597293,0.039597143,0.040120029,0.040565579,0.04094883,0.041284115,0.041542967,0.041785293,0.042046432,0.042290925,0.042290527,0.042289781,0.042288832,0.042287163,0.042285729,0.042284154,0.04228241,0.042280396,0.042278405,0.042276414,China,Root_Tuber -11,11,9,0.511992677,0.511992392,0.511992479,0.515072682,0.517970464,0.520542804,0.522896274,0.527089494,0.530953951,0.534492166,0.5377027,0.537699523,0.537694277,0.537688165,0.537681105,0.5376733,0.537665101,0.537656498,0.537647738,0.537637519,0.5376273,China,SugarCrop -11,11,10,0.431720537,0.431719209,0.431720923,0.412028687,0.395553374,0.381719548,0.369757956,0.363454548,0.35738853,0.351565372,0.345979306,0.345969798,0.345952469,0.345926933,0.345896464,0.345865366,0.345831913,0.345797547,0.345761066,0.345725484,0.345689902,China,Wheat -11,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,12,1,0.24521127,0.245211077,0.245211064,0.242290938,0.239571654,0.236955514,0.234514069,0.232949095,0.23146774,0.229992011,0.22852315,0.228520131,0.228515732,0.228511064,0.228505047,0.228500145,0.228493818,0.22848796,0.228482558,0.228477514,0.22847247,China,Corn -11,12,2,0,0,0,0,0.311250142,0.312539638,0.313650266,0.308935424,0.305531448,0.303686958,0.301864766,0.301884624,0.301841195,0.301720652,0.301510594,0.301192757,0.3008559,0.300420769,0.300070681,0.299812605,0.299554529,China,biomass -11,12,3,0.301287168,0.301287545,0.301287884,0.301198072,0.301105769,0.301105981,0.301013376,0.298185518,0.295643494,0.293204403,0.290955285,0.290957486,0.290959275,0.290959576,0.290960452,0.290959952,0.290959047,0.290958291,0.290956941,0.290955239,0.290953537,China,FiberCrop -11,12,4,0.245188342,0.24518874,0.245188287,0.253125179,0.260482502,0.267299845,0.273629517,0.277191052,0.280604789,0.283956163,0.287152565,0.287151097,0.28714801,0.287146075,0.287142015,0.287139898,0.287136239,0.287132689,0.287128996,0.287125681,0.287122366,China,MiscCrop -11,12,5,0.153816691,0.15381673,0.153816386,0.150588021,0.147864315,0.145505172,0.143388249,0.138689482,0.134520085,0.130799792,0.127455489,0.127432975,0.127406076,0.127375599,0.127345148,0.127316734,0.127290421,0.127266147,0.127242714,0.127221051,0.127199388,China,OilCrop -11,12,6,0.193756651,0.193756032,0.193755758,0.193719019,0.193685605,0.193580762,0.193541582,0.192572056,0.191601694,0.190632544,0.189666042,0.189670151,0.189671235,0.189667452,0.189661,0.189653346,0.18964151,0.189630645,0.189617845,0.189604374,0.189590903,China,OtherGrain -11,12,7,0.951927904,0.951927925,0.951927936,0.9516272,0.951322749,0.951036356,0.950746658,0.951111258,0.951472074,0.951809468,0.952144117,0.952143791,0.952142584,0.952140358,0.952137009,0.952133182,0.952128135,0.952122465,0.952115956,0.952108767,0.952101578,China,Rice -11,12,8,0.029847208,0.02984729,0.029847252,0.030309662,0.03071517,0.031061332,0.031372352,0.031584732,0.031798221,0.031999622,0.032215493,0.032215316,0.03221484,0.032214429,0.032213637,0.032213026,0.032212161,0.03221136,0.032210347,0.032209299,0.032208251,China,Root_Tuber -11,12,9,0.363704818,0.363704936,0.363704643,0.366582585,0.36929011,0.371700479,0.373916686,0.377969805,0.381630171,0.385000134,0.3880696,0.388065139,0.388062902,0.388059701,0.388054421,0.38804937,0.388045614,0.38804064,0.388033949,0.388026745,0.388019541,China,SugarCrop -11,12,10,0.647693373,0.6476945,0.647693903,0.628988972,0.612804102,0.598813711,0.586403673,0.579777386,0.573321144,0.567049823,0.56096355,0.560942898,0.560906991,0.560854686,0.560793545,0.560728443,0.560659452,0.560585585,0.560507432,0.56043225,0.560357068,China,Wheat -11,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,13,1,0.728754677,0.728754474,0.728754311,0.725394593,0.722348809,0.719388105,0.716583773,0.714787912,0.713064787,0.71133169,0.709591091,0.709566118,0.7095316,0.709488235,0.709443758,0.70939898,0.709352855,0.709307359,0.709262702,0.709219837,0.709176972,China,Corn -11,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,13,3,0.186454716,0.186454677,0.186455029,0.186391633,0.186390578,0.18639003,0.186323461,0.184289744,0.182465714,0.180720862,0.179115917,0.179117612,0.179118489,0.179119425,0.179120259,0.179118931,0.179118488,0.179117568,0.179116177,0.179114868,0.179113559,China,FiberCrop -11,13,4,0.488436805,0.488436872,0.488436968,0.490705328,0.492650491,0.494489339,0.49611161,0.496219252,0.496327303,0.496434163,0.496541142,0.496540202,0.496538868,0.496537716,0.496536004,0.496534667,0.49653247,0.496531156,0.496529106,0.496526888,0.49652467,China,MiscCrop -11,13,5,0.140622645,0.140622825,0.140622531,0.138430814,0.137148407,0.13601124,0.134977198,0.13070146,0.126852638,0.123474673,0.120405573,0.120162203,0.119874241,0.119546349,0.119219117,0.11891624,0.118634482,0.11837727,0.11812909,0.11790293,0.11767677,China,OilCrop -11,13,6,0.195684563,0.195684287,0.195684685,0.1983163,0.200647944,0.202710163,0.20455748,0.20218208,0.199864401,0.197557618,0.19526032,0.195291613,0.195293109,0.195274374,0.195231265,0.195177569,0.195108086,0.195032301,0.194948137,0.194864772,0.194781407,China,OtherGrain -11,13,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,13,8,0.074279906,0.074280165,0.074280491,0.074801037,0.075203762,0.075548339,0.075863782,0.076198056,0.076500277,0.076833888,0.077167392,0.077166362,0.07716347,0.077160083,0.077154945,0.077150195,0.077144432,0.077138688,0.077132471,0.077125366,0.077118261,China,Root_Tuber -11,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,13,10,0.865097571,0.86509782,0.865097819,0.855273316,0.846454436,0.838572825,0.831367743,0.827479934,0.823631602,0.819839236,0.816104901,0.816081702,0.816038031,0.815976023,0.815902902,0.815825904,0.815741643,0.815655474,0.81556314,0.815472648,0.815382156,China,Wheat -11,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,13,12,0.062724181,0.062724083,0.062724083,0.062724076,0.0627241,0.062724078,0.06272408,0.062724108,0.062724058,0.062724087,0.06272409,0.062724147,0.062724028,0.062724005,0.062724068,0.062724102,0.062724096,0.0627241,0.062724058,0.062724091,0.062724124,China,FodderGrass -11,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,14,1,0.60116329,0.601161249,0.601163292,0.59721176,0.593580496,0.590058709,0.58673623,0.584605611,0.582569016,0.58052493,0.578480742,0.578462463,0.57843689,0.5784071,0.578373864,0.578340749,0.578307153,0.57827464,0.578242801,0.578211674,0.578180547,China,Corn -11,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,14,3,0.696096067,0.696097116,0.696098236,0.696006813,0.696007749,0.696006556,0.695913357,0.693054815,0.690460027,0.687944542,0.685606619,0.68560725,0.68560825,0.685608048,0.685609094,0.685608531,0.685608275,0.685608288,0.685606376,0.685606722,0.685607068,China,FiberCrop -11,14,4,0.229423733,0.229423441,0.22942367,0.233264116,0.236681765,0.239742043,0.242514337,0.243552393,0.244514362,0.245398707,0.246204125,0.246204463,0.246203663,0.246202115,0.246201869,0.246199895,0.246198923,0.246197612,0.246196304,0.246194671,0.246193038,China,MiscCrop -11,14,5,0.120723015,0.120723296,0.120723362,0.122680675,0.124690735,0.126463508,0.128016694,0.126084471,0.124307458,0.122645733,0.121144106,0.121011705,0.120856642,0.120680541,0.120505398,0.12034378,0.120194358,0.120056868,0.11992271,0.11980049,0.11967827,China,OilCrop -11,14,6,0.094574069,0.094574253,0.094573863,0.095327146,0.096012229,0.09662612,0.097165687,0.096046799,0.094973951,0.09391025,0.092856134,0.092860056,0.092859902,0.092857819,0.092853411,0.092846716,0.092839096,0.092831461,0.092821851,0.0928125,0.092803149,China,OtherGrain -11,14,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,14,8,0.035808602,0.035808352,0.035808488,0.03616006,0.036454028,0.036704385,0.036925931,0.037142506,0.037359072,0.037560491,0.037762529,0.037761797,0.037760692,0.037758835,0.037756237,0.037753959,0.037751186,0.037748343,0.037745614,0.037742145,0.037738676,China,Root_Tuber -11,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,14,10,0.373805895,0.373806047,0.373805767,0.354953986,0.339279454,0.326180187,0.31488911,0.309015059,0.303370908,0.297959572,0.292776567,0.29275449,0.292709695,0.292648194,0.292574826,0.292499444,0.292415769,0.292329732,0.292239361,0.292151481,0.292063601,China,Wheat -11,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,14,12,0.025773137,0.025773362,0.025772817,0.025772848,0.025772922,0.025772854,0.025772893,0.025772864,0.025772849,0.025772853,0.025772848,0.025772887,0.025772904,0.025772822,0.025772833,0.025772876,0.025772803,0.025772843,0.025772874,0.025772791,0.025772708,China,FodderGrass -11,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,15,1,0.322380112,0.322380763,0.322379865,0.31895425,0.315742585,0.312643041,0.309745549,0.307882985,0.306118433,0.304358596,0.302605273,0.302603163,0.3026026,0.302599585,0.30259889,0.302596768,0.302593798,0.302591368,0.302590597,0.30258776,0.302584923,China,Corn -11,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,15,3,0.429376825,0.42938114,0.429366576,0.426271744,0.423288242,0.420416617,0.4175489,0.417549883,0.417656007,0.417655968,0.417655765,0.417655831,0.417655468,0.417655109,0.417655827,0.417655685,0.417655935,0.41765544,0.417656,0.417654857,0.417653714,China,FiberCrop -11,15,4,0.17973974,0.179739558,0.179739677,0.185091696,0.190036136,0.194540764,0.198713231,0.200728911,0.202688902,0.204521757,0.206296202,0.206294287,0.206292607,0.206290721,0.20628794,0.206286299,0.206283437,0.206281112,0.206278273,0.206275375,0.206272477,China,MiscCrop -11,15,5,0.049551778,0.049551882,0.049551961,0.05193031,0.054195134,0.056325669,0.058345104,0.059218214,0.060078017,0.060875206,0.061657878,0.061642043,0.061623191,0.061602119,0.061580721,0.061561017,0.061542487,0.061525237,0.061508296,0.061492811,0.061477326,China,OilCrop -11,15,6,0.102345858,0.102345947,0.102345887,0.100750041,0.099292994,0.097930356,0.096659018,0.09627284,0.095886632,0.095501099,0.095117009,0.095118354,0.095118612,0.095117463,0.095115338,0.095112827,0.095109364,0.095105815,0.095102067,0.095098263,0.095094459,China,OtherGrain -11,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,15,8,0.053041732,0.053041876,0.053041984,0.053800512,0.054459096,0.05503636,0.055528909,0.055872783,0.056217967,0.056541975,0.056867445,0.056867136,0.056866602,0.056865994,0.056864977,0.056864162,0.056862943,0.05686224,0.056860818,0.056859581,0.056858344,China,Root_Tuber -11,15,9,0.004886682,0.004886507,0.004886214,0.005071307,0.005249762,0.005420462,0.005587081,0.005778409,0.005963439,0.006138556,0.006307856,0.006307861,0.006307887,0.006307862,0.006307864,0.006307858,0.006307862,0.006307862,0.006307863,0.006307862,0.006307861,China,SugarCrop -11,15,10,0.793294627,0.793294217,0.793294877,0.779688145,0.767648496,0.757035155,0.747461291,0.742282741,0.737194562,0.732208801,0.727331482,0.727316608,0.727289232,0.727251569,0.727204915,0.727157453,0.727105979,0.727052382,0.726994562,0.726940449,0.726886336,China,Wheat -11,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,15,12,0.041622695,0.041623011,0.041623608,0.041623463,0.041623445,0.041623522,0.041623484,0.041623511,0.041623471,0.041623585,0.041623583,0.041623469,0.041623526,0.041623559,0.041623419,0.041623599,0.041623416,0.041623409,0.041623615,0.041623497,0.041623379,China,FodderGrass -11,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,16,1,0.204239884,0.204239821,0.20423972,0.201651102,0.19925937,0.196962873,0.194821064,0.19345157,0.192156446,0.190865589,0.189581845,0.189576918,0.189570362,0.18956165,0.189553035,0.189544913,0.189534856,0.18952669,0.189517372,0.189509035,0.189500698,China,Corn -11,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,16,3,0.16549399,0.165499287,0.165512089,0.163594605,0.16175292,0.159987105,0.158236844,0.158469258,0.158701085,0.158876214,0.159108929,0.159109094,0.159108655,0.159108868,0.159109049,0.159109393,0.159108957,0.159108787,0.159109051,0.1591091,0.159109149,China,FiberCrop -11,16,4,0.077769143,0.077769248,0.077769264,0.080641123,0.083312457,0.08579342,0.088132892,0.089364296,0.090539454,0.091692525,0.0927853,0.09278448,0.092783526,0.092782656,0.09278143,0.092780156,0.092778891,0.09277759,0.092776268,0.092775211,0.092774154,China,MiscCrop -11,16,5,0.112698736,0.112698812,0.112698813,0.117562115,0.122120261,0.126359888,0.13028457,0.131428001,0.132528498,0.133536374,0.134552431,0.134514836,0.134470556,0.134420719,0.13437132,0.13432571,0.134283171,0.134243785,0.134205171,0.134169838,0.134134505,China,OilCrop -11,16,6,0.053784049,0.053783981,0.053784392,0.053847857,0.053913449,0.05395608,0.053996499,0.053540999,0.053085778,0.052633507,0.052183868,0.052186807,0.052186958,0.052185067,0.052180715,0.052175726,0.052168947,0.052161273,0.052153483,0.052145516,0.052137549,China,OtherGrain -11,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,16,8,0.02129374,0.0212939,0.021294065,0.021617924,0.021900674,0.022140657,0.022354992,0.022517541,0.022671072,0.022825901,0.022971701,0.02297156,0.022971143,0.02297087,0.02297043,0.022969936,0.02296946,0.022969077,0.022968359,0.02296765,0.022966941,China,Root_Tuber -11,16,9,0.871878894,0.87189492,0.871898999,0.87382104,0.875605823,0.877181714,0.878600581,0.880739319,0.882664861,0.884385773,0.885953046,0.885950258,0.885946412,0.885941329,0.885935744,0.885929856,0.88592323,0.885916366,0.885909304,0.88590136,0.885893416,China,SugarCrop -11,16,10,0.405096574,0.405096591,0.405096574,0.385612767,0.369334389,0.355669883,0.343848138,0.337693458,0.331765536,0.326076069,0.320615782,0.320588982,0.320538049,0.320466247,0.32038,0.32029182,0.320193983,0.320094674,0.319989481,0.31988638,0.319783279,China,Wheat -11,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,17,1,0.019581394,0.019583083,0.019582168,0.019259397,0.018973548,0.018701517,0.01844883,0.018289612,0.018138743,0.017988695,0.017839802,0.01783752,0.017834588,0.017830783,0.017826882,0.017823023,0.017818906,0.017814956,0.017811174,0.017807342,0.01780351,China,Corn -11,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,17,4,0.007415109,0.007417666,0.007416144,0.007822054,0.008211378,0.008583143,0.008937107,0.009132013,0.009323062,0.009509898,0.009696242,0.009696144,0.009696058,0.009695954,0.00969584,0.009695746,0.009695586,0.009695441,0.009695353,0.009695201,0.009695049,China,MiscCrop -11,17,5,0.065756824,0.065757924,0.06575703,0.069771932,0.07367485,0.077382872,0.080907654,0.082896064,0.084825155,0.086692698,0.088528138,0.088489624,0.088445007,0.088393379,0.088342192,0.088295057,0.088250153,0.08820853,0.088166895,0.08812891,0.088090925,China,OilCrop -11,17,6,0.015098495,0.015099502,0.015097074,0.014931106,0.014779952,0.014642503,0.014518286,0.01444717,0.01437566,0.014304457,0.014233177,0.014233954,0.014233947,0.014233508,0.0142325,0.014231387,0.014229723,0.014227995,0.014226113,0.014224265,0.014222417,China,OtherGrain -11,17,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,17,8,0.011350688,0.011352055,0.011348393,0.01155611,0.011732727,0.01189175,0.012027457,0.012120776,0.012214573,0.01230364,0.012387822,0.012387756,0.012387408,0.012387015,0.012386395,0.012385782,0.012385035,0.01238442,0.01238361,0.012382805,0.012382,China,Root_Tuber -11,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,SugarCrop -11,17,10,0.208327828,0.208327595,0.208327078,0.195089904,0.184322608,0.17547522,0.16795179,0.164126813,0.160469161,0.15698631,0.153667777,0.153641852,0.153592481,0.153522437,0.153439243,0.153353888,0.153260158,0.153162884,0.153061616,0.152961342,0.152861068,China,Wheat -11,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -12,8,1,0.10894305,0.108942468,0.108942801,0.108945276,0.108996952,0.109054249,0.109111202,0.109187368,0.109260422,0.10933241,0.109360699,0.109350957,0.109337299,0.109321068,0.109303381,0.109286036,0.109268616,0.10925039,0.109232631,0.109214491,0.109196351,EU-12,Corn -12,8,2,0,0,0,0,0.049557868,0.049652864,0.049729499,0.049801082,0.049868238,0.049929932,0.049933308,0.050038678,0.049695582,0.049502877,0.049311306,0.049116942,0.04891982,0.048721601,0.048522828,0.048325037,0.048127246,EU-12,biomass -12,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,8,4,0.098681088,0.098681185,0.098681024,0.099677379,0.100565474,0.101382488,0.102086645,0.10208327,0.102079055,0.102074939,0.102030016,0.102026959,0.10202357,0.102019492,0.102015402,0.102010749,0.102006219,0.102001379,0.10199651,0.101991406,0.101986302,EU-12,MiscCrop -12,8,5,0.148227041,0.148227146,0.14822747,0.12748477,0.106177654,0.083886747,0.060183926,0.05900743,0.057897807,0.056831223,0.055830078,0.055786559,0.055735152,0.055677297,0.055619151,0.055564677,0.055513483,0.055465073,0.055416931,0.055370722,0.055324513,EU-12,OilCrop -12,8,6,0.056415323,0.056415282,0.056415204,0.058118758,0.059676774,0.061125062,0.062479644,0.060935786,0.059451656,0.058025138,0.056654067,0.056654302,0.056654184,0.056654004,0.056653757,0.056653202,0.056652581,0.056651853,0.05665105,0.056650269,0.056649488,EU-12,OtherGrain -12,8,7,0.933701116,0.933694987,0.93369995,0.933703025,0.933664784,0.933613266,0.93354447,0.933503551,0.933451096,0.933387798,0.93330891,0.933306569,0.933286366,0.933251418,0.933199722,0.933134713,0.933054394,0.932960434,0.932852201,0.932730296,0.932608391,EU-12,Rice -12,8,8,0.364414146,0.364416158,0.364415491,0.364394951,0.364371049,0.364346993,0.364321725,0.364316709,0.364308555,0.364298767,0.364287143,0.364285849,0.364282703,0.364276621,0.364269751,0.36426182,0.364253232,0.364245254,0.364234733,0.364225058,0.364215383,EU-12,Root_Tuber -12,8,9,0.224665714,0.224664495,0.224665661,0.224628418,0.224611913,0.224595144,0.224575784,0.224561716,0.224545102,0.22452833,0.224586214,0.224583887,0.224580014,0.224576096,0.224570985,0.224565571,0.22456035,0.224554188,0.224547566,0.224540431,0.224533296,EU-12,SugarCrop -12,8,10,0.11184685,0.111846752,0.111846629,0.111794916,0.111719173,0.111637296,0.111548923,0.111524514,0.111497329,0.111468211,0.111435353,0.111427494,0.111412188,0.111392155,0.111367921,0.111342875,0.111314627,0.11128566,0.111254137,0.111221985,0.111189833,EU-12,Wheat -12,8,11,0.106947659,0.106947993,0.106948016,0.107034153,0.107118461,0.107202571,0.107286743,0.107374484,0.107462159,0.107549005,0.107593694,0.107595762,0.107596962,0.107597337,0.107597428,0.107597411,0.107597224,0.107596317,0.107595226,0.107593418,0.10759161,EU-12,FodderHerb -12,8,12,0.011951078,0.011950668,0.011950503,0.011950544,0.011950509,0.011950518,0.011950494,0.011950478,0.011950502,0.011950527,0.011950512,0.011950523,0.011950482,0.011950504,0.011950503,0.011950544,0.011950508,0.011950483,0.011950515,0.011950477,0.011950439,EU-12,FodderGrass -12,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,9,1,0.052079873,0.052079895,0.052079958,0.052053608,0.052070786,0.052092778,0.052114749,0.05215093,0.052185153,0.052218436,0.052229848,0.052222734,0.052213066,0.052200953,0.052188313,0.052175383,0.052161559,0.052147854,0.052134047,0.052120013,0.052105979,EU-12,Corn -12,9,2,0,0,0,0,0.019717233,0.019761199,0.019796314,0.019828466,0.019858538,0.0198859,0.019906515,0.019936902,0.019815608,0.019737684,0.019660122,0.01958135,0.019500921,0.019419907,0.019338606,0.019257656,0.019176706,EU-12,biomass -12,9,3,0.85425153,0.854251005,0.854253314,0.854287212,0.854287601,0.854286749,0.85428401,0.854279004,0.854274178,0.854269153,0.854264081,0.854271921,0.854276701,0.854278026,0.854278815,0.854277726,0.854275132,0.854269793,0.85426417,0.854257661,0.854251152,EU-12,FiberCrop -12,9,4,0.094265749,0.094265792,0.094265735,0.095035988,0.095699843,0.096292613,0.096813222,0.096809766,0.096805665,0.096801035,0.096795884,0.09679279,0.096789096,0.096784959,0.096780417,0.096775682,0.096770651,0.096765957,0.096760665,0.09675546,0.096750255,EU-12,MiscCrop -12,9,5,0.056345193,0.056345276,0.056345042,0.04849443,0.040724482,0.032886026,0.024905698,0.024495952,0.02411274,0.02375556,0.02341394,0.023396643,0.023376127,0.023352886,0.02332965,0.023308055,0.023287251,0.023267716,0.02324818,0.023229498,0.023210816,EU-12,OilCrop -12,9,6,0.017543964,0.017543924,0.017543935,0.018094436,0.018606722,0.019076566,0.019524824,0.019019905,0.018535395,0.018070625,0.017624791,0.017625126,0.017625123,0.01762491,0.017624475,0.017623857,0.017623092,0.017622218,0.017621226,0.017620241,0.017619256,EU-12,OtherGrain -12,9,7,0.169569564,0.169568896,0.169569567,0.169537689,0.169472047,0.169384177,0.169267332,0.169199218,0.169112185,0.169008227,0.168877999,0.168876028,0.168845256,0.168789067,0.168705833,0.168599794,0.168467272,0.168311511,0.16813335,0.167932942,0.167732534,EU-12,Rice -12,9,8,0.073847496,0.073847313,0.073847717,0.073836524,0.073821917,0.073807557,0.073792551,0.073790033,0.073784682,0.073779386,0.073772856,0.073771501,0.073768826,0.073766244,0.073761564,0.073757016,0.073752264,0.073747041,0.073741555,0.07373525,0.073728945,EU-12,Root_Tuber -12,9,9,0.083702621,0.083703282,0.08370184,0.083689132,0.083683628,0.083678047,0.083671712,0.083666745,0.0836613,0.083655651,0.083683122,0.083681991,0.08368114,0.083679866,0.083677738,0.083676376,0.083674171,0.083672559,0.083670551,0.083668275,0.083665999,EU-12,SugarCrop -12,9,10,0.035020293,0.035020299,0.035020148,0.034999332,0.034974367,0.034946799,0.034917408,0.034909532,0.034900535,0.034890769,0.034880203,0.03487777,0.034873224,0.034866701,0.034858901,0.034850688,0.03484154,0.034831842,0.034821346,0.034810611,0.034799876,EU-12,Wheat -12,9,11,0.061447777,0.061447914,0.061447789,0.061499803,0.061550632,0.061601534,0.061652308,0.06170537,0.061758208,0.061810601,0.061837979,0.06183894,0.061839649,0.061840045,0.061840019,0.061839984,0.061839753,0.061839254,0.061838624,0.061837981,0.061837338,EU-12,FodderHerb -12,9,12,0.004766934,0.004766882,0.004766992,0.004766983,0.004766986,0.004766981,0.004766998,0.004766985,0.004766991,0.004766996,0.004766986,0.004766981,0.004766986,0.004766991,0.004766983,0.004766983,0.004767,0.004766997,0.004766989,0.004766979,0.004766969,EU-12,FodderGrass -12,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,10,1,0.022113475,0.022113466,0.022113481,0.022114794,0.02212698,0.022140394,0.022153758,0.022170857,0.022187471,0.02220389,0.022210621,0.022208792,0.022206234,0.022203059,0.022199713,0.022196321,0.022192744,0.022189209,0.022185615,0.022181964,0.022178313,EU-12,Corn -12,10,2,0,0,0,0,0.00525521,0.005266196,0.00527505,0.005283216,0.005290901,0.00529794,0.005289334,0.005308327,0.005311867,0.00524469,0.005212214,0.00519082,0.005169111,0.005147224,0.005125298,0.005103497,0.005081696,EU-12,biomass -12,10,3,0.032763667,0.032763998,0.032762595,0.032787586,0.032787701,0.032787282,0.032785663,0.032782376,0.032779027,0.032775698,0.032772388,0.032777159,0.032780064,0.032781351,0.032781579,0.032780703,0.032778759,0.032775917,0.032772266,0.032767639,0.032763012,EU-12,FiberCrop -12,10,4,0.033843138,0.033843226,0.033843056,0.033546488,0.033293372,0.033069557,0.032888162,0.032887001,0.032885916,0.032884555,0.032883084,0.032882284,0.032881015,0.032880044,0.032878731,0.032877181,0.032875973,0.03287423,0.032872913,0.032871287,0.032869661,EU-12,MiscCrop -12,10,5,0.019950951,0.019950896,0.01995087,0.018067037,0.01623002,0.014411326,0.012607717,0.012533029,0.012458589,0.012390043,0.012327167,0.012323538,0.012319313,0.012314471,0.012309625,0.012305183,0.012300987,0.012297011,0.012292991,0.012289278,0.012285565,EU-12,OilCrop -12,10,6,0.007665477,0.007665509,0.007665513,0.0077693,0.007861013,0.007940112,0.008016459,0.00792886,0.007841966,0.007755973,0.007670783,0.007671071,0.007671069,0.007670904,0.007670489,0.00766998,0.007669299,0.007668558,0.007667699,0.007666825,0.007665951,EU-12,OtherGrain -12,10,7,0.687396058,0.687396961,0.687396609,0.687372883,0.687305037,0.68721483,0.68709542,0.687024541,0.686934134,0.686826082,0.686690382,0.686687917,0.686655337,0.686597346,0.686509128,0.686398746,0.686261235,0.686097842,0.685911304,0.685702092,0.68549288,EU-12,Rice -12,10,8,0.019360469,0.019360462,0.019360403,0.019359714,0.019358818,0.019358042,0.019356886,0.019356886,0.019356569,0.019356184,0.019355787,0.019355725,0.019355606,0.019355356,0.01935511,0.019354829,0.019354486,0.019354172,0.019353822,0.01935348,0.019353138,EU-12,Root_Tuber -12,10,9,0.050191324,0.050191274,0.050191362,0.050186944,0.050185199,0.050182834,0.050180711,0.050179118,0.050177284,0.050175255,0.050194003,0.050193809,0.050193534,0.050192907,0.050192528,0.050191802,0.050191103,0.050190634,0.050189903,0.050188979,0.050188055,EU-12,SugarCrop -12,10,10,0.007426171,0.007426159,0.007426166,0.007423788,0.00742092,0.007417803,0.007414422,0.007413522,0.007412487,0.007411375,0.007410169,0.007409874,0.007409352,0.007408626,0.007407723,0.007406802,0.007405725,0.007404643,0.007403428,0.007402178,0.007400928,EU-12,Wheat -12,10,11,0.029869232,0.02986917,0.0298692,0.02989486,0.029920241,0.029945695,0.029971129,0.029997085,0.030023156,0.030049103,0.030062211,0.030062627,0.030062664,0.030062922,0.030062987,0.030062888,0.030062802,0.030062606,0.030062564,0.030062366,0.030062168,EU-12,FodderHerb -12,10,12,0.008712378,0.008712403,0.008712367,0.00871236,0.00871237,0.008712408,0.008712359,0.008712399,0.008712386,0.008712365,0.008712391,0.008712445,0.008712375,0.008712388,0.008712375,0.00871241,0.008712396,0.008712391,0.008712387,0.008712379,0.008712371,EU-12,FodderGrass -12,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,11,1,0.005767165,0.005767156,0.005767149,0.005768316,0.005771879,0.00577571,0.005779506,0.005784129,0.005788658,0.005793114,0.005795045,0.005794635,0.005794096,0.005793407,0.005792687,0.005791959,0.005791163,0.00579039,0.005789607,0.005788806,0.005788005,EU-12,Corn -12,11,2,0,0,0,0,0.003885053,0.003893104,0.003899629,0.003905618,0.003864047,0.003772844,0.003725877,0.003739198,0.003757964,0.003791939,0.003824589,0.003847185,0.003831031,0.003814804,0.003798551,0.00378235,0.003766149,EU-12,biomass -12,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,11,4,0.034899289,0.034899356,0.034899366,0.034449087,0.034046918,0.03369131,0.033366825,0.033380378,0.033393896,0.033407459,0.033420574,0.033420074,0.033419392,0.033418907,0.03341806,0.033417328,0.03341646,0.03341569,0.03341478,0.03341389,0.033413,EU-12,MiscCrop -12,11,5,0.009706261,0.009706248,0.009706242,0.008653903,0.007624541,0.006615694,0.005622168,0.005555383,0.005491728,0.005433482,0.005378192,0.00537698,0.005375593,0.005373963,0.00537236,0.005370846,0.005369452,0.005368084,0.005366751,0.005365474,0.005364197,EU-12,OilCrop -12,11,6,0.013831132,0.013831132,0.013831109,0.014181109,0.014496643,0.014787551,0.015058516,0.014749109,0.014452023,0.014160671,0.013880965,0.013881325,0.013881333,0.01388113,0.013880668,0.013880039,0.013879298,0.0138784,0.013877401,0.013876421,0.013875441,EU-12,OtherGrain -12,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,11,8,0.024795911,0.024795952,0.024795908,0.024793952,0.02479141,0.024788884,0.024786264,0.024785839,0.024784961,0.024783983,0.024782789,0.024782573,0.02478212,0.024781568,0.024780861,0.024780052,0.024779166,0.024778238,0.024777315,0.024776161,0.024775007,EU-12,Root_Tuber -12,11,9,0.009889494,0.009889529,0.009889862,0.009889434,0.009889253,0.009889071,0.009888873,0.00988872,0.00988854,0.009888358,0.009892444,0.009892407,0.009892401,0.00989235,0.009892286,0.009892237,0.009892156,0.009892115,0.009892037,0.00989198,0.009891923,EU-12,SugarCrop -12,11,10,0.005774788,0.005774784,0.005774799,0.005772728,0.005770097,0.005767256,0.00576415,0.005763315,0.005762364,0.00576135,0.005760227,0.005759966,0.005759486,0.005758802,0.00575797,0.005757081,0.00575614,0.005755101,0.005754011,0.005752893,0.005751775,EU-12,Wheat -12,11,11,0.019237693,0.019237741,0.019237734,0.019254567,0.019271095,0.019287676,0.019304272,0.019321376,0.019338382,0.019355368,0.019364127,0.019364323,0.019364504,0.019364575,0.019364602,0.019364606,0.019364518,0.019364411,0.019364277,0.0193641,0.019363923,EU-12,FodderHerb -12,11,12,0.003185305,0.003185296,0.003185172,0.003185173,0.003185174,0.003185171,0.003185173,0.00318517,0.003185177,0.003185178,0.003185169,0.003185176,0.00318517,0.003185177,0.003185172,0.00318518,0.003185166,0.003185177,0.003185172,0.003185174,0.003185176,EU-12,FodderGrass -12,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Corn -12,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,biomass -12,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,MiscCrop -12,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OilCrop -12,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OtherGrain -12,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Root_Tuber -12,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,SugarCrop -12,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Wheat -12,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderHerb -12,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderGrass -12,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Corn -12,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,biomass -12,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,MiscCrop -12,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OilCrop -12,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OtherGrain -12,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Root_Tuber -12,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,SugarCrop -12,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Wheat -12,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderHerb -12,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderGrass -12,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -13,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Corn -13,4,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,4,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,MiscCrop -13,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OilCrop -13,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OtherGrain -13,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Rice -13,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Root_Tuber -13,4,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,SugarCrop -13,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Wheat -13,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderHerb -13,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderGrass -13,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,8,1,0.75926029,0.75925655,0.759258217,0.758832143,0.758765169,0.758647463,0.758527571,0.758490063,0.758438702,0.758381366,0.75832303,0.75827962,0.758222638,0.758151554,0.758078176,0.758004328,0.75792555,0.757848646,0.75777231,0.757693503,0.757614696,EU-15,Corn -13,8,2,0,0,0,0,0.057163122,0.056830767,0.056384388,0.05655103,0.057042218,0.058919255,0.059686002,0.060214303,0.060285101,0.060126066,0.060117912,0.060186162,0.060230703,0.060262612,0.060288083,0.060311948,0.060335813,EU-15,biomass -13,8,3,0.694443982,0.694446145,0.694444245,0.694482092,0.694477958,0.694471377,0.694454243,0.694429764,0.694403795,0.694379326,0.694355854,0.694398944,0.694428574,0.694445928,0.694451431,0.694447244,0.694432007,0.694408151,0.694376148,0.694337925,0.694299702,EU-15,FiberCrop -13,8,4,0.266665323,0.266666022,0.266665628,0.268339269,0.269848064,0.271275599,0.272536079,0.272177518,0.271815924,0.271455527,0.271091564,0.27108096,0.271067667,0.271053224,0.271037127,0.27102107,0.271004303,0.270986759,0.27096907,0.270950514,0.270931958,EU-15,MiscCrop -13,8,5,0.212254531,0.212254858,0.212254853,0.211835954,0.211702817,0.211581685,0.211532942,0.211498541,0.21146027,0.211422402,0.211386465,0.211294821,0.211186418,0.211063252,0.210940853,0.210826943,0.21071935,0.210618679,0.2105178,0.210422324,0.210326848,EU-15,OilCrop -13,8,6,0.100020767,0.100020631,0.100020352,0.101051985,0.102018284,0.102859676,0.103609451,0.102483725,0.101296619,0.10007432,0.098814083,0.09883683,0.098831162,0.098806531,0.098758184,0.098701455,0.098629699,0.098553798,0.098467941,0.098380864,0.098293787,EU-15,OtherGrain -13,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,EU-15,Rice -13,8,8,0.150217043,0.150217727,0.150216757,0.150199735,0.150180471,0.150161136,0.150140857,0.150137096,0.150130485,0.150123191,0.150114125,0.150112908,0.150109566,0.150105338,0.150099535,0.150093861,0.150087049,0.150080356,0.150073023,0.150064482,0.150055941,EU-15,Root_Tuber -13,8,9,0.497872786,0.497873132,0.497875942,0.497749056,0.497694551,0.497637044,0.497574104,0.497524705,0.497472191,0.497414197,0.497246412,0.497237879,0.497225704,0.497210692,0.497194667,0.497178144,0.497158314,0.497138598,0.49711817,0.497095048,0.497071926,EU-15,SugarCrop -13,8,10,0.05314205,0.053142287,0.053142203,0.05310208,0.053057999,0.053010222,0.052958655,0.052945194,0.052928677,0.052911185,0.052892036,0.05288683,0.052877847,0.052865665,0.052851216,0.052836616,0.052820612,0.052804246,0.052786669,0.052768899,0.052751129,EU-15,Wheat -13,8,11,0.174269512,0.174268623,0.174268688,0.174275431,0.174340563,0.174343158,0.174345546,0.174357052,0.174367659,0.174376867,0.17438559,0.174390016,0.174393103,0.174394915,0.17439592,0.174395148,0.174393476,0.174391443,0.174389563,0.174385717,0.174381871,EU-15,FodderHerb -13,8,12,0.064458945,0.064459087,0.064459862,0.061060632,0.058017968,0.055275933,0.052807309,0.054433884,0.056177533,0.058046078,0.060047364,0.060047387,0.060047319,0.060047176,0.060047335,0.060047258,0.060047189,0.060047279,0.060047151,0.060047271,0.060047391,EU-15,FodderGrass -13,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,9,1,0.624922618,0.624924493,0.624924012,0.624544066,0.624516564,0.624412207,0.624308279,0.624274756,0.624229155,0.624179496,0.6241261,0.624088845,0.624039805,0.62397715,0.623911314,0.623846702,0.623779674,0.623710104,0.623641789,0.623572782,0.623503775,EU-15,Corn -13,9,2,0,0,0,0,0.058381871,0.058294396,0.058107594,0.058150939,0.058507398,0.05922379,0.059968243,0.060452824,0.060492093,0.060318389,0.060295583,0.060352692,0.060390425,0.060417628,0.060438459,0.060458834,0.060479209,EU-15,biomass -13,9,3,0.918281716,0.918282043,0.918282207,0.918315588,0.918313207,0.918307485,0.918294916,0.918274436,0.91825451,0.918235432,0.918216083,0.918250558,0.918273561,0.918286408,0.91829022,0.918286709,0.918274988,0.918255708,0.918230788,0.918201433,0.918172078,EU-15,FiberCrop -13,9,4,0.308324181,0.308324798,0.308325386,0.314899972,0.320887675,0.326463382,0.331606825,0.331304298,0.330999493,0.330695513,0.330388,0.33037746,0.330365132,0.330350952,0.330335242,0.330320036,0.330303364,0.330286473,0.330269457,0.330250943,0.330232429,EU-15,MiscCrop -13,9,5,0.251732313,0.251732348,0.251731932,0.250825701,0.250591898,0.250389144,0.250102773,0.250013543,0.249832958,0.249651638,0.249559821,0.249341564,0.249086518,0.248796071,0.248505352,0.24823514,0.247980065,0.24774033,0.24750089,0.247274116,0.247047342,EU-15,OilCrop -13,9,6,0.108542053,0.108541942,0.108542135,0.109776856,0.110949013,0.112077241,0.113113813,0.111747938,0.110326783,0.108913587,0.107507213,0.107528252,0.107523994,0.107503798,0.107462437,0.107412734,0.107349898,0.10728256,0.107206225,0.10712919,0.107052155,EU-15,OtherGrain -13,9,7,0.992221398,0.992221402,0.992221404,0.992283323,0.992344088,0.992403466,0.992457983,0.992517206,0.992575142,0.992631935,0.992684118,0.992715643,0.992745893,0.992775081,0.992803098,0.992830169,0.992856203,0.992881321,0.992905487,0.992928767,0.992952047,EU-15,Rice -13,9,8,0.377353911,0.37735411,0.377353996,0.377318921,0.377280119,0.37724024,0.377199935,0.377191948,0.377178548,0.377163296,0.377146377,0.377142834,0.37713637,0.377128386,0.377115031,0.377104149,0.377090401,0.377076554,0.377061975,0.377044462,0.377026949,EU-15,Root_Tuber -13,9,9,0.703466886,0.70346681,0.703466361,0.703362624,0.703317836,0.703270322,0.703219631,0.703178688,0.703133534,0.703086248,0.702946236,0.702939725,0.702930425,0.702918091,0.702905105,0.702891088,0.702875441,0.702858844,0.702841565,0.702822039,0.702802513,EU-15,SugarCrop -13,9,10,0.056081018,0.056080832,0.056080997,0.056027997,0.055970845,0.055908967,0.055842114,0.055824413,0.055803097,0.055780385,0.055755847,0.055749252,0.055737847,0.055721943,0.055703324,0.055684352,0.055663984,0.055642381,0.05561977,0.05559619,0.05557261,EU-15,Wheat -13,9,11,0.268557476,0.268556835,0.268558016,0.268566516,0.268655678,0.268658369,0.268661526,0.268677977,0.268690357,0.268703004,0.268714905,0.268720913,0.268724489,0.268726743,0.268727773,0.268727176,0.268725497,0.268722508,0.268718705,0.268714398,0.268710091,EU-15,FodderHerb -13,9,12,0.036380921,0.036380926,0.036380967,0.034407942,0.032647194,0.031064792,0.0296435,0.030579576,0.031584692,0.032663438,0.033820962,0.033820965,0.033821026,0.033821014,0.033820982,0.033821054,0.033821056,0.033821119,0.033821083,0.033821117,0.033821151,EU-15,FodderGrass -13,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,10,1,0.419918499,0.419918172,0.419918412,0.419647035,0.419661247,0.419587352,0.419511743,0.419488294,0.419456026,0.419420574,0.419383748,0.419358317,0.419322792,0.419279542,0.419234154,0.419188045,0.419139183,0.419090577,0.419042138,0.418991993,0.418941848,EU-15,Corn -13,10,2,0,0,0,0,0.021872379,0.021991998,0.022087827,0.021762956,0.021491617,0.021666886,0.021903991,0.022055364,0.022047788,0.021971767,0.021943274,0.021957165,0.021966331,0.021972878,0.02197798,0.021982901,0.021987822,EU-15,biomass -13,10,3,0.948658053,0.948657804,0.948657591,0.948675173,0.948673689,0.948670383,0.948664015,0.948652439,0.948641585,0.948631038,0.948620652,0.948639728,0.948652451,0.9486593,0.948661664,0.948659746,0.948653413,0.948642934,0.94862953,0.948613258,0.948596986,EU-15,FiberCrop -13,10,4,0.215007391,0.21500737,0.215007492,0.21770728,0.220133125,0.222355682,0.224367651,0.224131519,0.223894517,0.223656571,0.223417793,0.223410633,0.223402363,0.223392756,0.223382634,0.223371986,0.223360428,0.22334955,0.223337003,0.223324989,0.223312975,EU-15,MiscCrop -13,10,5,0.152056706,0.152056846,0.152056557,0.151907081,0.152013195,0.152075273,0.152136934,0.150592414,0.149111599,0.147753068,0.146515161,0.146436897,0.146345414,0.146242542,0.146140274,0.146045848,0.14595793,0.145876101,0.145795145,0.145718784,0.145642423,EU-15,OilCrop -13,10,6,0.051318445,0.051318397,0.051318345,0.051582,0.051829943,0.052077375,0.052302349,0.052049393,0.051794075,0.051538949,0.05126201,0.051265802,0.051265627,0.05126321,0.051257324,0.051250176,0.051240679,0.051230428,0.051218926,0.051206971,0.051195016,EU-15,OtherGrain -13,10,7,0.983296542,0.983296623,0.983296576,0.983429456,0.98355985,0.98368775,0.983805784,0.983933111,0.984057952,0.984180578,0.984293927,0.984361024,0.984426023,0.98448912,0.984550148,0.98460951,0.984667073,0.984723155,0.984777398,0.984830169,0.98488294,EU-15,Rice -13,10,8,0.339254382,0.339254541,0.339255239,0.339242973,0.339231376,0.339218203,0.339205096,0.339202152,0.339198589,0.339193786,0.339187999,0.339187099,0.339184304,0.339182693,0.339178513,0.339174196,0.339169983,0.339165831,0.339160497,0.339156104,0.339151711,EU-15,Root_Tuber -13,10,9,0.250442356,0.250442246,0.250442696,0.250405404,0.250389511,0.250372711,0.250354778,0.25034091,0.250325132,0.250308481,0.250210228,0.250207277,0.250203953,0.25020007,0.250195725,0.250191512,0.250185147,0.250179585,0.250173498,0.250167773,0.250162048,EU-15,SugarCrop -13,10,10,0.030298142,0.030298074,0.030298128,0.030284812,0.030271526,0.030257239,0.03024169,0.030237771,0.030232879,0.030227691,0.030222235,0.030220994,0.030218474,0.030214979,0.030210907,0.030206645,0.030201804,0.030196742,0.03019146,0.030185927,0.030180394,EU-15,Wheat -13,10,11,0.085786879,0.085786799,0.08578672,0.08578947,0.085824481,0.085825489,0.085826337,0.085830974,0.085834863,0.085838377,0.085841612,0.085843367,0.085844497,0.085845103,0.085845352,0.08584521,0.085844623,0.085844047,0.085843013,0.085841617,0.085840221,EU-15,FodderHerb -13,10,12,0.044924739,0.044924677,0.044924744,0.044924789,0.04492479,0.044924657,0.044924726,0.044924701,0.044924675,0.044924654,0.044924707,0.044924902,0.044924683,0.044924807,0.044924691,0.044924631,0.04492468,0.044924711,0.044924722,0.044924696,0.04492467,EU-15,FodderGrass -13,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,11,1,0.440649679,0.440649061,0.440649825,0.440477223,0.440525055,0.440477293,0.440429089,0.440413951,0.440393296,0.440370676,0.440346874,0.440330348,0.440307566,0.440279684,0.440250142,0.440220319,0.440188758,0.440157358,0.440125937,0.440093444,0.440060951,EU-15,Corn -13,11,2,0,0,0,0,0.027979174,0.027838446,0.027682127,0.02743971,0.027462581,0.028118982,0.02844138,0.028601641,0.028567765,0.028458794,0.028423062,0.028432434,0.02843866,0.028443197,0.028446646,0.028450007,0.028453368,EU-15,biomass -13,11,3,0.248754285,0.248754227,0.248754645,0.248880202,0.248878729,0.248871276,0.248846018,0.248798754,0.248748208,0.248700884,0.248651122,0.248729176,0.24877909,0.24880501,0.248812431,0.24880189,0.24877397,0.248733209,0.248676885,0.248609547,0.248542209,EU-15,FiberCrop -13,11,4,0.241265884,0.241266152,0.241266007,0.24363809,0.245706522,0.247625247,0.249392912,0.249223851,0.249053601,0.248883712,0.248794293,0.24878897,0.248783246,0.248776216,0.248769722,0.248762033,0.248754072,0.248745609,0.248738234,0.24872885,0.248719466,EU-15,MiscCrop -13,11,5,0.159333961,0.159333957,0.159333895,0.159359889,0.159545561,0.159677378,0.159809655,0.157448051,0.155170058,0.153088446,0.151086592,0.151054059,0.151017233,0.150974931,0.150932811,0.150893178,0.150857563,0.150823302,0.15078905,0.150756859,0.150724668,EU-15,OilCrop -13,11,6,0.052776963,0.052777119,0.052777081,0.054168273,0.055528556,0.056803822,0.058034382,0.056793441,0.055552502,0.054291192,0.053034348,0.053036292,0.05303623,0.053034936,0.053032136,0.053028855,0.05302452,0.053019578,0.053014224,0.053008906,0.053003588,EU-15,OtherGrain -13,11,7,0.992213828,0.992213787,0.992213819,0.992276942,0.992339084,0.992400328,0.992457221,0.992517874,0.992577553,0.992636463,0.992691301,0.99272285,0.992753734,0.99278397,0.992813644,0.992842769,0.992871321,0.992899401,0.992926927,0.992953917,0.992980907,EU-15,Rice -13,11,8,0.36064676,0.360646335,0.360646904,0.360637273,0.360627206,0.360616652,0.360605115,0.360603916,0.36060012,0.360596098,0.360591155,0.360590023,0.360587213,0.360585626,0.36058237,0.360579792,0.360576242,0.360572234,0.360567964,0.360563725,0.360559486,EU-15,Root_Tuber -13,11,9,0.173394512,0.173394705,0.17339467,0.173377172,0.173369678,0.173361358,0.173353212,0.173346406,0.173339114,0.173331721,0.173261034,0.173259935,0.173258382,0.173256933,0.173254938,0.173252012,0.173249911,0.173247398,0.173244434,0.173241346,0.173238258,EU-15,SugarCrop -13,11,10,0.018206896,0.018206879,0.018206899,0.018200559,0.018194478,0.01818786,0.018180732,0.018178862,0.018176642,0.018174344,0.01817179,0.018171248,0.018170186,0.018168633,0.018166789,0.018164889,0.018162645,0.018160333,0.018157784,0.018155237,0.01815269,EU-15,Wheat -13,11,11,0.201219567,0.201219274,0.201219369,0.201223391,0.201295165,0.201296517,0.201297596,0.201304706,0.201310599,0.201316055,0.201320385,0.20132372,0.201325442,0.201326599,0.201326536,0.201325993,0.201326274,0.20132416,0.201323851,0.20132167,0.201319489,EU-15,FodderHerb -13,11,12,0.060787161,0.060786957,0.060787136,0.057569441,0.054690842,0.052097259,0.049763226,0.051301181,0.052949958,0.054717162,0.056610788,0.056610706,0.056610818,0.056610762,0.056610681,0.056610756,0.056610714,0.056610705,0.056610797,0.056610605,0.056610413,EU-15,FodderGrass -13,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,12,1,0.352160314,0.352161236,0.35216077,0.352011417,0.352059757,0.352017745,0.351975605,0.351961856,0.351944433,0.351923641,0.351902474,0.351887987,0.351868154,0.351841384,0.351815744,0.351789179,0.351759813,0.351731327,0.351702099,0.351673692,0.351645285,EU-15,Corn -13,12,2,0,0,0,0,0.02320074,0.023086631,0.022958613,0.022690337,0.022623737,0.023218354,0.023688889,0.023724089,0.02371797,0.023628027,0.023568857,0.023577318,0.023583041,0.023586904,0.02359006,0.02359312,0.02359618,EU-15,biomass -13,12,3,0.191270152,0.191270635,0.191270958,0.191374837,0.191374429,0.191369661,0.191351712,0.191314992,0.191276029,0.191239443,0.191202038,0.191259915,0.191297538,0.19131668,0.191321863,0.191312832,0.191291403,0.191261696,0.191219239,0.191168936,0.191118633,EU-15,FiberCrop -13,12,4,0.159092774,0.159092809,0.159093025,0.160886095,0.162518615,0.163986003,0.1652849,0.165218817,0.165151528,0.165083615,0.165014655,0.165009305,0.165002749,0.164994999,0.164986736,0.164978669,0.164969981,0.164960795,0.164950734,0.16494061,0.164930486,EU-15,MiscCrop -13,12,5,0.098717539,0.098717368,0.098717343,0.098678432,0.098718007,0.098722217,0.098764628,0.096773821,0.094892205,0.093153272,0.091479311,0.091453199,0.091421742,0.091387243,0.091351515,0.091318284,0.09128715,0.091257992,0.091228597,0.091201419,0.091174241,EU-15,OilCrop -13,12,6,0.042270748,0.042270727,0.042270705,0.043305007,0.04431108,0.045263438,0.04617665,0.045270594,0.044360886,0.043449704,0.042538022,0.042539759,0.042539921,0.042538845,0.042536003,0.042532788,0.042528283,0.042523248,0.0425177,0.042512007,0.042506314,EU-15,OtherGrain -13,12,7,0.99100848,0.991013584,0.991008854,0.991082339,0.991154998,0.991226978,0.991294404,0.991365337,0.991435581,0.991505166,0.991570314,0.991606763,0.991642864,0.991678652,0.991714122,0.991749314,0.991784183,0.991818821,0.99185314,0.991887195,0.99192125,EU-15,Rice -13,12,8,0.308673113,0.308673436,0.308673851,0.308664719,0.308655466,0.308645907,0.308636003,0.308633072,0.308630301,0.308626324,0.308622135,0.308620625,0.308619736,0.308618702,0.308614419,0.308611049,0.308607902,0.308605288,0.308600153,0.308596619,0.308593085,EU-15,Root_Tuber -13,12,9,0.037535881,0.037535881,0.037535615,0.037525827,0.037521639,0.037517283,0.037512594,0.037508971,0.037504715,0.037500283,0.037480138,0.037479512,0.037478566,0.037477383,0.037476415,0.037475104,0.037473411,0.037472177,0.037470488,0.03746884,0.037467192,EU-15,SugarCrop -13,12,10,0.006317806,0.006317809,0.006317801,0.006316207,0.006314648,0.006312942,0.006311076,0.006310567,0.006309987,0.006309362,0.00630868,0.006308522,0.006308232,0.006307835,0.006307333,0.006306791,0.006306193,0.006305528,0.006304823,0.006304098,0.006303373,EU-15,Wheat -13,12,11,0.225533064,0.225533316,0.225533655,0.225538449,0.225616235,0.225618254,0.225619227,0.225628703,0.225636971,0.225643551,0.225649727,0.225652809,0.225655385,0.225656969,0.225656487,0.225656834,0.225655585,0.22565438,0.225652205,0.225649091,0.225645977,EU-15,FodderHerb -13,12,12,0.017312035,0.017312012,0.017312055,0.016355569,0.015503824,0.014739635,0.014054482,0.014505695,0.014990646,0.015511648,0.016071553,0.016071489,0.016071518,0.016071546,0.016071437,0.016071468,0.016071455,0.01607155,0.016071509,0.016071468,0.016071427,EU-15,FodderGrass -13,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Corn -13,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,MiscCrop -13,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OilCrop -13,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OtherGrain -13,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Rice -13,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Root_Tuber -13,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,SugarCrop -13,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Wheat -13,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderHerb -13,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderGrass -13,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,14,1,0.11464041,0.114639945,0.114639395,0.114639411,0.114683435,0.114683371,0.114683436,0.114683326,0.114683336,0.114683564,0.114683582,0.114683395,0.114683544,0.114683591,0.114683386,0.114683563,0.114683362,0.11468346,0.11468336,0.114683384,0.114683408,EU-15,Corn -13,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,14,4,0.10670136,0.106702033,0.106701889,0.107359125,0.107977445,0.108515216,0.109014472,0.108969311,0.108923655,0.108878152,0.108832251,0.108830043,0.108827289,0.108824435,0.108821159,0.108817904,0.108814306,0.108810869,0.108807239,0.108803415,0.108799591,EU-15,MiscCrop -13,14,5,0.017327555,0.017329628,0.017326708,0.017356283,0.017378596,0.01740833,0.017430685,0.01781654,0.018202836,0.018597461,0.018992364,0.018992434,0.018992303,0.018992348,0.018992343,0.018992336,0.018992356,0.018992419,0.018992407,0.018992388,0.018992369,EU-15,OilCrop -13,14,6,0.045947463,0.045948699,0.045946034,0.047421591,0.048802849,0.050118978,0.051341513,0.050068261,0.048762486,0.047428765,0.046071345,0.046072148,0.046072294,0.046071419,0.046069923,0.046067818,0.046065065,0.046062072,0.046058845,0.046055597,0.046052349,EU-15,OtherGrain -13,14,7,0.723845672,0.723853738,0.723851151,0.725507067,0.727157174,0.728800659,0.730351323,0.731982914,0.733607642,0.735226139,0.736752773,0.737600299,0.738445027,0.739287488,0.74012838,0.740966944,0.741803226,0.742638111,0.743470739,0.744300512,0.745130285,EU-15,Rice -13,14,8,0.158244519,0.158225575,0.158213188,0.158213135,0.15821324,0.158213145,0.158213081,0.158212942,0.158212862,0.158212352,0.158212777,0.158213353,0.158213055,0.158212908,0.15821318,0.158212501,0.158213304,0.15821257,0.158213096,0.158212886,0.158212676,EU-15,Root_Tuber -13,14,9,0.010717058,0.010712184,0.010717874,0.010715879,0.010715034,0.01071413,0.010713128,0.010712372,0.010711523,0.010710617,0.010705077,0.010704929,0.010704781,0.010704567,0.01070432,0.010704001,0.010703751,0.010703442,0.010703096,0.010702718,0.01070234,EU-15,SugarCrop -13,14,10,0.001978187,0.001980587,0.00198154,0.001981543,0.001981537,0.00198154,0.001981534,0.00198154,0.001981544,0.001981537,0.001981536,0.001981542,0.001981535,0.001981537,0.001981531,0.001981541,0.001981538,0.001981541,0.001981541,0.001981545,0.001981549,EU-15,Wheat -13,14,11,0.07023088,0.070229956,0.070230517,0.070231805,0.070260806,0.070261064,0.070261458,0.070263685,0.070265777,0.070267851,0.070269543,0.070270498,0.070271066,0.070271668,0.070271376,0.070271529,0.070270941,0.070271055,0.070270015,0.070269707,0.070269399,EU-15,FodderHerb -13,14,12,0.038568304,0.038567647,0.038567819,0.038567869,0.038567899,0.038567846,0.038567772,0.038567819,0.038567737,0.038567778,0.038567813,0.038567822,0.038567833,0.038567879,0.038567835,0.038567838,0.038567855,0.038567803,0.038567842,0.038567772,0.038567702,EU-15,FodderGrass -13,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,15,1,0.01501876,0.015018856,0.015018871,0.015018387,0.015024639,0.01502451,0.015024411,0.015024356,0.015024269,0.015024213,0.015024181,0.015024149,0.015024054,0.015024015,0.015023896,0.015023851,0.015023756,0.015023666,0.015023573,0.015023516,0.015023459,EU-15,Corn -13,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,15,4,0.042184103,0.042184231,0.042184149,0.043081066,0.043869684,0.044580263,0.045208986,0.045189119,0.04516891,0.045148968,0.045128715,0.045127709,0.045126696,0.045125342,0.04512399,0.045122659,0.045121425,0.045119987,0.045118494,0.045117112,0.04511573,EU-15,MiscCrop -13,15,5,0.004437221,0.0044373,0.004437247,0.004448258,0.004457757,0.004467265,0.00447486,0.004453447,0.004432137,0.004412824,0.004395515,0.004395408,0.004395269,0.004395113,0.004394957,0.004394821,0.004394694,0.004394575,0.004394451,0.004394332,0.004394213,EU-15,OilCrop -13,15,6,0.00591348,0.005913484,0.005913489,0.006078509,0.006229412,0.006370379,0.006503337,0.006368304,0.00623059,0.006090477,0.005943042,0.005943059,0.005943079,0.00594304,0.005943024,0.005942984,0.005942938,0.005942857,0.005942797,0.005942756,0.005942715,EU-15,OtherGrain -13,15,7,0.900024249,0.900025705,0.900023153,0.90076704,0.901505518,0.902238596,0.902926896,0.903651055,0.904370358,0.905083235,0.905753845,0.906126654,0.906496979,0.906864962,0.907232004,0.907597048,0.907960584,0.908321609,0.908681812,0.909039475,0.909397138,EU-15,Rice -13,15,8,0.137168453,0.137168741,0.137168232,0.13716559,0.137162758,0.137159929,0.137157523,0.137155909,0.137155577,0.137153915,0.137153377,0.137151935,0.137151907,0.137151098,0.137150851,0.137149827,0.137148992,0.13714836,0.137146995,0.137145566,0.137144137,EU-15,Root_Tuber -13,15,9,0.113992689,0.113992711,0.11399292,0.113987753,0.11398562,0.113983415,0.113981146,0.113979289,0.113977286,0.113974937,0.11392847,0.113928263,0.113927637,0.113927113,0.113926519,0.113925914,0.113925145,0.11392429,0.113923542,0.113922678,0.113921814,EU-15,SugarCrop -13,15,10,0.000118297,0.00011833,0.000118342,0.000118339,0.000118336,0.000118332,0.000118328,0.000118327,0.000118326,0.000118324,0.000118323,0.000118323,0.000118322,0.000118321,0.00011832,0.000118319,0.000118318,0.000118316,0.000118315,0.000118313,0.000118311,EU-15,Wheat -13,15,11,0.022608154,0.022608303,0.022608178,0.022608693,0.022618369,0.022618591,0.022618738,0.022619608,0.022620368,0.022621061,0.022621717,0.02262206,0.022622199,0.02262236,0.022622431,0.022622379,0.022622247,0.022622195,0.022621919,0.022621671,0.022621423,EU-15,FodderHerb -13,15,12,0.002587178,0.002587192,0.002587182,0.002442222,0.002313335,0.002197861,0.002094454,0.002162531,0.002235764,0.002314522,0.002399216,0.002399214,0.002399213,0.002399216,0.002399216,0.002399212,0.002399214,0.002399217,0.002399218,0.002399218,0.002399218,EU-15,FodderGrass -13,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,16,1,0.02147455,0.021475247,0.021474757,0.021470825,0.021478551,0.021477553,0.02147644,0.021476032,0.021475585,0.021475235,0.021474597,0.021474249,0.021473706,0.021473157,0.021472534,0.021471903,0.021471254,0.021470524,0.021469795,0.021469061,0.021468327,EU-15,Corn -13,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,16,4,0.002988486,0.002988218,0.002988047,0.002978878,0.002969717,0.002961841,0.002955256,0.002955153,0.002955047,0.002954933,0.002954799,0.002954712,0.002954624,0.002954518,0.002954396,0.002954275,0.00295414,0.002953994,0.002953862,0.002953731,0.0029536,EU-15,MiscCrop -13,16,5,0.006574946,0.006574886,0.006574965,0.006591576,0.006608512,0.006622727,0.006639754,0.006495199,0.006364613,0.006247443,0.00614032,0.00614024,0.006140138,0.006139981,0.006139879,0.006139768,0.006139655,0.006139578,0.006139489,0.006139374,0.006139259,EU-15,OilCrop -13,16,6,0.002464624,0.002464685,0.002464612,0.002567824,0.002666168,0.002761097,0.002853243,0.002760975,0.002669296,0.002577255,0.002485085,0.002485109,0.002485121,0.002485099,0.002485055,0.002484999,0.002484941,0.00248487,0.002484785,0.0024847,0.002484615,EU-15,OtherGrain -13,16,7,0.841856922,0.841863117,0.841864276,0.842964013,0.844055894,0.845140035,0.846159655,0.847232989,0.848298452,0.849357202,0.850352159,0.850907073,0.851458105,0.852006895,0.852551253,0.853092689,0.853631525,0.854167005,0.854699219,0.855228351,0.855757483,EU-15,Rice -13,16,8,0.02957087,0.02957102,0.029570592,0.029570049,0.029569522,0.029569045,0.029568423,0.029568255,0.029568144,0.029567872,0.029567628,0.029567619,0.029567599,0.029567451,0.029567192,0.029567065,0.029566829,0.029566774,0.029566443,0.029566278,0.029566113,EU-15,Root_Tuber -13,16,9,0.229533253,0.229531175,0.229531443,0.229523409,0.229519618,0.229515833,0.229512019,0.229509009,0.229505487,0.229501863,0.229421449,0.22942113,0.229420725,0.229418983,0.229418286,0.229416794,0.229415545,0.22941466,0.229413117,0.229411743,0.229410369,EU-15,SugarCrop -13,16,10,0.000124188,0.000124301,0.000124289,0.000124278,0.000124267,0.000124255,0.000124243,0.00012424,0.000124235,0.000124232,0.000124227,0.000124226,0.000124224,0.000124222,0.000124218,0.000124215,0.000124211,0.000124207,0.000124202,0.000124198,0.000124194,EU-15,Wheat -13,16,11,0.017208138,0.017207608,0.017207885,0.017208268,0.017215719,0.017215809,0.017215946,0.017216602,0.017217231,0.017217737,0.017218194,0.017218431,0.017218653,0.0172187,0.01721871,0.017218734,0.017218667,0.017218562,0.01721838,0.017218241,0.017218102,EU-15,FodderHerb -13,16,12,0.003045603,0.003045526,0.003045514,0.002874959,0.002723296,0.002587402,0.00246571,0.002545824,0.00263201,0.002724684,0.002824342,0.002824349,0.002824337,0.002824341,0.002824349,0.002824347,0.002824347,0.002824343,0.00282434,0.002824345,0.00282435,EU-15,FodderGrass -13,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -14,8,1,0.28059522,0.280596644,0.2805964,0.280128888,0.279970097,0.27984044,0.2797091,0.279666919,0.27961544,0.2795568,0.27949686,0.279456023,0.279399824,0.279329865,0.279253954,0.27917704,0.279093919,0.279008117,0.278921866,0.278834276,0.278746686,Europe_Eastern,Corn -14,8,2,0,0,0,0,0.03539149,0.035381611,0.03535522,0.035323395,0.035302884,0.035336795,0.035433204,0.035443089,0.034965751,0.034640484,0.034916493,0.035191622,0.035168188,0.035128197,0.035087247,0.035060966,0.035034685,Europe_Eastern,biomass -14,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,8,4,0.167115024,0.167115448,0.167115286,0.167047673,0.166979104,0.166910112,0.1668411,0.166776131,0.166710605,0.16664496,0.166578536,0.16657456,0.166570758,0.166565461,0.166560111,0.166555011,0.166548917,0.166543065,0.166537296,0.166531095,0.166524894,Europe_Eastern,MiscCrop -14,8,5,0.041806618,0.041806553,0.041806669,0.041431793,0.041101309,0.040792307,0.040485548,0.040233428,0.039965803,0.039716746,0.039469192,0.039456625,0.039441704,0.03942475,0.039407732,0.039391648,0.039376614,0.039362215,0.039347737,0.039334093,0.039320449,Europe_Eastern,OilCrop -14,8,6,0.073399486,0.073398833,0.073399208,0.073144648,0.07290027,0.07265349,0.072434557,0.072503441,0.072539083,0.072602771,0.072634872,0.072641352,0.072641408,0.072639213,0.07263217,0.072622426,0.072610588,0.072595902,0.072579782,0.072563521,0.07254726,Europe_Eastern,OtherGrain -14,8,7,0.98685145,0.986851447,0.986851566,0.986909936,0.986980269,0.987038048,0.987074912,0.987143193,0.987202206,0.987251108,0.987280445,0.987336563,0.987376337,0.987402395,0.987412809,0.987410609,0.987393282,0.987361701,0.987316253,0.987257473,0.987198693,Europe_Eastern,Rice -14,8,8,0.157234675,0.157234319,0.157233659,0.157204409,0.15717183,0.15713888,0.157104255,0.157098898,0.1570873,0.157074597,0.157059867,0.157057443,0.157052012,0.157045026,0.157035293,0.157025196,0.157013953,0.157002304,0.156990059,0.156975631,0.156961203,Europe_Eastern,Root_Tuber -14,8,9,0.230428183,0.230427455,0.230428105,0.229925909,0.229446146,0.229043535,0.228639246,0.228240247,0.227839869,0.227438649,0.227037906,0.227035284,0.22703219,0.227026357,0.227022408,0.227016093,0.227010145,0.227003589,0.226997637,0.226989373,0.226981109,Europe_Eastern,SugarCrop -14,8,10,0.085877107,0.085877252,0.085877069,0.085832661,0.085786474,0.0857711,0.085717626,0.085703036,0.085686797,0.085669461,0.085650385,0.085646348,0.085638463,0.085627163,0.085612539,0.08559802,0.085581951,0.085563697,0.085544173,0.085524683,0.085505193,Europe_Eastern,Wheat -14,8,11,0.147987878,0.147987929,0.147988025,0.147995049,0.147997616,0.148000125,0.148002326,0.148014161,0.148024703,0.148033941,0.148042569,0.148047076,0.148049831,0.148051619,0.148052064,0.148051944,0.148050621,0.148048739,0.148046022,0.148042501,0.14803898,Europe_Eastern,FodderHerb -14,8,12,0.147736496,0.147736382,0.147736554,0.147736689,0.14773652,0.147736137,0.147736497,0.147736531,0.14773649,0.147736635,0.147736182,0.147736274,0.147736368,0.147736372,0.147736762,0.147735704,0.147735898,0.147736452,0.147736123,0.147736493,0.147736863,Europe_Eastern,FodderGrass -14,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,9,1,0.384476009,0.3844753,0.384475919,0.3843733,0.384337958,0.384310061,0.384281082,0.384271749,0.384260129,0.384247964,0.384234543,0.384225617,0.384213304,0.384197827,0.384181021,0.38416416,0.384146363,0.38412737,0.38410858,0.384089462,0.384070344,Europe_Eastern,Corn -14,9,2,0,0,0,0,0.049109436,0.04892116,0.048742239,0.048499638,0.048275639,0.048128856,0.048104195,0.048292345,0.048211437,0.04818003,0.048550344,0.048698617,0.048865087,0.04882755,0.048769183,0.048731058,0.048692933,Europe_Eastern,biomass -14,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,9,4,0.409149136,0.409149614,0.409149405,0.407983133,0.406920916,0.405858669,0.404902964,0.403638046,0.402477445,0.401319387,0.400264884,0.400260908,0.400255552,0.400250387,0.400243669,0.400235995,0.400229847,0.400222299,0.400216205,0.400208083,0.400199961,Europe_Eastern,MiscCrop -14,9,5,0.105197281,0.105197343,0.105197089,0.104434843,0.103694552,0.102999417,0.102308777,0.101742958,0.101140166,0.100579801,0.100021654,0.100016713,0.100010151,0.100003024,0.099996508,0.09998938,0.099983155,0.099977533,0.099971477,0.099965203,0.099958929,Europe_Eastern,OilCrop -14,9,6,0.056165381,0.056165345,0.05616547,0.056077913,0.055994356,0.055909797,0.055824581,0.055863276,0.055900488,0.055959955,0.055996071,0.055998207,0.055998796,0.055997714,0.055994752,0.055991568,0.055986792,0.055981175,0.055974922,0.05596865,0.055962378,Europe_Eastern,OtherGrain -14,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,9,8,0.14436128,0.144361716,0.144361506,0.144347503,0.144331614,0.144315532,0.144299133,0.14429552,0.14429073,0.144284487,0.144277167,0.144276337,0.144273351,0.144269904,0.144265572,0.144260223,0.14425471,0.14424973,0.144243334,0.144236269,0.144229204,Europe_Eastern,Root_Tuber -14,9,9,0.143444632,0.143444673,0.143444501,0.143103074,0.142773003,0.142496877,0.142219655,0.141945896,0.141672094,0.141397301,0.141122643,0.141120816,0.141119023,0.141116428,0.141113712,0.141110466,0.141107526,0.141103822,0.141100768,0.141096488,0.141092208,Europe_Eastern,SugarCrop -14,9,10,0.153408478,0.153408688,0.153408678,0.153386756,0.153363854,0.153395748,0.153368527,0.153362233,0.153354319,0.153345368,0.153335964,0.153333941,0.15332961,0.153324103,0.153317215,0.153310457,0.153301329,0.15329268,0.153282844,0.153273327,0.15326381,Europe_Eastern,Wheat -14,9,11,0.093053121,0.093053331,0.093053271,0.09305643,0.093057651,0.0930587,0.093059768,0.093064921,0.093069512,0.093073794,0.093077535,0.093079507,0.09308087,0.093081526,0.093081744,0.093081573,0.093081017,0.093080242,0.093079063,0.093077589,0.093076115,Europe_Eastern,FodderHerb -14,9,12,0.062187773,0.062187516,0.062187786,0.062188042,0.062187769,0.062187662,0.0621877,0.062187708,0.062187674,0.062187883,0.062187798,0.062187792,0.062188005,0.06218768,0.062187829,0.062188041,0.062187827,0.062187945,0.062187915,0.062187855,0.062187795,Europe_Eastern,FodderGrass -14,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,10,1,0.187714908,0.187714871,0.187714578,0.187655176,0.187635243,0.187618652,0.187602162,0.187596626,0.187590354,0.187583009,0.18757505,0.187569877,0.187562699,0.187554038,0.187544401,0.187534672,0.1875238,0.187512786,0.187501602,0.187490621,0.18747964,Europe_Eastern,Corn -14,10,2,0,0,0,0,0.014879219,0.014805085,0.014734776,0.014632371,0.014561335,0.014552075,0.014524625,0.0145501,0.014604987,0.014619851,0.014754594,0.014832652,0.014916929,0.014937027,0.014944048,0.014951079,0.01495811,Europe_Eastern,biomass -14,10,3,0.006076395,0.006076441,0.006076358,0.006080395,0.006079894,0.006079083,0.006077556,0.006075083,0.006072872,0.006070806,0.006068654,0.006072722,0.006075423,0.006076891,0.006077405,0.006076956,0.006075522,0.006073276,0.006070269,0.006066717,0.006063165,Europe_Eastern,FiberCrop -14,10,4,0.107840337,0.107840381,0.107840663,0.107335093,0.106872795,0.106412263,0.105994352,0.10545649,0.104961578,0.104468556,0.103977286,0.103975512,0.103973499,0.103971252,0.103968731,0.103966142,0.103963573,0.103960751,0.103957889,0.103954946,0.103952003,Europe_Eastern,MiscCrop -14,10,5,0.088078595,0.088078513,0.08807811,0.086819975,0.085649829,0.084494542,0.083419368,0.082357787,0.081308132,0.080335067,0.079404433,0.079403144,0.079401678,0.07940004,0.079398295,0.079396658,0.079395291,0.079393871,0.079392508,0.07939107,0.079389632,Europe_Eastern,OilCrop -14,10,6,0.017116076,0.017116095,0.017116095,0.017140423,0.017165691,0.017190762,0.017208241,0.017257841,0.017299744,0.017341644,0.017383412,0.017384068,0.017384152,0.017383864,0.017383118,0.017382152,0.017380847,0.017379301,0.017377543,0.017375789,0.017374035,Europe_Eastern,OtherGrain -14,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,10,8,0.016894923,0.016894942,0.016894989,0.016893448,0.016891808,0.016890161,0.016888472,0.01688819,0.016887496,0.016886822,0.016886082,0.01688609,0.016885727,0.016885486,0.01688484,0.016884476,0.016883789,0.016883236,0.016882543,0.016881825,0.016881107,Europe_Eastern,Root_Tuber -14,10,9,0.04498085,0.044980746,0.044980628,0.044858834,0.044743026,0.044645482,0.044548163,0.044451928,0.044355481,0.044258968,0.044162494,0.044161733,0.044160899,0.044159895,0.044158712,0.044157598,0.044155976,0.044154721,0.044153196,0.044151273,0.04414935,Europe_Eastern,SugarCrop -14,10,10,0.034607274,0.034607355,0.034607317,0.034604224,0.034600709,0.034611628,0.034607658,0.034606545,0.034605386,0.034604035,0.034602629,0.034602355,0.034601686,0.034600854,0.034599889,0.03459872,0.034597424,0.034596087,0.034594694,0.034593244,0.034591794,Europe_Eastern,Wheat -14,10,11,0.045567579,0.04556749,0.045567524,0.045569857,0.045570823,0.045571772,0.045572528,0.045576615,0.045580176,0.045583616,0.045586475,0.04558783,0.045589185,0.045589545,0.045589805,0.045589773,0.045589254,0.04558863,0.04558762,0.045586457,0.045585294,Europe_Eastern,FodderHerb -14,10,12,0.031579506,0.031579582,0.03157968,0.031579582,0.031579782,0.031579829,0.031579763,0.031579607,0.031579583,0.031579751,0.031579602,0.031579719,0.031579627,0.031579729,0.031579811,0.031579591,0.031579736,0.031579725,0.031579702,0.031579665,0.031579628,Europe_Eastern,FodderGrass -14,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Corn -14,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,biomass -14,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,MiscCrop -14,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OilCrop -14,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OtherGrain -14,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Root_Tuber -14,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,SugarCrop -14,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Wheat -14,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderHerb -14,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderGrass -14,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -15,7,1,0.424285708,0.425093625,0.424908417,0.421754398,0.420504427,0.419496232,0.418463716,0.416550398,0.414616752,0.412632619,0.41073265,0.410316048,0.409772358,0.409108901,0.408414451,0.407715443,0.406987071,0.406278979,0.40556909,0.404844934,0.404120778,Europe_Non_EU,Corn -15,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,7,4,0.283698569,0.28369765,0.283697504,0.283229832,0.282759482,0.282287402,0.281814411,0.280565064,0.279316275,0.278157285,0.276998212,0.276984749,0.276968545,0.27695046,0.276930792,0.276910883,0.276890068,0.276868294,0.276844861,0.276822242,0.276799623,Europe_Non_EU,MiscCrop -15,7,5,0.273354587,0.27334848,0.273356814,0.272669564,0.272446023,0.272155661,0.27194857,0.27391952,0.275806964,0.277441522,0.278997954,0.278837744,0.278646613,0.278428213,0.278207609,0.278002027,0.277804863,0.277615715,0.277426449,0.277246125,0.277065801,Europe_Non_EU,OilCrop -15,7,6,0.119142236,0.119141901,0.119142388,0.121445604,0.123598832,0.125639316,0.127560502,0.129925494,0.132123202,0.134200104,0.136148989,0.136154933,0.136154351,0.136149971,0.136140031,0.136127972,0.136112152,0.136094675,0.136074546,0.136054301,0.136034056,Europe_Non_EU,OtherGrain -15,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,7,8,0.70952547,0.709435978,0.709557684,0.7110527,0.712452565,0.713671413,0.714798619,0.714615717,0.714518785,0.714332545,0.71414315,0.714142187,0.714138258,0.714133259,0.714127016,0.714120661,0.71411322,0.714105802,0.71409768,0.714087945,0.71407821,Europe_Non_EU,Root_Tuber -15,7,9,0.748597632,0.748600009,0.748596471,0.748716074,0.748955119,0.749105666,0.74925199,0.749336192,0.749331658,0.749322163,0.749389464,0.749376246,0.749359242,0.749335382,0.749309131,0.749281134,0.749249941,0.749218404,0.749185696,0.74914575,0.749105804,Europe_Non_EU,SugarCrop -15,7,10,0.627500038,0.627500166,0.627499563,0.631575518,0.635009089,0.637822087,0.640213848,0.640463475,0.640704316,0.640940617,0.641170031,0.641150334,0.6411166,0.641070186,0.641013536,0.640955837,0.640890215,0.640822227,0.640748242,0.640673187,0.640598132,Europe_Non_EU,Wheat -15,7,11,0.216409304,0.216417197,0.216413699,0.216424022,0.216428535,0.216432568,0.216436465,0.216455651,0.21647202,0.216486848,0.216500718,0.21650765,0.216512227,0.216514594,0.216515182,0.216515876,0.216513524,0.216510133,0.216506131,0.216500078,0.216494025,Europe_Non_EU,FodderHerb -15,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,8,1,0.141705093,0.14170519,0.141705148,0.141504928,0.141426304,0.141363418,0.141299115,0.140487161,0.139723306,0.138960282,0.138250515,0.138225579,0.138192592,0.138152847,0.138111186,0.138069576,0.138025964,0.137983921,0.137941435,0.137899056,0.137856677,Europe_Non_EU,Corn -15,8,2,0,0,0,0,0.067364862,0.067727312,0.068043578,0.066780029,0.067638467,0.067199429,0.066907849,0.067156792,0.067371312,0.067819596,0.068271376,0.068661263,0.069043177,0.069280971,0.069319612,0.069357434,0.069395256,Europe_Non_EU,biomass -15,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,8,4,0.206895539,0.206895754,0.206894512,0.206810367,0.206724334,0.20656544,0.20647752,0.206183676,0.205889123,0.205593974,0.205369385,0.205362158,0.205353655,0.205344403,0.205334956,0.205324369,0.205313275,0.205302334,0.205291071,0.205278349,0.205265627,Europe_Non_EU,MiscCrop -15,8,5,0.134900087,0.134900104,0.134900096,0.134057238,0.133784901,0.133537238,0.133288689,0.134176221,0.134959715,0.135697513,0.136391848,0.136199907,0.135974194,0.135717403,0.135460278,0.135219911,0.134991603,0.134775906,0.134559816,0.134354529,0.134149242,Europe_Non_EU,OilCrop -15,8,6,0.028109021,0.028109126,0.028109042,0.028701387,0.029256316,0.029783117,0.030279546,0.030887276,0.031464888,0.032011991,0.032526148,0.032528981,0.032528801,0.032526631,0.032522071,0.032516464,0.032509045,0.032501209,0.032491952,0.032482677,0.032473402,Europe_Non_EU,OtherGrain -15,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,Rice -15,8,8,0.453105513,0.453105119,0.453104888,0.454895785,0.456575386,0.458041144,0.459400113,0.459175548,0.459052821,0.458820751,0.45858516,0.458582832,0.458575949,0.458567729,0.458555872,0.458544116,0.458530359,0.458517474,0.458502428,0.458485597,0.458468766,Europe_Non_EU,Root_Tuber -15,8,9,0.625712529,0.62571343,0.625713197,0.625854163,0.626147758,0.626331879,0.62650845,0.626610443,0.626599421,0.626582511,0.626660813,0.626644155,0.626620724,0.626590098,0.626555853,0.626519923,0.626479825,0.626438017,0.626393881,0.626344559,0.626295237,Europe_Non_EU,SugarCrop -15,8,10,0.166866398,0.166866531,0.166866636,0.169276769,0.17132463,0.173013414,0.174455988,0.1746006,0.174737092,0.174870183,0.174997947,0.174981633,0.174953512,0.174913955,0.174866778,0.17481793,0.174763812,0.174707155,0.174646496,0.174584956,0.174523416,Europe_Non_EU,Wheat -15,8,11,0.09448227,0.094482368,0.094482372,0.094486894,0.094488843,0.094490568,0.094492135,0.093941639,0.093429909,0.092920077,0.092448893,0.092451768,0.092453802,0.092454958,0.092455405,0.092455301,0.092454329,0.09245306,0.09245125,0.09244887,0.09244649,Europe_Non_EU,FodderHerb -15,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,9,1,0.104802691,0.104802383,0.104802509,0.104307557,0.103944494,0.103637769,0.103290552,0.102786708,0.102277907,0.101767794,0.101298691,0.101275045,0.101243556,0.101205087,0.10116497,0.101124185,0.101081751,0.101039786,0.10099839,0.10095609,0.10091379,Europe_Non_EU,Corn -15,9,2,0,0,0,0,0.076908324,0.076850693,0.076740216,0.077076383,0.076874021,0.076317408,0.076510263,0.076790227,0.077031563,0.077475996,0.077986132,0.078426296,0.078858011,0.079254004,0.079616921,0.079916336,0.080215751,Europe_Non_EU,biomass -15,9,3,0.998800253,0.998800249,0.998800258,0.999085053,0.999369779,0.999662385,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,9,4,0.142598535,0.142598545,0.142598921,0.142371011,0.142142408,0.141966349,0.141789683,0.141410315,0.140977057,0.140596651,0.140216792,0.14020928,0.140199642,0.140189983,0.140178416,0.140167963,0.140156521,0.140144687,0.140131761,0.140119428,0.140107095,Europe_Non_EU,MiscCrop -15,9,5,0.131080297,0.13108025,0.131080139,0.13011145,0.12977754,0.129469711,0.129161345,0.129567214,0.129916397,0.130169051,0.130426387,0.130224652,0.129986908,0.129717678,0.129447549,0.129195759,0.128957459,0.128733268,0.128509686,0.128296652,0.128083618,Europe_Non_EU,OilCrop -15,9,6,0.028235278,0.028235453,0.028235284,0.028828088,0.029383461,0.029910303,0.030406311,0.030989601,0.031541113,0.032060985,0.032547263,0.032550208,0.032549954,0.032547787,0.032542731,0.032536535,0.032528613,0.032519586,0.03250971,0.032499517,0.032489324,Europe_Non_EU,OtherGrain -15,9,7,0.992091279,0.992091359,0.992091365,0.992156729,0.992217754,0.992277102,0.992331177,0.992436591,0.992536245,0.992633665,0.992725371,0.99275653,0.992786067,0.99281429,0.992841012,0.99286655,0.992890826,0.992913929,0.992935856,0.992956639,0.992977422,Europe_Non_EU,Rice -15,9,8,0.430994456,0.430994644,0.43099481,0.433718738,0.436122736,0.438316309,0.440299197,0.438995693,0.437687644,0.436377656,0.435065353,0.435062347,0.435054557,0.435044588,0.435030873,0.435017972,0.435001154,0.434985525,0.434968619,0.434948562,0.434928505,Europe_Non_EU,Root_Tuber -15,9,9,0.736005355,0.736004823,0.736004459,0.736459808,0.736955982,0.737360676,0.737759803,0.737590532,0.737412947,0.737229418,0.737125453,0.73711282,0.737092964,0.737067339,0.737039505,0.73700924,0.736976552,0.736941658,0.736905086,0.736863408,0.73682173,Europe_Non_EU,SugarCrop -15,9,10,0.184292589,0.184292857,0.184292486,0.187496286,0.190257375,0.1925721,0.19462686,0.194719736,0.194804258,0.194885323,0.194960666,0.194945272,0.19491679,0.194877273,0.194830294,0.194781151,0.194727277,0.194670768,0.194609586,0.194547625,0.194485664,Europe_Non_EU,Wheat -15,9,11,0.093253184,0.093253007,0.09325308,0.092891189,0.092527298,0.092200536,0.091874981,0.091775736,0.091711558,0.091610316,0.091508625,0.091512201,0.091514789,0.091516106,0.091516632,0.091516352,0.091515391,0.091513638,0.091511341,0.091508591,0.091505841,Europe_Non_EU,FodderHerb -15,9,12,0,0.018369087,0.018371156,0.018371144,0.01837115,0.018371151,0.018371162,0.018371144,0.018371139,0.018371176,0.018371152,0.018371166,0.018371148,0.018371155,0.018371148,0.018371147,0.018371145,0.018371172,0.018371152,0.018371128,0.018371104,Europe_Non_EU,FodderGrass -15,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,10,1,0.063717098,0.063717085,0.063717163,0.062848421,0.062092354,0.061377806,0.060695124,0.060511229,0.06032406,0.060136524,0.059948725,0.059938075,0.059923518,0.059905694,0.059886296,0.059866726,0.059845347,0.05982397,0.059802309,0.059780504,0.059758699,Europe_Non_EU,Corn -15,10,2,0,0,0,0,0.072609506,0.072637505,0.072617134,0.072786652,0.0729454,0.072793958,0.072681581,0.072974588,0.073201893,0.073386994,0.073572757,0.073988792,0.074397178,0.074742149,0.074934121,0.074883469,0.074832817,Europe_Non_EU,biomass -15,10,3,0.999974715,0.999974723,0.999974706,0.999980757,0.999986766,0.999992917,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,10,4,0.14943606,0.149435942,0.149436515,0.149641668,0.149844773,0.150047812,0.150250408,0.149850919,0.149450981,0.149051721,0.148706508,0.148697491,0.148687527,0.148676597,0.148663672,0.148651498,0.148638035,0.148623858,0.148610465,0.148595483,0.148580501,Europe_Non_EU,MiscCrop -15,10,5,0.117093957,0.117093963,0.117094005,0.115467987,0.114244785,0.113135178,0.112035293,0.11199687,0.111955343,0.111915025,0.111877588,0.11177299,0.111650385,0.111511891,0.111373263,0.111244752,0.111123227,0.111008558,0.110894682,0.11078642,0.110678158,Europe_Non_EU,OilCrop -15,10,6,0.040383987,0.040384193,0.040384124,0.041044007,0.041664054,0.042239427,0.042785884,0.043458091,0.044101924,0.044698789,0.045264754,0.045267259,0.045267549,0.045265949,0.045262209,0.045257366,0.045251339,0.045244343,0.045236428,0.045228455,0.045220482,Europe_Non_EU,OtherGrain -15,10,7,0.996391139,0.996391066,0.996390837,0.996420935,0.996448977,0.996476267,0.99650116,0.996551,0.996598175,0.996644291,0.996687777,0.996702016,0.996715535,0.996728462,0.996740735,0.996752482,0.996763663,0.996774344,0.996784484,0.996794098,0.996803712,Europe_Non_EU,Rice -15,10,8,0.223971504,0.22397118,0.223971442,0.227879416,0.231444639,0.234816207,0.237983743,0.234507655,0.231137966,0.227800283,0.224569359,0.22456692,0.224558962,0.224550209,0.224537274,0.224524778,0.224510097,0.224495595,0.224478943,0.224460901,0.224442859,Europe_Non_EU,Root_Tuber -15,10,9,0.292997453,0.292997813,0.292997912,0.295053678,0.297143637,0.299145476,0.301058501,0.299791667,0.298427098,0.297154025,0.295969371,0.295957318,0.295940281,0.295917548,0.295892388,0.295866351,0.29583708,0.295807303,0.295775057,0.295739191,0.295703325,Europe_Non_EU,SugarCrop -15,10,10,0.298297533,0.298296314,0.29829712,0.308190182,0.316946802,0.324597577,0.331473207,0.331232688,0.330983556,0.330732063,0.330473028,0.330458373,0.330429307,0.330388361,0.330339625,0.330289499,0.330232263,0.33017343,0.330109023,0.330041665,0.329974307,Europe_Non_EU,Wheat -15,10,11,0.055479002,0.055479077,0.055478953,0.055073852,0.054691543,0.05433381,0.053978162,0.053918831,0.05383627,0.05375315,0.053691987,0.053694748,0.053696616,0.053697673,0.053697963,0.053697829,0.053697054,0.053695774,0.053694135,0.053692055,0.053689975,Europe_Non_EU,FodderHerb -15,10,12,0,0.012284081,0.012278773,0.01227878,0.012278788,0.012278753,0.012278784,0.012278773,0.012278774,0.012278729,0.012278728,0.012278769,0.012278793,0.012278815,0.012278759,0.012278766,0.012278812,0.012278817,0.012278798,0.012278807,0.012278816,Europe_Non_EU,FodderGrass -15,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,11,1,0.006565293,0.006565298,0.006565301,0.006549255,0.006540023,0.00653145,0.006522833,0.006521904,0.006517872,0.006516513,0.006515129,0.006514162,0.006512825,0.006511168,0.006509403,0.006507588,0.006505642,0.006503687,0.00650171,0.006499679,0.006497648,Europe_Non_EU,Corn -15,11,2,0,0,0,0,0.005482013,0.005477956,0.00547288,0.005491218,0.0054927,0.005484347,0.005504783,0.005516795,0.005518504,0.005514499,0.005510514,0.005506321,0.00550671,0.005516572,0.005531157,0.005545812,0.005560467,Europe_Non_EU,biomass -15,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,11,4,0.046227849,0.046227662,0.046227938,0.046336951,0.046426085,0.046534417,0.046642745,0.046639024,0.04665371,0.046648968,0.046643291,0.046639772,0.046635842,0.046631216,0.04662619,0.046621082,0.04661575,0.04661018,0.046604493,0.046598354,0.046592215,Europe_Non_EU,MiscCrop -15,11,5,0.015833772,0.015833779,0.015833713,0.015452558,0.015125924,0.014826006,0.014544509,0.014300592,0.014078353,0.013871407,0.013679302,0.013671668,0.013662613,0.013652371,0.013642004,0.013632474,0.013623411,0.013614732,0.01360625,0.013598027,0.013589804,Europe_Non_EU,OilCrop -15,11,6,0.017452808,0.017452779,0.017452781,0.017370298,0.017295657,0.017221375,0.017154648,0.017073757,0.017000624,0.016927767,0.016862321,0.016862426,0.016862443,0.016862352,0.016862273,0.016862141,0.016862061,0.01686192,0.016861727,0.016861504,0.016861281,Europe_Non_EU,OtherGrain -15,11,7,0.999999991,0.999999992,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,Europe_Non_EU,Rice -15,11,8,0.038881417,0.038881334,0.038881319,0.039155407,0.039430974,0.039691823,0.039937489,0.039653849,0.039404429,0.03915637,0.038925716,0.038925591,0.038924973,0.038924111,0.038923035,0.038922006,0.038920724,0.038919476,0.038917983,0.038916511,0.038915039,Europe_Non_EU,Root_Tuber -15,11,9,0.046584531,0.046584747,0.046584664,0.046881488,0.047179848,0.047459154,0.047719849,0.047489674,0.047239893,0.047010221,0.046781085,0.046779197,0.046776341,0.046772682,0.046768313,0.046764049,0.046759419,0.046754499,0.046749652,0.046743485,0.046737318,Europe_Non_EU,SugarCrop -15,11,10,0.011929458,0.011929435,0.011929472,0.012728718,0.013500074,0.014244439,0.014958816,0.014912933,0.014873305,0.014833789,0.014794201,0.014793907,0.014793358,0.014792518,0.014791509,0.014790527,0.014789367,0.014788186,0.014786859,0.014785483,0.014784107,Europe_Non_EU,Wheat -15,11,11,0.012730756,0.012730702,0.012730733,0.01272697,0.012727658,0.012722817,0.01272338,0.012726378,0.012728906,0.012731264,0.012733444,0.012734522,0.012735277,0.012735703,0.012735832,0.01273575,0.012735436,0.012734923,0.012734255,0.012733416,0.012732577,Europe_Non_EU,FodderHerb -15,11,12,0,0.005258726,0.005265562,0.005265549,0.005265547,0.005265565,0.005265569,0.005265576,0.005265573,0.005265546,0.005265559,0.005265564,0.005265554,0.005265574,0.005265554,0.00526554,0.005265551,0.005265556,0.005265555,0.005265564,0.005265573,Europe_Non_EU,FodderGrass -15,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,12,1,0.001762995,0.001762856,0.001762856,0.001762066,0.001761786,0.001761556,0.001761329,0.001761256,0.001761153,0.001761046,0.001760931,0.001760857,0.001760747,0.001760609,0.001760465,0.001760318,0.00176016,0.001759995,0.001759832,0.001759668,0.001759504,Europe_Non_EU,Corn -15,12,2,0,0,0,0,0.00196816,0.001945228,0.001922546,0.001903429,0.001891059,0.001882866,0.001877976,0.001875563,0.001873145,0.001869085,0.001856107,0.001844825,0.001836007,0.001828823,0.001823247,0.001818485,0.001813723,Europe_Non_EU,biomass -15,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,12,4,0.027291998,0.027292159,0.027292453,0.027291005,0.027277726,0.027275927,0.027262496,0.027250123,0.027237384,0.027224767,0.027211846,0.027211066,0.027210017,0.027208966,0.027207635,0.027206425,0.027204974,0.027203691,0.027202273,0.027200612,0.027198951,Europe_Non_EU,MiscCrop -15,12,5,0.002310126,0.002310368,0.002310421,0.002232734,0.002162852,0.002097874,0.002038381,0.001970373,0.001907909,0.001851436,0.001799726,0.001799575,0.001799387,0.001799175,0.001798962,0.001798764,0.001798575,0.001798389,0.001798213,0.00179803,0.001797847,Europe_Non_EU,OilCrop -15,12,6,0.0130307,0.013029699,0.013029638,0.012834696,0.012653554,0.012480288,0.012309341,0.012114742,0.011928313,0.01175476,0.011588711,0.011588745,0.011588742,0.011588728,0.011588724,0.01158869,0.011588645,0.011588596,0.011588518,0.011588467,0.011588416,Europe_Non_EU,OtherGrain -15,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,12,8,0.05497176,0.054971589,0.054971332,0.054968481,0.054965146,0.054962023,0.054958207,0.054957398,0.054956444,0.054954972,0.054953285,0.054953209,0.054952634,0.054951733,0.054950806,0.054949539,0.054948483,0.054947079,0.054945572,0.054944088,0.054942604,Europe_Non_EU,Root_Tuber -15,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,SugarCrop -15,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Wheat -15,12,11,0.000364279,0.000364247,0.000364719,0.000364724,0.000364727,0.000364728,0.00036473,0.000364739,0.000364747,0.000364754,0.00036476,0.000364763,0.000364767,0.000364767,0.000364766,0.000364767,0.000364768,0.000364764,0.000364763,0.00036476,0.000364757,Europe_Non_EU,FodderHerb -15,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,14,1,0.008812884,0.008812184,0.008811688,0.008776282,0.008762454,0.008751283,0.008739971,0.008679971,0.008622726,0.008565198,0.008511583,0.008507145,0.008501405,0.008494361,0.008487079,0.008479708,0.008472088,0.00846471,0.008457393,0.0084498,0.008442207,Europe_Non_EU,Corn -15,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,14,4,0.012153027,0.012152802,0.012153038,0.012151755,0.012150306,0.012148868,0.012147278,0.012151749,0.012150889,0.012155163,0.012154145,0.012153458,0.01215269,0.012151826,0.012150783,0.012149855,0.0121488,0.01214779,0.012146646,0.012145546,0.012144446,Europe_Non_EU,MiscCrop -15,14,5,0.015796845,0.015797239,0.015797245,0.015664971,0.015635959,0.01560476,0.015580052,0.015727638,0.015861748,0.015990338,0.01610008,0.016065166,0.016023887,0.01597709,0.015929988,0.015886256,0.015844488,0.015804949,0.015765461,0.015727698,0.015689935,Europe_Non_EU,OilCrop -15,14,6,0.005411569,0.005411593,0.005411649,0.005530456,0.005642135,0.005748541,0.005849246,0.005970793,0.006084149,0.006194267,0.006298148,0.00629838,0.00629835,0.006298169,0.006297767,0.00629727,0.00629661,0.006295877,0.006295086,0.006294262,0.006293438,Europe_Non_EU,OtherGrain -15,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,14,8,0.057996939,0.05799502,0.057995864,0.058389246,0.058759302,0.059083889,0.059385568,0.059334107,0.059306025,0.059252287,0.059198113,0.059197151,0.059194928,0.059192537,0.059189095,0.059185501,0.059181201,0.059177266,0.059172548,0.059167256,0.059161964,Europe_Non_EU,Root_Tuber -15,14,9,0.254704663,0.254705578,0.254704093,0.254818732,0.255056782,0.255206596,0.255350004,0.255432364,0.255423298,0.255409559,0.25547305,0.255460248,0.255441289,0.255415656,0.255388971,0.255358921,0.255326597,0.255291835,0.255257938,0.25521607,0.255174202,Europe_Non_EU,SugarCrop -15,14,10,0.030229233,0.030229245,0.03022934,0.030720192,0.031131346,0.031465383,0.031745053,0.031768597,0.03178895,0.031808119,0.031825088,0.031819028,0.031808073,0.03179317,0.031775106,0.031756666,0.031736006,0.031714666,0.031691542,0.031668053,0.031644564,Europe_Non_EU,Wheat -15,14,11,0.005550073,0.005550491,0.00555034,0.005550671,0.005550819,0.005550944,0.005551042,0.005515615,0.005482726,0.005449969,0.005419726,0.005419938,0.005420079,0.005420169,0.005420176,0.005420156,0.005420094,0.005420001,0.00541989,0.005419707,0.005419524,Europe_Non_EU,FodderHerb -15,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,15,1,0.000383584,0.000383527,0.00038368,0.00038368,0.000383681,0.00038368,0.000383681,0.000381178,0.000378858,0.000376551,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.00037442,Europe_Non_EU,Corn -15,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,15,4,0.010951571,0.010951514,0.010951334,0.0109405,0.010924844,0.010913762,0.010902692,0.010883086,0.010868069,0.010852941,0.010837761,0.010837052,0.010836133,0.010835237,0.010834142,0.010833112,0.010831942,0.010830816,0.01082961,0.010828417,0.010827224,Europe_Non_EU,MiscCrop -15,15,5,0.005936697,0.005937083,0.005935989,0.005911913,0.005892879,0.005873971,0.005852604,0.005892273,0.005929613,0.00596205,0.005994701,0.00599393,0.005993006,0.00599195,0.005990895,0.005989915,0.005988994,0.005988113,0.005987243,0.005986412,0.005985581,Europe_Non_EU,OilCrop -15,15,6,0.004387846,0.00438774,0.004387704,0.004485448,0.004577454,0.004665325,0.004748724,0.00484821,0.00494125,0.005029543,0.005112822,0.005112839,0.005112829,0.00511282,0.005112773,0.005112776,0.005112736,0.005112711,0.005112673,0.005112645,0.005112617,Europe_Non_EU,OtherGrain -15,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,15,8,0.010763294,0.010766585,0.01076276,0.010840728,0.010914562,0.010979551,0.01104009,0.011030419,0.011025434,0.011015569,0.011005719,0.011005653,0.011005504,0.011005391,0.011005187,0.011004949,0.011004696,0.011004436,0.01100417,0.011003874,0.011003578,Europe_Non_EU,Root_Tuber -15,15,9,0.134702337,0.134702084,0.134707948,0.134778157,0.134924195,0.135016769,0.135104722,0.135155595,0.135150137,0.135141691,0.135180962,0.135172917,0.135161013,0.135145146,0.135128636,0.135110755,0.135090691,0.135069637,0.135047323,0.135022608,0.134997893,Europe_Non_EU,SugarCrop -15,15,10,0.018838686,0.018838571,0.018838409,0.019171421,0.019460537,0.019703984,0.01991663,0.019940875,0.019964888,0.019988858,0.02001267,0.020012135,0.020011224,0.020010034,0.020008574,0.020007086,0.020005426,0.020003667,0.020001811,0.019999872,0.019997933,Europe_Non_EU,Wheat -15,15,11,0.0049264,0.004927861,0.004928344,0.00492861,0.004928704,0.004928805,0.004928885,0.004929355,0.004929753,0.004930132,0.00493046,0.00493064,0.004930759,0.004930817,0.004930856,0.004930834,0.004930792,0.004930712,0.004930597,0.004930461,0.004930325,Europe_Non_EU,FodderHerb -15,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,16,1,0.008052062,0.008051943,0.008051338,0.007922191,0.007806021,0.007698912,0.007593215,0.007565959,0.007541803,0.007517587,0.00749339,0.007492425,0.0074911,0.007489419,0.007487622,0.007485786,0.007483803,0.007481778,0.007479736,0.007477649,0.007475562,Europe_Non_EU,Corn -15,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,16,4,0.008770089,0.008769448,0.008770805,0.0087923,0.008813698,0.008835096,0.008856448,0.008809859,0.008763338,0.008720815,0.008678359,0.008677695,0.0086769,0.008676037,0.008675061,0.008674087,0.008673066,0.008672,0.008670938,0.008669783,0.008668628,Europe_Non_EU,MiscCrop -15,16,5,0.009497983,0.009497822,0.009498882,0.009271501,0.009064343,0.008869521,0.008682576,0.008681483,0.008684136,0.008683034,0.008685752,0.008684853,0.008683795,0.008682644,0.008681467,0.008680391,0.008679327,0.008678358,0.008677385,0.008676416,0.008675447,Europe_Non_EU,OilCrop -15,16,6,0.002215748,0.002215955,0.002215313,0.002257777,0.002299289,0.002338109,0.002373987,0.002421288,0.002464463,0.002504909,0.002542309,0.002543438,0.002543558,0.002542978,0.002541482,0.002539606,0.00253706,0.002534187,0.002530942,0.002527627,0.002524312,Europe_Non_EU,OtherGrain -15,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,16,8,0.052432481,0.052429741,0.052433462,0.053554879,0.054586085,0.055545304,0.056450875,0.055524243,0.054632792,0.053732352,0.052844855,0.052844079,0.05284223,0.052840089,0.052836732,0.052833564,0.052829786,0.052826105,0.052822008,0.052817335,0.052812662,Europe_Non_EU,Root_Tuber -15,16,9,0.037101779,0.037104335,0.037091089,0.037537783,0.037979627,0.038393862,0.038795198,0.038537292,0.038263612,0.038006867,0.037766824,0.037764628,0.037761364,0.037757073,0.037752378,0.037747306,0.037741893,0.037736147,0.037730217,0.037723351,0.037716485,Europe_Non_EU,SugarCrop -15,16,10,0.020938662,0.020938798,0.020938344,0.02239022,0.02377041,0.025071369,0.026304384,0.0262218,0.026137161,0.026051787,0.025964882,0.025960642,0.025952043,0.025939722,0.025924675,0.025908758,0.025890425,0.025871014,0.025850094,0.025828444,0.025806794,Europe_Non_EU,Wheat -15,16,11,0.001423208,0.001423468,0.001422958,0.001388733,0.001356471,0.001325528,0.001296413,0.001281911,0.001267553,0.001253896,0.001240375,0.00124042,0.001240449,0.001240466,0.001240473,0.001240469,0.001240458,0.001240437,0.001240409,0.001240376,0.001240343,Europe_Non_EU,FodderHerb -15,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -16,10,1,0.08869169,0.088691812,0.088691659,0.088690577,0.088689726,0.088690489,0.088690131,0.088689776,0.088689584,0.088689396,0.088689475,0.088689256,0.088688635,0.088688736,0.088688349,0.088688504,0.088688013,0.088687915,0.088688258,0.088687937,0.088687616,European Free Trade Association,Corn -16,10,2,0,0,0,0,0.029116145,0.02904236,0.028968862,0.028968824,0.028968933,0.028784971,0.028846118,0.028907548,0.028846248,0.028785253,0.029055234,0.029278023,0.029277925,0.029340066,0.029439754,0.0295022,0.029564646,European Free Trade Association,biomass -16,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,10,4,0.069303596,0.069303661,0.069303513,0.069556517,0.069810077,0.070036317,0.070263177,0.070120282,0.069977421,0.06983472,0.06969265,0.069692471,0.069692264,0.069692024,0.069691717,0.069691553,0.069691306,0.069691359,0.069690768,0.069690573,0.069690378,European Free Trade Association,MiscCrop -16,10,5,1.75E-05,1.75E-05,1.75E-05,1.62E-05,1.51E-05,1.41E-05,1.33E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,0.0000132,European Free Trade Association,OilCrop -16,10,6,0.114804205,0.114804399,0.114804582,0.117031796,0.119161087,0.121184569,0.123143695,0.123049397,0.122954756,0.122860329,0.122766862,0.122766999,0.122766037,0.122766467,0.122767012,0.12276677,0.122766153,0.122766098,0.122766422,0.122766753,0.122767084,European Free Trade Association,OtherGrain -16,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,10,8,0.18384132,0.183841646,0.1838416,0.183706947,0.183572026,0.18343655,0.183366811,0.183301175,0.183169256,0.183037267,0.182905162,0.182904192,0.182904116,0.18290317,0.182901282,0.182900215,0.182898516,0.182897302,0.182894872,0.182893519,0.182892166,European Free Trade Association,Root_Tuber -16,10,9,0.126446724,0.126446054,0.126445786,0.127316118,0.128191466,0.129022656,0.129858678,0.131646041,0.133402866,0.135128447,0.136872819,0.136872855,0.136873534,0.136872805,0.136872487,0.13687343,0.136872438,0.136873186,0.136873098,0.136872454,0.13687181,European Free Trade Association,SugarCrop -16,10,10,0.036628061,0.036627853,0.036627987,0.036184378,0.035761148,0.035357235,0.034957752,0.034562739,0.034186258,0.033828284,0.033473682,0.033473783,0.033473465,0.033473604,0.033473503,0.033473602,0.033473635,0.033473576,0.033473605,0.033473601,0.033473597,European Free Trade Association,Wheat -16,10,11,0.085059557,0.085059391,0.085059272,0.085059363,0.085059242,0.085059322,0.085059326,0.085059389,0.085059406,0.085059471,0.085059455,0.085059417,0.085059362,0.085059526,0.085059475,0.085059554,0.085059385,0.085059498,0.085059305,0.085059317,0.085059329,European Free Trade Association,FodderHerb -16,10,12,0.027999805,0.027999227,0.027999781,0.027411981,0.026858997,0.026327941,0.025818059,0.025664634,0.025511966,0.025360311,0.025209503,0.025209309,0.025209527,0.025209263,0.025209337,0.025209335,0.025209383,0.025209455,0.025209439,0.025209419,0.025209399,European Free Trade Association,FodderGrass -16,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn -16,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,MiscCrop -16,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OtherGrain -16,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Root_Tuber -16,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop -16,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb -16,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderGrass -16,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,14,1,0.463347164,0.463339583,0.463344269,0.463344276,0.463344528,0.463344316,0.463344308,0.463344016,0.463344082,0.463344213,0.46334418,0.463344436,0.463344337,0.463344253,0.463344131,0.463344285,0.463344116,0.463344166,0.463344201,0.463344122,0.463344043,European Free Trade Association,Corn -16,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,14,4,0.074082384,0.074107177,0.074108325,0.073988095,0.073867946,0.073747794,0.073627995,0.073419187,0.073240714,0.073062454,0.072884491,0.072884154,0.072883732,0.07288362,0.072882924,0.07288242,0.072881856,0.072881435,0.072880955,0.072880152,0.072879349,European Free Trade Association,MiscCrop -16,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,14,6,0.0024257,0.002424254,0.002424385,0.002542427,0.002655909,0.00276493,0.002868481,0.002855962,0.002843511,0.002831097,0.002818742,0.002818733,0.00281873,0.002818732,0.002818703,0.002818691,0.002818668,0.00281866,0.002818629,0.002818602,0.002818575,European Free Trade Association,OtherGrain -16,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,14,8,0.29153139,0.29151038,0.291510675,0.291960546,0.292411252,0.292862586,0.29331297,0.293764663,0.294217012,0.29457838,0.294941511,0.294941758,0.294940218,0.294940964,0.29494011,0.294939922,0.294941024,0.294940496,0.2949402,0.294940362,0.294940524,European Free Trade Association,Root_Tuber -16,14,9,0.361286254,0.361292651,0.361286058,0.363099523,0.364918101,0.366640474,0.368365232,0.372029806,0.37560747,0.379096172,0.382597334,0.382597072,0.382596649,0.382596655,0.382596545,0.382596556,0.382596625,0.382595786,0.382595922,0.382595959,0.382595996,European Free Trade Association,SugarCrop -16,14,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,14,11,0.469517209,0.469519343,0.469522117,0.469522003,0.469522364,0.469521727,0.469522015,0.469522021,0.46952268,0.469522736,0.46952211,0.469522352,0.469522292,0.469522816,0.469522996,0.469522657,0.469522334,0.469522785,0.469522268,0.469522861,0.469523454,European Free Trade Association,FodderHerb -16,14,12,0.003203282,0.003216881,0.003224073,0.003161544,0.003101592,0.003044101,0.002988952,0.002968177,0.002947538,0.002927057,0.002906722,0.002906726,0.002906721,0.002906722,0.002906732,0.002906722,0.00290671,0.002906735,0.002906727,0.00290672,0.002906713,European Free Trade Association,FodderGrass -16,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,15,1,0.180229498,0.180230222,0.180230297,0.180230724,0.180230416,0.180230624,0.180229829,0.180230165,0.180229896,0.180230015,0.180229874,0.180230538,0.180229875,0.180230168,0.180230439,0.18022989,0.180230379,0.180229959,0.180230614,0.180230271,0.180229928,European Free Trade Association,Corn -16,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,15,4,0.135398606,0.135398099,0.135398681,0.137499994,0.139576633,0.141520926,0.143434768,0.141775284,0.140078973,0.138399494,0.136737144,0.136736492,0.136735942,0.136735102,0.136734534,0.136734045,0.136733223,0.136732186,0.136731514,0.136730605,0.136729696,European Free Trade Association,MiscCrop -16,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,15,6,0.155630121,0.155630741,0.155630127,0.159029089,0.162252727,0.165289602,0.168189008,0.168006084,0.167822474,0.167639821,0.167456217,0.167456395,0.167456111,0.167455966,0.167456358,0.167456152,0.167456624,0.167456863,0.167456524,0.167456316,0.167456108,European Free Trade Association,OtherGrain -16,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,15,8,0.211067856,0.211067677,0.211067872,0.210986145,0.210903869,0.210820561,0.210809829,0.210734417,0.210731111,0.210655083,0.210576679,0.210576516,0.210575212,0.210573037,0.210569704,0.210566355,0.210562608,0.210558347,0.2105544,0.210550535,0.21054667,European Free Trade Association,Root_Tuber -16,15,9,0.162053583,0.162053487,0.16205444,0.163123442,0.164198599,0.165220279,0.166246059,0.168436475,0.170587414,0.172698219,0.174829929,0.174830342,0.174830408,0.17483005,0.174830421,0.174829432,0.174830175,0.174830065,0.174829387,0.17482887,0.174828353,European Free Trade Association,SugarCrop -16,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,15,11,0.181216094,0.181216432,0.181217349,0.181217603,0.18121739,0.181217445,0.181217682,0.181217361,0.181218077,0.181218302,0.181217763,0.181218386,0.18121756,0.181217961,0.181217802,0.181218464,0.181217637,0.181217515,0.181217283,0.18121777,0.181218257,European Free Trade Association,FodderHerb -16,15,12,0.028181418,0.028181456,0.028181366,0.027648308,0.027136657,0.026645401,0.026173948,0.025996336,0.025819796,0.025644402,0.025470156,0.025470268,0.025470198,0.025470273,0.02547017,0.025470186,0.025470234,0.025470208,0.025470176,0.02547025,0.025470324,European Free Trade Association,FodderGrass -16,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn -16,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,16,4,0.185161842,0.185163986,0.1851771,0.184911487,0.184711262,0.184510313,0.184310798,0.184047017,0.183782548,0.183519294,0.183255471,0.18325446,0.183252593,0.183250378,0.18324796,0.183246177,0.183244092,0.183241958,0.183239608,0.183237053,0.183234498,European Free Trade Association,MiscCrop -16,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,16,6,0.045623191,0.045623086,0.045622998,0.046463499,0.047279633,0.04804991,0.048791411,0.048832166,0.048872633,0.04891343,0.048954386,0.048954185,0.048954248,0.048954123,0.048954119,0.048954229,0.048954166,0.048954129,0.048954333,0.048953968,0.048953603,European Free Trade Association,OtherGrain -16,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,16,8,0.174287587,0.174288578,0.17428599,0.174283066,0.174278478,0.174274834,0.174270261,0.17427009,0.174268696,0.174267298,0.174264531,0.174264474,0.174264047,0.174262752,0.174260943,0.174260462,0.174259001,0.174257318,0.174256097,0.174254323,0.174252549,European Free Trade Association,Root_Tuber -16,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop -16,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb -16,16,12,0.016075214,0.016077764,0.016074563,0.015766804,0.015471528,0.015188182,0.014916308,0.014813882,0.01471215,0.014611089,0.014510734,0.014510708,0.014510718,0.014510767,0.014510702,0.014510727,0.014510774,0.014510753,0.014510726,0.014510716,0.014510706,European Free Trade Association,FodderGrass -16,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -17,1,1,0.000153175,0.000153233,0.00014971,0.000152211,0.000154653,0.000156954,0.000159225,0.000161463,0.000163547,0.00016551,0.00016735,0.00016732,0.000167279,0.000167228,0.000167174,0.000167119,0.000167061,0.000167003,0.000166945,0.000166885,0.000166825,India,Corn -17,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,1,3,0.070431746,0.070431798,0.070431784,0.070091185,0.069706033,0.069351633,0.069026348,0.068763772,0.068475652,0.068215697,0.067984681,0.068001902,0.068012877,0.068018145,0.068018757,0.068015623,0.068008455,0.067997941,0.067983887,0.067967517,0.067951147,India,FiberCrop -17,1,4,0.054965609,0.054965679,0.054965546,0.056679895,0.058204566,0.059597803,0.060873646,0.06201665,0.063124868,0.064172053,0.065181254,0.065170137,0.065157241,0.06514291,0.065126579,0.065110435,0.065093334,0.065076161,0.065058082,0.065039528,0.065020974,India,MiscCrop -17,1,5,0.021637612,0.021637674,0.021637668,0.021368173,0.021292377,0.021228582,0.021169166,0.02108,0.020960393,0.020841061,0.020731909,0.020659983,0.020575074,0.020478452,0.020381003,0.020289707,0.020203103,0.020121664,0.020039972,0.01996196,0.019883948,India,OilCrop -17,1,6,0.020240985,0.020241062,0.020240968,0.020126977,0.01995673,0.019784031,0.019611833,0.019651337,0.019601013,0.019536094,0.019461595,0.019479153,0.019475257,0.019457048,0.019420141,0.019375672,0.019318702,0.019257135,0.019187645,0.019116551,0.019045457,India,OtherGrain -17,1,7,0.904748896,0.90474787,0.904747648,0.905382069,0.90597504,0.906490404,0.906967637,0.90711457,0.907261285,0.907407323,0.907553241,0.907553637,0.907553151,0.907553224,0.907552734,0.907552481,0.90755175,0.907550952,0.907550598,0.907549423,0.907548248,India,Rice -17,1,8,0.68110444,0.681105048,0.681104865,0.681870853,0.682624461,0.683281608,0.683841505,0.684296859,0.68473343,0.685075449,0.685406302,0.685399892,0.685384647,0.685365816,0.685336447,0.685307468,0.685274213,0.685241758,0.68520523,0.685163979,0.685122728,India,Root_Tuber -17,1,9,0.370773881,0.370774517,0.370775771,0.380966144,0.389956191,0.397991247,0.40514901,0.408497312,0.411641716,0.414687932,0.417527758,0.417525343,0.417523858,0.417520834,0.417515902,0.417512642,0.417506977,0.417503521,0.417497746,0.417492618,0.41748749,India,SugarCrop -17,1,10,0.657327287,0.657327406,0.657327497,0.661828682,0.665326794,0.668378414,0.67101009,0.672804511,0.674189884,0.675453247,0.676578844,0.676465649,0.676269347,0.676004006,0.675687296,0.675357634,0.674993177,0.674617577,0.674207489,0.673789757,0.673372025,India,Wheat -17,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,2,1,0.160880924,0.160880677,0.160880932,0.162830799,0.164906415,0.166870182,0.168801183,0.170777433,0.172560908,0.17422609,0.175775235,0.175714083,0.175631968,0.175529873,0.175422512,0.175313051,0.175196948,0.175080995,0.174964286,0.174845782,0.174727278,India,Corn -17,2,2,0,0,0,0,0.13977739,0.141145325,0.14228226,0.142561142,0.145848479,0.148627926,0.151046864,0.150661008,0.150098326,0.150163162,0.150286935,0.150644857,0.151013937,0.151357461,0.151462957,0.151509925,0.151556893,India,biomass -17,2,3,0.283334253,0.283334129,0.283333685,0.282658834,0.281504808,0.28044557,0.279472657,0.278720952,0.277763745,0.276899005,0.276118106,0.276251055,0.276336133,0.276376764,0.276384796,0.276358378,0.276300984,0.276220344,0.27611198,0.275984363,0.275856746,India,FiberCrop -17,2,4,0.215655759,0.215655727,0.215655498,0.21973179,0.223478839,0.22689284,0.229956365,0.232555856,0.23508824,0.237480644,0.239725986,0.239695552,0.239658838,0.239618778,0.239574197,0.239528898,0.239480958,0.239433171,0.239382954,0.239330583,0.239278212,India,MiscCrop -17,2,5,0.105875279,0.105875305,0.105875184,0.105222622,0.10546894,0.105689311,0.105887201,0.106313485,0.106573754,0.106794189,0.106937983,0.106597522,0.106196962,0.105742945,0.105287413,0.104862463,0.104459529,0.104081848,0.103703676,0.103343729,0.102983782,India,OilCrop -17,2,6,0.179791179,0.179791077,0.17979123,0.178510836,0.177235485,0.176092133,0.17501912,0.174828461,0.174612424,0.174454397,0.174225632,0.174240024,0.174235997,0.174219421,0.174185497,0.174145424,0.174095574,0.174041501,0.173980203,0.173918258,0.173856313,India,OtherGrain -17,2,7,0.728730107,0.728729607,0.728730317,0.730420272,0.731742325,0.732869212,0.733885964,0.734275822,0.734481879,0.73465914,0.734796732,0.734779334,0.734718668,0.734619626,0.734480208,0.734308208,0.734100701,0.733863208,0.733590053,0.733284271,0.732978489,India,Rice -17,2,8,0.825333569,0.825333032,0.82533306,0.824599976,0.823921605,0.823302295,0.822679548,0.825770075,0.828746187,0.831558804,0.834269824,0.834266602,0.834257932,0.834247822,0.834232622,0.834218309,0.834200821,0.834183234,0.834164486,0.834142399,0.834120312,India,Root_Tuber -17,2,9,0.865404868,0.865405166,0.865404893,0.869720842,0.873681198,0.877058979,0.879934483,0.881158555,0.882248175,0.883269308,0.884177354,0.884138619,0.88408214,0.884009282,0.883926723,0.883840494,0.883744517,0.883644699,0.883540005,0.883419704,0.883299403,India,SugarCrop -17,2,10,0.744162738,0.744162604,0.744162553,0.747625528,0.749948786,0.751873001,0.753435814,0.754992303,0.755915519,0.75672459,0.757393342,0.757218799,0.75692081,0.756513437,0.75602842,0.755527143,0.754973674,0.75440165,0.753780322,0.753146521,0.75251272,India,Wheat -17,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,3,1,0.249632414,0.249632533,0.249631971,0.252805412,0.2558443,0.258681567,0.261460089,0.264162354,0.266671304,0.269020673,0.271209211,0.271180653,0.271140238,0.271090788,0.271039387,0.270987056,0.27093037,0.27087488,0.270818287,0.270761564,0.270704841,India,Corn -17,3,2,0,0,0,0,0.196799689,0.198096453,0.199155545,0.200783642,0.204424083,0.207823975,0.210802793,0.210135603,0.210233718,0.210267008,0.210302792,0.210438394,0.211036438,0.211609803,0.21165937,0.211633913,0.211608456,India,biomass -17,3,3,0.322217648,0.322218561,0.322218248,0.321764108,0.320969483,0.320178227,0.319479919,0.319096571,0.318556339,0.318018245,0.317572943,0.317682194,0.317752012,0.317785419,0.317792391,0.317771986,0.317725805,0.317660455,0.31757154,0.317468095,0.31736465,India,FiberCrop -17,3,4,0.188592729,0.188593256,0.188592793,0.191547647,0.19419195,0.19658802,0.198798083,0.200651457,0.202296613,0.203949659,0.205538784,0.20551109,0.205479671,0.205444299,0.205405299,0.205365993,0.205324052,0.205282148,0.205238551,0.205192905,0.205147259,India,MiscCrop -17,3,5,0.106948796,0.106948828,0.106948775,0.10719538,0.107784801,0.108360227,0.108862125,0.109451858,0.109908972,0.110326598,0.110663448,0.110513719,0.110337624,0.110138089,0.109937567,0.109751081,0.109574138,0.109407738,0.109241527,0.109083407,0.108925287,India,OilCrop -17,3,6,0.094593844,0.094594031,0.094594033,0.093505843,0.092481053,0.091538004,0.090711506,0.090105158,0.089547345,0.089026381,0.088541003,0.088544901,0.088543446,0.08853862,0.08852948,0.088518562,0.088504736,0.088489993,0.08847354,0.088456752,0.088439964,India,OtherGrain -17,3,7,0.504781344,0.504781343,0.504781322,0.506836334,0.508533619,0.509993293,0.511324493,0.511805581,0.512118292,0.512405647,0.512656704,0.512641227,0.512585139,0.512495165,0.512367821,0.51221076,0.512021784,0.511805382,0.511556948,0.511278274,0.5109996,India,Rice -17,3,8,0.491815777,0.491815561,0.491814409,0.49189725,0.492084996,0.492162124,0.492240501,0.494632632,0.496909789,0.499186565,0.501353079,0.501351602,0.501345964,0.501340077,0.501330548,0.501321772,0.501310913,0.501300013,0.501288776,0.50127637,0.501263964,India,Root_Tuber -17,3,9,0.836474432,0.836474883,0.836475005,0.84213271,0.847029331,0.851254464,0.854897609,0.856540801,0.858053201,0.859495891,0.860815887,0.860803644,0.860785901,0.86076331,0.860738713,0.860712228,0.860682839,0.860651721,0.860619454,0.860583329,0.860547204,India,SugarCrop -17,3,10,0.738170221,0.738169952,0.738170003,0.742011192,0.744979311,0.747566516,0.749798747,0.751323,0.752497779,0.753569879,0.754526184,0.754431119,0.754268179,0.754046489,0.753783202,0.753510312,0.753210458,0.752901588,0.752566689,0.75222585,0.751885011,India,Wheat -17,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,4,1,0.402246969,0.402246855,0.402246369,0.406521156,0.410468652,0.414122308,0.417682739,0.421073543,0.424241093,0.427200363,0.429952268,0.429938507,0.429920993,0.429899428,0.42987596,0.429852277,0.429827565,0.429802281,0.429777456,0.4297519,0.429726344,India,Corn -17,4,2,0,0,0,0,0.193504448,0.195026984,0.196282314,0.199496065,0.203144281,0.206493013,0.209057196,0.209764976,0.209594488,0.209242797,0.20889394,0.208578363,0.208295384,0.208062166,0.207601355,0.207497829,0.207394303,India,biomass -17,4,3,0.203124144,0.203124038,0.203123889,0.205496254,0.207631838,0.209637602,0.21150713,0.213749247,0.215778634,0.217749092,0.21958356,0.219626677,0.219656001,0.219671562,0.219677495,0.219673089,0.219658375,0.219634371,0.219602887,0.219565513,0.219528139,India,FiberCrop -17,4,4,0.109123036,0.109123034,0.109122888,0.110670958,0.112106149,0.113426496,0.114671411,0.115724768,0.116693404,0.11766819,0.118557348,0.118545508,0.118531637,0.118516225,0.118498987,0.118481759,0.118463217,0.118444578,0.118425552,0.118405236,0.11838492,India,MiscCrop -17,4,5,0.129501217,0.129501182,0.129501048,0.13001154,0.130796973,0.131556468,0.132177443,0.132635522,0.132954741,0.133226621,0.133501599,0.133392982,0.133266978,0.133123887,0.132981914,0.13284957,0.132725553,0.132609131,0.132493674,0.132384131,0.132274588,India,OilCrop -17,4,6,0.095373944,0.095373812,0.095374179,0.094876126,0.094369993,0.093902456,0.093474945,0.093472864,0.093457975,0.093441686,0.09342455,0.093426766,0.093426613,0.093423756,0.093417856,0.093411499,0.093402607,0.093394244,0.093383391,0.093373122,0.093362853,India,OtherGrain -17,4,7,0.451561977,0.45156176,0.451562376,0.453520967,0.455218216,0.456688533,0.458039322,0.458500818,0.458856817,0.459196839,0.45951347,0.459504067,0.459468618,0.459412325,0.45933183,0.459233159,0.459114019,0.458977753,0.458821509,0.458645853,0.458470197,India,Rice -17,4,8,0.209158041,0.209158113,0.209157689,0.209079797,0.209001379,0.20899421,0.208915567,0.210794223,0.212610773,0.21443831,0.216203412,0.216202916,0.216201587,0.216200088,0.216197915,0.216196164,0.216193292,0.216191036,0.216188492,0.216185025,0.216181558,India,Root_Tuber -17,4,9,0.721029005,0.72102857,0.721027798,0.729463341,0.736794452,0.74317535,0.748719792,0.751245318,0.753581361,0.755816816,0.757874769,0.757860865,0.757841779,0.757816058,0.757788021,0.757759214,0.757725368,0.757691623,0.757654984,0.757613947,0.75757291,India,SugarCrop -17,4,10,0.703794892,0.703795075,0.703795283,0.708068217,0.711512499,0.71455611,0.717221505,0.71885039,0.720213117,0.721470482,0.722613504,0.722540505,0.722417192,0.7222481,0.722046621,0.721840278,0.721611789,0.721376592,0.721122475,0.720862348,0.720602221,India,Wheat -17,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,5,1,0.125151629,0.125151014,0.125151298,0.127029326,0.128822939,0.130503492,0.132156105,0.133762933,0.135263906,0.136673438,0.137992234,0.137975877,0.137954966,0.137928407,0.137900606,0.137872306,0.137842692,0.137812328,0.137782133,0.137751629,0.137721125,India,Corn -17,5,2,0,0,0,0,0.08298918,0.083409493,0.083770863,0.085297665,0.087098404,0.088916647,0.08945788,0.090464057,0.091071348,0.090865518,0.090588974,0.090337389,0.090074072,0.089840422,0.089674812,0.089615846,0.08955688,India,biomass -17,5,3,0.100669608,0.100669532,0.100669485,0.101989554,0.103229035,0.104358388,0.105456037,0.106726027,0.10792279,0.109048041,0.110140872,0.110160827,0.110174333,0.11018165,0.110184387,0.110182468,0.11017578,0.110164926,0.110150416,0.110133342,0.110116268,India,FiberCrop -17,5,4,0.033069601,0.033069521,0.033069689,0.033370796,0.033645865,0.033894287,0.03413028,0.034357968,0.034571356,0.03477157,0.034972371,0.034969443,0.034965952,0.034962101,0.03495786,0.034953538,0.034948958,0.034944265,0.034939423,0.034934389,0.034929355,India,MiscCrop -17,5,5,0.027855681,0.027855705,0.027855693,0.027758562,0.027758407,0.027765288,0.027775025,0.027728163,0.027651373,0.027574885,0.027510887,0.027475238,0.027433462,0.027386244,0.027339018,0.027295079,0.027253939,0.027215602,0.02717757,0.027141422,0.027105274,India,OilCrop -17,5,6,0.05562943,0.055629754,0.055629599,0.05498416,0.054378701,0.053801257,0.053273836,0.053011412,0.05273568,0.0524818,0.0522489,0.052251581,0.052250551,0.052247902,0.052242247,0.052235636,0.052227447,0.052218959,0.052208729,0.05219858,0.052188431,India,OtherGrain -17,5,7,0.310221777,0.310221962,0.310222203,0.311863206,0.313344154,0.314635119,0.315830545,0.316220016,0.316562007,0.316895746,0.317218743,0.317214663,0.317198445,0.317171567,0.317135523,0.317087939,0.317032847,0.316968597,0.31689725,0.316814155,0.31673106,India,Rice -17,5,8,0.072643964,0.072644341,0.072644068,0.072118478,0.071654208,0.071249376,0.070846262,0.072649507,0.074464759,0.076290119,0.078124646,0.078125011,0.078124582,0.078123889,0.078123544,0.078123144,0.078121729,0.078121206,0.07811965,0.078119108,0.078118566,India,Root_Tuber -17,5,9,0.688449025,0.688449589,0.688449831,0.697430734,0.70526917,0.712103525,0.718054063,0.720762921,0.72326869,0.725669513,0.727879256,0.727863204,0.727839486,0.727809736,0.72777613,0.727740394,0.727702075,0.727661261,0.727618029,0.727570328,0.727522627,India,SugarCrop -17,5,10,0.295379838,0.295379616,0.295380048,0.299893198,0.303811378,0.307383885,0.31060743,0.312302443,0.313913911,0.315430931,0.316849837,0.316824965,0.316781945,0.316724069,0.316655347,0.316584234,0.316506578,0.316426504,0.316339788,0.316251584,0.31616338,India,Wheat -17,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,6,1,0.010975896,0.01097587,0.010975888,0.011175688,0.011359583,0.01153162,0.011701306,0.011863275,0.012017163,0.012162617,0.012299257,0.012299206,0.012299203,0.012299241,0.012299243,0.012299235,0.012299218,0.012299231,0.012299237,0.012299215,0.012299193,India,Corn -17,6,2,0,0,0,0,0.040435966,0.040654693,0.040869322,0.041497866,0.042502624,0.043024392,0.043535262,0.043950171,0.043830567,0.043524666,0.043492319,0.043477264,0.043461144,0.043462538,0.043372866,0.043283316,0.043193766,India,biomass -17,6,3,0.009035057,0.009035061,0.009035099,0.009197114,0.009348609,0.009490294,0.009625689,0.009746059,0.009859103,0.009969266,0.010067634,0.010069093,0.010070085,0.01007063,0.010070829,0.010070681,0.010070171,0.010069364,0.010068299,0.010067029,0.010065759,India,FiberCrop -17,6,4,0.014944398,0.014944428,0.014944418,0.015460172,0.015932227,0.016362757,0.016769027,0.01712258,0.017468121,0.017797588,0.018117485,0.018115983,0.018114221,0.018112176,0.018109952,0.018107629,0.018105214,0.018102689,0.018100022,0.018097201,0.01809438,India,MiscCrop -17,6,5,0.005628774,0.005628763,0.005628753,0.005545667,0.005505603,0.005468363,0.005434844,0.005413839,0.005385422,0.005361668,0.005335838,0.005321212,0.00530394,0.005284333,0.005264515,0.005245912,0.00522836,0.005211954,0.005195509,0.00517978,0.005164051,India,OilCrop -17,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain -17,6,7,0.118122931,0.118122632,0.118123122,0.118906322,0.119632903,0.120270474,0.120863183,0.121051901,0.121230005,0.121406354,0.121580502,0.121580344,0.121576064,0.121570437,0.121562555,0.121551862,0.121540755,0.121526255,0.121510196,0.121492212,0.121474228,India,Rice -17,6,8,0.048614581,0.048614784,0.048614694,0.048775055,0.048895675,0.049036649,0.049157917,0.049341446,0.049505085,0.049669268,0.049833932,0.049833722,0.049833808,0.04983367,0.049833503,0.049833459,0.049833362,0.049833096,0.049833006,0.049832755,0.049832504,India,Root_Tuber -17,6,9,0.156917884,0.156918039,0.15691772,0.162769276,0.168013562,0.172779622,0.177086398,0.179123912,0.181051283,0.182929922,0.184692925,0.18469273,0.184693107,0.184693233,0.184693252,0.18469305,0.184692816,0.184693216,0.184692586,0.184692763,0.18469294,India,SugarCrop -17,6,10,0.083876054,0.083876435,0.08387659,0.085572175,0.087079381,0.088470631,0.089738575,0.090383792,0.091018086,0.091618604,0.092185379,0.09218188,0.092174078,0.092164398,0.092152253,0.092139801,0.092127298,0.092112695,0.092097791,0.092081755,0.092065719,India,Wheat -17,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,7,1,0.720953284,0.720949604,0.720950229,0.723653124,0.726609134,0.729371751,0.732047887,0.734793534,0.737207344,0.739426524,0.74146106,0.741360534,0.741224972,0.741056575,0.740878658,0.740698194,0.74050482,0.740312616,0.740118102,0.739920408,0.739722714,India,Corn -17,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop -17,7,4,0.182760849,0.182761784,0.182760817,0.181368895,0.180161772,0.179085049,0.178074404,0.17754312,0.17700093,0.176520994,0.176038091,0.176010733,0.175979829,0.175944845,0.175905918,0.175867056,0.175825582,0.175784984,0.175741994,0.175697009,0.175652024,India,MiscCrop -17,7,5,0.085241757,0.085241379,0.085241576,0.084110699,0.083572958,0.083074387,0.082625603,0.082548723,0.082370356,0.082191646,0.082015323,0.081803225,0.081553304,0.081268889,0.080982143,0.080713491,0.080459233,0.080221149,0.079982471,0.079754694,0.079526917,India,OilCrop -17,7,6,0.05386952,0.05386952,0.053869566,0.054708573,0.055427353,0.056060162,0.056630548,0.05654982,0.056365779,0.056175329,0.055997915,0.056017671,0.056013095,0.05599238,0.055950382,0.055900146,0.055835617,0.055766064,0.05568753,0.055607239,0.055526948,India,OtherGrain -17,7,7,0.838234794,0.838234825,0.838235198,0.839407138,0.840310772,0.841076161,0.841765061,0.842033485,0.842165044,0.842276538,0.84235712,0.842345095,0.842298844,0.842225595,0.842122122,0.841993452,0.84183899,0.841662421,0.841458252,0.841230043,0.841001834,India,Rice -17,7,8,0.46289473,0.462894783,0.462894892,0.4638017,0.464700183,0.465490537,0.46617015,0.466700072,0.467216772,0.467622853,0.468022102,0.468017516,0.468005065,0.467989383,0.467966879,0.467944982,0.467918688,0.46789318,0.467864273,0.467831457,0.467798641,India,Root_Tuber -17,7,9,0.827680136,0.827680672,0.827680541,0.833292902,0.838290454,0.842585898,0.846273223,0.84789712,0.849370844,0.850768235,0.852032858,0.852003646,0.851961785,0.851907898,0.851847726,0.851783877,0.851713279,0.851640664,0.851563306,0.851475407,0.851387508,India,SugarCrop -17,7,10,0.881524399,0.881524319,0.881524152,0.883660667,0.885371801,0.886873519,0.888178925,0.88897635,0.889639473,0.890249613,0.890801916,0.890766134,0.890704274,0.890620035,0.890519361,0.890415196,0.890299978,0.890180727,0.890051148,0.889918623,0.889786098,India,Wheat -17,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,8,1,0.133653583,0.133653537,0.133653486,0.135309934,0.137086188,0.13876912,0.14042569,0.14212676,0.143660986,0.145093639,0.146426859,0.146372223,0.146298609,0.146207176,0.146110955,0.146013309,0.145909012,0.145805362,0.145701253,0.145595203,0.145489153,India,Corn -17,8,2,0,0,0,0,0.326094359,0.328193001,0.32992689,0.333110936,0.337884955,0.340433322,0.343352838,0.344987883,0.346457703,0.347219695,0.348085667,0.348984349,0.349814214,0.350407695,0.350481743,0.350552075,0.350622407,India,biomass -17,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop -17,8,4,0.279082083,0.279083098,0.279082423,0.281229178,0.283204919,0.285012099,0.286645684,0.287962245,0.2891866,0.290410925,0.291547025,0.29152525,0.29149997,0.291473543,0.291442238,0.291411087,0.291378923,0.291345642,0.291310755,0.291274758,0.291238761,India,MiscCrop -17,8,5,0.105848682,0.105848901,0.105848887,0.104700707,0.104246534,0.103799309,0.103411876,0.103435218,0.10334164,0.103209474,0.103081534,0.102830234,0.102534951,0.102200875,0.101865962,0.10155382,0.10125944,0.100984939,0.100711314,0.100450795,0.100190276,India,OilCrop -17,8,6,0.165679439,0.165679589,0.165679458,0.166431408,0.167063428,0.167574105,0.168027501,0.168018916,0.167914246,0.167803968,0.167624201,0.167642396,0.167637887,0.167618918,0.167581079,0.16753543,0.167477388,0.167415185,0.167344916,0.167273205,0.167201494,India,OtherGrain -17,8,7,0.897670185,0.897669984,0.897670061,0.89843161,0.899048192,0.899574445,0.900051579,0.900226148,0.90033371,0.900430235,0.900512362,0.900506326,0.9004833,0.90044751,0.900396445,0.900333437,0.90025709,0.90016962,0.900069908,0.89995738,0.899844852,India,Rice -17,8,8,0.368821942,0.368822514,0.368822399,0.369691273,0.37055625,0.371320315,0.371982438,0.372483898,0.372977447,0.373367624,0.373754188,0.373750741,0.373743275,0.373733768,0.373719691,0.373706083,0.373690081,0.37367409,0.373655914,0.373635767,0.37361562,India,Root_Tuber -17,8,9,0.840144993,0.840145086,0.840145368,0.845616065,0.850389589,0.854500696,0.858040103,0.859624225,0.86107697,0.862457999,0.863719029,0.863702712,0.863678736,0.863647681,0.863613026,0.863576805,0.863536359,0.863493922,0.863449833,0.863398715,0.863347597,India,SugarCrop -17,8,10,0.876870526,0.876870429,0.876870377,0.879131281,0.880998637,0.882654955,0.884111718,0.884926326,0.885651337,0.886324146,0.886942201,0.886918881,0.886878991,0.886824956,0.886760489,0.886694105,0.88662106,0.8865458,0.886464392,0.886381867,0.886299342,India,Wheat -17,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,9,1,0.13477267,0.134773312,0.13477268,0.136760483,0.138665742,0.14045181,0.1422065,0.143915751,0.145509418,0.147006028,0.148405954,0.148387572,0.148363494,0.148334413,0.148302542,0.14827108,0.148236192,0.148202956,0.148168261,0.148133917,0.148099573,India,Corn -17,9,2,0,0,0,0,0.293986801,0.296411959,0.298408974,0.300413462,0.302816343,0.305496173,0.309179532,0.309788188,0.311174732,0.312549032,0.313932283,0.314877738,0.314722155,0.314153382,0.313658616,0.314101115,0.314543614,India,biomass -17,9,3,0.773284153,0.773284207,0.773284524,0.773360323,0.772897944,0.772514985,0.772128652,0.772088533,0.771775193,0.771541729,0.771305342,0.771436574,0.771520127,0.771560371,0.771568245,0.771543124,0.771486781,0.771408402,0.771301632,0.77117551,0.771049388,India,FiberCrop -17,9,4,0.339155327,0.339154777,0.339154918,0.342432457,0.345424484,0.348232661,0.350754193,0.352621666,0.354387365,0.356155806,0.357825612,0.357806766,0.357783117,0.357756364,0.357729269,0.357698982,0.35766808,0.357637322,0.357606004,0.357571675,0.357537346,India,MiscCrop -17,9,5,0.093311201,0.093311476,0.093311046,0.09387123,0.0945189,0.095144746,0.095702516,0.096469804,0.097146191,0.09775161,0.09828541,0.098218388,0.098138489,0.09804794,0.097957705,0.097873459,0.097793504,0.09771776,0.097642465,0.097570193,0.097497921,India,OilCrop -17,9,6,0.149328562,0.149328465,0.149328469,0.150177457,0.150948971,0.151667871,0.152334527,0.152163998,0.151954775,0.15174349,0.151529109,0.151535821,0.151534064,0.151526678,0.15151144,0.151493571,0.151470701,0.151446431,0.151418646,0.151390588,0.15136253,India,OtherGrain -17,9,7,0.729774183,0.72977366,0.729773418,0.731372884,0.73270783,0.733855419,0.734902514,0.735272467,0.735527395,0.735764078,0.735976401,0.735964467,0.735926005,0.735865666,0.735776921,0.735668049,0.735538388,0.735388076,0.735217881,0.735026672,0.734835463,India,Rice -17,9,8,0.395013179,0.395013433,0.395013438,0.395920919,0.396826316,0.397628281,0.398326461,0.398843754,0.399356244,0.399763291,0.400167493,0.400165678,0.400161076,0.400154918,0.400145867,0.400137587,0.40012714,0.400117061,0.40010594,0.40009299,0.40008004,India,Root_Tuber -17,9,9,0.80777484,0.80777473,0.807774819,0.814150202,0.819705819,0.824504532,0.828645797,0.830508755,0.832219282,0.833850288,0.835341719,0.83532454,0.835299694,0.835268224,0.835232529,0.835195358,0.835153632,0.83511026,0.835064641,0.835013143,0.834961645,India,SugarCrop -17,9,10,0.791674174,0.791674641,0.791674089,0.795027155,0.797696692,0.800042844,0.802087815,0.803365713,0.80441453,0.80537925,0.806251922,0.80619042,0.806084827,0.805941563,0.805771148,0.805595398,0.805401585,0.805202141,0.80498599,0.804766121,0.804546252,India,Wheat -17,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,10,1,0.180021044,0.180021363,0.180021006,0.182672076,0.185129438,0.187419652,0.189666366,0.191814982,0.193837591,0.195738882,0.197516102,0.197509968,0.19750077,0.197489559,0.19747815,0.197466269,0.197454122,0.197441072,0.197428564,0.197415806,0.197403048,India,Corn -17,10,2,0,0,0,0,0.266200948,0.267242434,0.268169665,0.270182383,0.274048112,0.277825631,0.280954836,0.281494001,0.281947293,0.282299635,0.282653561,0.283073998,0.283472464,0.283947822,0.283971103,0.283994526,0.284017949,India,biomass -17,10,3,0.996869393,0.996870524,0.996871093,0.996950797,0.996987607,0.997021589,0.997053719,0.997102269,0.997132703,0.997161869,0.997188079,0.997196818,0.997202315,0.99720498,0.997205477,0.997203798,0.997200126,0.997194845,0.997187762,0.997179293,0.997170824,India,FiberCrop -17,10,4,0.384818898,0.384818402,0.384818989,0.3853876,0.38584654,0.386305291,0.386659218,0.38756353,0.388458634,0.389354217,0.390039872,0.390014549,0.389986085,0.389951945,0.389917541,0.389880795,0.389841364,0.389802945,0.389762605,0.389719223,0.389675841,India,MiscCrop -17,10,5,0.095632053,0.095632001,0.095632409,0.09458366,0.093808722,0.09312868,0.0924969,0.092445125,0.092350627,0.092256452,0.092165662,0.092084884,0.091991996,0.091886549,0.091782273,0.091685979,0.091595258,0.091511136,0.091428382,0.09134991,0.091271438,India,OilCrop -17,10,6,0.221617828,0.221617899,0.221618198,0.219590756,0.217786204,0.216137664,0.214571026,0.214569077,0.2145499,0.214529535,0.214507849,0.214511296,0.214510585,0.214506585,0.21449988,0.214491303,0.214481138,0.214469541,0.214456429,0.214443449,0.214430469,India,OtherGrain -17,10,7,0.78915628,0.789156366,0.789156163,0.790527649,0.791648484,0.792608685,0.793480669,0.793797117,0.793998314,0.794181307,0.794340112,0.794329528,0.794290756,0.794229175,0.794141429,0.794033734,0.793903389,0.793754193,0.793582784,0.793389975,0.793197166,India,Rice -17,10,8,0.371393457,0.371393354,0.371393397,0.372284747,0.373174334,0.373961329,0.374647946,0.375154053,0.37565766,0.3760558,0.37645444,0.376452929,0.376447628,0.37644261,0.376436451,0.376429668,0.376421272,0.376412529,0.376401972,0.376392612,0.376383252,India,Root_Tuber -17,10,9,0.393221329,0.393221977,0.393221455,0.40342381,0.412500168,0.420584816,0.427760009,0.431082349,0.434184586,0.437178959,0.43996097,0.439945838,0.439924489,0.439896433,0.439866194,0.439835169,0.43979892,0.439761485,0.43972401,0.439679509,0.439635008,India,SugarCrop -17,10,10,0.519028396,0.519028829,0.519028226,0.524422337,0.529067663,0.533271011,0.537036973,0.539001203,0.540866886,0.542617049,0.544250465,0.544222928,0.54417704,0.544113338,0.544038362,0.54396116,0.543875939,0.543788449,0.543693534,0.54359716,0.543500786,India,Wheat -17,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,11,1,0.054085089,0.054084961,0.054084874,0.055014856,0.055875551,0.056680453,0.057472795,0.058231538,0.058949151,0.059626757,0.060262204,0.060260694,0.060259154,0.060256825,0.060254482,0.06025228,0.060249777,0.060247257,0.060244721,0.060242277,0.060239833,India,Corn -17,11,2,0,0,0,0,0.081890351,0.082345265,0.082728183,0.084001347,0.085476228,0.086858997,0.088514175,0.088579113,0.088577749,0.088679819,0.088817957,0.088983849,0.08914157,0.089330462,0.089339264,0.089348033,0.089356802,India,biomass -17,11,3,0.094832927,0.094833225,0.094832697,0.096263174,0.097630855,0.098900437,0.10010457,0.101478295,0.10274803,0.103992779,0.105127194,0.105136836,0.105143606,0.105146895,0.105148356,0.105147434,0.105144984,0.105139241,0.105132015,0.105124162,0.105116309,India,FiberCrop -17,11,4,0.067118633,0.067118487,0.067118548,0.068468788,0.069674286,0.0707857,0.071768455,0.072691632,0.073593743,0.074445411,0.075244344,0.075235126,0.075224181,0.075212385,0.075199174,0.075185401,0.075170944,0.075156288,0.075141309,0.075125232,0.075109155,India,MiscCrop -17,11,5,0.034452004,0.034452135,0.034452245,0.034034862,0.033713575,0.033428293,0.033161886,0.032840774,0.032548189,0.032285054,0.03205151,0.032024132,0.031992046,0.031955786,0.031919503,0.031885928,0.031854343,0.031825056,0.031796134,0.031768355,0.031740576,India,OilCrop -17,11,6,0.020860358,0.02086039,0.020860265,0.020893105,0.020915601,0.020946683,0.020969158,0.020968964,0.020966017,0.020963053,0.020950751,0.020951303,0.02095116,0.020950719,0.020949521,0.020948323,0.020946809,0.020945029,0.020943037,0.02094118,0.020939323,India,OtherGrain -17,11,7,0.306881134,0.306880057,0.306880298,0.30851083,0.309983312,0.311267008,0.312454807,0.312842565,0.313182677,0.313515978,0.313840094,0.313836208,0.313819105,0.313794145,0.313757876,0.313712611,0.313658077,0.313597273,0.313526048,0.313446623,0.313367198,India,Rice -17,11,8,0.040541409,0.040541337,0.040541298,0.040673328,0.040788585,0.040903918,0.041002599,0.041139465,0.041275629,0.041395106,0.041514674,0.041514604,0.041513835,0.041513193,0.041511952,0.041511042,0.041509772,0.041508264,0.041506951,0.041505478,0.041504005,India,Root_Tuber -17,11,9,0.080975254,0.080975534,0.080975621,0.084272982,0.087250109,0.089969816,0.092441102,0.093613997,0.094724532,0.095809903,0.09683045,0.096829539,0.096829,0.096828593,0.0968283,0.096827412,0.096826604,0.096825917,0.096824596,0.096823638,0.09682268,India,SugarCrop -17,11,10,0.191707304,0.191707583,0.191707419,0.195095089,0.19806943,0.200796937,0.203271381,0.204551725,0.205787811,0.206956486,0.208053435,0.208039795,0.20801601,0.20798391,0.20794545,0.20790605,0.207862262,0.207817768,0.207769276,0.207720686,0.207672096,India,Wheat -17,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,12,1,0.00079486,0.000794874,0.000794913,0.000809178,0.000822508,0.000835003,0.000847331,0.000859201,0.00087042,0.000881017,0.000890969,0.000890925,0.000890864,0.000890789,0.000890711,0.000890632,0.000890545,0.000890459,0.000890373,0.000890284,0.000890195,India,Corn -17,12,2,0,0,0,0,0.084375977,0.084666045,0.08494934,0.085538868,0.087333415,0.08923008,0.091021746,0.091146888,0.091049474,0.090946343,0.09087926,0.090847063,0.090669478,0.090851681,0.090672718,0.090494057,0.090315396,India,biomass -17,12,3,0.010852953,0.010852151,0.010852688,0.010991818,0.01111545,0.011230718,0.011337326,0.011415619,0.011483397,0.011551767,0.011610525,0.011612107,0.01161322,0.01161384,0.011613931,0.011613727,0.011613168,0.011612263,0.011610963,0.011609541,0.011608119,India,FiberCrop -17,12,4,0.022880996,0.022880977,0.022881058,0.023603314,0.024266078,0.02486295,0.02540994,0.025896588,0.026369405,0.026816442,0.02724763,0.027245355,0.027242685,0.027239731,0.02723638,0.027233109,0.027229395,0.027225652,0.027221856,0.027217715,0.027213574,India,MiscCrop -17,12,5,0.008178401,0.00817827,0.008178206,0.008032583,0.00792859,0.007831482,0.007743233,0.007687346,0.007631471,0.007579173,0.007533746,0.00752224,0.007508696,0.007493278,0.007477729,0.007463195,0.007449495,0.007436764,0.007424032,0.007411882,0.007399732,India,OilCrop -17,12,6,0.000401905,0.000401565,0.000401787,0.000398491,0.000395563,0.000392998,0.000390447,0.000391465,0.000392317,0.000393168,0.000394021,0.000394023,0.000394019,0.000394022,0.000394022,0.000394023,0.000394023,0.000394021,0.000394022,0.000394022,0.000394022,India,OtherGrain -17,12,7,0.347482659,0.347482902,0.347481974,0.349203616,0.350773678,0.352145298,0.353415876,0.353825145,0.35419585,0.354561763,0.354919231,0.354914873,0.354901982,0.35488158,0.354852974,0.354816793,0.35477373,0.354722859,0.354666434,0.354602869,0.354539304,India,Rice -17,12,8,0.045880659,0.04588144,0.045881162,0.045937681,0.045994204,0.046031837,0.046088437,0.046415228,0.046744033,0.047055421,0.047368812,0.047368828,0.047368748,0.047368616,0.047368523,0.047368225,0.047368107,0.047367995,0.04736758,0.047367365,0.04736715,India,Root_Tuber -17,12,9,0.146194668,0.146197316,0.146200034,0.151722837,0.15667818,0.161184742,0.165261015,0.167190697,0.169016023,0.17079511,0.172465462,0.172465041,0.172464752,0.172465305,0.172465334,0.172465291,0.172466112,0.17246518,0.172465096,0.172465305,0.172465514,India,SugarCrop -17,12,10,0.164967638,0.164967537,0.164967835,0.168023635,0.17075229,0.173269303,0.175565128,0.176703555,0.177841831,0.178921371,0.179941733,0.179939902,0.179936707,0.179932995,0.179928447,0.179923816,0.179918477,0.179912757,0.179906725,0.17990103,0.179895335,India,Wheat -17,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,13,1,0.00233684,0.002339133,0.002343852,0.00238689,0.002426533,0.002463616,0.002500196,0.002535145,0.002568344,0.002599717,0.00262921,0.002629224,0.002629218,0.002629221,0.002629213,0.002629218,0.002629217,0.002629213,0.002629222,0.002629208,0.002629194,India,Corn -17,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,13,4,0.003544614,0.003540749,0.003542055,0.003600567,0.003650377,0.003696082,0.003737469,0.003782227,0.003823926,0.003862662,0.00389999,0.003899136,0.00389811,0.003896977,0.003895731,0.003894455,0.003893108,0.003891751,0.003890348,0.003888865,0.003887382,India,MiscCrop -17,13,5,0,0,4.52E-05,4.45E-05,4.39E-05,4.33E-05,4.28E-05,4.32E-05,4.37E-05,4.41E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,0.0000444,India,OilCrop -17,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain -17,13,7,0.898086376,0.898079741,0.898074192,0.898779792,0.899403588,0.899942953,0.900437941,0.900601045,0.90073834,0.900871737,0.900999417,0.900997048,0.90098853,0.900974951,0.900955591,0.900931836,0.900903139,0.900870338,0.900832827,0.900790477,0.900748127,India,Rice -17,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,Root_Tuber -17,13,9,0.01048951,0.010797708,0.010588475,0.011054817,0.011478091,0.011866997,0.012222136,0.012391343,0.012552073,0.012709469,0.012857772,0.01285777,0.012857791,0.012857755,0.012857766,0.012857789,0.012857764,0.012857786,0.012857757,0.012857759,0.012857761,India,SugarCrop -17,13,10,0.011830134,0.01182484,0.011820945,0.012080192,0.012312476,0.012527677,0.012724834,0.012823886,0.012922458,0.013016097,0.013104703,0.013104404,0.013103755,0.013102974,0.013102009,0.013100973,0.013099875,0.013098723,0.013097538,0.013096259,0.01309498,India,Wheat -17,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,14,1,0.043774291,0.043771873,0.04377034,0.044513835,0.045211787,0.045865867,0.046510081,0.047131692,0.04771725,0.048269671,0.048787598,0.048784346,0.048780166,0.048775007,0.048769407,0.048763889,0.048758094,0.04875205,0.048746017,0.048740052,0.048734087,India,Corn -17,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,14,4,0.047072965,0.04708407,0.047080872,0.047103364,0.047122745,0.047141447,0.047159073,0.047365252,0.047548991,0.047713471,0.047856777,0.047847519,0.047836588,0.047824309,0.047810511,0.047797181,0.047782592,0.047767976,0.047752968,0.047737138,0.047721308,India,MiscCrop -17,14,5,0.004480494,0.004494756,0.00450376,0.004450791,0.004410437,0.0043729,0.004337774,0.004343257,0.004349187,0.004353221,0.004357312,0.00435434,0.004350859,0.004346889,0.004342937,0.004339243,0.00433578,0.004332568,0.004329374,0.004326325,0.004323276,India,OilCrop -17,14,6,0.01991325,0.019911523,0.019910766,0.019880395,0.019846685,0.01982135,0.019796155,0.019812423,0.019815186,0.019817606,0.019828015,0.019828977,0.019828758,0.019827748,0.019825724,0.019823197,0.019820076,0.019816668,0.01981284,0.019808929,0.019805018,India,OtherGrain -17,14,7,0.87085755,0.870855129,0.870853348,0.8717001,0.872470657,0.87313967,0.873756014,0.87395244,0.874133254,0.874311248,0.874485913,0.87448441,0.874479371,0.87447106,0.874459214,0.874444798,0.874427295,0.874407447,0.874384474,0.874359111,0.874333748,India,Rice -17,14,8,0.088780237,0.088746972,0.088703563,0.089019584,0.089336694,0.08961954,0.089867765,0.090045972,0.090224562,0.090367786,0.090511077,0.090511095,0.0905111,0.090510668,0.09051102,0.090511381,0.090511055,0.090511072,0.090511055,0.090511038,0.090511021,India,Root_Tuber -17,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,14,10,0.022305886,0.022307677,0.022308611,0.022791917,0.023224216,0.023624331,0.023990777,0.02417538,0.024358645,0.02453282,0.024697331,0.02469649,0.024695075,0.024693413,0.024691143,0.024688918,0.024686606,0.024683934,0.024681345,0.024678497,0.024675649,India,Wheat -17,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,15,1,0.028125727,0.028125636,0.028125896,0.028620149,0.029079501,0.029509724,0.029933731,0.030340579,0.03072535,0.031088816,0.031429929,0.031428785,0.031427444,0.03142578,0.031424007,0.031422198,0.031420218,0.031418261,0.031416332,0.03141441,0.031412488,India,Corn -17,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,15,4,0.118806381,0.118805799,0.118806288,0.118639159,0.118467476,0.118339452,0.118209542,0.118418724,0.118577439,0.118735087,0.11884447,0.118827151,0.118806533,0.118784566,0.118758519,0.118733287,0.118706862,0.118679301,0.118651373,0.118622031,0.118592689,India,MiscCrop -17,15,5,0.046628377,0.046631502,0.046630586,0.046206117,0.045933704,0.045690363,0.045452088,0.045401616,0.045327698,0.04525399,0.045200173,0.045153246,0.045097904,0.04503576,0.044973326,0.044915226,0.044860662,0.044809888,0.044759064,0.044711077,0.04466309,India,OilCrop -17,15,6,0.111191426,0.111191138,0.111192621,0.109509982,0.107997183,0.106665955,0.105471622,0.10542821,0.10531619,0.105202771,0.105086933,0.105092135,0.105090766,0.105085401,0.105074473,0.105061631,0.10504482,0.105026849,0.105006694,0.10498629,0.104965886,India,OtherGrain -17,15,7,0.475527092,0.475528147,0.475528004,0.477564186,0.479261258,0.480722997,0.482058398,0.482535989,0.482856964,0.483154365,0.483417828,0.483403626,0.483351231,0.483267886,0.483149365,0.483003031,0.482827082,0.48262583,0.482394584,0.482135591,0.481876598,India,Rice -17,15,8,0.217679944,0.217692354,0.217692841,0.218342606,0.218991935,0.21956789,0.220070089,0.220441171,0.220809632,0.221102386,0.221394309,0.221393303,0.22139008,0.221386361,0.221380629,0.221375222,0.22136883,0.221362683,0.221355427,0.221347527,0.221339627,India,Root_Tuber -17,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,15,10,0.183499576,0.183500429,0.183500197,0.186719208,0.189487204,0.192010471,0.194285915,0.195532416,0.196683975,0.197767491,0.198776985,0.19874869,0.198701101,0.198636287,0.198558955,0.198479624,0.198391779,0.198301829,0.198205654,0.198107004,0.198008354,India,Wheat -17,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,16,1,0.129924984,0.129925526,0.129925876,0.131464356,0.133169983,0.134790725,0.136386665,0.138049284,0.139535205,0.140920953,0.142208837,0.14214586,0.142061525,0.141956323,0.141845022,0.141732556,0.141611816,0.14149215,0.141371595,0.141248625,0.141125655,India,Corn -17,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,16,4,0.140337385,0.140338229,0.140336379,0.140617941,0.14084264,0.141014163,0.141183536,0.141377138,0.141564896,0.141751512,0.141936009,0.141918619,0.141897795,0.141874378,0.141848966,0.141822981,0.141795351,0.141767719,0.141738791,0.141708833,0.141678875,India,MiscCrop -17,16,5,0.037062418,0.037037037,0.037043273,0.036290127,0.035767349,0.035295889,0.034867711,0.034620839,0.034357898,0.034125701,0.033910364,0.033845051,0.03376908,0.033684001,0.033599504,0.033521223,0.03344885,0.033382722,0.033317263,0.033255566,0.033193869,India,OilCrop -17,16,6,0.040497852,0.040497348,0.040496393,0.040887132,0.04123776,0.041539362,0.041808761,0.041754998,0.041686118,0.041616388,0.041562593,0.041565459,0.041564742,0.04156178,0.04155573,0.041548435,0.041539147,0.041529117,0.041517748,0.04150627,0.041494792,India,OtherGrain -17,16,7,0.253591317,0.253591647,0.253591243,0.255307661,0.256572451,0.257644954,0.258607436,0.259009081,0.259158494,0.259267679,0.259322565,0.25929836,0.259212963,0.259076977,0.258882957,0.258643175,0.258355031,0.258024151,0.257645885,0.257219401,0.256792917,India,Rice -17,16,8,0.111793522,0.111784105,0.111791333,0.112163542,0.112534779,0.112863455,0.113149037,0.113364925,0.113577556,0.113746121,0.11391317,0.113911896,0.113908805,0.113904864,0.113899248,0.113893649,0.113887173,0.113880541,0.11387339,0.113865337,0.113857284,India,Root_Tuber -17,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,16,10,0.279052202,0.279051552,0.279051672,0.28338855,0.287128865,0.290533747,0.293599612,0.29524591,0.296786532,0.298235062,0.29958653,0.299555594,0.299501941,0.299430165,0.299344608,0.299256542,0.299159045,0.299059451,0.298951468,0.298841677,0.298731886,India,Wheat -17,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -18,4,1,0.140252998,0.140253232,0.140253222,0.140407088,0.14068187,0.140912593,0.141142749,0.14123762,0.141329519,0.141419883,0.141509455,0.141497029,0.141480773,0.141460471,0.141439399,0.141418102,0.141395576,0.141373753,0.141351518,0.141329194,0.14130687,Indonesia,Corn -18,4,2,0,0,0,0,0.094980883,0.095093229,0.095243009,0.09516795,0.095092934,0.095093115,0.095393441,0.095318194,0.09524301,0.095167769,0.095093001,0.095018008,0.094904722,0.094829885,0.094755261,0.094642551,0.094529841,Indonesia,biomass -18,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,4,4,0.056593915,0.056594139,0.056593981,0.058681916,0.060643929,0.062465567,0.064155475,0.064126342,0.064122261,0.064117384,0.064112699,0.064109922,0.064106468,0.064102206,0.064097271,0.064093388,0.064088398,0.064083787,0.064078593,0.064073304,0.064068015,Indonesia,MiscCrop -18,4,5,0.160767596,0.160767918,0.160767951,0.162468476,0.164374409,0.166135193,0.167729614,0.169956421,0.171959368,0.173735547,0.175343294,0.175226417,0.175089317,0.174934383,0.174778434,0.174634402,0.174497311,0.174367334,0.174238221,0.174115775,0.173993329,Indonesia,OilCrop -18,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,4,7,0.875967971,0.875967755,0.87596827,0.876627091,0.877226227,0.877818768,0.8783574,0.878577814,0.878794848,0.879008089,0.879216257,0.87921519,0.879208626,0.879197704,0.879181523,0.879161732,0.879137823,0.879109447,0.879077145,0.879041149,0.879005153,Indonesia,Rice -18,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,4,9,0.985989841,0.985990676,0.985990572,0.986212148,0.986434428,0.986646987,0.986855857,0.98713521,0.98740268,0.987659034,0.9879047,0.987903796,0.987902451,0.987900765,0.987898824,0.987896811,0.98789457,0.98789223,0.987889775,0.987887013,0.987884251,Indonesia,SugarCrop -18,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -18,5,1,0.115645999,0.115645981,0.115645959,0.115784699,0.116020977,0.116218861,0.116416532,0.116497847,0.116576711,0.116654343,0.116731737,0.116722002,0.11670907,0.116693368,0.116676893,0.11666015,0.116642451,0.116625302,0.116608087,0.116590538,0.116572989,Indonesia,Corn -18,5,2,0,0,0,0,0.164157336,0.164455934,0.164754727,0.164215815,0.164096143,0.164096131,0.164574899,0.164454692,0.164335041,0.164215517,0.164095341,0.16397536,0.163796624,0.163676763,0.163557166,0.163378058,0.16319895,Indonesia,biomass -18,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,5,4,0.114448991,0.1144488,0.114449073,0.118722623,0.122761133,0.12648768,0.129967188,0.13010927,0.13025068,0.130391657,0.130532193,0.130527121,0.130521469,0.130514877,0.130507843,0.130500551,0.130492499,0.130484778,0.130476689,0.130468367,0.130460045,Indonesia,MiscCrop -18,5,5,0.067885694,0.067886156,0.067885696,0.068408154,0.069155058,0.069838174,0.070441641,0.071319647,0.072089606,0.072752202,0.073334679,0.073232999,0.073112995,0.072976672,0.07283976,0.072711721,0.072589939,0.072474146,0.072358204,0.072247948,0.072137692,Indonesia,OilCrop -18,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,5,7,0.815231394,0.815231054,0.815231395,0.816145812,0.816977262,0.817799162,0.818546569,0.818853001,0.819153659,0.819449324,0.819738403,0.819736681,0.819726791,0.819710725,0.819687778,0.819660152,0.819625378,0.819584065,0.819538926,0.819486629,0.819434332,Indonesia,Rice -18,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,5,9,0.967347343,0.967347033,0.967347418,0.967799575,0.968286477,0.968750292,0.969205435,0.969829009,0.970424599,0.970994574,0.97154005,0.971535021,0.971527747,0.971518363,0.971507798,0.971496722,0.971484442,0.971471654,0.971458214,0.971442892,0.97142757,Indonesia,SugarCrop -18,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -18,6,1,0.070459202,0.070458662,0.070458819,0.070572725,0.070733696,0.070868092,0.071002472,0.071057459,0.071110791,0.071164393,0.071217871,0.071214464,0.071209991,0.071204705,0.07119852,0.071192742,0.071186626,0.07118061,0.071173832,0.071167553,0.071161274,Indonesia,Corn -18,6,2,0,0,0,0,0.040790128,0.041029116,0.041269683,0.040994657,0.040484193,0.040450328,0.040585903,0.040551928,0.040518117,0.040484102,0.040450255,0.040416155,0.040365384,0.040331738,0.040297921,0.040247321,0.040196721,Indonesia,biomass -18,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,6,4,0.019597924,0.01959786,0.019597983,0.020402857,0.021168638,0.021879099,0.022546004,0.022593033,0.022639959,0.022686807,0.02272407,0.022723162,0.022722199,0.022720992,0.022719713,0.022718414,0.022716984,0.022715583,0.022714048,0.022712454,0.02271086,Indonesia,MiscCrop -18,6,5,0.01676839,0.016768354,0.016768293,0.017221095,0.017699542,0.018154901,0.018589839,0.019247569,0.019860283,0.020431606,0.020966121,0.020941954,0.020913408,0.020880609,0.020847546,0.020816538,0.020786647,0.020758248,0.020729599,0.020702217,0.020674835,Indonesia,OilCrop -18,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,6,7,0.350462668,0.35046217,0.35046198,0.351846343,0.35310645,0.354356503,0.355495224,0.355960174,0.356416349,0.356863203,0.357297309,0.357293681,0.357274733,0.35724342,0.357198473,0.357141911,0.357073054,0.356992805,0.356900131,0.356796746,0.356693361,Indonesia,Rice -18,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,6,9,0.859502245,0.859502102,0.859502092,0.859789765,0.860092876,0.86034246,0.860643455,0.860998042,0.861350798,0.861702467,0.862052232,0.862050893,0.862048266,0.862045623,0.862041445,0.862038149,0.862033766,0.862029836,0.862025138,0.862020455,0.862015772,Indonesia,SugarCrop -18,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -19,9,1,0.005813356,0.005818041,0.00582555,0.005825264,0.005825158,0.005825081,0.005825009,0.00582498,0.005824949,0.005824919,0.005824889,0.005824859,0.005824835,0.005824777,0.005824739,0.005824693,0.005824654,0.005824589,0.005824553,0.00582449,0.005824427,Japan,Corn -19,9,2,0,0,0,0,0.097543337,0.096742806,0.095947389,0.090885588,0.093413749,0.094755819,0.094197515,0.094199304,0.09420061,0.094201483,0.094201526,0.094202342,0.094202698,0.094202658,0.094203365,0.09420326,0.094203155,Japan,biomass -19,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,9,4,0.056593273,0.056593592,0.056593601,0.056523945,0.056454964,0.056385555,0.056316249,0.056363194,0.056409834,0.056456423,0.056526922,0.056526673,0.056526907,0.056526475,0.056526441,0.056526637,0.056526393,0.056526453,0.056526474,0.056526344,0.056526214,Japan,MiscCrop -19,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,9,6,0.512952798,0.512952018,0.512953469,0.513600456,0.514141159,0.514573449,0.515005001,0.515330804,0.51554702,0.515870884,0.516087441,0.516088227,0.51608808,0.516088027,0.516088332,0.516088694,0.516087995,0.516088417,0.516087749,0.516088917,0.516090085,Japan,OtherGrain -19,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,9,8,0.026510967,0.026509928,0.026508195,0.02650785,0.02650737,0.026506982,0.026517788,0.026517676,0.026517538,0.026528622,0.026539574,0.026539738,0.026539549,0.026539458,0.026539239,0.026539333,0.026539163,0.026538957,0.026538779,0.026538619,0.026538459,Japan,Root_Tuber -19,9,9,0.071620836,0.071624016,0.071625546,0.071076034,0.070559358,0.070074286,0.069592423,0.069113606,0.068666144,0.068221109,0.067806199,0.0678056,0.067805538,0.067805681,0.067805517,0.067805794,0.067805558,0.067805133,0.067805154,0.067805082,0.06780501,Japan,SugarCrop -19,9,10,0.099075656,0.099076126,0.099076407,0.099622395,0.100131057,0.100603281,0.101117333,0.101633444,0.102112421,0.102593799,0.10307605,0.103075777,0.103076466,0.103075682,0.103076051,0.103075583,0.103074613,0.103075014,0.103074805,0.103073916,0.103073027,Japan,Wheat -19,9,11,0.011050972,0.011050309,0.01105092,0.011051368,0.011051568,0.011051759,0.011051913,0.011052768,0.011053497,0.011054183,0.011054779,0.011055119,0.011055324,0.011055436,0.011055485,0.011055475,0.011055384,0.011055235,0.011055045,0.011054788,0.011054531,Japan,FodderHerb -19,9,12,0.000111567,0.000112671,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,Japan,FodderGrass -19,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,10,1,0.049191244,0.049191667,0.04919141,0.049188881,0.049188198,0.049187464,0.049186878,0.04918668,0.049186396,0.049186046,0.049185767,0.049185624,0.04918534,0.049184973,0.049184575,0.049184182,0.049183773,0.049183212,0.04918296,0.049182523,0.049182086,Japan,Corn -19,10,2,0,0,0,0,0.257976913,0.25623208,0.254494349,0.244909071,0.249388008,0.251933876,0.248740544,0.249561331,0.250381372,0.250710534,0.250711192,0.250712519,0.250712727,0.250713487,0.250713741,0.250713791,0.250713841,Japan,biomass -19,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,10,4,0.334113397,0.334113257,0.334113701,0.335271482,0.336333728,0.337302275,0.338175243,0.335819078,0.333277652,0.33074347,0.328122804,0.328123953,0.328122616,0.328123362,0.328122468,0.328123886,0.32812281,0.328123151,0.328122515,0.328122655,0.328122795,Japan,MiscCrop -19,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,10,6,0.458756508,0.458756483,0.458756552,0.458971576,0.459185233,0.459400289,0.459615578,0.45983013,0.459937321,0.459936833,0.46004413,0.460044774,0.460044482,0.460044907,0.460044896,0.460044959,0.460044867,0.460044609,0.460044756,0.460044928,0.4600451,Japan,OtherGrain -19,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,10,8,0.190803972,0.190803833,0.190803764,0.190802873,0.190801682,0.190867774,0.190866406,0.190866009,0.190865681,0.190865405,0.190864689,0.190864709,0.190864428,0.190864239,0.190863897,0.190863545,0.19086301,0.190862948,0.19086249,0.190861734,0.190860978,Japan,Root_Tuber -19,10,9,0.494512238,0.494511649,0.494513125,0.492437914,0.490476091,0.488622504,0.486768895,0.484916753,0.483173843,0.481430645,0.479797013,0.479797096,0.47979679,0.479796505,0.479795681,0.479795484,0.479794981,0.47979475,0.479794157,0.479794177,0.479794197,Japan,SugarCrop -19,10,10,0.372067878,0.372067204,0.3720672,0.373494641,0.374821874,0.376048553,0.377378409,0.378712159,0.379945297,0.38117881,0.38241412,0.382414198,0.382414052,0.382413995,0.382412595,0.382412801,0.382411778,0.382412235,0.382410629,0.382410337,0.382410045,Japan,Wheat -19,10,11,0.060332175,0.060331945,0.060332051,0.060334469,0.060335556,0.060336554,0.060337368,0.060341902,0.060346019,0.060349714,0.060352916,0.060354642,0.060355836,0.060356446,0.060356654,0.060356468,0.06035613,0.060355248,0.06035417,0.060352971,0.060351772,Japan,FodderHerb -19,10,12,0.00080021,0.000800108,0.000800105,0.000800104,0.000800104,0.000800107,0.000800106,0.000800103,0.000800106,0.000800109,0.000800106,0.000800104,0.000800105,0.000800108,0.000800108,0.000800106,0.000800106,0.000800105,0.000800107,0.000800104,0.000800101,Japan,FodderGrass -19,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,11,1,0.113074219,0.113073988,0.113074297,0.113068778,0.113066751,0.113065526,0.113063917,0.113063226,0.113062705,0.113062119,0.113061525,0.113060899,0.113060441,0.113059488,0.113058537,0.11305781,0.113056573,0.11305563,0.113054752,0.113053855,0.113052958,Japan,Corn -19,11,2,0,0,0,0,0.34283928,0.340890115,0.339039135,0.341792614,0.337404041,0.333331193,0.32735766,0.327367811,0.327373548,0.326608462,0.325651513,0.324697826,0.323741843,0.322787873,0.321833905,0.320882387,0.319930869,Japan,biomass -19,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,11,4,0.706975001,0.706974969,0.706975105,0.714123931,0.720645032,0.726731606,0.732393923,0.721553511,0.710624129,0.699534273,0.688296683,0.688297495,0.688296859,0.688296945,0.688296435,0.688296898,0.68829614,0.688296144,0.688295855,0.688296078,0.688296301,Japan,MiscCrop -19,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,11,6,0.762133705,0.762132541,0.762132384,0.762837186,0.763540191,0.764164203,0.764710141,0.7650991,0.765488094,0.765798641,0.766109438,0.766110071,0.766109392,0.766110097,0.766110409,0.766110083,0.766110562,0.766110389,0.766110265,0.766109457,0.766108649,Japan,OtherGrain -19,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,11,8,0.387114853,0.387115768,0.387115299,0.387215569,0.387215223,0.387212482,0.387211209,0.387313783,0.387415904,0.387415762,0.387414561,0.387414645,0.387414564,0.387414169,0.387413205,0.387412764,0.387411687,0.38741124,0.38741094,0.387410684,0.387410428,Japan,Root_Tuber -19,11,9,0.994295112,0.994295322,0.994295239,0.994235453,0.994177647,0.994119232,0.994062825,0.994162534,0.994258124,0.994352093,0.994444582,0.994444549,0.994444553,0.994444536,0.994444512,0.994444496,0.994444488,0.994444465,0.994444415,0.994444413,0.994444411,Japan,SugarCrop -19,11,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Wheat -19,11,11,0.113925746,0.113925803,0.113925546,0.113930114,0.113932379,0.113934144,0.113935403,0.113944204,0.113951474,0.113958522,0.113964603,0.113968,0.113970231,0.113971347,0.113971606,0.113971454,0.113970476,0.113969123,0.113967148,0.113964804,0.11396246,Japan,FodderHerb -19,11,12,0.001733625,0.001733642,0.001733598,0.001733603,0.001733595,0.001733597,0.001733604,0.0017336,0.001733597,0.001733601,0.001733604,0.001733605,0.001733601,0.001733597,0.001733601,0.001733605,0.001733601,0.001733596,0.0017336,0.0017336,0.0017336,Japan,FodderGrass -19,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,12,1,0.085968595,0.085968274,0.085967513,0.08596191,0.085960442,0.085958762,0.085957437,0.085956931,0.085956416,0.085955622,0.085955663,0.085954603,0.08595418,0.085953224,0.085952334,0.085951272,0.08595058,0.085949356,0.085948954,0.085947639,0.085946324,Japan,Corn -19,12,2,0,0,0,0,0.380143767,0.378613437,0.377184964,0.372393777,0.369749673,0.370568578,0.371388262,0.370377888,0.369365546,0.368351365,0.367340105,0.366325839,0.365314902,0.364303601,0.363293895,0.36329351,0.363293125,Japan,biomass -19,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,12,4,0.567711109,0.567711532,0.567711145,0.571111885,0.574296098,0.577262647,0.579908486,0.574236246,0.56832817,0.562292673,0.556129251,0.556130352,0.556129982,0.556129578,0.55613012,0.556130522,0.556128399,0.556129156,0.556129469,0.556129118,0.556128767,Japan,MiscCrop -19,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,12,6,0.731956201,0.731956775,0.731956529,0.732718382,0.733479547,0.734155972,0.734746778,0.735252643,0.73567395,0.736010686,0.736347627,0.736346761,0.736347492,0.736347525,0.736346592,0.736347635,0.736347167,0.736346605,0.736346569,0.736346615,0.736346661,Japan,OtherGrain -19,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,12,8,0.292320886,0.292321018,0.292320951,0.29241044,0.292499726,0.292588706,0.292677546,0.292767851,0.292856557,0.292947344,0.292945825,0.292945915,0.292946668,0.292946121,0.292945408,0.292944749,0.2929448,0.292943913,0.292944034,0.292942997,0.29294196,Japan,Root_Tuber -19,12,9,0.73742955,0.737430621,0.737429831,0.73641212,0.735394842,0.734458802,0.733521388,0.73369074,0.733860006,0.734028525,0.734196602,0.734197001,0.734196021,0.734196258,0.734195646,0.734195669,0.734194224,0.734193902,0.734193251,0.734192309,0.734191367,Japan,SugarCrop -19,12,10,0.974694087,0.974694118,0.974693806,0.974843701,0.974982078,0.975109011,0.975245703,0.975382275,0.975507483,0.975632133,0.975756162,0.975756074,0.975756125,0.975755767,0.975755763,0.975755515,0.975755372,0.975755288,0.97575503,0.975754781,0.975754532,Japan,Wheat -19,12,11,0.090529573,0.090529328,0.09052972,0.090534063,0.090535922,0.090537602,0.090538868,0.090547869,0.090555526,0.09056118,0.090567506,0.090570865,0.090572728,0.09057438,0.090574526,0.090573996,0.090573224,0.09057205,0.090570488,0.090568246,0.090566004,Japan,FodderHerb -19,12,12,0.001391123,0.001391201,0.001391256,0.001391253,0.001391254,0.001391254,0.001391255,0.001391255,0.001391254,0.001391254,0.001391254,0.001391254,0.001391255,0.001391253,0.001391254,0.001391256,0.001391255,0.001391255,0.001391253,0.001391254,0.001391255,Japan,FodderGrass -19,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Corn -19,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,biomass -19,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,MiscCrop -19,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OtherGrain -19,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Rice -19,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Root_Tuber -19,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,SugarCrop -19,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Wheat -19,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderHerb -19,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderGrass -19,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -20,1,1,0.751467134,0.751466696,0.751467224,0.74749572,0.744224746,0.741302419,0.738604133,0.73828612,0.737949867,0.737605322,0.73725556,0.737182958,0.737086125,0.736967679,0.736843075,0.736717155,0.736585252,0.73645433,0.736322842,0.736189224,0.736055606,Mexico,Corn -20,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass -20,1,3,0.862389162,0.862389066,0.862389979,0.861035134,0.859666346,0.858384543,0.857183733,0.855847894,0.854615966,0.853487176,0.852403826,0.852498902,0.852563261,0.852598976,0.852612473,0.852603731,0.852571391,0.85251959,0.852450529,0.852369208,0.852287887,Mexico,FiberCrop -20,1,4,0.644642657,0.644642638,0.644642517,0.653844737,0.661779098,0.668672106,0.674832859,0.676811896,0.678592128,0.680271066,0.681849788,0.681833688,0.681814597,0.68179307,0.681768657,0.681744632,0.6817187,0.681692574,0.681665186,0.681637138,0.68160909,Mexico,MiscCrop -20,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop -20,1,6,0.791489456,0.791489227,0.79149012,0.793209178,0.794806374,0.796248454,0.797603915,0.798672769,0.799657101,0.800565061,0.801464214,0.801481254,0.801483492,0.801476893,0.801457468,0.801432726,0.801397143,0.801358086,0.801312082,0.801266208,0.801220334,Mexico,OtherGrain -20,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,1,10,0.761878578,0.761878664,0.761878745,0.761012747,0.760143705,0.759321092,0.758462575,0.75787985,0.757363075,0.756837065,0.756297677,0.756267852,0.756208108,0.756123857,0.756018909,0.755910195,0.755784842,0.755650813,0.755504562,0.755355003,0.755205444,Mexico,Wheat -20,1,11,0.774442848,0.774446009,0.774445676,0.776421482,0.778230533,0.779879369,0.781445519,0.78257663,0.783701112,0.784746811,0.785787786,0.785794377,0.785799235,0.78580131,0.785802634,0.785801845,0.785800364,0.785797284,0.785792891,0.785788217,0.785783543,Mexico,FodderHerb -20,1,12,0.772892453,0.77289295,0.772892354,0.771636927,0.770611009,0.769725606,0.768908837,0.766997522,0.765383308,0.763984872,0.762818987,0.76285853,0.762894272,0.762925423,0.762957121,0.762986556,0.763013112,0.763034413,0.76305036,0.763059762,0.763069164,Mexico,FodderGrass -20,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,2,1,0.705671394,0.705671071,0.705671439,0.70129266,0.697678401,0.694453089,0.691481016,0.691133581,0.690767166,0.690391312,0.690011278,0.689935602,0.689834992,0.689711938,0.689581932,0.689450929,0.689313033,0.689177528,0.689042008,0.68890298,0.688763952,Mexico,Corn -20,2,2,0,0,0,0,0.40889513,0.413187084,0.416717247,0.41940489,0.42194967,0.424185387,0.426548045,0.42757575,0.428106989,0.428060549,0.428022198,0.427859061,0.427568783,0.427207424,0.426806629,0.426401447,0.425996265,Mexico,biomass -20,2,3,0.905720376,0.905723032,0.905714707,0.904752228,0.903762701,0.902833151,0.901955959,0.900975271,0.900069855,0.899239527,0.898440408,0.898536431,0.898600607,0.898636548,0.898650306,0.898641037,0.898608639,0.898557078,0.898487257,0.898405205,0.898323153,Mexico,FiberCrop -20,2,4,0.61347191,0.613471568,0.613471257,0.625329533,0.635550178,0.644274058,0.652026946,0.654860725,0.657485219,0.659905474,0.662121223,0.662105823,0.662087967,0.662067267,0.66204628,0.66202319,0.661999462,0.661975342,0.661950352,0.661924107,0.661897862,Mexico,MiscCrop -20,2,5,0.038270641,0.038270562,0.038270677,0.035254305,0.033595704,0.032193231,0.030956,0.030682179,0.030386,0.030077835,0.029775111,0.029470042,0.029109206,0.028696915,0.028281399,0.027892403,0.027519153,0.027161492,0.026801976,0.026458677,0.026115378,Mexico,OilCrop -20,2,6,0.694314823,0.694314877,0.694314951,0.696410979,0.69838483,0.700155298,0.70181393,0.703067333,0.704295877,0.705424065,0.706539103,0.706574766,0.706580931,0.706566491,0.706526422,0.706474724,0.706402144,0.706319902,0.706225996,0.70613046,0.706034924,Mexico,OtherGrain -20,2,7,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,Mexico,Rice -20,2,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,2,10,0.761878288,0.76187831,0.761878067,0.761127721,0.760376406,0.759686345,0.758977504,0.758436733,0.757967021,0.757492711,0.757010591,0.756992332,0.756957575,0.756907201,0.756845504,0.756781532,0.756707999,0.756630505,0.756545873,0.756459988,0.756374103,Mexico,Wheat -20,2,11,0.75102128,0.751023022,0.751023648,0.753139503,0.75507724,0.756844029,0.758522547,0.759736352,0.760943339,0.76206524,0.763182798,0.763190174,0.763194403,0.763197204,0.763198604,0.763197769,0.763196329,0.763193028,0.763188308,0.763183154,0.763178,Mexico,FodderHerb -20,2,12,0.768745957,0.76874609,0.768745727,0.768745782,0.768746084,0.768745942,0.768745487,0.76874541,0.768746058,0.768745788,0.768745802,0.76874566,0.768745625,0.76874555,0.768745443,0.76874605,0.768745883,0.768745721,0.768745634,0.768746065,0.768746496,Mexico,FodderGrass -20,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,3,1,0.21555741,0.215556979,0.215557514,0.212554519,0.209878717,0.207512456,0.205377462,0.205161835,0.204945473,0.20472993,0.20451376,0.204512006,0.204509796,0.204506555,0.204503469,0.204500166,0.204496706,0.204493427,0.20448969,0.204486528,0.204483366,Mexico,Corn -20,3,2,0,0,0,0,0.236895088,0.239283215,0.241253223,0.242960473,0.244516024,0.245968161,0.247411547,0.248098094,0.248436195,0.248458134,0.248567079,0.248689369,0.248824011,0.248918732,0.248992694,0.249063639,0.249134584,Mexico,biomass -20,3,3,0.555657022,0.555656419,0.555653305,0.556175329,0.556044173,0.555843135,0.55546754,0.554876159,0.554348673,0.553856011,0.553343862,0.554347012,0.555017814,0.555389943,0.555525317,0.555428543,0.555089188,0.554544556,0.553816825,0.552956072,0.552095319,Mexico,FiberCrop -20,3,4,0.580711071,0.580711838,0.580711368,0.586539015,0.59171585,0.596351888,0.600452356,0.603858197,0.607043276,0.610009538,0.612760085,0.612735302,0.612704507,0.612671676,0.612634869,0.612597682,0.612558646,0.612519128,0.612476621,0.612434083,0.612391545,Mexico,MiscCrop -20,3,5,0.020945078,0.02094504,0.020944932,0.019984945,0.019225984,0.018590597,0.018051689,0.018635724,0.019173036,0.01966748,0.020132049,0.020117497,0.020100299,0.02008071,0.020060921,0.020042514,0.020024873,0.020008013,0.019991129,0.019974982,0.019958835,Mexico,OilCrop -20,3,6,0.426019315,0.426018663,0.426018141,0.428641072,0.431113102,0.433364197,0.435496869,0.437222795,0.438824014,0.440419848,0.441902188,0.441932974,0.441938482,0.441925508,0.441890286,0.441846539,0.441785772,0.441714389,0.441634989,0.441552146,0.441469303,Mexico,OtherGrain -20,3,7,0.792176452,0.792176726,0.792177001,0.791796157,0.791377814,0.791010307,0.790543448,0.789902707,0.789244505,0.788712314,0.788155615,0.788148843,0.788116118,0.788059241,0.787978032,0.787876004,0.787751354,0.787606782,0.78743998,0.787253032,0.787066084,Mexico,Rice -20,3,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,3,10,0.761878742,0.761878073,0.761877944,0.761107161,0.760335959,0.759624882,0.75889204,0.75834542,0.757868086,0.757385834,0.75689528,0.756875392,0.756836771,0.756781315,0.75671376,0.756642497,0.756561967,0.756476415,0.756383239,0.756288579,0.756193919,Mexico,Wheat -20,3,11,0.365728633,0.365728625,0.36572802,0.366948739,0.368063845,0.369180052,0.370196438,0.372149816,0.374104832,0.375958783,0.377714594,0.377723548,0.377729708,0.377731442,0.377733728,0.377732676,0.377731118,0.377727257,0.377721325,0.377716422,0.377711519,Mexico,FodderHerb -20,3,12,0.42901852,0.429018902,0.42901817,0.427271912,0.425848165,0.424622829,0.423497629,0.420886164,0.418695318,0.416810987,0.415248819,0.415299161,0.415344784,0.415384198,0.415425377,0.415462358,0.415496055,0.415523201,0.41554374,0.415555629,0.415567518,Mexico,FodderGrass -20,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,4,1,0.092268341,0.092268193,0.092268836,0.090784897,0.089468164,0.088308318,0.087264274,0.087159124,0.087054221,0.086948972,0.086843806,0.086842523,0.086841326,0.086839855,0.086839028,0.086837228,0.086835801,0.086834329,0.086832924,0.086831342,0.08682976,Mexico,Corn -20,4,2,0,0,0,0,0.098780345,0.098841599,0.098739267,0.1001268,0.102284592,0.104337119,0.106258593,0.106347545,0.106277644,0.106020788,0.105808763,0.1056395,0.105470642,0.105320665,0.105199214,0.105117402,0.10503559,Mexico,biomass -20,4,3,0.256639617,0.25664194,0.256641134,0.257133985,0.257009771,0.25682032,0.256465261,0.255906476,0.255408705,0.254942388,0.254458968,0.255406721,0.256040865,0.256392932,0.256520991,0.256428828,0.25610927,0.255593873,0.254907644,0.254093711,0.253279778,Mexico,FiberCrop -20,4,4,0.356632932,0.356633076,0.356632829,0.359847572,0.362672165,0.365106731,0.367244559,0.371155976,0.374774287,0.37819978,0.381430024,0.381400508,0.381363657,0.381325479,0.381281725,0.381238369,0.381190538,0.381143316,0.381095148,0.381043173,0.380991198,Mexico,MiscCrop -20,4,5,0.21046409,0.210463849,0.210463789,0.202905473,0.196564786,0.191167905,0.186599206,0.194287183,0.201516951,0.208377188,0.214897462,0.214895628,0.214894572,0.214892494,0.214891331,0.214890026,0.214888563,0.214887631,0.214886025,0.214884664,0.214883303,Mexico,OilCrop -20,4,6,0.289714015,0.289713985,0.289714286,0.29201333,0.294171162,0.296152297,0.297953123,0.299274482,0.300497459,0.301630271,0.302668351,0.302683453,0.302685814,0.302679705,0.302663218,0.302641713,0.302611439,0.302576914,0.302537822,0.302498339,0.302458856,Mexico,OtherGrain -20,4,7,0.707098929,0.707098835,0.707098988,0.706629634,0.706129605,0.705703433,0.705163677,0.704389011,0.703598778,0.702975178,0.702331213,0.702326189,0.702299181,0.702253889,0.702187836,0.702104966,0.702003688,0.70188597,0.701751173,0.701599586,0.701447999,Mexico,Rice -20,4,8,0.953489503,0.953486736,0.953487313,0.952789541,0.952159496,0.951580444,0.9510748,0.951999913,0.952888021,0.953741248,0.954560176,0.954560141,0.954559169,0.954558377,0.954557066,0.954555765,0.954554124,0.954552602,0.954550954,0.954548917,0.95454688,Mexico,Root_Tuber -20,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,4,10,0.761877939,0.761877964,0.761878379,0.760765327,0.759649366,0.758561309,0.757416186,0.756755592,0.756150404,0.755532216,0.754890213,0.754838309,0.754736252,0.754590598,0.754411906,0.754224138,0.754010786,0.753782925,0.753535167,0.7532833,0.753031433,Mexico,Wheat -20,4,11,0.196946917,0.196946625,0.196947455,0.196270769,0.195659981,0.195118226,0.19464402,0.196375108,0.198045271,0.199656097,0.201274409,0.201280827,0.201286392,0.201287706,0.201288952,0.201288901,0.201287278,0.201284354,0.201279446,0.201275103,0.20127076,Mexico,FodderHerb -20,4,12,0.273687154,0.273687172,0.273687103,0.272269971,0.27112042,0.270132186,0.269226569,0.267121453,0.265361709,0.263850158,0.262599187,0.262640986,0.262679014,0.262712804,0.262745726,0.262777994,0.262804469,0.262828806,0.262845044,0.262855112,0.26286518,Mexico,FodderGrass -20,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,5,1,0.055998618,0.055998733,0.055998586,0.055059903,0.054229431,0.053498453,0.052841524,0.052775173,0.052708606,0.052642193,0.052575694,0.052574819,0.052573647,0.052572286,0.052570814,0.052569301,0.052567691,0.05256615,0.052564619,0.052563162,0.052561705,Mexico,Corn -20,5,2,0,0,0,0,0.092175436,0.093207202,0.094096807,0.094697247,0.095425575,0.095782726,0.0958233,0.095606697,0.095304146,0.09490096,0.094538304,0.094192548,0.093862789,0.09344787,0.093064437,0.092718487,0.092372537,Mexico,biomass -20,5,3,0.199907224,0.199907145,0.199907965,0.200395599,0.200273932,0.200085464,0.199734366,0.199179441,0.198685072,0.198221662,0.197740477,0.198682823,0.199313434,0.199661548,0.199788437,0.199697394,0.199379347,0.198869246,0.198185211,0.197374978,0.196564745,Mexico,FiberCrop -20,5,4,0.209365124,0.209365596,0.209365283,0.206991224,0.204982858,0.203194984,0.20162352,0.202939259,0.204187104,0.205297955,0.206411283,0.206394872,0.206375999,0.206355049,0.206331858,0.206308212,0.206283013,0.206257193,0.206230881,0.206202952,0.206175023,Mexico,MiscCrop -20,5,5,0.649936773,0.64993773,0.649937133,0.639471094,0.630273596,0.622290079,0.615254197,0.625968194,0.63566298,0.644456987,0.652468383,0.652466184,0.652462761,0.652460664,0.652457795,0.652453734,0.652451907,0.652449489,0.652446098,0.652443753,0.652441408,Mexico,OilCrop -20,5,6,0.39566033,0.39566113,0.395661281,0.398761746,0.401668088,0.404266624,0.406765723,0.408545608,0.41021992,0.41189839,0.413474618,0.413474704,0.413475572,0.413475681,0.413472095,0.413469083,0.413465147,0.413459476,0.413453928,0.413449153,0.413444378,Mexico,OtherGrain -20,5,7,0.484449413,0.484449576,0.484449809,0.483896473,0.483328479,0.482860982,0.482273759,0.48137983,0.480479234,0.47978825,0.479088015,0.479085472,0.479072454,0.479049479,0.479016558,0.478975101,0.47892515,0.478866631,0.478799118,0.478723783,0.478648448,Mexico,Rice -20,5,8,0.930951116,0.93095056,0.930952865,0.932359696,0.933606552,0.934700119,0.935699245,0.936195628,0.936662734,0.937126702,0.937562127,0.937561596,0.937561633,0.937561838,0.937561809,0.937561825,0.937561771,0.937561787,0.93756154,0.937561643,0.937561746,Mexico,Root_Tuber -20,5,9,0.54101573,0.541015823,0.541015864,0.54308672,0.544877227,0.546452638,0.547812268,0.548538775,0.549263429,0.549878651,0.550600134,0.550596098,0.550590644,0.550582863,0.5505745,0.550565723,0.55055587,0.550545743,0.550534977,0.550522798,0.550510619,Mexico,SugarCrop -20,5,10,0.758220781,0.758220442,0.758220796,0.757535878,0.756850699,0.756233971,0.755603792,0.755082297,0.754634315,0.754183106,0.753726369,0.753715038,0.753692657,0.753661148,0.75362132,0.753580458,0.753533544,0.75348373,0.7534297,0.75337506,0.75332042,Mexico,Wheat -20,5,11,0.081480877,0.081485768,0.081483088,0.08233681,0.083129898,0.083862948,0.084568595,0.085084644,0.085602397,0.086087989,0.086575424,0.086578861,0.086581165,0.086582632,0.086582945,0.086582963,0.086581893,0.086580424,0.086578249,0.086575366,0.086572483,Mexico,FodderHerb -20,5,12,0.077916836,0.077916864,0.077916723,0.077916667,0.077916912,0.07791673,0.077916757,0.077916889,0.077916773,0.077916592,0.077916699,0.07791664,0.077916867,0.077916756,0.077916842,0.077916834,0.077916686,0.07791688,0.077916793,0.077916791,0.077916789,Mexico,FodderGrass -20,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,6,1,0.01446133,0.014461385,0.014461331,0.014210231,0.013987373,0.013791431,0.013615521,0.013597946,0.013580357,0.013562643,0.013545036,0.013545115,0.013545035,0.013544953,0.013544869,0.013544825,0.013544679,0.013544617,0.013544546,0.013544494,0.013544442,Mexico,Corn -20,6,2,0,0,0,0,0.052555944,0.05260619,0.052603464,0.052366125,0.052377572,0.052350856,0.052269357,0.052242964,0.05250239,0.05271625,0.052909946,0.053049974,0.053092029,0.053304639,0.053470341,0.053613842,0.053757343,Mexico,biomass -20,6,3,0.042922606,0.042923956,0.042923622,0.043029781,0.04300313,0.04296235,0.042885764,0.042765611,0.04265854,0.04255883,0.04245507,0.042658162,0.042794543,0.042870119,0.042897554,0.042877876,0.042809024,0.042698583,0.042550867,0.042376529,0.042202191,Mexico,FiberCrop -20,6,4,0.188948441,0.188948607,0.188949197,0.188642119,0.188331375,0.188083133,0.187832567,0.188206462,0.188574627,0.188875906,0.189172465,0.189148917,0.189121071,0.189089342,0.189054044,0.189018648,0.188979472,0.188939649,0.188899167,0.188854219,0.188809271,Mexico,MiscCrop -20,6,5,0.155858891,0.155858932,0.155859131,0.150163939,0.14538529,0.141303188,0.137826697,0.142790536,0.147414311,0.151773211,0.155895391,0.155894589,0.155894456,0.155893826,0.155892854,0.155892548,0.155891743,0.155890835,0.155890263,0.155889642,0.155889021,Mexico,OilCrop -20,6,6,0.378349457,0.378349405,0.378348457,0.381344776,0.3840586,0.386570754,0.388879712,0.390507365,0.392029048,0.393446989,0.394864429,0.394873127,0.394873926,0.394871214,0.39486068,0.394847883,0.394829798,0.394807995,0.394784014,0.394760125,0.394736236,Mexico,OtherGrain -20,6,7,0.4834353,0.483434248,0.483434726,0.482849558,0.48219687,0.481614383,0.480874022,0.47988779,0.478870503,0.478039179,0.477163077,0.477151955,0.477090465,0.476986553,0.476835032,0.4766453,0.476413346,0.476142996,0.475831999,0.475481509,0.475131019,Mexico,Rice -20,6,8,0.257050897,0.257050671,0.257050976,0.261290859,0.265154338,0.268631037,0.271964699,0.273606842,0.275167956,0.276734575,0.278218781,0.278218733,0.278218028,0.278217179,0.278216134,0.278214997,0.278213932,0.278212283,0.278210876,0.278209487,0.278208098,Mexico,Root_Tuber -20,6,9,0.229646051,0.229646576,0.229646606,0.231128557,0.232416007,0.23355174,0.234537512,0.235065764,0.235593026,0.236040985,0.236569336,0.236566342,0.236562509,0.236557085,0.236550862,0.23654484,0.236537531,0.236530375,0.236522874,0.236514455,0.236506036,Mexico,SugarCrop -20,6,10,0.746228315,0.746228458,0.746227969,0.745535589,0.744839686,0.744213956,0.743574632,0.743037092,0.742577514,0.742113725,0.741644251,0.741633183,0.741610598,0.741578706,0.741539,0.741498748,0.741451007,0.741400257,0.741343938,0.741287854,0.74123177,Mexico,Wheat -20,6,11,0.03956167,0.039561735,0.03956178,0.038960418,0.038414017,0.0379219,0.037482459,0.037740444,0.037983455,0.038227453,0.038472686,0.038474525,0.038475839,0.038476531,0.03847673,0.038476721,0.038476168,0.038475273,0.038474151,0.03847276,0.038471369,Mexico,FodderHerb -20,6,12,0.042032811,0.042032865,0.042032846,0.042032788,0.042032826,0.042032837,0.0420328,0.04203275,0.042032835,0.042032736,0.042032761,0.042032826,0.04203287,0.042032881,0.042032757,0.042032714,0.042032879,0.042032853,0.042032753,0.042032757,0.042032761,Mexico,FodderGrass -20,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,7,1,0.347770736,0.347770425,0.347768767,0.341928855,0.337680922,0.333961061,0.330538077,0.330071394,0.329559151,0.329020597,0.328472234,0.328276736,0.328017988,0.327697957,0.32736096,0.327021932,0.326660048,0.32630555,0.325948547,0.325584751,0.325220955,Mexico,Corn -20,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass -20,7,3,0.836775887,0.836776285,0.836775738,0.835266937,0.833678534,0.832183714,0.830762841,0.829163919,0.827691893,0.826341813,0.825041973,0.825263862,0.825413147,0.825497356,0.825528123,0.825507384,0.825432356,0.825311736,0.825150941,0.824961832,0.824772723,Mexico,FiberCrop -20,7,4,0.291379349,0.291379031,0.291379012,0.299528724,0.306799237,0.313333038,0.319191855,0.322488535,0.325608502,0.328552378,0.331314297,0.331297489,0.331277972,0.331256225,0.331232858,0.331208871,0.331182558,0.331156772,0.331130315,0.331101221,0.331072127,Mexico,MiscCrop -20,7,5,0.044340641,0.044341095,0.044340864,0.038247842,0.035543751,0.033243765,0.031161181,0.030752128,0.030216122,0.02958308,0.028881908,0.027917734,0.026764627,0.025430204,0.02406639,0.022772566,0.021510574,0.02028172,0.019028746,0.01781418,0.016599614,Mexico,OilCrop -20,7,6,0.320798015,0.320797696,0.320797919,0.322527491,0.324234775,0.325718112,0.327064762,0.328498684,0.32977939,0.330946072,0.331987328,0.332082919,0.33210008,0.332061792,0.331952507,0.331811056,0.331614996,0.331389788,0.331133406,0.330871107,0.330608808,Mexico,OtherGrain -20,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,7,10,0.759043346,0.759042956,0.759044287,0.757992511,0.756934917,0.755905825,0.754820131,0.754171904,0.753581218,0.752976806,0.752350499,0.752302855,0.752209387,0.752073108,0.751908259,0.751732404,0.751532107,0.751319374,0.75108491,0.750846816,0.750608722,Mexico,Wheat -20,7,11,0.289128684,0.289128072,0.289128522,0.288783372,0.288521511,0.288259002,0.287995134,0.289270053,0.290454081,0.291549961,0.292647413,0.292656065,0.292661296,0.292664587,0.292665352,0.292664872,0.292662256,0.292659133,0.292654358,0.292647694,0.29264103,Mexico,FodderHerb -20,7,12,0.360092526,0.360092096,0.360091563,0.358447852,0.357112459,0.355964715,0.354910958,0.352458241,0.350404625,0.348637928,0.34717296,0.347223222,0.347267593,0.347307206,0.347346984,0.347383872,0.347416866,0.347444279,0.347463864,0.347475838,0.347487812,Mexico,FodderGrass -20,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,8,1,0.266486512,0.266486077,0.266486073,0.26222762,0.258852939,0.255886669,0.253185017,0.252859743,0.252515641,0.252159877,0.251799068,0.251713797,0.251600493,0.2514608,0.25131577,0.251168273,0.251011872,0.250859223,0.250706745,0.250550655,0.250394565,Mexico,Corn -20,8,2,0,0,0,0,0.150511443,0.152303769,0.153596137,0.155279687,0.156486287,0.157863546,0.159968244,0.161106935,0.161944756,0.162366377,0.162853918,0.163323976,0.163775976,0.16418449,0.164328656,0.164409735,0.164490814,Mexico,biomass -20,8,3,0.852291393,0.852291252,0.852291461,0.850814799,0.849374399,0.848033118,0.846792507,0.845428862,0.844169528,0.843017327,0.841915299,0.841927682,0.841935595,0.841941336,0.841942891,0.841941329,0.841937439,0.84193039,0.841921469,0.841910738,0.841900007,Mexico,FiberCrop -20,8,4,0.214725192,0.214725338,0.214724755,0.219018371,0.222921607,0.226494713,0.229724916,0.231244286,0.232610143,0.233902315,0.235195906,0.235174413,0.235148459,0.23512109,0.235088974,0.23505763,0.235023699,0.23499002,0.234955179,0.234918636,0.234882093,Mexico,MiscCrop -20,8,5,0.224065407,0.22406543,0.224065394,0.216243675,0.20989418,0.204459161,0.199814697,0.204175748,0.208109015,0.211668297,0.214980847,0.214894007,0.214791254,0.214673539,0.214555766,0.214445746,0.214338834,0.214239134,0.214137118,0.214040559,0.213944,Mexico,OilCrop -20,8,6,0.492099024,0.492099159,0.492099086,0.494561438,0.496914087,0.499137988,0.501011783,0.503116475,0.505076752,0.506917218,0.508630999,0.50868857,0.508698512,0.508675676,0.508610236,0.508525948,0.508409179,0.508274719,0.508122594,0.507967331,0.507812068,Mexico,OtherGrain -20,8,7,0.999999999,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,0.999999996,Mexico,Rice -20,8,8,0.911558693,0.911558732,0.911559283,0.913468059,0.915169419,0.916674929,0.918057344,0.918607573,0.919149449,0.919655117,0.920155381,0.920153396,0.920148647,0.920142365,0.920133402,0.920124601,0.920114215,0.920104173,0.920092554,0.920079635,0.920066716,Mexico,Root_Tuber -20,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,8,10,0.761878599,0.761878398,0.761877958,0.760419705,0.758956911,0.757489153,0.755926057,0.755150306,0.754414995,0.753658217,0.752862508,0.752778975,0.752612558,0.752374557,0.752082718,0.751775932,0.751426678,0.751054556,0.750649893,0.750236972,0.749824051,Mexico,Wheat -20,8,11,0.294140926,0.29414146,0.294141575,0.291462084,0.289057619,0.286839374,0.284806421,0.28589386,0.286981421,0.288070401,0.289070595,0.289077029,0.289081961,0.289085482,0.28908649,0.289085196,0.289083907,0.289080289,0.289076259,0.289069791,0.289063323,Mexico,FodderHerb -20,8,12,0.440045955,0.440046655,0.440047103,0.438290091,0.436856533,0.435623795,0.434491809,0.431863162,0.429658468,0.427759541,0.426187059,0.426237584,0.426283288,0.426323297,0.426364226,0.426401649,0.426435507,0.42646325,0.426484031,0.426495642,0.426507253,Mexico,FodderGrass -20,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,9,1,0.270316119,0.2703157,0.270316427,0.266731268,0.263574128,0.260779351,0.258251792,0.257991402,0.257729074,0.257464567,0.257201158,0.257189923,0.257176305,0.257158912,0.257140418,0.257122257,0.257103235,0.257084453,0.257066745,0.257047508,0.257028271,Mexico,Corn -20,9,2,0,0,0,0,0.199506078,0.200304514,0.200811095,0.200920658,0.202210646,0.204952456,0.208655126,0.209311176,0.209692942,0.209386924,0.209015144,0.208717859,0.208422934,0.208303289,0.208739399,0.209174084,0.209608769,Mexico,biomass -20,9,3,0.799932351,0.79993232,0.799932679,0.798056476,0.796228501,0.794528719,0.792957951,0.791233693,0.78964282,0.788188638,0.786799247,0.786814535,0.786825537,0.786831141,0.786833003,0.786832074,0.786826712,0.786818386,0.786807396,0.786793719,0.786780042,Mexico,FiberCrop -20,9,4,0.394675052,0.394676691,0.394676001,0.401761171,0.408054212,0.413539369,0.418521227,0.422304076,0.425876222,0.42924376,0.432400917,0.43237294,0.432339516,0.432303404,0.432262843,0.432222326,0.432178963,0.432135388,0.432090115,0.432041924,0.431993733,Mexico,MiscCrop -20,9,5,0.274811032,0.274811708,0.274810845,0.265019543,0.257602523,0.251251916,0.245718457,0.24644702,0.247008656,0.24741319,0.247745683,0.247419698,0.247033728,0.246593969,0.246150729,0.245735712,0.245338818,0.24495702,0.24457419,0.244209683,0.243845176,Mexico,OilCrop -20,9,6,0.417612211,0.417612547,0.417612018,0.419813779,0.421966539,0.423900672,0.425719667,0.427015478,0.428295519,0.429464296,0.430519407,0.430547218,0.430552842,0.4305417,0.430509274,0.430469323,0.430411985,0.430346517,0.430272231,0.430197131,0.430122031,Mexico,OtherGrain -20,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Rice -20,9,8,0.640924989,0.640924594,0.640925021,0.64646833,0.651479807,0.655970509,0.660142542,0.661798105,0.663445716,0.664991437,0.666531666,0.666530496,0.666526008,0.666520976,0.666512831,0.666505166,0.666496198,0.666486919,0.666477174,0.666466311,0.666455448,Mexico,Root_Tuber -20,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,9,10,0.761877845,0.761878484,0.761877744,0.760891739,0.759905169,0.758958975,0.757969938,0.757352199,0.75679606,0.756229533,0.755644897,0.755605635,0.755527778,0.755417031,0.755280607,0.755137795,0.754975624,0.754803098,0.754615279,0.754424055,0.754232831,Mexico,Wheat -20,9,11,0.490494894,0.490494734,0.490494257,0.486722689,0.483266878,0.48024274,0.477326961,0.477897141,0.478573321,0.479248432,0.479921038,0.479930724,0.479936659,0.479940513,0.479941874,0.479941593,0.479939285,0.47993446,0.479928058,0.479921273,0.479914488,Mexico,FodderHerb -20,9,12,0.619861774,0.619861167,0.619862408,0.618180344,0.61680351,0.615618738,0.614528223,0.611988239,0.609851242,0.608005682,0.606472552,0.606521737,0.606566223,0.606605319,0.606645807,0.60668214,0.606715088,0.606742541,0.60676229,0.60677428,0.60678627,Mexico,FodderGrass -20,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,10,1,0.202993939,0.202994203,0.202994271,0.200127276,0.197570643,0.195311241,0.193271844,0.193066351,0.192861057,0.192655725,0.192449959,0.192448708,0.192447077,0.192445017,0.192443284,0.192440766,0.192438574,0.192436414,0.192434259,0.192431936,0.192429613,Mexico,Corn -20,10,2,0,0,0,0,0.156602102,0.159009398,0.160977575,0.160588675,0.160228042,0.158984959,0.157649498,0.157998974,0.158752447,0.159513538,0.160340242,0.160977855,0.161480722,0.162416579,0.16285541,0.163292417,0.163729424,Mexico,biomass -20,10,3,0.44240658,0.442404661,0.442402647,0.443038399,0.44287953,0.442634193,0.442176616,0.441452462,0.440807306,0.440203512,0.439576009,0.440805123,0.441626756,0.442081573,0.442246334,0.442128531,0.441713647,0.441048153,0.440156927,0.439099766,0.438042605,Mexico,FiberCrop -20,10,4,0.388720293,0.388720254,0.388719478,0.391737465,0.394348847,0.396554771,0.398452101,0.403324018,0.408000083,0.41237294,0.416440506,0.416413762,0.416378958,0.41633976,0.416295439,0.416253285,0.416206553,0.416162574,0.416113636,0.416062208,0.41601078,Mexico,MiscCrop -20,10,5,0.450855385,0.450854777,0.450857378,0.439805925,0.430893639,0.423100101,0.41628432,0.415824395,0.415356592,0.41489323,0.414541629,0.414338053,0.414097122,0.413825879,0.413551915,0.413297272,0.413054157,0.41282306,0.412590861,0.412369565,0.412148269,Mexico,OilCrop -20,10,6,0.404957363,0.404957243,0.40495715,0.406737157,0.408500261,0.41001743,0.411280626,0.412749149,0.4140485,0.41522214,0.416365223,0.416469838,0.416487845,0.416446556,0.416327576,0.416174856,0.415962446,0.41571861,0.415442409,0.415160327,0.414878245,Mexico,OtherGrain -20,10,7,0.927048456,0.927047621,0.927049741,0.926895872,0.926730853,0.926589176,0.926410008,0.926153803,0.925892068,0.925684198,0.925468954,0.925467135,0.92545739,0.925440876,0.925416829,0.925387039,0.925350295,0.925307909,0.925259019,0.925204181,0.925149343,Mexico,Rice -20,10,8,0.534391617,0.53439162,0.534391679,0.540405148,0.5458698,0.550789371,0.555378099,0.557202726,0.559022551,0.560733279,0.562439424,0.562438626,0.562434621,0.562429443,0.562422905,0.562416111,0.562408309,0.562400363,0.562391465,0.562381372,0.562371279,Mexico,Root_Tuber -20,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,10,10,0.761877902,0.761878017,0.761878288,0.760280325,0.758676348,0.757050452,0.755310176,0.754485183,0.753693571,0.752876145,0.752014706,0.751915954,0.751721417,0.751442595,0.751100464,0.750742142,0.750332761,0.749895305,0.749419196,0.748932354,0.748445512,Mexico,Wheat -20,10,11,0.37640469,0.376405032,0.376404806,0.373576538,0.370949985,0.368531161,0.366318119,0.367560187,0.368699063,0.369837344,0.371077579,0.371087022,0.371093238,0.371096934,0.371098308,0.371097423,0.37109477,0.371090716,0.371084678,0.371077858,0.371071038,Mexico,FodderHerb -20,10,12,0.472148065,0.472147374,0.472148214,0.472147589,0.472146602,0.472148305,0.472146628,0.472147259,0.472148988,0.472147973,0.472147362,0.472147882,0.472146474,0.472146836,0.472147638,0.472147289,0.472148846,0.472147802,0.472149092,0.472148152,0.472147212,Mexico,FodderGrass -20,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,11,1,0.153313985,0.15331406,0.153314215,0.15102521,0.148981974,0.147178229,0.145553881,0.145391206,0.145228001,0.145065056,0.144902837,0.144902116,0.144902106,0.144901938,0.144902417,0.144901983,0.144902432,0.144902239,0.144902349,0.14490228,0.144902211,Mexico,Corn -20,11,2,0,0,0,0,0.093448818,0.094407586,0.095148763,0.094173804,0.093748529,0.0933685,0.093250691,0.094064449,0.094682385,0.095108795,0.095539648,0.095892261,0.096203426,0.096528419,0.096803488,0.097077184,0.09735088,Mexico,biomass -20,11,3,0.23104693,0.230605736,0.230694978,0.231236103,0.231100837,0.2308921,0.230501901,0.229886439,0.229337613,0.228823489,0.228288878,0.229335004,0.230035204,0.23042129,0.230561782,0.230461384,0.230108462,0.229542424,0.228782456,0.227882903,0.22698335,Mexico,FiberCrop -20,11,4,0.137960618,0.137960452,0.137960489,0.131207597,0.125981485,0.121883111,0.118518063,0.120599578,0.122614892,0.124515648,0.126294955,0.126273796,0.126248684,0.126220993,0.126190168,0.126159062,0.126125423,0.126092023,0.126057052,0.126020366,0.12598368,Mexico,MiscCrop -20,11,5,0.201388124,0.201379359,0.201387666,0.195020181,0.189659523,0.185057989,0.181115026,0.180476797,0.17990282,0.179393682,0.178949111,0.178948838,0.178949054,0.178948897,0.178949063,0.178949196,0.178949067,0.178948713,0.17894915,0.178949191,0.178949232,Mexico,OilCrop -20,11,6,0.57403958,0.574039766,0.574039767,0.571432676,0.569541367,0.567331032,0.564759649,0.563561759,0.562045368,0.560414328,0.558611796,0.559116012,0.55920429,0.559007082,0.55843351,0.55769584,0.556665696,0.555478663,0.554123614,0.552732482,0.55134135,Mexico,OtherGrain -20,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,11,8,0.303332056,0.303320312,0.303339115,0.308418368,0.313069848,0.317291647,0.321257364,0.322857894,0.324450489,0.325946857,0.327441053,0.327434504,0.327420204,0.327402027,0.327374083,0.327348055,0.32731833,0.327286408,0.327251093,0.327213024,0.327174955,Mexico,Root_Tuber -20,11,9,0.741328837,0.741323276,0.741325282,0.742697538,0.743979425,0.745088023,0.746022948,0.746495181,0.74695623,0.747329651,0.747778476,0.747762567,0.747739467,0.747709686,0.747675881,0.747640334,0.74760062,0.747560235,0.747516995,0.747468434,0.747419873,Mexico,SugarCrop -20,11,10,0.761877567,0.761880424,0.761880273,0.760985887,0.760090264,0.75924298,0.758361579,0.757773387,0.757250874,0.756719247,0.756173672,0.756142423,0.756080946,0.755993657,0.755885735,0.75577261,0.755644001,0.755507221,0.755358586,0.755207337,0.755056088,Mexico,Wheat -20,11,11,0.229739898,0.229739602,0.229738838,0.22837271,0.227080899,0.225945815,0.224888924,0.224908872,0.225002176,0.225094772,0.225183933,0.225190955,0.225196802,0.22519983,0.225200962,0.225200458,0.225198517,0.225195083,0.225190325,0.225184683,0.225179041,Mexico,FodderHerb -20,11,12,0.305398223,0.305397886,0.305395455,0.305395568,0.305394733,0.305395859,0.305395924,0.305395799,0.305395934,0.305395694,0.305395595,0.305395485,0.305395284,0.305395652,0.305395279,0.305395283,0.305395608,0.305395238,0.305395608,0.30539545,0.305395292,Mexico,FodderGrass -20,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,12,1,0.0024005,0.002400714,0.002400394,0.002358276,0.002320881,0.002288014,0.002258523,0.002255569,0.002252624,0.002249677,0.002246733,0.002246733,0.002246731,0.002246733,0.002246731,0.002246735,0.00224673,0.002246733,0.002246729,0.002246731,0.002246733,Mexico,Corn -20,12,2,0,0,0,0,0.041369765,0.041646397,0.041836573,0.041244488,0.040910593,0.040598852,0.040307789,0.040852209,0.041326667,0.041715431,0.042091976,0.042433849,0.042758145,0.042875536,0.042987064,0.043044058,0.043101052,Mexico,biomass -20,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FiberCrop -20,12,4,0.167766166,0.167765737,0.16776604,0.167609737,0.167509533,0.167346592,0.167240983,0.167280329,0.167314695,0.167347381,0.167376651,0.167356619,0.167332815,0.167305587,0.167275651,0.167245089,0.16721207,0.167178201,0.16714308,0.167105568,0.167068056,Mexico,MiscCrop -20,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop -20,12,6,0.002627294,0.002629221,0.002628729,0.002607109,0.002589664,0.00257193,0.002554927,0.00254411,0.002532706,0.002522228,0.002511469,0.002512464,0.002512641,0.002512255,0.002511122,0.002509669,0.002507646,0.002505317,0.002502675,0.002499976,0.002497277,Mexico,OtherGrain -20,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,12,8,0.006435783,0.006438363,0.006434508,0.006591317,0.006737434,0.006872059,0.007000332,0.007051955,0.007103877,0.007153146,0.007202754,0.007202761,0.007202693,0.007202631,0.007202496,0.007202433,0.007202357,0.00720225,0.007202137,0.007201967,0.007201797,Mexico,Root_Tuber -20,12,9,0.008515654,0.008514024,0.008506839,0.008577552,0.008639183,0.008693764,0.008741206,0.008766689,0.008792145,0.008813823,0.008839331,0.008839184,0.008838972,0.008838708,0.008838403,0.008838098,0.008837744,0.008837387,0.008836997,0.008836555,0.008836113,Mexico,SugarCrop -20,12,10,0.761879121,0.761878493,0.761878369,0.761179686,0.760478313,0.75983956,0.759183565,0.758657241,0.758202164,0.757744021,0.757278626,0.757264189,0.757235507,0.757195132,0.757145674,0.757093529,0.757033927,0.75696961,0.756899876,0.756828101,0.756756326,Mexico,Wheat -20,12,11,0.000536337,0.000533618,0.000533646,0.00052429,0.000515971,0.000508659,0.0005021,0.000501484,0.000500864,0.000500242,0.000499614,0.00049963,0.000499641,0.000499647,0.000499649,0.000499648,0.000499644,0.000499635,0.000499626,0.000499615,0.000499604,Mexico,FodderHerb -20,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FodderGrass -20,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -21,1,1,0.953321639,0.953321793,0.953321835,0.948137201,0.943813643,0.939966008,0.936480079,0.934060787,0.931812104,0.929707449,0.927740746,0.927666894,0.927565792,0.927439121,0.927304172,0.92716641,0.927017655,0.926867564,0.926715735,0.926560106,0.926404477,Middle East,Corn -21,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,1,3,0.995535001,0.995534542,0.995535288,0.996063669,0.996466342,0.996789431,0.997053308,0.99719373,0.997319605,0.997434472,0.997539023,0.997542842,0.997545299,0.997546529,0.997546803,0.997546136,0.997544561,0.997542295,0.997539257,0.997535664,0.997532071,Middle East,FiberCrop -21,1,4,0.854970271,0.854970149,0.854970153,0.858100321,0.860858036,0.863313643,0.86552799,0.8718091,0.876825001,0.880910336,0.884351099,0.884324074,0.884292117,0.884256828,0.884217187,0.884177448,0.884134718,0.884091684,0.88404698,0.883999919,0.883952858,Middle East,MiscCrop -21,1,5,0.26729784,0.267297907,0.267297842,0.26105207,0.258030215,0.255395054,0.25283341,0.251819001,0.250758,0.249694743,0.24856113,0.247441477,0.246114069,0.244593506,0.243049634,0.24159773,0.240207317,0.238885911,0.237553003,0.236273161,0.234993319,Middle East,OilCrop -21,1,6,0.607347612,0.607348073,0.607347723,0.604891178,0.603030345,0.601068619,0.59909075,0.596743355,0.594549799,0.592506921,0.59058943,0.590804828,0.590829776,0.590725477,0.590450993,0.590102969,0.589625798,0.589083274,0.588465617,0.587831712,0.587197807,Middle East,OtherGrain -21,1,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,1,8,0.996890346,0.996890849,0.996890632,0.996938685,0.996983264,0.997023317,0.997060244,0.997210538,0.997348391,0.997475069,0.997591421,0.997591342,0.997591138,0.997590895,0.997590525,0.997590162,0.997589739,0.997589312,0.997588842,0.997588307,0.997587772,Middle East,Root_Tuber -21,1,9,0.503524381,0.503520756,0.503525196,0.50738762,0.511614645,0.515708785,0.519669217,0.525987563,0.532048416,0.537864962,0.543542164,0.545659691,0.547751943,0.549821557,0.551770506,0.553496982,0.555101052,0.55648411,0.557643595,0.55867688,0.559710165,Middle East,SugarCrop -21,1,10,0.594833886,0.594834096,0.594834069,0.595116212,0.595312329,0.595402724,0.595270279,0.58609472,0.578266228,0.571418994,0.565441946,0.565344517,0.565145607,0.564859761,0.564503859,0.564128882,0.5636967,0.563232557,0.562724589,0.562204464,0.561684339,Middle East,Wheat -21,1,11,0.463572998,0.463573403,0.463573114,0.464845176,0.465695789,0.466441882,0.466978676,0.4674308,0.467772936,0.468114565,0.468455849,0.468464624,0.468470539,0.468474511,0.468476179,0.468475946,0.468472675,0.468467804,0.468462581,0.468455339,0.468448097,Middle East,FodderHerb -21,1,12,0.299520368,0.299521255,0.299520593,0.299520219,0.299520096,0.299520622,0.29952077,0.299520277,0.299520556,0.299520845,0.299520241,0.29952057,0.2995205,0.299520567,0.299520614,0.299520219,0.299520407,0.299520192,0.299520496,0.299520301,0.299520106,Middle East,FodderGrass -21,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Corn -21,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FiberCrop -21,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,MiscCrop -21,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OilCrop -21,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OtherGrain -21,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Root_Tuber -21,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop -21,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Wheat -21,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderHerb -21,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,3,1,0.184606572,0.184603578,0.184605943,0.184094612,0.183923729,0.183784877,0.183644486,0.183076122,0.18249884,0.181915537,0.181397355,0.181353673,0.181294272,0.181218997,0.181138627,0.18105681,0.180967558,0.180877288,0.180785839,0.18069236,0.180598881,Middle East,Corn -21,3,2,0,0,0,0,0.041523267,0.041072615,0.040604609,0.04131205,0.04204409,0.042781107,0.042348543,0.042403528,0.042229129,0.042158197,0.04208772,0.042012909,0.041933725,0.041817176,0.041699791,0.041599704,0.041499617,Middle East,biomass -21,3,3,0.005730968,0.005733159,0.005731205,0.005733762,0.005733483,0.005733003,0.005731991,0.005730396,0.005728919,0.005727563,0.005726137,0.005728708,0.005730434,0.005731301,0.005731632,0.00573126,0.005730324,0.005728877,0.005726928,0.00572463,0.005722332,Middle East,FiberCrop -21,3,4,0.278378676,0.278378122,0.278378252,0.280369138,0.282102923,0.283755409,0.285324562,0.281429347,0.277737792,0.274248021,0.271042198,0.2710335,0.271022029,0.271009578,0.270996154,0.27098268,0.270968821,0.270954147,0.270939188,0.270923323,0.270907458,Middle East,MiscCrop -21,3,5,0.108681169,0.10868118,0.108681376,0.119508218,0.128320159,0.135469961,0.141355207,0.142609416,0.143761374,0.144814681,0.145770372,0.145616796,0.145436882,0.145232753,0.145027957,0.144837615,0.14465725,0.144487736,0.144318747,0.144158022,0.143997297,Middle East,OilCrop -21,3,6,0.113774356,0.113773335,0.113775054,0.11268197,0.111642009,0.110695235,0.10979701,0.10451139,0.099684166,0.095317303,0.091301276,0.09130137,0.091301416,0.091301099,0.091300931,0.091300556,0.091300455,0.091299735,0.091299245,0.091298775,0.091298305,Middle East,OtherGrain -21,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,3,8,0.244791175,0.244789524,0.244792735,0.244716875,0.244632109,0.244545962,0.244456533,0.244440784,0.244410943,0.244379238,0.244338961,0.244333385,0.244319124,0.244301009,0.244274606,0.244249636,0.244219391,0.244189839,0.244156821,0.244118999,0.244081177,Middle East,Root_Tuber -21,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop -21,3,10,0.007455328,0.007455983,0.007456085,0.007112936,0.006802983,0.006520732,0.00625824,0.006147386,0.006042599,0.005941586,0.005846289,0.005843918,0.005839272,0.005832628,0.005824506,0.005816004,0.005806351,0.005796096,0.005784973,0.005773665,0.005762357,Middle East,Wheat -21,3,11,0.000339743,0.00033867,0.000344637,0.000344638,0.000344637,0.000344637,0.000344637,0.000344637,0.000344637,0.000344638,0.000344638,0.000344638,0.000344636,0.000344637,0.000344638,0.000344636,0.000344637,0.000344638,0.000344638,0.000344638,0.000344638,Middle East,FodderHerb -21,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,7,1,0.984627352,0.984627349,0.984627483,0.984889459,0.985176809,0.985445041,0.985695951,0.98589581,0.986073304,0.986241679,0.986396119,0.986388876,0.986379114,0.986367084,0.986354324,0.986341421,0.986327724,0.986314172,0.986300318,0.986286419,0.98627252,Middle East,Corn -21,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,7,3,0.972564947,0.972564935,0.972565044,0.972790126,0.972959015,0.97311384,0.973240536,0.973225777,0.97321222,0.973199759,0.973186465,0.973209393,0.973224404,0.973232188,0.973234302,0.97323098,0.973222131,0.973208912,0.973191452,0.973170541,0.97314963,Middle East,FiberCrop -21,7,4,0.907403118,0.907402902,0.907402895,0.907174188,0.906940015,0.906738409,0.906533888,0.910356204,0.913660098,0.91655496,0.919070428,0.919048385,0.919022731,0.918993959,0.918962483,0.918930199,0.918895288,0.918860431,0.91882421,0.918786536,0.918748862,Middle East,MiscCrop -21,7,5,0.421057846,0.42105816,0.421058388,0.42235398,0.425848261,0.42893187,0.431681786,0.433070802,0.434196135,0.435102617,0.435909433,0.434807091,0.433506556,0.432024483,0.430524069,0.429114521,0.427786303,0.426553392,0.425316523,0.424133014,0.422949505,Middle East,OilCrop -21,7,6,0.717124083,0.717123965,0.717123885,0.71644509,0.715843074,0.715311202,0.714758258,0.71675055,0.718530069,0.720117574,0.721687346,0.721713584,0.721705737,0.721676758,0.721618752,0.721548967,0.721460095,0.721364917,0.721256874,0.721146219,0.721035564,Middle East,OtherGrain -21,7,7,0.999993942,0.999993937,0.999993947,0.999994165,0.999994362,0.999994542,0.999994707,0.999994946,0.99999516,0.999995354,0.999995528,0.999995547,0.999995563,0.999995577,0.99999559,0.9999956,0.999995609,0.999995616,0.999995621,0.999995625,0.999995629,Middle East,Rice -21,7,8,0.985671296,0.985671268,0.985671338,0.985889677,0.986092199,0.986279823,0.986453122,0.986388041,0.98632718,0.986265746,0.986209162,0.986208636,0.986207335,0.986205754,0.986203278,0.986200952,0.986198263,0.986195498,0.986192349,0.986188879,0.986185409,Middle East,Root_Tuber -21,7,9,0.922900249,0.922900202,0.922900163,0.924180542,0.925539358,0.926839864,0.928055499,0.929786171,0.931414523,0.932976075,0.934446386,0.934966944,0.935478423,0.935981289,0.936451639,0.936866057,0.937249338,0.937578561,0.937853552,0.938097988,0.938342424,Middle East,SugarCrop -21,7,10,0.545558786,0.545557971,0.54555917,0.547716951,0.549820613,0.551809442,0.553776506,0.557247731,0.560449635,0.563299636,0.565671947,0.565554439,0.565332126,0.565015087,0.564627379,0.564221999,0.563762175,0.563274996,0.562742963,0.562198062,0.561653161,Middle East,Wheat -21,7,11,0.2933221,0.293322722,0.293322025,0.293322607,0.29332276,0.293322984,0.293232066,0.293233684,0.293233977,0.293325019,0.293325632,0.293326388,0.293327042,0.293326752,0.293326037,0.293326265,0.293325277,0.293325061,0.293325384,0.293324373,0.293323362,Middle East,FodderHerb -21,7,12,0.47625303,0.476252649,0.476253128,0.476253116,0.476253087,0.476253186,0.476253534,0.476252315,0.476253268,0.476253608,0.476253163,0.476252641,0.476252585,0.476253935,0.476252398,0.476251423,0.476252946,0.476253432,0.476254216,0.476251531,0.476248846,Middle East,FodderGrass -21,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,8,1,0.929012073,0.929012118,0.929012004,0.929358654,0.929819359,0.930264316,0.930677655,0.931075223,0.931437991,0.931795445,0.932122471,0.932098856,0.93206757,0.932028618,0.931987663,0.931946095,0.931902541,0.931859999,0.93181701,0.931773223,0.931729436,Middle East,Corn -21,8,2,0,0,0,0,0.340006597,0.344248641,0.348077158,0.347200036,0.346369876,0.346054911,0.353216127,0.355795025,0.358202261,0.360396395,0.362501972,0.362541283,0.362128665,0.361690459,0.361236562,0.360782702,0.360328842,Middle East,biomass -21,8,3,0.982632094,0.982632105,0.9826321,0.982686937,0.982729669,0.982764023,0.982788869,0.982781393,0.982774813,0.98276856,0.982762167,0.982773986,0.982781951,0.982786273,0.982787605,0.982786128,0.982781814,0.982775187,0.982766176,0.982755664,0.982745152,Middle East,FiberCrop -21,8,4,0.73735967,0.737359663,0.737359593,0.737210505,0.73705482,0.736895443,0.736730908,0.738123627,0.739336886,0.740543832,0.741658955,0.741625093,0.741586236,0.741541731,0.74149358,0.741443608,0.741391341,0.741338517,0.74128448,0.741227318,0.741170156,Middle East,MiscCrop -21,8,5,0.338925997,0.338927389,0.33892679,0.340525246,0.34327254,0.345717166,0.347867918,0.34941957,0.350749943,0.35188592,0.352931801,0.352261364,0.351475782,0.3505913,0.349703943,0.348877857,0.348110923,0.347410731,0.34671314,0.346051104,0.345389068,Middle East,OilCrop -21,8,6,0.430086548,0.43008665,0.430086619,0.427992242,0.426209028,0.424740567,0.423368285,0.427144805,0.430706235,0.433952999,0.436986761,0.436996259,0.436993218,0.436982866,0.436962393,0.436936784,0.436903881,0.436870332,0.436832403,0.436792711,0.436753019,Middle East,OtherGrain -21,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,8,8,0.93268815,0.932688121,0.932688391,0.933293305,0.933864182,0.934430089,0.934938014,0.935667238,0.936308309,0.936891902,0.937417907,0.937416727,0.937412862,0.937408233,0.937401509,0.937394994,0.937387159,0.937379328,0.93737082,0.937361123,0.937351426,Middle East,Root_Tuber -21,8,9,0.887722522,0.887723149,0.887722758,0.890768574,0.893783729,0.896596386,0.899256275,0.902150398,0.904847296,0.907398439,0.909774207,0.910473156,0.911160245,0.911836006,0.912468868,0.913026653,0.913543148,0.913986855,0.914358064,0.9146882,0.915018336,Middle East,SugarCrop -21,8,10,0.320971678,0.32097194,0.320972221,0.319461013,0.317892301,0.316250589,0.314528404,0.316300155,0.317849131,0.319195502,0.320320074,0.320224381,0.320050205,0.319805679,0.319511289,0.319203503,0.318859536,0.318499254,0.318109799,0.317711798,0.317313797,Middle East,Wheat -21,8,11,0.014975096,0.014975114,0.014975104,0.014976292,0.014976768,0.0149772,0.014971142,0.014973241,0.014975034,0.014983096,0.014984603,0.01498537,0.01498586,0.014986165,0.014986343,0.014986279,0.014985972,0.014985703,0.01498519,0.014984587,0.014983984,Middle East,FodderHerb -21,8,12,0.000280821,0.000280794,0.000280792,0.000280792,0.000280792,0.000280793,0.000280792,0.000280792,0.000280792,0.000280792,0.000280793,0.000280791,0.000280793,0.000280791,0.000280791,0.000280793,0.000280792,0.000280791,0.000280792,0.000280793,0.000280794,Middle East,FodderGrass -21,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,9,1,0.831448417,0.831448741,0.831448995,0.832437979,0.833749683,0.835030722,0.836300854,0.838024957,0.839545812,0.841047979,0.842420156,0.842367057,0.842294392,0.842203215,0.842107144,0.842008381,0.841903381,0.841797551,0.8416913,0.841582968,0.841474636,Middle East,Corn -21,9,2,0,0,0,0,0.259994451,0.26534674,0.270180147,0.268968609,0.267788664,0.266705131,0.26770953,0.267863342,0.267834598,0.268275184,0.268890684,0.269461189,0.269983926,0.270394811,0.270618249,0.270753674,0.270889099,Middle East,biomass -21,9,3,0.969462326,0.969462478,0.9694624,0.970351613,0.971150523,0.971867631,0.972529129,0.972351891,0.972175127,0.971997945,0.971831309,0.9718537,0.97186879,0.971876829,0.971879923,0.971877607,0.971869908,0.97185763,0.971841254,0.971822001,0.971802748,Middle East,FiberCrop -21,9,4,0.599260186,0.599260535,0.599260852,0.599093486,0.599024596,0.59884712,0.598770536,0.597170624,0.595769683,0.594469307,0.593265737,0.593233355,0.593195044,0.593152113,0.593104307,0.59305731,0.593005721,0.592954332,0.592900812,0.592844761,0.59278871,Middle East,MiscCrop -21,9,5,0.492144297,0.492145511,0.492144746,0.500017789,0.508092648,0.515043173,0.521127049,0.523405456,0.525450816,0.527282098,0.529014382,0.528547016,0.527996682,0.527369998,0.526741784,0.526152839,0.525594784,0.525069918,0.524545803,0.524044243,0.523542683,Middle East,OilCrop -21,9,6,0.085436407,0.085436626,0.08543654,0.085469495,0.085492875,0.08547159,0.085437295,0.089114224,0.092657769,0.096056553,0.099323289,0.099343877,0.099336724,0.099313198,0.099265506,0.099209177,0.099138212,0.09906149,0.098975767,0.098888447,0.098801127,Middle East,OtherGrain -21,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,9,8,0.932990452,0.932990521,0.932990474,0.934669512,0.936205069,0.937605293,0.938877358,0.939098499,0.939317159,0.939485525,0.939652441,0.939651798,0.93964978,0.939647448,0.939643991,0.939640503,0.93963667,0.939632762,0.939628217,0.939623238,0.939618259,Middle East,Root_Tuber -21,9,9,0.831878739,0.831878023,0.831878087,0.838459368,0.844591897,0.850252321,0.855470069,0.858823631,0.862001793,0.865015025,0.867918629,0.868907896,0.869886502,0.870855051,0.871767162,0.872575202,0.873328229,0.873980496,0.874532666,0.875031679,0.875530692,Middle East,SugarCrop -21,9,10,0.28186793,0.28186831,0.28186772,0.283098919,0.284242469,0.285256882,0.286134366,0.287027631,0.287811579,0.288496682,0.289072591,0.289023066,0.288926584,0.288787531,0.288619278,0.288442422,0.288241524,0.288028242,0.287796964,0.287561585,0.287326206,Middle East,Wheat -21,9,11,0.123631175,0.123631128,0.12363124,0.129360258,0.134952589,0.14043378,0.145829459,0.152641459,0.159303368,0.165837342,0.172211678,0.172221515,0.172228311,0.172231477,0.1722323,0.172231675,0.17222939,0.172224227,0.172219076,0.172212525,0.172205974,Middle East,FodderHerb -21,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,10,1,0.585941547,0.585941464,0.585941247,0.595707648,0.606316385,0.616348404,0.625767608,0.636910558,0.647270925,0.656978802,0.666066469,0.665891314,0.665644844,0.665330575,0.664994071,0.664646376,0.664265904,0.663874849,0.663478266,0.663071322,0.662664378,Middle East,Corn -21,10,2,0,0,0,0,0.189772271,0.195896867,0.201479493,0.205640965,0.209141144,0.212431031,0.21560559,0.216078534,0.216286493,0.216180376,0.216079682,0.215910907,0.21567404,0.215472691,0.215397767,0.214729302,0.214060837,Middle East,biomass -21,10,3,0.997935896,0.997936051,0.997935919,0.998032304,0.998118194,0.998196329,0.998267212,0.998266294,0.99826547,0.998264708,0.998263913,0.998265464,0.998266503,0.998267077,0.99826728,0.998267129,0.998266602,0.998265754,0.998264628,0.998263293,0.998261958,Middle East,FiberCrop -21,10,4,0.468020452,0.468020877,0.468019951,0.468605822,0.469078625,0.46943882,0.469797025,0.470411564,0.471019175,0.471515988,0.472008119,0.471977345,0.471940488,0.471901776,0.471856782,0.471812123,0.471761298,0.47171334,0.471661313,0.471609436,0.471557559,Middle East,MiscCrop -21,10,5,0.35460555,0.354604815,0.354605262,0.352107722,0.350644331,0.349415584,0.348284937,0.347391547,0.346492536,0.345696314,0.344809588,0.344559245,0.344266459,0.343934122,0.343602079,0.343293017,0.343001193,0.342722657,0.342445475,0.342182731,0.341919987,Middle East,OilCrop -21,10,6,0.000516251,0.000516254,0.000516236,0.000505566,0.000495655,0.000486258,0.000477079,0.000461902,0.000446328,0.000430937,0.000415302,0.000415683,0.000415552,0.000415091,0.000414186,0.00041311,0.000411753,0.000410303,0.000408676,0.000407016,0.000405356,Middle East,OtherGrain -21,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,10,8,0.685580796,0.685580457,0.685580832,0.695973089,0.705353986,0.713858847,0.721603973,0.72679294,0.731568873,0.735952968,0.739950247,0.739944625,0.739932519,0.73991648,0.739891555,0.739869862,0.739842054,0.739815055,0.739785887,0.739751524,0.739717161,Middle East,Root_Tuber -21,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,SugarCrop -21,10,10,0.204994772,0.204994552,0.204995206,0.206384166,0.207579147,0.208689068,0.209567957,0.212679312,0.215595395,0.218387263,0.220972559,0.220953277,0.220913952,0.220855415,0.220783458,0.22070741,0.220620688,0.220526628,0.220424944,0.220321792,0.22021864,Middle East,Wheat -21,10,11,0.23204932,0.232048922,0.232048936,0.241416873,0.25046061,0.259227518,0.26776524,0.278417634,0.288699095,0.298656367,0.308250614,0.308264608,0.308274491,0.308279649,0.308281878,0.308281552,0.308276763,0.308270371,0.30826129,0.308251143,0.308240996,Middle East,FodderHerb -21,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -22,1,1,0.633188825,0.633196126,0.633196547,0.568336691,0.535477132,0.503442722,0.462692405,0.458852691,0.445474973,0.423999189,0.394401037,0.357106045,0.300210493,0.212389408,0.079796692,0,0,0,0,0,0,Pakistan,Corn -22,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,1,3,0.896612245,0.89661225,0.896612425,0.897901585,0.898971817,0.900024796,0.901010604,0.911190407,0.919350447,0.92603645,0.931636607,0.931693731,0.931729816,0.931747003,0.931749849,0.931738315,0.931713298,0.93167794,0.931631253,0.931575659,0.931520065,Pakistan,FiberCrop -22,1,4,0.383223393,0.383223595,0.383223648,0.389442111,0.394551984,0.398964415,0.402665488,0.402395803,0.40200755,0.401718993,0.401421647,0.401364954,0.4012953,0.401219475,0.401134846,0.401049654,0.400959984,0.400869837,0.400777183,0.400680429,0.400583675,Pakistan,MiscCrop -22,1,5,0.468893699,0.468893211,0.46889331,0.467676064,0.46741474,0.467193604,0.466858855,0.467427193,0.467769275,0.468004177,0.468138139,0.467788044,0.467373122,0.466900517,0.466423202,0.465974198,0.465548445,0.465145878,0.464742333,0.464356181,0.463970029,Pakistan,OilCrop -22,1,6,0.198840705,0.198840959,0.198841194,0.196725537,0.194111845,0.19130061,0.188241937,0.180947319,0.174171534,0.167961796,0.162111983,0.162338551,0.16222988,0.161903873,0.161286955,0.160558628,0.159646939,0.158678896,0.157584881,0.156463345,0.155341809,Pakistan,OtherGrain -22,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,1,8,0.664999999,0.665017383,0.664962205,0.676222152,0.685887767,0.69430158,0.701686152,0.705745011,0.709490552,0.712939382,0.716091173,0.716085192,0.716069874,0.716052493,0.716025906,0.715999925,0.715969854,0.715940049,0.715906894,0.715869212,0.71583153,Pakistan,Root_Tuber -22,1,9,0.87621524,0.876214718,0.876215283,0.884235317,0.891379178,0.897609995,0.903061944,0.906060651,0.908856184,0.91146529,0.913896402,0.914563653,0.915217857,0.915860827,0.916461439,0.916990561,0.917478813,0.917897995,0.918246497,0.918555554,0.918864611,Pakistan,SugarCrop -22,1,10,0.922938699,0.922938818,0.92293873,0.920466017,0.918080598,0.915865851,0.913722851,0.91260793,0.911567203,0.91059507,0.909639035,0.909494136,0.909262791,0.908956983,0.908595955,0.90822347,0.907819291,0.907409034,0.906961645,0.906501185,0.906040725,Pakistan,Wheat -22,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Corn -22,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,7,4,0.744983728,0.744982869,0.744982469,0.746373745,0.747498092,0.74845386,0.749242287,0.75227253,0.755030767,0.757446097,0.759682661,0.759636731,0.759583683,0.759526329,0.759460975,0.75939441,0.7593254,0.759256659,0.759185893,0.759111365,0.759036837,Pakistan,MiscCrop -22,7,5,0.527654826,0.52765326,0.527653566,0.525352369,0.524369721,0.523550036,0.522724523,0.522500318,0.522259687,0.522018732,0.521676538,0.521192773,0.520621592,0.519967867,0.51930555,0.518685273,0.518093346,0.517533786,0.516969802,0.516432013,0.515894224,Pakistan,OilCrop -22,7,6,0.548519933,0.548520681,0.548520506,0.549139168,0.548685251,0.547551432,0.545778249,0.537215008,0.528970018,0.521205828,0.513746884,0.514046333,0.513893373,0.513443902,0.512598907,0.511602796,0.510355354,0.509030549,0.507528557,0.50598739,0.504446223,Pakistan,OtherGrain -22,7,7,0.999569802,0.999569802,0.999569803,0.999608098,0.999638545,0.999664091,0.999685661,0.999702801,0.999717865,0.999731082,0.9997428,0.999743812,0.999744587,0.999745168,0.999745534,0.99974573,0.999745746,0.999745604,0.999745275,0.999744758,0.999744241,Pakistan,Rice -22,7,8,0.992611168,0.992611138,0.992611169,0.992973056,0.993274308,0.993529685,0.993748711,0.993865898,0.993975394,0.994075243,0.99416571,0.994165578,0.994165208,0.994164774,0.994164129,0.994163501,0.994162754,0.994162021,0.994161194,0.994160268,0.994159342,Pakistan,Root_Tuber -22,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,7,10,0.966270331,0.966270314,0.966270357,0.965206191,0.964223082,0.963335221,0.962500412,0.962032011,0.961605176,0.961214162,0.960837728,0.960792541,0.960719926,0.96062451,0.960512032,0.960396006,0.960270659,0.960143777,0.96000571,0.959864073,0.959722436,Pakistan,Wheat -22,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,8,1,0.861455552,0.861455374,0.861455432,0.863626286,0.865875722,0.867971044,0.869987254,0.876051353,0.88101371,0.885148459,0.888647821,0.888605243,0.888550522,0.888485122,0.888416927,0.888349081,0.888279565,0.888213496,0.888147392,0.888080427,0.888013462,Pakistan,Corn -22,8,2,0,0,0,0,0.919845414,0.923156321,0.925949787,0.927574123,0.928821593,0.930176234,0.931391536,0.931724033,0.931857316,0.931888142,0.931921157,0.931931449,0.93189151,0.931866654,0.931835226,0.931774828,0.93171443,Pakistan,biomass -22,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,8,4,0.791222585,0.791221945,0.791221679,0.797264794,0.802148006,0.806205701,0.809669428,0.809564727,0.809451935,0.809334751,0.809213699,0.809177052,0.809134498,0.809087141,0.809035577,0.808982521,0.808927433,0.808873135,0.808817243,0.808757599,0.808697955,Pakistan,MiscCrop -22,8,5,0.462044681,0.462044863,0.462044494,0.456271001,0.452001658,0.448202563,0.444724066,0.439839705,0.435794942,0.432388499,0.429410432,0.429122881,0.428783616,0.428398043,0.42801159,0.427650497,0.427307958,0.426987179,0.426663715,0.426359015,0.426054315,Pakistan,OilCrop -22,8,6,0.631944577,0.631944979,0.631945565,0.634646363,0.636679106,0.638262658,0.639485961,0.633891722,0.628671069,0.623896015,0.619358134,0.619422415,0.619384486,0.619281138,0.619090378,0.618865837,0.618586555,0.61829449,0.6179657,0.617628736,0.617291772,Pakistan,OtherGrain -22,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,8,8,0.978133333,0.978133505,0.978133415,0.979376895,0.980419396,0.981300183,0.982058772,0.982496745,0.982894632,0.983262029,0.983600478,0.983600261,0.983599621,0.983598894,0.983597717,0.983596596,0.983595338,0.983593981,0.983592537,0.983590913,0.983589289,Pakistan,Root_Tuber -22,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,8,10,0.960981527,0.96098149,0.960981493,0.959863461,0.958904584,0.958082865,0.957354115,0.956886736,0.956478669,0.956117839,0.95578448,0.955764134,0.955731673,0.955689132,0.955639389,0.955588701,0.955534162,0.955479536,0.955420557,0.955360666,0.955300775,Pakistan,Wheat -22,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,9,1,0.426707659,0.426707304,0.426707584,0.431525953,0.436385699,0.440968266,0.445451441,0.459041478,0.470660214,0.480703007,0.489475607,0.489416756,0.489341602,0.489251132,0.48915742,0.48906456,0.488968437,0.488877854,0.488787344,0.488695721,0.488604098,Pakistan,Corn -22,9,2,0,0,0,0,0.784707576,0.792702439,0.799583565,0.803587621,0.80449415,0.806550676,0.809364712,0.810100433,0.810285528,0.810297057,0.810312081,0.810289897,0.810162456,0.810080324,0.809985661,0.80982333,0.809660999,Pakistan,biomass -22,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,9,4,0.508891966,0.508891732,0.508891815,0.518347108,0.526171624,0.532810568,0.538582196,0.538200361,0.537804969,0.537512499,0.537212332,0.537155548,0.537088953,0.537015408,0.536934342,0.536853442,0.536767861,0.536682282,0.536594593,0.536502305,0.536410017,Pakistan,MiscCrop -22,9,5,0.370937891,0.37093765,0.370937653,0.369287749,0.368138944,0.36700306,0.36606865,0.365256168,0.364640351,0.364123688,0.363509508,0.363412074,0.363297018,0.363164744,0.363033442,0.36291153,0.362795357,0.362684775,0.362576621,0.362472049,0.362367477,Pakistan,OilCrop -22,9,6,0.517850333,0.517850089,0.517850006,0.526744048,0.534344335,0.540833635,0.546528961,0.548443322,0.550192968,0.551711887,0.553097951,0.553135686,0.553113841,0.553051702,0.552937494,0.552805147,0.552641283,0.552469945,0.552276284,0.552079981,0.551883678,Pakistan,OtherGrain -22,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,9,8,0.631758926,0.631758469,0.631758509,0.645967865,0.6583785,0.669246111,0.678904725,0.684650037,0.689961452,0.694947498,0.699520272,0.699517667,0.699510358,0.69950228,0.699489735,0.699478045,0.699463769,0.699449301,0.699434107,0.699416247,0.699398387,Pakistan,Root_Tuber -22,9,9,0.850224623,0.850224836,0.850224976,0.859897517,0.868416005,0.875878975,0.88243539,0.886068661,0.889469072,0.89265199,0.895627775,0.896431652,0.897226055,0.89801084,0.898748681,0.899401605,0.900009331,0.900534546,0.900978494,0.901378363,0.901778232,Pakistan,SugarCrop -22,9,10,0.908839676,0.90883958,0.90883946,0.906461692,0.90449136,0.902843939,0.901421982,0.900452062,0.899620548,0.898896624,0.898240159,0.898217828,0.898182549,0.898136369,0.898082294,0.898027392,0.897968293,0.897909135,0.897845457,0.897780781,0.897716105,Pakistan,Wheat -22,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,9,12,0.029850746,0.029371584,0.029669261,0.029669223,0.029669345,0.029669343,0.02966924,0.029669255,0.029669288,0.02966928,0.029669145,0.029669183,0.02966918,0.029669278,0.029669311,0.029669329,0.029669276,0.0296693,0.029669364,0.029669172,0.02966898,Pakistan,FodderGrass -22,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,10,1,0.685538146,0.685537966,0.685538021,0.689762833,0.693980341,0.697917684,0.701733514,0.713088011,0.722547913,0.730547683,0.737404829,0.737358873,0.737300334,0.73722926,0.737156399,0.737083022,0.737008098,0.73693704,0.736865968,0.73679388,0.736721792,Pakistan,Corn -22,10,2,0,0,0,0,0.780258865,0.788238656,0.795211335,0.799069324,0.799859367,0.801973528,0.804781332,0.8053615,0.805482115,0.805463062,0.805445903,0.805399346,0.805253528,0.805158553,0.805054081,0.804880058,0.804706035,Pakistan,biomass -22,10,3,0.992818978,0.992818995,0.992818995,0.992906012,0.992988519,0.993069966,0.993147175,0.993918888,0.994525866,0.995015655,0.995420947,0.995421851,0.995422418,0.995422703,0.995422761,0.99542258,0.995422174,0.995421623,0.995420848,0.99541995,0.995419052,Pakistan,FiberCrop -22,10,4,0.499802468,0.499802148,0.49980055,0.509579756,0.517731451,0.524590375,0.530369577,0.530418277,0.530343214,0.530262677,0.530173907,0.530115804,0.530046215,0.529970364,0.52988585,0.529801376,0.529711774,0.52962268,0.52953076,0.529433711,0.529336662,Pakistan,MiscCrop -22,10,5,0.28498796,0.284988395,0.28498795,0.280357779,0.276665753,0.273441107,0.270579443,0.266430649,0.263062172,0.26021368,0.257796481,0.257708977,0.257605388,0.25749039,0.257374989,0.257266567,0.257166308,0.257070697,0.256976142,0.256886292,0.256796442,Pakistan,OilCrop -22,10,6,0.319458368,0.319458293,0.319458503,0.321770563,0.3236569,0.325156187,0.326354672,0.321852385,0.317722139,0.314076411,0.310714653,0.310736887,0.310723865,0.310688029,0.310620699,0.310544213,0.310447355,0.310347181,0.310232869,0.310117844,0.310002819,Pakistan,OtherGrain -22,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,10,8,0.704270264,0.704269757,0.704269545,0.716947024,0.727930918,0.737482226,0.74591838,0.75090673,0.755505517,0.759807919,0.763743851,0.763743405,0.763739374,0.763734551,0.76372759,0.763720586,0.763712185,0.763705314,0.763697284,0.763687164,0.763677044,Pakistan,Root_Tuber -22,10,9,0.752112296,0.752112738,0.752113058,0.766411055,0.779167787,0.790484817,0.800540662,0.806161492,0.811452654,0.816433045,0.821114729,0.822381039,0.82363493,0.824876314,0.826044815,0.827080923,0.828047438,0.828884435,0.829593032,0.830233211,0.83087339,Pakistan,SugarCrop -22,10,10,0.832403279,0.832403352,0.83240354,0.828460986,0.825245135,0.822587637,0.8203212,0.818740819,0.817396414,0.816233622,0.815187761,0.815163317,0.815125088,0.815074637,0.815015736,0.814955755,0.814891363,0.814826606,0.814757716,0.814687243,0.81461677,Pakistan,Wheat -22,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,11,1,0.391935973,0.391936647,0.391936569,0.39662167,0.401358858,0.405833608,0.410215465,0.423548964,0.434989492,0.444908162,0.453594044,0.453533486,0.453455399,0.453359808,0.453262039,0.453165462,0.453064268,0.452968927,0.452874176,0.452777567,0.452680958,Pakistan,Corn -22,11,2,0,0,0,0,0.546393289,0.55821483,0.568794072,0.57485498,0.576093191,0.578240428,0.583456371,0.585124231,0.585643338,0.584888077,0.584238796,0.583673221,0.583082112,0.582691256,0.582397025,0.582102533,0.581808041,Pakistan,biomass -22,11,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,11,4,0.225376534,0.225377268,0.2253774,0.233118957,0.239552297,0.245075449,0.249796403,0.250157724,0.250427804,0.250695727,0.25095723,0.25091507,0.250865072,0.250809394,0.250749563,0.250686893,0.250620979,0.250556837,0.250488546,0.250417125,0.250345704,Pakistan,MiscCrop -22,11,5,0.125132608,0.125132641,0.125132371,0.122602888,0.120437136,0.118573678,0.116955794,0.114499045,0.112553615,0.110931067,0.10957824,0.10957754,0.109576666,0.109575541,0.10957438,0.109573646,0.109571998,0.109571334,0.109570707,0.109569286,0.109567865,Pakistan,OilCrop -22,11,6,0.123006116,0.123006467,0.123005986,0.126619935,0.129551171,0.13198816,0.134048689,0.131632532,0.129468026,0.127517007,0.125721459,0.125739578,0.125729149,0.125698776,0.125643122,0.125577664,0.125496555,0.125411216,0.1253156,0.125218397,0.125121194,Pakistan,OtherGrain -22,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,11,8,0.284361218,0.284359425,0.284359459,0.297088682,0.308675484,0.319198824,0.328864983,0.334742874,0.34028187,0.345570032,0.350503421,0.350502855,0.350501608,0.350499394,0.350498355,0.350496199,0.350494256,0.350491352,0.350489667,0.350487365,0.350485063,Pakistan,Root_Tuber -22,11,9,0.431666012,0.431664299,0.431664113,0.451066105,0.469165614,0.485939824,0.501446958,0.510384828,0.518981063,0.527235841,0.535145906,0.537303992,0.539452932,0.541594099,0.54362155,0.545429589,0.547124597,0.54860124,0.549858858,0.551001765,0.552144672,Pakistan,SugarCrop -22,11,10,0.535532378,0.535532786,0.535530615,0.528730693,0.523388055,0.519098126,0.515546443,0.512960117,0.510801262,0.50896329,0.507339482,0.507338536,0.507334651,0.507331827,0.507327071,0.507323263,0.507320837,0.507314773,0.507310848,0.507305304,0.50729976,Pakistan,Wheat -22,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,12,1,0.3249524,0.324952382,0.324952422,0.329279213,0.333660082,0.337806167,0.341877457,0.354324456,0.36507854,0.374460039,0.382718853,0.382659806,0.382583788,0.38249261,0.382397506,0.382302371,0.382204596,0.382110944,0.382017918,0.381921525,0.381825132,Pakistan,Corn -22,12,2,0,0,0,0,0.45744014,0.469218946,0.47987049,0.485990208,0.487203258,0.489358549,0.494665888,0.49629509,0.497858699,0.499125387,0.498429671,0.497825192,0.497203447,0.49668242,0.496372615,0.496063357,0.495754099,Pakistan,biomass -22,12,3,0.931495819,0.93149626,0.931496488,0.932245158,0.932986498,0.933720288,0.934419875,0.941422627,0.946996627,0.95153754,0.955325176,0.955325073,0.955325075,0.955325024,0.955325065,0.955325028,0.955325087,0.955325011,0.955325013,0.955325078,0.955325143,Pakistan,FiberCrop -22,12,4,0.240541192,0.240540875,0.2405411,0.247982839,0.254180134,0.259570567,0.264194678,0.264387387,0.264565995,0.264656183,0.264736255,0.264677291,0.264608474,0.264530721,0.264443768,0.26435639,0.264262689,0.264168252,0.26407038,0.263966026,0.263861672,Pakistan,MiscCrop -22,12,5,0.13174463,0.131744477,0.131744727,0.129056536,0.126794574,0.124847234,0.123156899,0.120588963,0.118511064,0.116813922,0.115399612,0.115399175,0.115399942,0.115399303,0.115399027,0.115399166,0.11539861,0.115398969,0.115398714,0.115398421,0.115398128,Pakistan,OilCrop -22,12,6,0.252706421,0.252706505,0.252706607,0.266203048,0.277663085,0.287557537,0.296019697,0.295362786,0.294748444,0.294120171,0.293468891,0.293499987,0.293479447,0.293425306,0.293325528,0.293208546,0.293063705,0.292912704,0.292742855,0.292569153,0.292395451,Pakistan,OtherGrain -22,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,12,8,0.398846708,0.398845941,0.398846855,0.413738684,0.427110167,0.439106837,0.450003372,0.456575103,0.462727569,0.46856721,0.47398306,0.473983397,0.473980455,0.473979775,0.47397731,0.473975419,0.473973387,0.473970655,0.473966981,0.473964585,0.473962189,Pakistan,Root_Tuber -22,12,9,0.548063767,0.548064735,0.548063864,0.567509011,0.585313744,0.601549952,0.616338084,0.6247692,0.632814258,0.64048244,0.647776677,0.6497553,0.651723006,0.653680383,0.655530555,0.657178709,0.658721147,0.660064299,0.661207215,0.66224568,0.663284145,Pakistan,SugarCrop -22,12,10,0.544725772,0.544725794,0.544726072,0.537948391,0.532625362,0.528349326,0.524812279,0.522231882,0.520077588,0.518244312,0.516624612,0.516623982,0.51662276,0.516621425,0.516619901,0.516618253,0.516616727,0.516614872,0.516613097,0.516611345,0.516609593,Pakistan,Wheat -22,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,13,1,0.046063171,0.046059446,0.046061747,0.046681607,0.047465346,0.048227481,0.04897825,0.051566312,0.05385625,0.055895906,0.057724793,0.057666898,0.05759266,0.057503574,0.057411042,0.057318718,0.057224261,0.057134353,0.057044834,0.056953586,0.056862338,Pakistan,Corn -22,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FiberCrop -22,13,4,0.529459234,0.529457456,0.52946045,0.540131793,0.548850851,0.556272105,0.562609521,0.568474689,0.573573545,0.578024675,0.581826308,0.581764627,0.581691458,0.581610818,0.581521035,0.581430466,0.581334181,0.581237655,0.581137324,0.58103199,0.580926656,Pakistan,MiscCrop -22,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,OilCrop -22,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,OtherGrain -22,13,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,Root_Tuber -22,13,9,0.999999981,0.999999987,0.999999988,0.999999986,0.999999986,0.999999986,0.999999986,0.999999985,0.999999985,0.999999984,0.999999984,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,Pakistan,SugarCrop -22,13,10,0.964837823,0.964833812,0.964836247,0.963772801,0.962820938,0.961979518,0.961206232,0.960747833,0.960337824,0.959967461,0.959616516,0.95958248,0.959527947,0.959456159,0.959371742,0.959284869,0.959191104,0.959096543,0.958993799,0.958888681,0.958783563,Pakistan,Wheat -22,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,14,1,0.291158993,0.291159369,0.291159406,0.295126621,0.299214549,0.303095364,0.306909032,0.318687856,0.328898073,0.337828074,0.345708818,0.345638585,0.345548424,0.345440883,0.345329122,0.345217918,0.345103457,0.344995251,0.34488735,0.344777937,0.344668524,Pakistan,Corn -22,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FiberCrop -22,14,4,0.427069645,0.427070797,0.427071792,0.437503228,0.446179861,0.453512933,0.45968982,0.465415061,0.470497036,0.474940256,0.478840506,0.478782831,0.478714334,0.478636641,0.478553922,0.478468759,0.478377359,0.478289047,0.478194712,0.478098229,0.478001746,Pakistan,MiscCrop -22,14,5,0.874829684,0.874795356,0.874783876,0.870863701,0.867481617,0.86447661,0.861771545,0.857537312,0.85404353,0.851071649,0.848544517,0.84854357,0.848542383,0.848541548,0.848540158,0.848539491,0.848538307,0.84853709,0.848536319,0.848535204,0.848534089,Pakistan,OilCrop -22,14,6,0.598520248,0.598521916,0.598516076,0.622746974,0.64103285,0.655648233,0.667192548,0.670649721,0.672972426,0.674820133,0.675967803,0.676402524,0.676057766,0.675212961,0.673686619,0.671899737,0.66969079,0.667362764,0.664708333,0.661960064,0.659211795,Pakistan,OtherGrain -22,14,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,Root_Tuber -22,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,14,10,0.954693158,0.954694018,0.954694358,0.953488154,0.95251334,0.951712629,0.951036277,0.950546804,0.950133043,0.949777036,0.949459049,0.949456367,0.949452019,0.949446482,0.949439883,0.949433209,0.949426078,0.949418927,0.949411253,0.949403427,0.949395601,Pakistan,Wheat -22,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -23,7,1,0.128376189,0.128376518,0.128376185,0.127366,0.126987386,0.126678733,0.126365241,0.126262651,0.126133284,0.125941013,0.125790802,0.125679608,0.12553155,0.125347703,0.125153446,0.124957088,0.12474853,0.124541216,0.124332423,0.124119976,0.123907529,Russia,Corn -23,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,7,3,0.040000021,0.039999932,0.039999504,0.039999476,0.039999504,0.039999523,0.039999471,0.039999437,0.039999576,0.039999543,0.039999469,0.039999576,0.039999468,0.03999954,0.039999511,0.039999531,0.039999529,0.039999466,0.039999503,0.039999437,0.039999371,Russia,FiberCrop -23,7,4,0.768403813,0.768403091,0.768403748,0.768398801,0.76839352,0.768387934,0.768381838,0.768379066,0.768375123,0.768372154,0.768445369,0.768442614,0.768439679,0.768436544,0.768432564,0.76842936,0.768424971,0.768420822,0.768416741,0.76841249,0.768408239,Russia,MiscCrop -23,7,5,2.15E-05,2.15E-05,2.16E-05,2.11E-05,2.06E-05,2.02E-05,1.97E-05,1.90E-05,1.84E-05,1.78E-05,1.73E-05,1.69E-05,1.65E-05,1.62E-05,1.58E-05,1.56E-05,1.53E-05,1.52E-05,1.50E-05,1.49E-05,0.0000148,Russia,OilCrop -23,7,6,0.053771117,0.053771179,0.053770974,0.052827902,0.051982677,0.051203524,0.050464273,0.050075494,0.049693904,0.049309737,0.048920355,0.048942022,0.048943813,0.048931749,0.048902311,0.048865032,0.048814768,0.048758163,0.048693836,0.048628122,0.048562408,Russia,OtherGrain -23,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,7,8,0.103132581,0.103132366,0.103133011,0.103127331,0.103121599,0.103115575,0.103109498,0.103108573,0.103106064,0.103104091,0.103101089,0.103100646,0.103099629,0.103098212,0.103096881,0.103095361,0.103093487,0.103091168,0.10308856,0.103085509,0.103082458,Russia,Root_Tuber -23,7,9,0.996244939,0.996245528,0.996244609,0.996327199,0.996405596,0.996480798,0.996552877,0.996625075,0.996694283,0.996759237,0.996821529,0.996821446,0.996821329,0.996821212,0.996821038,0.996820883,0.996820714,0.996820522,0.996820337,0.996820115,0.996819893,Russia,SugarCrop -23,7,10,0.01105985,0.011059858,0.011059857,0.010900734,0.010752795,0.010607474,0.010459749,0.010357081,0.010258218,0.010163743,0.010068544,0.010065285,0.010058521,0.010048654,0.010036443,0.010023582,0.010008703,0.009992738,0.00997528,0.009957453,0.009939626,Russia,Wheat -23,7,11,0.137516315,0.137516026,0.137516015,0.137527396,0.137532683,0.137536805,0.137541025,0.137562411,0.137580964,0.137546134,0.137561594,0.137569537,0.137575013,0.137577749,0.137579072,0.137578388,0.13757631,0.137572907,0.137567926,0.137561525,0.137555124,Russia,FodderHerb -23,7,12,0.088596071,0.088596202,0.088594666,0.088594731,0.088594624,0.088594764,0.088594821,0.088594718,0.088594728,0.088594671,0.088594635,0.088594397,0.088594619,0.088594417,0.088594631,0.088594785,0.088594766,0.088594476,0.088594624,0.088594716,0.088594808,Russia,FodderGrass -23,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,8,1,0.095921721,0.09592189,0.09592164,0.095472681,0.095305043,0.095168522,0.095029898,0.094985125,0.094927541,0.094827233,0.094761217,0.094712493,0.094647236,0.094566262,0.094481748,0.094395858,0.094304554,0.094214269,0.094122841,0.09403082,0.093938799,Russia,Corn -23,8,2,0,0,0,0,0.011325906,0.011373153,0.011404648,0.011431029,0.011453957,0.011467051,0.011418986,0.011456549,0.011452679,0.011390276,0.011309075,0.011210897,0.011115358,0.011028566,0.010984069,0.011015581,0.011047093,Russia,biomass -23,8,3,0.795669674,0.795670798,0.795667154,0.795667314,0.79566736,0.795667396,0.795666655,0.795667,0.795667123,0.795666973,0.795667192,0.795667649,0.795667183,0.795667265,0.795666893,0.795667261,0.795667279,0.795667321,0.79566694,0.795666753,0.795666566,Russia,FiberCrop -23,8,4,0.147826703,0.147826878,0.147826893,0.146893317,0.145963975,0.145093415,0.144227117,0.143473992,0.142724045,0.141976021,0.141285723,0.14128391,0.141283121,0.141281028,0.141279576,0.141278199,0.141276662,0.141274644,0.141273482,0.141270995,0.141268508,Russia,MiscCrop -23,8,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,8,6,0.01027677,0.010276784,0.010276754,0.010120917,0.009983469,0.009850626,0.009726031,0.009688716,0.009648941,0.009612777,0.00957135,0.00957477,0.009575114,0.009573217,0.009568503,0.009562589,0.009554608,0.009545644,0.009535555,0.009525172,0.009514789,Russia,OtherGrain -23,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,8,8,0.13769487,0.137695031,0.137695024,0.137692188,0.137689104,0.137685684,0.137681927,0.137681067,0.137680295,0.137679315,0.137677588,0.137677536,0.137677035,0.137676173,0.137675118,0.137674532,0.137673289,0.137672738,0.137671016,0.137670175,0.137669334,Russia,Root_Tuber -23,8,9,0.18421554,0.184215221,0.184215489,0.184158148,0.184133209,0.184105786,0.184077997,0.184055585,0.184030691,0.184004218,0.183976638,0.183972629,0.183967508,0.183960797,0.183952864,0.183945057,0.183935899,0.183926914,0.183917467,0.183906152,0.183894837,Russia,SugarCrop -23,8,10,0.018250505,0.018250463,0.01825048,0.018034156,0.017835747,0.01764526,0.017454809,0.017299193,0.017151482,0.017011843,0.016872582,0.016870884,0.016867455,0.016862394,0.016856208,0.016849688,0.016842177,0.016834151,0.016825405,0.016816494,0.016807583,Russia,Wheat -23,8,11,0.097176569,0.097176471,0.097176673,0.097184834,0.097188308,0.097191385,0.097194199,0.097209279,0.09722247,0.097195738,0.09720664,0.097212312,0.097216126,0.097218166,0.097219196,0.097218774,0.097217119,0.09721465,0.097211008,0.097206873,0.097202738,Russia,FodderHerb -23,8,12,0.075165502,0.075165364,0.075165317,0.075165487,0.075165004,0.075165517,0.075165655,0.075165155,0.075165152,0.075165103,0.075165385,0.07516546,0.075165307,0.075165653,0.075165638,0.075165389,0.075165113,0.075165234,0.075165393,0.075165238,0.075165083,Russia,FodderGrass -23,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,9,1,0.105400765,0.10540098,0.105401269,0.104967238,0.104805238,0.104673592,0.104540791,0.104496174,0.104441606,0.104339521,0.104276097,0.10422886,0.104166213,0.104088354,0.104006203,0.103923151,0.103835451,0.103748181,0.103660146,0.103571109,0.103482072,Russia,Corn -23,9,2,0,0,0,0,0.015421495,0.015473106,0.015507522,0.015536346,0.015561406,0.015581185,0.015503975,0.015478403,0.015406732,0.015287353,0.015175718,0.015074632,0.014977436,0.01489184,0.01483764,0.014872884,0.014908128,Russia,biomass -23,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,9,4,0.132277326,0.132277513,0.132277523,0.131277156,0.13033303,0.129443623,0.128558865,0.127777981,0.127049356,0.126276017,0.125553817,0.125553052,0.125551961,0.125550446,0.125549321,0.125547712,0.125545975,0.125544699,0.125542937,0.125541201,0.125539465,Russia,MiscCrop -23,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,9,6,0.007359,0.007358997,0.007359032,0.007247512,0.007148963,0.007059944,0.006974009,0.006948707,0.0069221,0.006895106,0.006870423,0.006872436,0.006872666,0.00687153,0.006868811,0.00686534,0.006860663,0.006855362,0.006849438,0.006843298,0.006837158,Russia,OtherGrain -23,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,9,8,0.100616395,0.100616606,0.100616302,0.100615169,0.100614082,0.100612681,0.100611321,0.100610859,0.100610567,0.10061024,0.100609818,0.100609463,0.10060932,0.100609,0.100608513,0.10060831,0.100607459,0.100607224,0.100606952,0.100606364,0.100605776,Russia,Root_Tuber -23,9,9,0.097075274,0.097075207,0.09707555,0.09704153,0.097027314,0.097011148,0.096994884,0.096981675,0.096967118,0.096951808,0.096935089,0.096933266,0.096930486,0.096926824,0.096922299,0.096916995,0.096912318,0.096907287,0.096900842,0.096895119,0.096889396,Russia,SugarCrop -23,9,10,0.021435985,0.02143593,0.021436018,0.021190391,0.020965576,0.020750518,0.020536034,0.020355841,0.020185094,0.020024029,0.019863551,0.019862165,0.019859366,0.019855167,0.0198501,0.01984475,0.019838562,0.019831893,0.019824812,0.019817463,0.019810114,Russia,Wheat -23,9,11,0.105195904,0.105195556,0.105195581,0.105204565,0.105207874,0.105211324,0.105214359,0.105230613,0.105244447,0.105216195,0.105228054,0.105234127,0.105237809,0.105240336,0.105240929,0.105240736,0.105238992,0.105236511,0.105232599,0.105228036,0.105223473,Russia,FodderHerb -23,9,12,0.065834923,0.065834874,0.065834836,0.065834826,0.065835058,0.065834731,0.065834986,0.065834882,0.065834611,0.06583484,0.065834791,0.06583514,0.065834787,0.065834919,0.065834901,0.065835135,0.065834981,0.065835057,0.065834981,0.065835038,0.065835095,Russia,FodderGrass -23,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,10,1,0.117839511,0.117839448,0.117839295,0.117443652,0.11729441,0.11717395,0.117051122,0.117010952,0.116960458,0.116859759,0.116800798,0.116757891,0.116699827,0.116628001,0.116552563,0.116476401,0.116394269,0.116313992,0.11623268,0.116150526,0.116068372,Russia,Corn -23,10,2,0,0,0,0,0.025145647,0.02524122,0.025304876,0.025358168,0.02540458,0.02530104,0.025075453,0.025043722,0.024967377,0.02483173,0.024718303,0.024526077,0.024350058,0.024182277,0.024034286,0.024112189,0.024190092,Russia,biomass -23,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,10,4,0.186656832,0.186657249,0.186657165,0.184742278,0.182972862,0.181215813,0.179535804,0.177934425,0.176406695,0.174889507,0.173444127,0.173443101,0.173441265,0.173439389,0.173437182,0.173435172,0.173432487,0.173430306,0.173427582,0.173424988,0.173422394,Russia,MiscCrop -23,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,10,6,0.010795697,0.010795682,0.01079569,0.010617512,0.010454481,0.010301249,0.010161838,0.010093944,0.010028693,0.009958683,0.009892469,0.009895568,0.009895877,0.009894205,0.009890021,0.009884817,0.00987766,0.009869696,0.009860655,0.009851428,0.009842201,Russia,OtherGrain -23,10,7,0.991975605,0.991975525,0.991975703,0.992042283,0.992106222,0.992169108,0.99222759,0.992289946,0.992351354,0.99241196,0.992471497,0.992503934,0.992535651,0.992566673,0.992597066,0.992626911,0.992656126,0.992684856,0.992712912,0.9927405,0.992768088,Russia,Rice -23,10,8,0.095911774,0.095911858,0.095911813,0.095910719,0.0959093,0.09590827,0.09590683,0.095906788,0.095906149,0.095905763,0.095905237,0.095904906,0.095904639,0.095904428,0.095904107,0.095903919,0.095903225,0.095902758,0.095902414,0.09590195,0.095901486,Russia,Root_Tuber -23,10,9,0.185973359,0.185973659,0.185973563,0.185918971,0.185895844,0.185871452,0.185845508,0.185824724,0.185802078,0.185778684,0.185754041,0.185750498,0.185745127,0.185739429,0.185732865,0.185725025,0.185717116,0.185709422,0.185700367,0.185690903,0.185681439,Russia,SugarCrop -23,10,10,0.023583871,0.023583922,0.023583822,0.023308219,0.023055532,0.02281294,0.022570657,0.022371192,0.022181983,0.022002999,0.021824652,0.02182266,0.021818587,0.021812591,0.021805189,0.021797586,0.02178854,0.021779035,0.02176866,0.021758103,0.021747546,Russia,Wheat -23,10,11,0.116928157,0.11692815,0.116928677,0.116938326,0.116942819,0.116946782,0.116950157,0.116968881,0.116984269,0.116954054,0.116967662,0.116974273,0.116978905,0.116981486,0.116982358,0.116981891,0.116980086,0.11697721,0.116972652,0.116967792,0.116962932,Russia,FodderHerb -23,10,12,0.066039019,0.066039149,0.066039263,0.066039212,0.066039256,0.066039363,0.066039226,0.066039662,0.066039255,0.066039291,0.066039607,0.066039335,0.066039413,0.0660393,0.06603956,0.066039288,0.066039595,0.066039234,0.066039489,0.066039539,0.066039589,Russia,FodderGrass -23,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Corn -23,11,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,11,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,MiscCrop -23,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OtherGrain -23,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Root_Tuber -23,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,SugarCrop -23,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Wheat -23,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FodderHerb -23,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FodderGrass -23,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,13,1,0.066999951,0.067000071,0.067000251,0.066666874,0.066541896,0.066440448,0.066337531,0.066303382,0.06626117,0.066186563,0.06613722,0.066100571,0.066052152,0.065991591,0.065927926,0.065863369,0.065795209,0.065726862,0.06565884,0.065589204,0.065519568,Russia,Corn -23,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,13,4,0.02162901,0.021629061,0.021629033,0.021683723,0.021738621,0.02178428,0.02183926,0.021922905,0.022006704,0.02208151,0.0221564,0.022156016,0.022155603,0.02215503,0.02215444,0.022153905,0.022153401,0.022152672,0.022152094,0.022151423,0.022150752,Russia,MiscCrop -23,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,13,6,0.00194614,0.001946152,0.001946137,0.001907801,0.001873481,0.001841722,0.001811544,0.001801298,0.001791219,0.001781748,0.001771205,0.001772126,0.001772203,0.00177172,0.001770482,0.00176893,0.001766825,0.001764452,0.001761762,0.00175901,0.001756258,Russia,OtherGrain -23,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,13,8,0.034800082,0.034800058,0.034799871,0.034798205,0.034796679,0.03479488,0.03479305,0.034792683,0.034792066,0.03479142,0.034790668,0.034790597,0.034790337,0.034789823,0.034789341,0.034788887,0.034788306,0.034787663,0.034786927,0.034786084,0.034785241,Russia,Root_Tuber -23,13,9,0.013825161,0.013826059,0.013825539,0.013820451,0.01381827,0.013815939,0.013813433,0.013811455,0.013809343,0.01380702,0.01380461,0.013804304,0.013803823,0.013803237,0.013802586,0.013801862,0.013801102,0.013800328,0.013799498,0.013798545,0.013797592,Russia,SugarCrop -23,13,10,0.003726419,0.00372643,0.003726437,0.003676595,0.003630501,0.003585628,0.003540291,0.00350662,0.003474418,0.00344377,0.003413049,0.003412262,0.00341067,0.003408353,0.00340546,0.003402407,0.003398909,0.003395134,0.00339101,0.003386811,0.003382612,Russia,Wheat -23,13,11,0.065102855,0.065102761,0.065102731,0.065108765,0.065111413,0.065113821,0.06511588,0.065126958,0.065136565,0.065118906,0.065126974,0.065131028,0.065133574,0.065135337,0.06513593,0.065135525,0.065134296,0.065132506,0.065129913,0.06512678,0.065123647,Russia,FodderHerb -23,13,12,0.043424937,0.043424688,0.043425191,0.043425134,0.043425239,0.043425187,0.043425293,0.043425201,0.043425246,0.043425285,0.043425113,0.043425221,0.043425196,0.043425132,0.043425105,0.043425174,0.043425293,0.043425285,0.043425109,0.043425256,0.043425403,Russia,FodderGrass -23,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,14,1,0.080062568,0.080062244,0.080062378,0.079786989,0.079684301,0.079600558,0.079515806,0.079488025,0.079453245,0.079382491,0.079342096,0.079312249,0.079272389,0.079223052,0.079171105,0.079118405,0.079062374,0.079007024,0.078951531,0.07889482,0.078838109,Russia,Corn -23,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,14,3,0.067287789,0.067282768,0.067290368,0.067290406,0.067290306,0.06729034,0.067290316,0.067290277,0.067290318,0.067290324,0.067290297,0.067290409,0.067290307,0.067290403,0.067290268,0.067290347,0.067290408,0.067290343,0.067290343,0.067290317,0.067290291,Russia,FiberCrop -23,14,4,0.107836453,0.107836316,0.107836374,0.106913614,0.106038858,0.10521138,0.104430123,0.103736765,0.103087767,0.102481939,0.101879433,0.10187805,0.101875958,0.101873946,0.101871978,0.101869606,0.101867304,0.101864962,0.101862546,0.10185967,0.101856794,Russia,MiscCrop -23,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,14,6,0.006302385,0.006302395,0.006302391,0.006167889,0.006045974,0.005935835,0.005834246,0.005777267,0.005721956,0.005669196,0.00561626,0.005618127,0.005618303,0.005617316,0.005614805,0.005611658,0.005607402,0.005602596,0.005597175,0.005591632,0.005586089,Russia,OtherGrain -23,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,14,8,0.07194602,0.071945803,0.071945974,0.071945056,0.071944283,0.071943117,0.071942303,0.071941916,0.071941635,0.071941337,0.071940965,0.07194093,0.071940723,0.071940518,0.071940288,0.071940008,0.071939716,0.071939409,0.071939037,0.07193861,0.071938183,Russia,Root_Tuber -23,14,9,0.27546253,0.275463648,0.275463284,0.275386396,0.275352851,0.275318306,0.275280757,0.275251129,0.275216939,0.275182129,0.275146179,0.275140369,0.27513325,0.27512461,0.275113468,0.275103514,0.275091949,0.275079894,0.275067397,0.275052346,0.275037295,Russia,SugarCrop -23,14,10,0.006326043,0.006326056,0.006326053,0.00625036,0.006180932,0.006114357,0.006047801,0.005993337,0.005941658,0.005892776,0.005844066,0.005843486,0.005842302,0.005840592,0.005838468,0.00583622,0.005833708,0.005830957,0.005827958,0.005824941,0.005821924,Russia,Wheat -23,14,11,0.082897513,0.082897706,0.082897799,0.08290492,0.082908007,0.082910568,0.082913045,0.082926018,0.082937316,0.082914408,0.082924014,0.082928831,0.082932075,0.082934233,0.082934795,0.082934226,0.082932918,0.082930757,0.082927665,0.082924016,0.082920367,Russia,FodderHerb -23,14,12,0.066512719,0.066512804,0.066513146,0.066513143,0.066513201,0.066513092,0.066513157,0.066513033,0.066513047,0.066513129,0.066513234,0.066513144,0.066513153,0.066513163,0.066513215,0.06651312,0.066513179,0.066513212,0.06651316,0.066513105,0.06651305,Russia,FodderGrass -23,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,15,1,0.070926333,0.070926435,0.07092631,0.070716136,0.07063691,0.070573474,0.070508771,0.070487564,0.070460831,0.07040286,0.070371627,0.07034934,0.070318124,0.070280819,0.070241181,0.070200752,0.070158501,0.070115695,0.070073508,0.07002992,0.069986332,Russia,Corn -23,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,15,3,0.0027627,0.002762217,0.002763513,0.002493942,0.002274772,0.00209264,0.001939145,0.001939158,0.001939155,0.001939157,0.001939157,0.001939149,0.001939142,0.001939152,0.001939155,0.001939155,0.001939158,0.001939153,0.001939154,0.001939158,0.001939162,Russia,FiberCrop -23,15,4,0.214887208,0.214886759,0.214886781,0.212977033,0.211149714,0.209406418,0.207674065,0.206239245,0.204811737,0.203462668,0.202119742,0.202117137,0.202114738,0.202112425,0.20210914,0.202105778,0.202102567,0.202099101,0.202095239,0.2020914,0.202087561,Russia,MiscCrop -23,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,15,6,0.008058353,0.008058362,0.008058344,0.007893755,0.007748185,0.007614048,0.007487447,0.007398475,0.007312025,0.007229179,0.007149521,0.007151845,0.007152038,0.007150784,0.007147691,0.007143712,0.0071384,0.007132371,0.007125596,0.007118649,0.007111702,Russia,OtherGrain -23,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,15,8,0.043021127,0.043021129,0.043021314,0.043021071,0.043020798,0.043020496,0.043020548,0.043020253,0.043020237,0.04302038,0.043020173,0.04302021,0.043019922,0.043020201,0.04302011,0.043020104,0.043019777,0.043019805,0.043019585,0.043019736,0.043019887,Russia,Root_Tuber -23,15,9,0.315253411,0.315253447,0.315253419,0.315170639,0.315134439,0.315096297,0.315055909,0.315023667,0.314987247,0.314949566,0.314909654,0.314904701,0.314896566,0.314887245,0.314875739,0.3148646,0.314851578,0.314838449,0.314824214,0.314808658,0.314793102,Russia,SugarCrop -23,15,10,0.004430945,0.004430921,0.004430907,0.004378279,0.004330036,0.004283785,0.004237638,0.004199523,0.004163399,0.004129268,0.004095259,0.00409489,0.004094137,0.004093029,0.004091662,0.004090231,0.004088614,0.004086855,0.004084928,0.004082987,0.004081046,Russia,Wheat -23,15,11,0.07508606,0.075085955,0.075085927,0.075092808,0.075095613,0.075097731,0.075100051,0.075111958,0.075122297,0.07510145,0.075110129,0.075114548,0.075117624,0.075119124,0.075119832,0.075119605,0.075118249,0.075116399,0.07511362,0.075110214,0.075106808,Russia,FodderHerb -23,15,12,0.032809515,0.032809467,0.032809666,0.03280964,0.032809718,0.032809711,0.03280968,0.032809703,0.032809707,0.032809548,0.032809665,0.032809679,0.032809716,0.032809545,0.032809683,0.032809781,0.032809698,0.032809734,0.032809694,0.032809665,0.032809636,Russia,FodderGrass -23,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,16,1,0.16259729,0.162603329,0.162604833,0.162202188,0.162051711,0.161929715,0.161804713,0.161763709,0.161713116,0.161597135,0.161537259,0.161492959,0.161434538,0.161362035,0.161284684,0.161207132,0.161124464,0.161042792,0.160960934,0.160876831,0.160792728,Russia,Corn -23,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,16,4,0.039148736,0.039143065,0.039146058,0.038558868,0.037996114,0.037456758,0.036940328,0.036507774,0.036095152,0.03570201,0.035327718,0.035327251,0.035326589,0.035325947,0.035325157,0.0353244,0.035323574,0.035322773,0.035321931,0.035321012,0.035320093,Russia,MiscCrop -23,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,16,6,0.006339222,0.006338689,0.006338772,0.006268895,0.006203656,0.006143866,0.006086661,0.006074498,0.006061496,0.006045605,0.006031967,0.006033182,0.006033281,0.006032627,0.006030985,0.00602894,0.006026159,0.006023025,0.006019483,0.00601586,0.006012237,Russia,OtherGrain -23,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,16,8,0.072188814,0.07218779,0.072186793,0.072186384,0.072186177,0.072185466,0.0721849,0.072184763,0.072184822,0.072184588,0.07218439,0.072184305,0.072184557,0.072184297,0.072184338,0.07218384,0.072183843,0.072183656,0.072183184,0.072183246,0.072183308,Russia,Root_Tuber -23,16,9,0.045737123,0.045739762,0.045742594,0.045727072,0.045720396,0.045713278,0.045705877,0.045699836,0.045693412,0.045686461,0.045679237,0.045678351,0.045676907,0.045675183,0.045673172,0.045671142,0.0456688,0.045666467,0.045663946,0.045661305,0.045658664,Russia,SugarCrop -23,16,10,0.012440601,0.012439929,0.012440318,0.012298638,0.012169124,0.012045309,0.011922157,0.011817303,0.011718031,0.011624506,0.011531339,0.011530671,0.011529373,0.011527429,0.011524976,0.011522474,0.011519604,0.011516458,0.011513114,0.011509619,0.011506124,Russia,Wheat -23,16,11,0.162105168,0.162108106,0.162104812,0.162118069,0.1621238,0.162129024,0.162133401,0.162158099,0.162178783,0.162139423,0.162157452,0.162166405,0.162172486,0.162175746,0.16217682,0.162175891,0.162174021,0.162168758,0.162163906,0.162156652,0.162149398,Russia,FodderHerb -23,16,12,0.149731199,0.149732969,0.149701411,0.149701925,0.14970151,0.149700959,0.149701148,0.149701796,0.149701363,0.149701216,0.149701927,0.149701874,0.149701786,0.14970089,0.149701258,0.149700996,0.149701734,0.149701187,0.149701382,0.149701119,0.149700856,Russia,FodderGrass -23,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -24,1,1,0.02718526,0.027189112,0.027178117,0.027134017,0.027115287,0.027099134,0.027082468,0.027077054,0.027070185,0.027062451,0.027054495,0.027048709,0.027040949,0.027031271,0.027021105,0.027010766,0.026999792,0.026988802,0.026977656,0.026966316,0.026954976,South Africa,Corn -24,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass -24,1,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,1,4,0.885781874,0.885782078,0.885782939,0.886964421,0.888091148,0.889207293,0.890313402,0.891287356,0.892253039,0.893210598,0.894118946,0.8941153,0.894111612,0.894107093,0.894102334,0.894097194,0.894091845,0.894086661,0.894081195,0.894075049,0.894068903,South Africa,MiscCrop -24,1,5,0.079453592,0.079453265,0.07945386,0.077550684,0.076273121,0.075203322,0.074290368,0.073904116,0.073513935,0.073155424,0.072829166,0.07270183,0.072551118,0.072379742,0.072206064,0.072043864,0.071888747,0.071741025,0.071592313,0.071449738,0.071307163,South Africa,OilCrop -24,1,6,0.21422047,0.214217758,0.214221223,0.213902127,0.213579308,0.213254022,0.212926156,0.212471537,0.21208832,0.211703717,0.211317354,0.211322131,0.211322528,0.211320618,0.211314664,0.211307104,0.211296811,0.211284702,0.211271569,0.211257669,0.211243769,South Africa,OtherGrain -24,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,1,8,0.47368421,0.473676761,0.47367766,0.475577807,0.477419498,0.479256537,0.480973508,0.48300338,0.484995761,0.486981062,0.488835772,0.488820322,0.488778505,0.488729093,0.488655411,0.488584663,0.488501213,0.488418776,0.488325853,0.488221986,0.488118119,South Africa,Root_Tuber -24,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,1,10,0.45273213,0.452731976,0.452732067,0.452846898,0.452839412,0.452778973,0.452665873,0.452519532,0.452352263,0.452173998,0.451977189,0.451936732,0.45185465,0.451736783,0.45159113,0.451438205,0.451262697,0.451074734,0.450868545,0.450657535,0.450446525,South Africa,Wheat -24,1,11,0.317060367,0.317066222,0.317066768,0.317084494,0.317091542,0.31709706,0.317102143,0.317132359,0.317158131,0.3171805,0.317202299,0.317212413,0.317220705,0.317225349,0.317226471,0.317225414,0.31722174,0.317217782,0.317211005,0.31720213,0.317193255,South Africa,FodderHerb -24,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,2,1,0.504386105,0.504382214,0.504386193,0.504283921,0.504246543,0.50421482,0.504182395,0.504172122,0.50415897,0.504144222,0.504129756,0.504119004,0.504105307,0.504086942,0.504068343,0.504048486,0.504028116,0.504007538,0.503985288,0.503963831,0.503942374,South Africa,Corn -24,2,2,0,0,0,0,0.163245472,0.164793376,0.166107866,0.170121852,0.170901977,0.171609732,0.172675844,0.172935027,0.173327869,0.173507609,0.173691033,0.173390311,0.172856301,0.172358834,0.171972561,0.171647062,0.171321563,South Africa,biomass -24,2,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,2,4,0.977739286,0.977737399,0.977738443,0.978197414,0.978628506,0.979042287,0.979439248,0.979578633,0.979708109,0.97983675,0.979964449,0.979963522,0.97996233,0.979961162,0.979959772,0.979958392,0.97995695,0.979955444,0.979953943,0.979952311,0.979950679,South Africa,MiscCrop -24,2,5,0.117473094,0.117472727,0.117472996,0.115248049,0.113632173,0.112296261,0.111142067,0.111493175,0.111801274,0.112067287,0.112292466,0.112227363,0.112150821,0.112063932,0.111976328,0.111895326,0.111817848,0.111744348,0.111671116,0.111601105,0.111531094,South Africa,OilCrop -24,2,6,0.102660879,0.102661194,0.1026602,0.102762567,0.102658312,0.102555996,0.102385187,0.116085207,0.137647064,0.176911492,0.273511565,0.273607427,0.273609933,0.273549079,0.273405764,0.273228759,0.272992576,0.272730829,0.27243198,0.272128302,0.271824624,South Africa,OtherGrain -24,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,2,8,0.48741693,0.487411437,0.487424883,0.475753384,0.465043704,0.455112995,0.445854121,0.436939601,0.428686687,0.420888577,0.4136476,0.413639737,0.413620361,0.413597677,0.413563064,0.413531949,0.413492542,0.413454321,0.413412616,0.413364216,0.413315816,South Africa,Root_Tuber -24,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop -24,2,10,0.281280385,0.281281172,0.281281502,0.28155472,0.281800076,0.282032557,0.282256257,0.282221185,0.282181538,0.282139124,0.282094092,0.282084526,0.282065251,0.28203762,0.282005043,0.281968748,0.281928843,0.281886079,0.281838651,0.281791128,0.281743605,South Africa,Wheat -24,2,11,0.439265055,0.439458688,0.439248432,0.439266963,0.439274906,0.439281279,0.439286867,0.439318602,0.439347531,0.439372828,0.439396507,0.439407302,0.439415526,0.43941874,0.439421307,0.439420008,0.439416561,0.439411396,0.439403914,0.439394879,0.439385844,South Africa,FodderHerb -24,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,3,1,0.666168008,0.666167384,0.666167866,0.666131969,0.66611731,0.666104512,0.666091715,0.666087711,0.666082453,0.66607671,0.666070616,0.666066217,0.666060343,0.666053281,0.666045439,0.666037769,0.666029235,0.666020703,0.666012714,0.666004134,0.665995554,South Africa,Corn -24,3,2,0,0,0,0,0.183021768,0.184375294,0.18556369,0.190059245,0.190776102,0.191442209,0.192482133,0.192548444,0.192826641,0.192954256,0.193084813,0.192706234,0.192092114,0.191528275,0.191090212,0.190719117,0.190348022,South Africa,biomass -24,3,3,0.798211631,0.7982106,0.798212925,0.799920436,0.801522385,0.803106838,0.804669535,0.805525097,0.806381979,0.807238463,0.808090091,0.808151747,0.80819256,0.808215578,0.808223426,0.808218713,0.808198023,0.808165898,0.808122064,0.80807035,0.808018636,South Africa,FiberCrop -24,3,4,0.996087703,0.996087503,0.996087858,0.996145023,0.996201305,0.996255108,0.996306519,0.996344754,0.996382559,0.996418404,0.996453862,0.996453688,0.996453527,0.996453337,0.996453102,0.996452891,0.996452675,0.996452428,0.996452196,0.996451946,0.996451696,South Africa,MiscCrop -24,3,5,0.058673229,0.058673052,0.058673108,0.057199087,0.056059526,0.055143619,0.054350954,0.054142462,0.053956055,0.053792371,0.053651882,0.053626242,0.053596104,0.053561906,0.053527603,0.053495805,0.053465423,0.053436749,0.053407894,0.053380487,0.05335308,South Africa,OilCrop -24,3,6,0.079628917,0.07962975,0.079630384,0.079460445,0.079246221,0.079019976,0.078783788,0.081299865,0.084287739,0.08787216,0.092297595,0.092317788,0.092319014,0.09230746,0.092279173,0.092243996,0.092196647,0.092143683,0.092083638,0.092022292,0.091960946,South Africa,OtherGrain -24,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,3,8,0.861395608,0.861395493,0.861396954,0.85681065,0.852421685,0.84819972,0.844163842,0.840114396,0.836214548,0.832479379,0.828860109,0.828859174,0.828856034,0.828852275,0.828846444,0.828841196,0.828834936,0.828828796,0.828821467,0.82881393,0.828806393,South Africa,Root_Tuber -24,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop -24,3,10,0.179803118,0.179802779,0.179802635,0.180049937,0.180293671,0.180536197,0.180777379,0.180773558,0.180768835,0.180763674,0.180757587,0.180756429,0.180754231,0.180750767,0.180746444,0.18074225,0.180737233,0.180731732,0.180725942,0.180719966,0.18071399,South Africa,Wheat -24,3,11,0.260039045,0.26004013,0.260037992,0.260052527,0.260058516,0.260063351,0.260068413,0.260093105,0.260114896,0.260134438,0.260152324,0.260161621,0.260168048,0.260171507,0.260173231,0.26017256,0.260169355,0.260165415,0.260159831,0.260152906,0.260145981,South Africa,FodderHerb -24,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,4,1,0.119026818,0.119026816,0.119027367,0.118996141,0.118983088,0.118971866,0.118959949,0.11895637,0.118951553,0.118946074,0.118940513,0.118936688,0.118931158,0.118924386,0.118917593,0.11891024,0.118902713,0.118895026,0.118887058,0.118879273,0.118871488,South Africa,Corn -24,4,2,0,0,0,0,0.074192065,0.074728494,0.075218229,0.075146534,0.075765128,0.076962132,0.077871427,0.077519537,0.076976777,0.076394448,0.075816838,0.075264674,0.074736859,0.074237396,0.073768003,0.073330607,0.072893211,South Africa,biomass -24,4,3,1,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,FiberCrop -24,4,4,0.96364856,0.963648285,0.963647222,0.963980038,0.964309306,0.964635456,0.964958796,0.965280915,0.965599714,0.965901342,0.966200184,0.966198991,0.966197214,0.96619545,0.966193345,0.966191341,0.966189251,0.966187095,0.96618491,0.966182308,0.966179706,South Africa,MiscCrop -24,4,5,0.097449271,0.09744982,0.097449506,0.094072179,0.091536814,0.08941993,0.087618696,0.085647674,0.083813861,0.082114702,0.080545787,0.080456194,0.080351569,0.080232865,0.080114915,0.080005794,0.079902736,0.079805852,0.0797089,0.07961746,0.07952602,South Africa,OilCrop -24,4,6,0.015019307,0.015015949,0.015013271,0.014908196,0.014788518,0.014665377,0.014546033,0.012897222,0.011151776,0.009301441,0.007327029,0.007329643,0.007329668,0.007327987,0.007324016,0.007319117,0.007312605,0.00730538,0.007297182,0.007288814,0.007280446,South Africa,OtherGrain -24,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,4,8,0.011517906,0.011517525,0.011502978,0.01150229,0.011501353,0.011500429,0.011499402,0.011499218,0.011498921,0.011498543,0.011498061,0.011498019,0.01149788,0.011497661,0.011497386,0.011497085,0.011496756,0.011496399,0.011496052,0.011495646,0.01149524,South Africa,Root_Tuber -24,4,9,0.189241263,0.189241418,0.189242668,0.189232707,0.189228317,0.189223643,0.18921865,0.189214753,0.189210182,0.189205813,0.18920131,0.189200341,0.189199906,0.189198519,0.189197348,0.189195612,0.189194512,0.189192676,0.189191541,0.189189338,0.189187135,South Africa,SugarCrop -24,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat -24,4,11,0.045460889,0.045459095,0.045461034,0.045464442,0.045465806,0.045467095,0.045468192,0.045474226,0.045479083,0.045483686,0.04548793,0.045490112,0.045491688,0.045492356,0.045492635,0.045492628,0.04549197,0.045490981,0.045489592,0.045487947,0.045486302,South Africa,FodderHerb -24,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,5,1,0.014209265,0.014213762,0.014212052,0.014209074,0.014207783,0.014206723,0.0142056,0.014205226,0.014204773,0.014204253,0.014203734,0.01420334,0.014202812,0.014202158,0.014201491,0.014200778,0.01420004,0.014199289,0.014198532,0.014197775,0.014197018,South Africa,Corn -24,5,2,0,0,0,0,0.022254416,0.022254379,0.022254369,0.022254384,0.022378396,0.022522395,0.022667345,0.022541801,0.022369081,0.022197636,0.021999265,0.021812,0.021644905,0.021488003,0.021341312,0.02124125,0.021141188,South Africa,biomass -24,5,3,1,0.999999999,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,South Africa,FiberCrop -24,5,4,0.076309219,0.076308392,0.076311671,0.077422638,0.078547227,0.079654677,0.080775442,0.081915344,0.083067998,0.084201667,0.085349149,0.085346223,0.085342661,0.085339393,0.08533467,0.085330266,0.085325526,0.085320784,0.085315813,0.085310534,0.085305255,South Africa,MiscCrop -24,5,5,0.00203768,0.002037804,0.002038381,0.00201902,0.002005147,0.001993973,0.00198454,0.001987181,0.001989806,0.001992443,0.001994239,0.001993566,0.001992773,0.001991883,0.001990983,0.001990158,0.001989362,0.001988613,0.001987863,0.001987143,0.001986423,South Africa,OilCrop -24,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,OtherGrain -24,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Root_Tuber -24,5,9,0.065601615,0.065601885,0.065601886,0.065595716,0.065592977,0.065590316,0.06558716,0.065585011,0.065582365,0.065579645,0.065576763,0.065576402,0.065575785,0.065575022,0.065574382,0.065573548,0.065572743,0.065571588,0.065570675,0.065569679,0.065568683,South Africa,SugarCrop -24,5,10,0.11109645,0.111094527,0.111089288,0.111261331,0.111433747,0.11160639,0.111779259,0.111779266,0.111779233,0.111779423,0.11177937,0.111779407,0.111779317,0.111779305,0.111779084,0.111779228,0.111779463,0.111779463,0.11177941,0.111779117,0.111778824,South Africa,Wheat -24,5,11,0.008804553,0.008802478,0.008805031,0.008805772,0.008806045,0.008806305,0.008806539,0.008807792,0.00880887,0.00880983,0.008810763,0.008811201,0.008811498,0.008811674,0.008811767,0.008811722,0.008811612,0.0088114,0.008811118,0.008810751,0.008810384,South Africa,FodderHerb -24,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,6,1,0.717532726,0.717530605,0.717532734,0.717502406,0.717489836,0.717479868,0.717468347,0.717464986,0.717460535,0.717455691,0.7174499,0.717446364,0.717441376,0.71743474,0.717427498,0.717420832,0.717413495,0.71740597,0.717398177,0.717390683,0.717383189,South Africa,Corn -24,6,2,0,0,0,0,0.017295555,0.017415558,0.017520951,0.01771565,0.018034423,0.018191148,0.018272185,0.018150658,0.017985328,0.017814525,0.017652981,0.017506564,0.017374657,0.017250216,0.017133618,0.017024999,0.01691638,South Africa,biomass -24,6,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,6,4,0.853231573,0.853230957,0.853231244,0.854418561,0.855595271,0.856763243,0.857868911,0.858976411,0.860074761,0.861165574,0.862196011,0.862188629,0.862179812,0.862170237,0.862159189,0.862147877,0.862135929,0.862123723,0.862110784,0.862097442,0.8620841,South Africa,MiscCrop -24,6,5,0.005825454,0.005825256,0.005825344,0.005719962,0.005640056,0.005573172,0.005518723,0.005535778,0.005550451,0.005565172,0.00557755,0.005575828,0.005573777,0.005571444,0.005569087,0.005566867,0.005564764,0.005562744,0.005560727,0.005558783,0.005556839,South Africa,OilCrop -24,6,6,0.016762148,0.016763205,0.016758122,0.016760783,0.016745919,0.016735759,0.016723186,0.017010846,0.017315696,0.01765561,0.018032007,0.018035512,0.018035665,0.018033535,0.018028471,0.018021972,0.018013456,0.018003934,0.017993036,0.017981828,0.01797062,South Africa,OtherGrain -24,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,6,8,0.141044467,0.141046877,0.1410434,0.141032229,0.141015849,0.140999956,0.140982131,0.140979549,0.140973473,0.140967665,0.140959483,0.140958412,0.140955119,0.140951939,0.140946299,0.140941979,0.140935946,0.140929493,0.1409226,0.140915634,0.140908668,South Africa,Root_Tuber -24,6,9,0.035863315,0.035863311,0.035863265,0.035861489,0.035860636,0.035859665,0.035858786,0.035858032,0.035857117,0.035856345,0.03585538,0.03585536,0.035855115,0.035854879,0.035854583,0.035854373,0.035854115,0.035853877,0.035853456,0.035853134,0.035852812,South Africa,SugarCrop -24,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat -24,6,11,0.061423403,0.061423079,0.061422693,0.061428562,0.061430888,0.061432925,0.061434804,0.061444498,0.061452983,0.06146055,0.061467526,0.061471157,0.061473539,0.06147485,0.061475335,0.061475174,0.06147411,0.061472524,0.061470337,0.061467607,0.061464877,South Africa,FodderHerb -24,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,7,1,0.103841982,0.103842021,0.103841813,0.103731406,0.103684311,0.103644048,0.10360258,0.103588777,0.103571904,0.103552969,0.103532667,0.103518052,0.103499249,0.103475131,0.103449354,0.10342405,0.103396387,0.103369153,0.103341408,0.103312775,0.103284142,South Africa,Corn -24,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass -24,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,7,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop -24,7,5,0.079436648,0.07943601,0.079436544,0.076905396,0.075122564,0.073622654,0.0723474,0.071303223,0.070325025,0.069387002,0.068545706,0.068424033,0.068280341,0.068116488,0.06795066,0.067795332,0.067646695,0.067504518,0.067362325,0.06722584,0.067089355,South Africa,OilCrop -24,7,6,0.126190626,0.126191522,0.126191167,0.125835237,0.125465109,0.125074924,0.124664976,0.124499595,0.124308859,0.124110094,0.123898661,0.123934637,0.123939285,0.123922295,0.123877183,0.123820095,0.12374181,0.123652922,0.123551825,0.123448219,0.123344613,South Africa,OtherGrain -24,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,7,8,0.754142408,0.754142775,0.754142448,0.754088703,0.754018046,0.753946579,0.753789973,0.753775131,0.753750557,0.75372407,0.753690014,0.753684928,0.753672207,0.75365662,0.753634413,0.753612665,0.753587364,0.753561527,0.753532913,0.75350091,0.753468907,South Africa,Root_Tuber -24,7,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,SugarCrop -24,7,10,0.162691198,0.162691345,0.16269096,0.162725561,0.162680906,0.162602698,0.162490404,0.162395855,0.162289547,0.162175566,0.162048456,0.162022246,0.16197063,0.161894763,0.161801413,0.161703214,0.161591772,0.161470933,0.161339085,0.161205007,0.161070929,South Africa,Wheat -24,7,11,0.347975478,0.347975488,0.347975939,0.347993686,0.348001052,0.348007481,0.348012947,0.348044029,0.348071054,0.348095161,0.3481174,0.348128879,0.348136007,0.348141115,0.348142183,0.348141774,0.348138737,0.348133257,0.348126488,0.348117804,0.34810912,South Africa,FodderHerb -24,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,8,1,0.03232911,0.032328951,0.032329022,0.03230245,0.032291141,0.032281583,0.032271549,0.032268401,0.032264331,0.032259635,0.032254942,0.032251548,0.032246901,0.032241217,0.03223511,0.032228933,0.032222493,0.032216015,0.032209368,0.032202661,0.032195954,South Africa,Corn -24,8,2,0,0,0,0,0.044359018,0.044725503,0.045045443,0.045733047,0.046457337,0.046863256,0.047085422,0.046812024,0.046406481,0.04596155,0.045540438,0.045151553,0.044775297,0.04443413,0.044129334,0.043917882,0.04370643,South Africa,biomass -24,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,8,4,0.999764037,0.999764005,0.999764141,0.999767092,0.999769903,0.999772678,0.999775322,0.999777558,0.99977977,0.999781864,0.999783937,0.999783928,0.999783917,0.999783906,0.999783892,0.99978388,0.999783865,0.999783851,0.999783836,0.99978382,0.999783804,South Africa,MiscCrop -24,8,5,0.051591979,0.051591712,0.051591699,0.050316716,0.049337291,0.048516391,0.047844243,0.047337477,0.046853921,0.046413725,0.045997285,0.045968961,0.045935765,0.04589809,0.045859973,0.045824784,0.045791297,0.045759118,0.045727065,0.045696667,0.045666269,South Africa,OilCrop -24,8,6,0.152111411,0.152111799,0.15211169,0.152175165,0.152206922,0.152174002,0.152190359,0.155411994,0.158916231,0.16266059,0.166778798,0.16679044,0.166790903,0.166783698,0.166765618,0.166743334,0.166712885,0.166679591,0.166641895,0.16660353,0.166565165,South Africa,OtherGrain -24,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,8,8,0.884287041,0.884287351,0.884286902,0.884150289,0.884012406,0.883874117,0.88378124,0.883646358,0.883509469,0.883418063,0.883326744,0.883326672,0.883325688,0.883324628,0.883323497,0.883322493,0.883321731,0.883320055,0.883319004,0.883317217,0.88331543,South Africa,Root_Tuber -24,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,8,10,0.132801348,0.132801903,0.132801646,0.132877416,0.132906612,0.132916759,0.132911236,0.132854874,0.132791694,0.132725009,0.132651729,0.132636759,0.132606488,0.132563208,0.13250967,0.132452748,0.132388561,0.132320151,0.132245826,0.132169881,0.132093936,South Africa,Wheat -24,8,11,0.266897356,0.266896992,0.266897677,0.266912241,0.266918161,0.266923271,0.266927776,0.266953173,0.266975122,0.266995537,0.267013579,0.267022656,0.267029549,0.267032708,0.267034097,0.267034095,0.267030832,0.267027261,0.267020542,0.267013553,0.267006564,South Africa,FodderHerb -24,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,9,1,0.059810907,0.059811011,0.059811088,0.059752,0.059726874,0.059705606,0.059683321,0.059676222,0.059667158,0.059656884,0.059646263,0.059638709,0.059628414,0.059615791,0.059602233,0.05958869,0.059574178,0.059559561,0.059545061,0.059530122,0.059515183,South Africa,Corn -24,9,2,0,0,0,0,0.085251886,0.085913223,0.086493391,0.086735713,0.087413703,0.088316116,0.088887658,0.088559604,0.087994176,0.087358215,0.086761877,0.086153441,0.085567125,0.085009316,0.084483703,0.084331272,0.084178841,South Africa,biomass -24,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,9,4,0.99829692,0.99829697,0.998296903,0.998324023,0.998350702,0.99837623,0.998400668,0.998416562,0.998432285,0.998447849,0.998463249,0.998463184,0.998463107,0.998463025,0.99846293,0.998462836,0.998462735,0.998462634,0.998462531,0.998462423,0.998462315,South Africa,MiscCrop -24,9,5,0.06190677,0.061906654,0.061906628,0.060418667,0.059343434,0.05843219,0.057649041,0.057253117,0.056904394,0.056581037,0.056260919,0.056205111,0.05613958,0.056065184,0.055990586,0.055920955,0.055854754,0.055792036,0.055729293,0.055669255,0.055609217,South Africa,OilCrop -24,9,6,0.077869953,0.077869799,0.077869829,0.077843739,0.077802228,0.077753914,0.077699533,0.07759907,0.077459226,0.077317335,0.07717185,0.07718275,0.077183681,0.077178139,0.07716369,0.077145514,0.077120943,0.077093137,0.077061787,0.077029725,0.076997663,South Africa,OtherGrain -24,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,9,8,0.817268547,0.817268466,0.817269098,0.817059457,0.816844796,0.816630158,0.816480528,0.81628015,0.81607736,0.815873934,0.815734125,0.81573268,0.815729269,0.815724876,0.815718733,0.815714376,0.815706917,0.815701044,0.815694028,0.815686112,0.815678196,South Africa,Root_Tuber -24,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,9,10,0.364497455,0.364496995,0.36449742,0.36478595,0.365031649,0.365260376,0.365473517,0.365422363,0.365364466,0.365303519,0.365236008,0.365222134,0.365193956,0.365153719,0.365104495,0.365052786,0.364994148,0.364930525,0.364862432,0.364792432,0.364722432,South Africa,Wheat -24,9,11,0.344172145,0.344173219,0.344171626,0.344189712,0.344196367,0.344202622,0.344207764,0.344237444,0.344262528,0.344285931,0.344305131,0.344317118,0.344324403,0.344329368,0.34432968,0.344329489,0.344326463,0.344321636,0.344314922,0.344307252,0.344299582,South Africa,FodderHerb -24,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,10,1,0.060711864,0.060712039,0.060712054,0.060697875,0.060691828,0.060686727,0.060681318,0.060679558,0.06067746,0.060674986,0.060672406,0.060670564,0.060668067,0.060665017,0.060661677,0.060658438,0.060654911,0.060651308,0.060647739,0.060644081,0.060640423,South Africa,Corn -24,10,2,0,0,0,0,0.098949853,0.099287981,0.099565747,0.099079131,0.099361624,0.099704286,0.100217325,0.100440695,0.100816542,0.101060466,0.101385405,0.10165983,0.101683027,0.10150016,0.101274026,0.101087658,0.10090129,South Africa,biomass -24,10,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,10,4,0.980903535,0.980903626,0.980903615,0.981177698,0.981439561,0.981690089,0.981936869,0.982074738,0.982211285,0.982346637,0.982480837,0.98247981,0.982478419,0.982477103,0.982475491,0.982473803,0.982472168,0.982470415,0.982468562,0.982466737,0.982464912,South Africa,MiscCrop -24,10,5,0.059552851,0.059552875,0.059553103,0.058242337,0.057267895,0.056447606,0.055750173,0.055490644,0.055231842,0.055019269,0.054808134,0.054782225,0.054752104,0.054717744,0.054683545,0.05465161,0.05462161,0.054593345,0.054565092,0.054538343,0.054511594,South Africa,OilCrop -24,10,6,0.033283945,0.033283959,0.033283979,0.033258665,0.033241108,0.033206434,0.033183375,0.03281751,0.032452144,0.032076012,0.031702355,0.031707006,0.031707493,0.031705081,0.031699044,0.031691483,0.03168116,0.031669703,0.031656618,0.031643131,0.031629644,South Africa,OtherGrain -24,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,10,8,0.826824092,0.826824137,0.826824167,0.826757643,0.826690197,0.826685316,0.826617159,0.826553295,0.826488813,0.826486801,0.826485063,0.826484776,0.826483408,0.826481991,0.82648148,0.826478937,0.826477798,0.826475264,0.826473975,0.826471487,0.826468999,South Africa,Root_Tuber -24,10,9,0.895837521,0.895837364,0.895837564,0.895825069,0.89581964,0.895813857,0.895807904,0.895802978,0.895797772,0.895792256,0.895786355,0.895785703,0.895784627,0.895783233,0.895781709,0.895780085,0.895778282,0.895776235,0.895774145,0.895771989,0.895769833,South Africa,SugarCrop -24,10,10,0.32906907,0.329069528,0.329069509,0.329404648,0.329721749,0.330031211,0.330334152,0.33031276,0.330288052,0.330260796,0.330231723,0.330226129,0.330213936,0.330196907,0.330175277,0.33015281,0.33012767,0.330099602,0.330070515,0.330039923,0.330009331,South Africa,Wheat -24,10,11,0.268261591,0.26826168,0.268261551,0.268278193,0.26828407,0.268289174,0.268294236,0.268320246,0.268343789,0.268364155,0.268383485,0.268393335,0.268399996,0.268404048,0.268404961,0.268404506,0.268402055,0.26839779,0.268390875,0.26838357,0.268376265,South Africa,FodderHerb -24,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,11,1,0.731672556,0.731673219,0.731673003,0.731630895,0.731612828,0.731597535,0.731581441,0.73157597,0.731569903,0.73156208,0.731554859,0.731549173,0.731541817,0.731532329,0.731522466,0.731512568,0.731501825,0.731491399,0.731480774,0.731469559,0.731458344,South Africa,Corn -24,11,2,0,0,0,0,0.264481301,0.263749717,0.263036518,0.264673633,0.265110259,0.265526872,0.266980673,0.267139003,0.267333035,0.267811319,0.268462511,0.269016897,0.269557037,0.26957535,0.26958903,0.269603932,0.269618834,South Africa,biomass -24,11,3,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,11,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop -24,11,5,0.077915547,0.077915794,0.077915889,0.076757757,0.075891916,0.075186168,0.074603618,0.074712105,0.074759936,0.074838292,0.074887707,0.074853055,0.074812196,0.074766019,0.074719774,0.074676824,0.074636121,0.074597383,0.0745585,0.074521782,0.074485064,South Africa,OilCrop -24,11,6,0.165980449,0.165978842,0.165979236,0.165651506,0.165313777,0.164909307,0.164555861,0.16492844,0.16529019,0.165649715,0.166004501,0.166019315,0.166020862,0.166013592,0.165995039,0.165971095,0.165938918,0.16590151,0.165859936,0.165817479,0.165775022,South Africa,OtherGrain -24,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,11,8,0.946860159,0.946858196,0.946865583,0.946226315,0.945587585,0.94496252,0.944350403,0.943762879,0.943182798,0.942618571,0.942066722,0.942062461,0.942051057,0.942037456,0.942017086,0.941997778,0.941974615,0.941951713,0.941926136,0.941897364,0.941868592,South Africa,Root_Tuber -24,11,9,0.359782332,0.359783081,0.359783686,0.359759711,0.359749539,0.359739327,0.359728023,0.359718854,0.359708673,0.359698972,0.359688951,0.35968666,0.359684842,0.359682088,0.359679959,0.35967594,0.359673645,0.359669995,0.359666072,0.359661694,0.359657316,South Africa,SugarCrop -24,11,10,0.859613053,0.859614317,0.859613378,0.859766281,0.859896943,0.860019163,0.860132838,0.860107303,0.860079203,0.860048036,0.860014057,0.860006852,0.859993132,0.859973021,0.8599485,0.859921996,0.859892764,0.859860627,0.859826437,0.859791318,0.859756199,South Africa,Wheat -24,11,11,0.441149291,0.441149479,0.441149297,0.44116985,0.441178644,0.441185689,0.441192043,0.441227565,0.441257736,0.441284934,0.441310516,0.441323655,0.441332394,0.44133729,0.441339038,0.441338609,0.441334764,0.441328589,0.441320575,0.441311086,0.441301597,South Africa,FodderHerb -24,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -25,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,biomass -25,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,1,4,0.221856123,0.221757322,0.221841835,0.223452264,0.211628075,0.198050769,0.182038181,0.173367537,0.161857123,0.148965968,0.133763983,0.120522175,0.104477285,0.086157135,0.064755806,0.041511523,0.014810099,0,0,0,0,South America_Northern,MiscCrop -25,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop -25,1,6,0.008682709,0.00867052,0.008740205,0.008450897,0.008215427,0.008020275,0.00785629,0.007855799,0.007855197,0.007854564,0.00785385,0.007853877,0.007853752,0.00785354,0.007853273,0.007852947,0.007852587,0.007852233,0.007851881,0.007851501,0.007851121,South America_Northern,OtherGrain -25,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber -25,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,SugarCrop -25,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,2,2,0,0,0,0,0.035659885,0.036421278,0.037134231,0.03784461,0.03852491,0.039118955,0.039137079,0.039175998,0.039176612,0.039132482,0.03908899,0.039068984,0.039038681,0.039019599,0.039013661,0.03900737,0.039001079,South America_Northern,biomass -25,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,2,4,0.453185907,0.453187784,0.453186366,0.454390448,0.455190424,0.45585495,0.456272359,0.457041752,0.457848522,0.458526192,0.459156747,0.458843602,0.45847695,0.458077382,0.457633324,0.457193566,0.456732124,0.456278577,0.455816197,0.455325308,0.454834419,South America_Northern,MiscCrop -25,2,5,0.059053498,0.059024925,0.059060133,0.058129154,0.058433509,0.058653205,0.058767129,0.060362607,0.061771717,0.063027743,0.064181179,0.063575149,0.062862906,0.062055223,0.061243178,0.060485025,0.05977058,0.059103081,0.058436659,0.057801428,0.057166197,South America_Northern,OilCrop -25,2,6,0.009844113,0.009839855,0.009849014,0.009517694,0.009236943,0.009001323,0.008800072,0.008791623,0.008780931,0.008769616,0.008757333,0.008757315,0.008755205,0.008751875,0.008746834,0.008741325,0.008735165,0.008729256,0.008722706,0.008716062,0.008709418,South America_Northern,OtherGrain -25,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,2,8,0.182794457,0.182793844,0.182810849,0.179421898,0.176451894,0.17370484,0.17129537,0.177443135,0.183622156,0.189832487,0.196059608,0.196056262,0.196045477,0.19603281,0.196013852,0.195996307,0.195974548,0.195952957,0.195928735,0.19590251,0.195876285,South America_Northern,Root_Tuber -25,2,9,0.529603287,0.52959899,0.529598944,0.530784884,0.532779268,0.53462362,0.536425173,0.5385794,0.540567883,0.542410421,0.544215355,0.544124084,0.543993528,0.543825178,0.543637607,0.543440654,0.543220633,0.542992591,0.542751972,0.542477381,0.54220279,South America_Northern,SugarCrop -25,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,3,2,0,0,0,0,0.115898776,0.116441853,0.116803794,0.11710733,0.117371284,0.117578626,0.117821006,0.117576303,0.117195663,0.116656251,0.11621077,0.115866315,0.115799284,0.116161144,0.116512055,0.116773551,0.117035047,South America_Northern,biomass -25,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,3,4,0.683656949,0.683658008,0.68365808,0.68356842,0.683232623,0.68277379,0.682274321,0.682514096,0.682677906,0.682911306,0.683095584,0.682758522,0.682363599,0.681931649,0.681457376,0.680984678,0.680494362,0.680015998,0.679526475,0.679008792,0.678491109,South America_Northern,MiscCrop -25,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop -25,3,6,0.018658962,0.018650961,0.018716187,0.018057129,0.017431168,0.016888238,0.016405775,0.016340441,0.016258018,0.016170728,0.016075953,0.01607576,0.016059515,0.016033648,0.015994772,0.015952127,0.015904522,0.015858901,0.015808093,0.015756654,0.015705215,South America_Northern,OtherGrain -25,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber -25,3,9,0.556319235,0.556315559,0.556322483,0.557915727,0.560071663,0.562090289,0.564078612,0.566374296,0.568519945,0.570533015,0.572518107,0.572455614,0.572366696,0.572250927,0.572121764,0.571985603,0.571834065,0.571678357,0.571511913,0.571325149,0.571138385,South America_Northern,SugarCrop -25,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,4,2,0,0,0,0,0.023279602,0.023227756,0.023147106,0.023697254,0.024424757,0.025008285,0.025023549,0.025146611,0.025230909,0.025269661,0.025298507,0.025252708,0.025207688,0.025178548,0.025167734,0.025167304,0.025166874,South America_Northern,biomass -25,4,3,0.228050432,0.228049962,0.228050687,0.233709756,0.237473267,0.241040394,0.244210437,0.242633152,0.241102758,0.239608272,0.238096076,0.238992405,0.239562817,0.239847085,0.239905596,0.239746007,0.239375735,0.23884019,0.23812243,0.237270963,0.236419496,South America_Northern,FiberCrop -25,4,4,0.125699377,0.125699935,0.125699494,0.12695132,0.128064119,0.129037621,0.129917924,0.130389112,0.130807987,0.131275554,0.131692446,0.131671095,0.131646979,0.131620069,0.131589119,0.131558906,0.131526513,0.131494884,0.131460763,0.131425001,0.131389239,South America_Northern,MiscCrop -25,4,5,0.012944748,0.012945,0.012944883,0.012795112,0.012885806,0.012956163,0.013003526,0.013405485,0.013774305,0.014111064,0.014426724,0.014311622,0.01417714,0.014025573,0.013874239,0.013733929,0.013602406,0.013480287,0.013358957,0.013244035,0.013129113,South America_Northern,OilCrop -25,4,6,0.009919897,0.009919834,0.009919914,0.009587988,0.009310355,0.009078223,0.008880954,0.008874986,0.008867525,0.008859588,0.008850929,0.008850868,0.008849412,0.008847123,0.008843588,0.008839712,0.008835379,0.00883121,0.008826601,0.008821981,0.008817361,South America_Northern,OtherGrain -25,4,7,0.919960835,0.919960649,0.919960506,0.913869513,0.908249871,0.903115135,0.898373419,0.897852719,0.89735635,0.896886297,0.896397243,0.896385043,0.896354362,0.896308471,0.89624588,0.896170224,0.89608108,0.895980859,0.895866464,0.895737118,0.895607772,South America_Northern,Rice -25,4,8,0.075235753,0.075235798,0.075235823,0.074560682,0.0739781,0.073429626,0.072942061,0.074878717,0.076798184,0.078698975,0.080576816,0.080575741,0.080572488,0.080569251,0.080563652,0.080558635,0.080552504,0.080545922,0.080539274,0.080531823,0.080524372,South America_Northern,Root_Tuber -25,4,9,0.300350155,0.300350101,0.300350049,0.302359916,0.304488787,0.306529416,0.308573083,0.310830021,0.312994242,0.3150682,0.317146501,0.317134298,0.317117296,0.317094642,0.317070114,0.317044605,0.317015127,0.316985656,0.316953965,0.316919087,0.316884209,South America_Northern,SugarCrop -25,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,5,2,0,0,0,0,0.067580596,0.068342055,0.068945767,0.069341644,0.070218476,0.070918742,0.071276608,0.071319072,0.071314774,0.071418927,0.071525324,0.071604911,0.071657153,0.071694565,0.071723595,0.071751,0.071778405,South America_Northern,biomass -25,5,3,0.329686863,0.329687583,0.329687063,0.336040058,0.340748944,0.345228942,0.349284636,0.347598412,0.345949132,0.344328456,0.342690501,0.343428478,0.343899552,0.344135555,0.344187422,0.344060532,0.343760359,0.34332233,0.342735501,0.342037935,0.341340369,South America_Northern,FiberCrop -25,5,4,0.198850855,0.198851342,0.198851204,0.200127907,0.201269005,0.202273772,0.203140614,0.204322984,0.205434534,0.206477545,0.207522112,0.20750393,0.207481046,0.207456384,0.207429038,0.207401072,0.207371432,0.207341587,0.207310437,0.207277792,0.207245147,South America_Northern,MiscCrop -25,5,5,0.020254627,0.020254622,0.020254521,0.01992921,0.02003523,0.02011084,0.020148989,0.020733808,0.021263193,0.021740069,0.022172429,0.021960326,0.021711561,0.021429857,0.021147218,0.020883783,0.020635876,0.020404757,0.020174142,0.019954866,0.01973559,South America_Northern,OilCrop -25,5,6,0.018656677,0.018656741,0.018656763,0.018036588,0.017514588,0.017077166,0.016704635,0.016691553,0.016674881,0.016657324,0.016638316,0.016638311,0.016635134,0.016629888,0.016622108,0.016613617,0.016604065,0.016594965,0.016584756,0.0165744,0.016564044,South America_Northern,OtherGrain -25,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Northern,Rice -25,5,8,0.09437884,0.094378861,0.094378968,0.093731519,0.093122185,0.092588466,0.092092636,0.094336199,0.096549378,0.098730567,0.100874418,0.100872856,0.100868886,0.100863884,0.100856214,0.100849197,0.100840687,0.100832297,0.100822613,0.100812097,0.100801581,South America_Northern,Root_Tuber -25,5,9,0.431696845,0.431696937,0.431696999,0.433970385,0.436417423,0.438751538,0.441082619,0.443660157,0.446121251,0.448470398,0.450816565,0.450799692,0.450772338,0.450739089,0.450703043,0.45066247,0.450620019,0.450575572,0.450529677,0.450475825,0.450421973,South America_Northern,SugarCrop -25,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,6,2,0,0,0,0,0.193423647,0.19255177,0.191725506,0.19357438,0.195142143,0.196415056,0.197508597,0.196214515,0.196712654,0.1971284,0.197546774,0.197878025,0.19812155,0.19828591,0.198374995,0.198393997,0.198412999,South America_Northern,biomass -25,6,3,0.233886532,0.233890348,0.233886117,0.238354038,0.242231562,0.245976512,0.249477474,0.248378434,0.247290393,0.246211903,0.245132078,0.245303458,0.245412488,0.245467274,0.245478244,0.245446556,0.245375069,0.245271723,0.245134547,0.244971072,0.244807597,South America_Northern,FiberCrop -25,6,4,0.089279715,0.089279806,0.089279823,0.090846622,0.092255035,0.093499061,0.09460866,0.094518207,0.094424502,0.094366878,0.094269492,0.094254869,0.094237274,0.094217514,0.094195482,0.094173219,0.0941493,0.094124784,0.094099114,0.094071976,0.094044838,South America_Northern,MiscCrop -25,6,5,0.00854005,0.008539145,0.008540076,0.008259499,0.008227611,0.008187433,0.008137037,0.008544403,0.008935247,0.009309558,0.009673815,0.009547122,0.009396965,0.009225013,0.009050696,0.008886705,0.008729788,0.008580648,0.008430326,0.008286069,0.008141812,South America_Northern,OilCrop -25,6,6,0.004834473,0.004833947,0.004833482,0.004672299,0.004540002,0.004430068,0.004337353,0.004336257,0.004334883,0.004333414,0.00433181,0.004331806,0.004331527,0.004331093,0.004330436,0.004329704,0.004328898,0.004328119,0.004327253,0.004326373,0.004325493,South America_Northern,OtherGrain -25,6,7,0.75116713,0.751168122,0.751167387,0.736570866,0.723710618,0.712295689,0.70201844,0.69776477,0.693647642,0.689672041,0.685929096,0.68592405,0.685896176,0.685849586,0.685783618,0.685701433,0.685598813,0.685481647,0.685345673,0.68519243,0.685039187,South America_Northern,Rice -25,6,8,0.02747797,0.027477918,0.0274781,0.027081621,0.026712417,0.026381129,0.026086415,0.027009362,0.027927551,0.02885146,0.029779105,0.029778647,0.029777413,0.029775855,0.0297736,0.029771354,0.029768741,0.029766116,0.029763202,0.029759789,0.029756376,South America_Northern,Root_Tuber -25,6,9,0.781796007,0.781795954,0.781796709,0.788648855,0.794940266,0.800676608,0.806020686,0.806348748,0.806675185,0.807000193,0.80739166,0.807389955,0.807387166,0.807382878,0.807378728,0.807374446,0.807369451,0.807364112,0.807358655,0.807352332,0.807346009,South America_Northern,SugarCrop -25,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -26,1,1,0.688911857,0.688911829,0.688912077,0.691605046,0.694490416,0.69704133,0.699305886,0.701247991,0.703076321,0.704799356,0.706332254,0.706269143,0.706182173,0.706071631,0.705954681,0.705835002,0.705705436,0.705574725,0.70544255,0.705307277,0.705172004,South America_Southern,Corn -26,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,1,3,0.93313884,0.933138809,0.933138435,0.928304282,0.923467713,0.918829337,0.91436218,0.91829924,0.921500304,0.924145718,0.926384279,0.926602426,0.926746891,0.926824619,0.926849906,0.926823815,0.926745318,0.926623379,0.926460403,0.926267901,0.926075399,South America_Southern,FiberCrop -26,1,4,0.469786064,0.469786445,0.469786387,0.471328809,0.472757087,0.47396697,0.475065457,0.476542996,0.477903976,0.47915369,0.480398032,0.480360126,0.480314791,0.480264897,0.480209303,0.480153152,0.480092926,0.480032516,0.479969806,0.479903723,0.47983764,South America_Southern,MiscCrop -26,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,1,6,0.735830627,0.735829812,0.735829726,0.746011836,0.754617262,0.761719143,0.767687733,0.760682597,0.754232425,0.748115531,0.742422676,0.742567455,0.742582165,0.74250705,0.742314538,0.742072257,0.741741055,0.741366467,0.740940406,0.740502563,0.74006472,South America_Southern,OtherGrain -26,1,7,0.980113632,0.980113733,0.98011369,0.979619685,0.979148074,0.97869939,0.978265584,0.977362569,0.97649043,0.975634806,0.974809229,0.974808998,0.974804718,0.97479736,0.974786228,0.974772048,0.974754705,0.974734097,0.974710467,0.974684103,0.974657739,South America_Southern,Rice -26,1,8,0.526340979,0.526342178,0.526340764,0.539059322,0.55044146,0.560603179,0.569865911,0.56322459,0.556971072,0.551126417,0.545474152,0.545465819,0.545448416,0.545427276,0.545395328,0.545363493,0.545326896,0.545290385,0.54524947,0.545202311,0.545155152,South America_Southern,Root_Tuber -26,1,9,0.906353361,0.906353879,0.906353257,0.914556546,0.920915912,0.92593828,0.93000035,0.92758588,0.925182711,0.922828447,0.920500521,0.920496275,0.920490514,0.920482753,0.920474364,0.920465168,0.920454755,0.920444283,0.920433226,0.920420518,0.92040781,South America_Southern,SugarCrop -26,1,10,0.013624544,0.01362469,0.013624668,0.01368155,0.013726213,0.013763393,0.013792699,0.013603906,0.013428334,0.013254526,0.013093369,0.013091498,0.013087885,0.013082774,0.013076561,0.013070055,0.013062687,0.013054899,0.013046392,0.013037739,0.013029086,South America_Southern,Wheat -26,1,11,0.000468153,0.000468169,0.000468052,0.000458418,0.000449557,0.000441241,0.000433643,0.000428813,0.000424214,0.000419843,0.000415692,0.000415712,0.000415723,0.000415733,0.000415734,0.000415734,0.000415727,0.000415719,0.000415708,0.000415694,0.00041568,South America_Southern,FodderHerb -26,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,2,1,0.635834477,0.635834799,0.635834172,0.636514189,0.637856618,0.639204641,0.640341129,0.64337539,0.646154667,0.648703837,0.650939,0.650742627,0.650488849,0.650185353,0.649870639,0.649556901,0.649235401,0.648930166,0.648626597,0.648317719,0.648008841,South America_Southern,Corn -26,2,2,0,0,0,0,0.088354742,0.088373317,0.088339036,0.087658239,0.087318338,0.088037079,0.08803762,0.088409297,0.088743469,0.08881871,0.088789042,0.088713328,0.088662713,0.088571221,0.088441438,0.088311306,0.088181174,South America_Southern,biomass -26,2,3,0.736430984,0.736430762,0.736438076,0.721166589,0.706813299,0.693478775,0.681067782,0.692915385,0.702841903,0.711186826,0.718345977,0.718625366,0.718811709,0.71891342,0.718948578,0.718918151,0.71881998,0.71866563,0.718459246,0.718216798,0.71797435,South America_Southern,FiberCrop -26,2,4,0.039929225,0.039929377,0.03992946,0.040653072,0.041269588,0.041808605,0.042301855,0.042596884,0.042875026,0.043118635,0.043362944,0.043357683,0.043351668,0.04334494,0.04333754,0.04333015,0.043322133,0.043313861,0.043305619,0.043296869,0.043288119,South America_Southern,MiscCrop -26,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,2,6,0.688689837,0.688678659,0.688688473,0.704468421,0.717540227,0.728569143,0.737915363,0.725636186,0.713972533,0.702827996,0.692172132,0.692176791,0.692177105,0.692175372,0.692170534,0.692163485,0.692154913,0.692143972,0.692132099,0.692119872,0.692107645,South America_Southern,OtherGrain -26,2,7,0.888703895,0.888703887,0.88870405,0.890523664,0.89209118,0.893506318,0.894770916,0.89506883,0.895358584,0.895639625,0.895909377,0.895906517,0.895891316,0.895865487,0.895828141,0.895781491,0.895724445,0.895658409,0.895582539,0.895497228,0.895411917,South America_Southern,Rice -26,2,8,0.075339614,0.075339718,0.075339124,0.076470329,0.077432033,0.078280944,0.079012775,0.077004723,0.075131409,0.07332894,0.071651261,0.071650315,0.071647388,0.071643979,0.071638827,0.071633948,0.071628094,0.071622273,0.071615796,0.071608297,0.071600798,South America_Southern,Root_Tuber -26,2,9,0.801159901,0.801158433,0.801158434,0.803036259,0.804730298,0.806140828,0.807405684,0.805509181,0.803728732,0.802069534,0.800464542,0.800454066,0.800438942,0.80041975,0.800397214,0.800374224,0.800348362,0.800321377,0.800292521,0.800259908,0.800227295,South America_Southern,SugarCrop -26,2,10,0.134316408,0.134316172,0.134313974,0.132869719,0.131543024,0.130264932,0.128980565,0.126536325,0.124151793,0.121932019,0.119812026,0.119756062,0.119643654,0.119482598,0.119284689,0.119077692,0.118842223,0.118590945,0.118317845,0.118040592,0.117763339,South America_Southern,Wheat -26,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,3,1,0.553533965,0.553534562,0.55353486,0.552368286,0.552807448,0.553445213,0.55395758,0.557627481,0.560997655,0.564002091,0.56666363,0.566327557,0.565885669,0.565344843,0.564777351,0.564205405,0.563604966,0.563017693,0.562428906,0.561828215,0.561227524,South America_Southern,Corn -26,3,2,0,0,0,0,0.036601001,0.036949962,0.037267486,0.03610138,0.036053233,0.036392927,0.036847474,0.036893529,0.036925194,0.036986359,0.03711036,0.037168334,0.037222504,0.037259298,0.037278827,0.037298761,0.037318695,South America_Southern,biomass -26,3,3,0.112909118,0.112908904,0.112909159,0.104921486,0.098203153,0.092478722,0.087560567,0.089748759,0.091599797,0.093162049,0.094527702,0.094582511,0.094619036,0.094639713,0.094647683,0.094643242,0.094624984,0.094596025,0.094556929,0.094510842,0.094464755,South America_Southern,FiberCrop -26,3,4,0.044070973,0.044070918,0.044070786,0.04518318,0.046152113,0.047005589,0.047756546,0.048069885,0.048363706,0.048639295,0.048895721,0.048891606,0.048886613,0.048881488,0.048875565,0.048869669,0.048863183,0.048856658,0.048850179,0.048843257,0.048836335,South America_Southern,MiscCrop -26,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,3,6,0.215308142,0.215307861,0.215308119,0.227401477,0.238042841,0.247503883,0.255985153,0.244170703,0.233728278,0.224347593,0.215892284,0.215900443,0.215902136,0.215899049,0.215890133,0.215879192,0.215864044,0.215846289,0.215826046,0.21580578,0.215785514,South America_Southern,OtherGrain -26,3,7,0.762834022,0.762833315,0.762833981,0.76514659,0.767175587,0.769015557,0.770587868,0.766732629,0.763127386,0.759700918,0.75645454,0.756446868,0.756409878,0.7563456,0.756252306,0.756136395,0.755993646,0.755827443,0.755636361,0.755422609,0.755208857,South America_Southern,Rice -26,3,8,0.441476429,0.441475839,0.44147621,0.453160081,0.46328312,0.471938052,0.479641924,0.474724747,0.470003994,0.465500112,0.461203097,0.461192036,0.461165559,0.461132479,0.461084266,0.461037782,0.460983711,0.460929747,0.460869938,0.460802173,0.460734408,South America_Southern,Root_Tuber -26,3,9,0.500869414,0.50086909,0.500870482,0.506139551,0.511200194,0.515811315,0.519972601,0.517474266,0.51506202,0.512740587,0.510513114,0.510478912,0.510428289,0.510361992,0.510288813,0.510211935,0.510124442,0.510033532,0.509937909,0.509829742,0.509721575,South America_Southern,SugarCrop -26,3,10,0.217237239,0.217237534,0.217237621,0.210790626,0.205241618,0.200234865,0.195672367,0.188810106,0.182476497,0.176661857,0.171317762,0.171239833,0.171061992,0.170795567,0.170461508,0.170107261,0.169694133,0.169245352,0.168755671,0.168256749,0.167757827,South America_Southern,Wheat -26,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,4,1,0.106441079,0.106441059,0.1064411,0.107149304,0.107937496,0.108663376,0.109350323,0.110472703,0.111513363,0.11247255,0.113350617,0.113324784,0.113289905,0.113246873,0.113201158,0.113155158,0.113105968,0.113057196,0.113008019,0.112958083,0.112908147,South America_Southern,Corn -26,4,2,0,0,0,0,0.01772228,0.017828995,0.017928568,0.01756304,0.017604345,0.017977251,0.017941766,0.017922426,0.017966342,0.018010816,0.018055703,0.018083594,0.018109888,0.01812759,0.018137098,0.018146428,0.018155758,South America_Southern,biomass -26,4,3,0.027968615,0.027968846,0.027968352,0.025823296,0.02404485,0.022545836,0.021270992,0.021873158,0.022389896,0.022833222,0.023216957,0.023225143,0.023230713,0.02323382,0.023234952,0.023234347,0.023231621,0.023227244,0.023221341,0.02321447,0.023207599,South America_Southern,FiberCrop -26,4,4,0.046668882,0.046668704,0.046668835,0.047453034,0.048150868,0.048758362,0.049292025,0.049430218,0.049567495,0.049684592,0.049800982,0.049796495,0.049791143,0.04978533,0.049778724,0.04977228,0.049765167,0.049757961,0.04975077,0.049742855,0.04973494,South America_Southern,MiscCrop -26,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,4,6,0.028132651,0.028133012,0.028132776,0.030073006,0.031826868,0.033416162,0.034850432,0.0329862,0.031348987,0.029890313,0.028593369,0.028593778,0.028593824,0.028593721,0.028593503,0.028592971,0.028592075,0.028591335,0.028590318,0.028589434,0.02858855,South America_Southern,OtherGrain -26,4,7,0.316700909,0.316700806,0.316701042,0.31941159,0.321932053,0.324168825,0.326210993,0.324843345,0.323469974,0.322186605,0.320989427,0.32098638,0.320971509,0.320945263,0.320906427,0.320858161,0.320799451,0.32073028,0.320651806,0.320563113,0.32047442,South America_Southern,Rice -26,4,8,0.145479687,0.145479747,0.145479604,0.151149065,0.156146746,0.160641399,0.164589738,0.162256288,0.160059944,0.157885652,0.155845683,0.155842245,0.155834354,0.155823674,0.155809833,0.155795359,0.155777517,0.155761222,0.155741631,0.155720611,0.155699591,South America_Southern,Root_Tuber -26,4,9,0.286008339,0.286007414,0.286007885,0.292728504,0.298898822,0.304590508,0.309785511,0.305751425,0.302018031,0.298487619,0.29524896,0.295242158,0.295230396,0.295214805,0.295198656,0.295180983,0.295161437,0.295142003,0.295121263,0.295097001,0.295072739,South America_Southern,SugarCrop -26,4,10,0.049354762,0.049355008,0.049354765,0.048085721,0.047007059,0.046078047,0.045272231,0.04361227,0.042112566,0.040745855,0.039517972,0.039514407,0.039506348,0.039493868,0.039478202,0.039461982,0.0394428,0.039422217,0.039399638,0.039376667,0.039353696,South America_Southern,Wheat -26,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,5,1,0.160621342,0.160620603,0.160620856,0.16197336,0.163406781,0.164810375,0.166043009,0.167582472,0.169004624,0.17031098,0.171499815,0.171469124,0.171428021,0.171377297,0.171323248,0.171267698,0.171209139,0.171150163,0.171091126,0.171030848,0.17097057,South America_Southern,Corn -26,5,2,0,0,0,0,0.017597961,0.017652382,0.017703874,0.017529049,0.017511167,0.01786875,0.018041639,0.018072546,0.018155526,0.018235938,0.018308967,0.018373781,0.018438121,0.018486519,0.01840015,0.018322022,0.018243894,South America_Southern,biomass -26,5,3,0.124507019,0.124506976,0.124507444,0.115838522,0.108510966,0.102299641,0.096927439,0.099381223,0.101464497,0.103231674,0.104744433,0.104770421,0.104788036,0.104797764,0.104801534,0.104799062,0.104790614,0.104776671,0.10475774,0.104735738,0.104713736,South America_Southern,FiberCrop -26,5,4,0.066015437,0.066015508,0.066015468,0.067370311,0.06855814,0.069625532,0.070566378,0.070701465,0.070834985,0.070967775,0.071071036,0.071063887,0.071055366,0.071045473,0.071034798,0.07102407,0.071012522,0.071000724,0.070988209,0.070975729,0.070963249,South America_Southern,MiscCrop -26,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,5,6,0.023921069,0.023921115,0.023921174,0.025622032,0.027146919,0.028534053,0.029790889,0.02809524,0.026615959,0.025297465,0.024133907,0.024134198,0.024134161,0.024134148,0.024133866,0.024133538,0.024133117,0.024132478,0.024131914,0.024131341,0.024130768,South America_Southern,OtherGrain -26,5,7,0.216678472,0.216677796,0.216678637,0.218291647,0.219758951,0.221077207,0.222319431,0.220949307,0.219654485,0.218435544,0.217214129,0.217213455,0.217203815,0.217188949,0.217165964,0.217137319,0.217101283,0.217060479,0.217013104,0.216959677,0.21690625,South America_Southern,Rice -26,5,8,0.104693343,0.104693202,0.104693104,0.109189421,0.113205712,0.116773948,0.119983802,0.11733593,0.114865566,0.112526465,0.110353813,0.110351727,0.110346117,0.11033896,0.110328629,0.110318927,0.110307197,0.110295419,0.110282551,0.110267609,0.110252667,South America_Southern,Root_Tuber -26,5,9,0.362344244,0.362344231,0.362344275,0.373675723,0.38400434,0.393408662,0.40195745,0.398466638,0.395293783,0.392332151,0.389478481,0.389470809,0.389460321,0.389445628,0.389430049,0.389414849,0.389396362,0.38937739,0.38935692,0.389335653,0.389314386,South America_Southern,SugarCrop -26,5,10,0.065291417,0.065291482,0.065291331,0.06377121,0.062464036,0.061325034,0.060346685,0.058293221,0.056418573,0.054711576,0.053160292,0.05315678,0.053148975,0.053137423,0.053123074,0.05310795,0.053090344,0.05307134,0.053050579,0.053029565,0.053008551,South America_Southern,Wheat -26,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,6,1,0.128952191,0.128952621,0.128952464,0.128960661,0.129066055,0.129237313,0.129357265,0.130952275,0.132456938,0.13382216,0.135096786,0.135065516,0.135024412,0.134974423,0.134921928,0.134869238,0.134814382,0.134760656,0.13470731,0.134652206,0.134597102,South America_Southern,Corn -26,6,2,0,0,0,0,0.019330678,0.019243841,0.019164381,0.019011616,0.019282133,0.019606201,0.019859653,0.019930443,0.019932441,0.019933328,0.020011073,0.020080397,0.020149686,0.020210489,0.020202062,0.020115925,0.020029788,South America_Southern,biomass -26,6,3,0.176116725,0.176116795,0.176116623,0.166195359,0.157550723,0.150039387,0.143451917,0.151883942,0.159515521,0.166383753,0.172688053,0.172738851,0.172772426,0.17279175,0.172798435,0.172793631,0.172777082,0.172749351,0.172713265,0.172670048,0.172626831,South America_Southern,FiberCrop -26,6,4,0.039395044,0.039395067,0.039394988,0.040191336,0.04086749,0.041468589,0.041990796,0.04226527,0.042522412,0.042762752,0.042985504,0.042979356,0.042972036,0.042963914,0.042954876,0.042945603,0.042935538,0.042925304,0.042914687,0.042903434,0.042892181,South America_Southern,MiscCrop -26,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,6,6,0.183084638,0.183084482,0.183084391,0.192105635,0.199824819,0.206653656,0.212648618,0.208520116,0.204663103,0.201067547,0.19772626,0.197726921,0.197727556,0.197726635,0.197725759,0.197724495,0.197721886,0.197719449,0.197716793,0.197713505,0.197710217,South America_Southern,OtherGrain -26,6,7,0.298167545,0.298166629,0.298167116,0.301509784,0.304589639,0.30748983,0.310203637,0.309977159,0.309740605,0.309493176,0.309324262,0.309321927,0.309302847,0.309269331,0.309219617,0.309156281,0.309077849,0.308986144,0.308880494,0.308761231,0.308641968,South America_Southern,Rice -26,6,8,0.092299839,0.09229977,0.092299872,0.096887108,0.101011354,0.104766725,0.108145314,0.105319151,0.10271416,0.100321276,0.098051408,0.09804894,0.098043899,0.098037781,0.098028122,0.098018446,0.098007849,0.097996933,0.097984701,0.097970372,0.097956043,South America_Southern,Root_Tuber -26,6,9,0.557064806,0.557065001,0.557063839,0.561213789,0.564777743,0.567913979,0.570514973,0.566642704,0.562967859,0.55950047,0.556238086,0.556232491,0.556224525,0.556213925,0.556202202,0.556189229,0.556175481,0.556160862,0.556145339,0.55612819,0.556111041,South America_Southern,SugarCrop -26,6,10,0.167103826,0.167103738,0.167103982,0.165453942,0.163995843,0.162714943,0.161548711,0.157957562,0.154597822,0.151461887,0.148539454,0.148532156,0.148517288,0.148495197,0.148468163,0.148439465,0.148406554,0.148370707,0.148331397,0.148291645,0.148251893,South America_Southern,Wheat -26,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,7,1,0.250411329,0.250411038,0.250411224,0.251853951,0.253369759,0.254749938,0.256051547,0.257097163,0.25813748,0.259008351,0.259879966,0.259846512,0.259800142,0.25974216,0.259680765,0.25961876,0.25955206,0.259485408,0.259418031,0.259349209,0.259280387,South America_Southern,Corn -26,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,7,3,0.994001877,0.994001803,0.994002264,0.993942979,0.993879237,0.99381721,0.993756556,0.994228123,0.994611987,0.994929656,0.995197941,0.995200855,0.995202806,0.995203855,0.995204202,0.995203831,0.995202763,0.995201117,0.995198931,0.995196347,0.995193763,South America_Southern,FiberCrop -26,7,4,0.242610583,0.24261087,0.242611215,0.245673328,0.248512857,0.251047907,0.25343264,0.253728406,0.254018698,0.254223147,0.254424045,0.254394142,0.254358357,0.254319302,0.254275302,0.25423139,0.25418455,0.254136193,0.25408708,0.254035407,0.253983734,South America_Southern,MiscCrop -26,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,7,6,0.7936985,0.793698105,0.793698494,0.805537114,0.815282708,0.823296976,0.82995416,0.818950117,0.808841679,0.799586773,0.791092427,0.791213999,0.791229848,0.791170722,0.791016612,0.790820585,0.790552641,0.790247232,0.789898941,0.78954164,0.789184339,South America_Southern,OtherGrain -26,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,Rice -26,7,8,0.263195823,0.263196668,0.26319581,0.267737955,0.271809265,0.275317997,0.278506807,0.276915647,0.275401074,0.27389009,0.272461046,0.272454179,0.272438397,0.272417263,0.272387623,0.272359075,0.272325001,0.27229182,0.27225389,0.272211519,0.272169148,South America_Southern,Root_Tuber -26,7,9,0.867369661,0.86736935,0.867369346,0.880253003,0.89031344,0.898346745,0.90490043,0.904120607,0.903370919,0.902614444,0.90185106,0.901847069,0.901841377,0.90183395,0.901825628,0.901816861,0.901807042,0.901796787,0.901786123,0.901773831,0.901761539,South America_Southern,SugarCrop -26,7,10,0.003349194,0.003349175,0.003348979,0.003366745,0.003381129,0.003391329,0.003397154,0.003347424,0.003300671,0.003255675,0.003213518,0.003212221,0.00320973,0.003206232,0.003201965,0.003197512,0.00319248,0.003187133,0.003181324,0.003175383,0.003169442,South America_Southern,Wheat -26,7,11,0.001086351,0.001086138,0.001086485,0.001064143,0.001043576,0.001024286,0.001006662,0.000995455,0.000984784,0.000974643,0.000965014,0.000965057,0.000965086,0.000965102,0.000965108,0.000965104,0.000965096,0.000965073,0.000965047,0.000965012,0.000964977,South America_Southern,FodderHerb -26,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,8,1,0.326198032,0.3261976,0.326197781,0.327126883,0.32823045,0.329265985,0.330110974,0.330073477,0.330026588,0.329975395,0.329920965,0.32988423,0.32983276,0.329769054,0.329699894,0.32963241,0.329555817,0.329480702,0.329406534,0.329329512,0.32925249,South America_Southern,Corn -26,8,2,0,0,0,0,0.280988401,0.279543662,0.27800061,0.278110706,0.280424166,0.283204781,0.283041802,0.282816606,0.282384269,0.281707096,0.281034606,0.280310239,0.279533879,0.279167362,0.279224295,0.279455035,0.279685775,South America_Southern,biomass -26,8,3,0.937857522,0.937857776,0.937857968,0.934488625,0.931198302,0.92804189,0.925016849,0.928214405,0.930821992,0.932969679,0.934794096,0.934819593,0.934836121,0.934845145,0.934848115,0.934845057,0.93483567,0.934821389,0.934802786,0.934780107,0.934757428,South America_Southern,FiberCrop -26,8,4,0.294394132,0.294393085,0.294394035,0.292017201,0.289910864,0.288074092,0.2864195,0.287637289,0.288762875,0.28979976,0.290835474,0.290809416,0.290778379,0.290743084,0.29070504,0.290667429,0.290626247,0.290585426,0.290542123,0.290497592,0.290453061,South America_Southern,MiscCrop -26,8,5,0.000684574,0.000684004,0.000684178,0.000578134,0.000531139,0.000490828,0.000454034,0.000434025,0.000413827,0.000394084,0.000374979,0.000360829,0.000344032,0.000324757,0.000305218,0.000286829,0.000269074,0.000251968,0.000234658,0.000217996,0.000201334,South America_Southern,OilCrop -26,8,6,0.779098966,0.779099001,0.77909955,0.791196564,0.801312284,0.809706007,0.816761403,0.807342414,0.798738197,0.790895172,0.783671451,0.783764916,0.78377708,0.783732703,0.783615233,0.783466493,0.78326199,0.783030297,0.782766549,0.782497362,0.782228175,South America_Southern,OtherGrain -26,8,7,0.892494071,0.892494018,0.89249411,0.891009295,0.889588804,0.888231852,0.886938857,0.886480209,0.885970592,0.885497982,0.885016117,0.885014851,0.885005965,0.884989063,0.884963646,0.884931577,0.884891714,0.884844591,0.884790756,0.884730272,0.884669788,South America_Southern,Rice -26,8,8,0.349678672,0.349678626,0.349678628,0.351542478,0.353107302,0.354477697,0.355650537,0.355130964,0.354593751,0.354056017,0.353507215,0.353500333,0.353483225,0.353460753,0.35342652,0.353395246,0.353356408,0.353319747,0.353276811,0.35322944,0.353182069,South America_Southern,Root_Tuber -26,8,9,0.985674671,0.985674584,0.985674613,0.986222058,0.986659951,0.987018555,0.987314044,0.986956208,0.986605275,0.986256583,0.985910796,0.98591014,0.985909203,0.985908031,0.985906678,0.9859053,0.985903704,0.985902028,0.985900305,0.985898356,0.985896407,South America_Southern,SugarCrop -26,8,10,0.103932307,0.103932367,0.103932345,0.103723586,0.103549241,0.103317687,0.103106913,0.10108576,0.099207445,0.097432351,0.095789629,0.095770692,0.095733784,0.095682053,0.095619271,0.095553506,0.095478735,0.095400642,0.095315195,0.095229652,0.095144109,South America_Southern,Wheat -26,8,11,0.022619085,0.022619051,0.022619085,0.022163762,0.021744242,0.021350534,0.020990405,0.020761242,0.020542863,0.02033531,0.020138287,0.020139087,0.020139712,0.020140049,0.020140099,0.020140042,0.020139873,0.020139438,0.020138911,0.020138323,0.020137735,South America_Southern,FodderHerb -26,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,9,1,0.219912638,0.21991308,0.219912568,0.219837159,0.219933282,0.220053316,0.22017232,0.219764802,0.219349663,0.218930529,0.218584108,0.218550504,0.218504027,0.218446234,0.218384287,0.218321672,0.218253983,0.218186169,0.218117872,0.218047862,0.217977852,South America_Southern,Corn -26,9,2,0,0,0,0,0.255769945,0.255359001,0.25483731,0.253182686,0.257663588,0.2552339,0.25269102,0.254803281,0.25678316,0.258599399,0.259083743,0.259363187,0.259437101,0.259321696,0.259278523,0.25931733,0.259356137,South America_Southern,biomass -26,9,3,0.596381887,0.596383565,0.596382776,0.577556586,0.560459194,0.544919253,0.530674553,0.537043342,0.542349268,0.546803476,0.550615693,0.550671396,0.550706761,0.550727043,0.550734321,0.550727697,0.550707988,0.55067701,0.550635911,0.550586619,0.550537327,South America_Southern,FiberCrop -26,9,4,0.307953477,0.307953607,0.307953696,0.302253879,0.297326721,0.292978091,0.289106597,0.290705546,0.292215109,0.293729763,0.295065024,0.295050805,0.295034748,0.295016178,0.294995154,0.29497532,0.294952513,0.294930649,0.294908094,0.294884631,0.294861168,South America_Southern,MiscCrop -26,9,5,3.61E-05,3.63E-05,3.63E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,9,6,0.51248124,0.512480715,0.5124819,0.528443187,0.542328772,0.554417863,0.565028251,0.561207164,0.557634003,0.55435344,0.551357386,0.551442147,0.551446522,0.551395852,0.551273467,0.55112054,0.550916028,0.550687115,0.55042812,0.550163579,0.549899038,South America_Southern,OtherGrain -26,9,7,0.700086538,0.7000869,0.700086467,0.699504852,0.699008534,0.698498506,0.698061625,0.697284065,0.696587445,0.695878862,0.695155003,0.695153491,0.695133699,0.695100084,0.695048805,0.694984,0.694903621,0.694810149,0.694702215,0.694580698,0.694459181,South America_Southern,Rice -26,9,8,0.27096137,0.270961341,0.270961235,0.272326858,0.273516655,0.274539589,0.275388266,0.275197716,0.274991497,0.27478251,0.274564778,0.274559758,0.274543118,0.274524404,0.274495421,0.274468092,0.274435366,0.274401415,0.274364849,0.274324913,0.274284977,South America_Southern,Root_Tuber -26,9,9,0.862596565,0.862596994,0.862596605,0.868344128,0.873219034,0.877383971,0.880979432,0.877860058,0.874857614,0.871936097,0.869053243,0.869048894,0.869042289,0.869033804,0.869024112,0.869014307,0.869002788,0.868991125,0.868978989,0.868964672,0.868950355,South America_Southern,SugarCrop -26,9,10,0.327426828,0.327426356,0.327426528,0.326148413,0.325043448,0.324012765,0.323054839,0.317297293,0.31205062,0.30702822,0.302409163,0.302384054,0.302337443,0.302271319,0.302193557,0.302112671,0.302021501,0.301927491,0.301825091,0.301720667,0.301616243,South America_Southern,Wheat -26,9,11,0.066117759,0.066117821,0.066117769,0.067236079,0.068341332,0.069435,0.070516282,0.071329971,0.072151332,0.072951188,0.073758692,0.073761686,0.073763608,0.073764712,0.073765231,0.073765006,0.073764126,0.073762684,0.073760945,0.073758851,0.073756757,South America_Southern,FodderHerb -26,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,10,1,0.610984959,0.610984783,0.61098442,0.607006675,0.603583396,0.600291473,0.597301214,0.593575443,0.589928173,0.58647461,0.583114057,0.583052145,0.582970196,0.582869186,0.582762833,0.582655191,0.582541961,0.582430587,0.582318164,0.582203493,0.582088822,South America_Southern,Corn -26,10,2,0,0,0,0,0.365099939,0.364303721,0.363234208,0.36104282,0.360274704,0.359994082,0.359982155,0.36015446,0.360958921,0.36476335,0.368285812,0.37043233,0.370877018,0.370772574,0.370543884,0.3704157,0.370287516,South America_Southern,biomass -26,10,3,0.726627994,0.72662742,0.726628468,0.735161006,0.742683723,0.749417617,0.755474014,0.765011581,0.773386256,0.780812764,0.787412324,0.787421544,0.787427887,0.787430811,0.787432304,0.787430286,0.78742662,0.787421528,0.787414169,0.787406144,0.787398119,South America_Southern,FiberCrop -26,10,4,0.607397599,0.607397827,0.607397247,0.606142486,0.60498985,0.603935109,0.602981708,0.604327296,0.605668298,0.606903347,0.608137442,0.608128057,0.608118683,0.608106353,0.608094922,0.608081234,0.608068086,0.608055219,0.608042046,0.608027141,0.608012236,South America_Southern,MiscCrop -26,10,5,0.00039817,0.000398118,0.000398129,0.000313189,0.000281039,0.000253259,0.000227378,0.000208629,0.000189993,0.000171788,0.000154168,0.000140649,0.00012452,0.000105864,8.67E-05,6.84E-05,5.02E-05,3.21E-05,1.22E-05,0,-0.0000122,South America_Southern,OilCrop -26,10,6,0.129331714,0.129331794,0.129331875,0.13053845,0.131689819,0.13273507,0.133769319,0.132142608,0.130554327,0.129121082,0.127736671,0.127759321,0.127751716,0.127724291,0.127670395,0.12760638,0.127525992,0.127439991,0.12734347,0.127245056,0.127146642,South America_Southern,OtherGrain -26,10,7,0.534239437,0.534240217,0.534240113,0.532317879,0.530449048,0.528639095,0.526876383,0.523802967,0.520907247,0.5181873,0.515518241,0.515509181,0.515437481,0.515311841,0.51512639,0.514892972,0.514606454,0.514270265,0.513884844,0.513449835,0.513014826,South America_Southern,Rice -26,10,8,0.345939421,0.345939955,0.345940117,0.345738691,0.345525956,0.345310711,0.345189053,0.343887191,0.342667065,0.341445741,0.340314446,0.340305969,0.340286353,0.340262349,0.340225696,0.340191531,0.340149712,0.340109654,0.340062684,0.340012145,0.339961606,South America_Southern,Root_Tuber -26,10,9,0.750791301,0.750792013,0.750791699,0.751965842,0.753125501,0.754199215,0.755106228,0.751993836,0.749013804,0.746170256,0.743469872,0.743462077,0.743451998,0.743438576,0.743423899,0.743407843,0.743390187,0.743371608,0.743352707,0.74333176,0.743310813,South America_Southern,SugarCrop -26,10,10,0.891054151,0.891054582,0.891054481,0.889610214,0.888348707,0.887193528,0.886189842,0.8826898,0.879320725,0.876101028,0.873042803,0.87302802,0.873002516,0.872967627,0.872925437,0.872881541,0.872832898,0.872782759,0.872728891,0.87267363,0.872618369,South America_Southern,Wheat -26,10,11,0.15971621,0.159715931,0.159716032,0.162143406,0.164534123,0.166891519,0.169214508,0.170958705,0.172714522,0.174419963,0.176137423,0.176144674,0.176148221,0.176150491,0.176151399,0.176150819,0.176149195,0.17614628,0.176142166,0.176137432,0.176132698,South America_Southern,FodderHerb -26,10,12,9.69E-06,9.72E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,0.0000097,South America_Southern,FodderGrass -26,10,13,1.25E-05,1.34E-05,1.33E-05,1.26E-05,1.21E-05,1.16E-05,1.11E-05,1.07E-05,1.04E-05,1.01E-05,9.81E-06,9.77E-06,9.72E-06,9.68E-06,9.64E-06,9.60E-06,9.56E-06,9.51E-06,9.47E-06,9.43E-06,0.00000939,South America_Southern,PalmFruit -26,11,1,0.403448523,0.403448787,0.403448861,0.402065001,0.401295462,0.400696471,0.399986349,0.401141623,0.402167476,0.403075957,0.403874389,0.403764752,0.403619318,0.403440892,0.40325367,0.403064885,0.40286625,0.402671187,0.402475727,0.402275903,0.402076079,South America_Southern,Corn -26,11,2,0,0,0,0,0.177362312,0.176293202,0.175205458,0.17545262,0.178196447,0.177286316,0.178056831,0.178734365,0.179108987,0.179221617,0.17946519,0.179745131,0.179995173,0.180164779,0.180260651,0.180355704,0.180450757,South America_Southern,biomass -26,11,3,0.148784176,0.148783557,0.148784556,0.140065732,0.132513361,0.125965183,0.120186577,0.124203995,0.127675614,0.130647624,0.133281608,0.133345184,0.133386948,0.133410295,0.133418034,0.133411241,0.133388715,0.133353556,0.133306684,0.133252008,0.133197332,South America_Southern,FiberCrop -26,11,4,0.258030911,0.258030539,0.258030216,0.258845365,0.259494791,0.260145238,0.260712728,0.26028539,0.25985822,0.259513246,0.259084353,0.259077242,0.259068038,0.259059226,0.259048303,0.259037906,0.259026039,0.259014625,0.259002914,0.258990902,0.25897889,South America_Southern,MiscCrop -26,11,5,0.000102222,0.000102062,0.000102076,8.97E-05,8.36E-05,7.84E-05,7.37E-05,7.13E-05,6.90E-05,6.68E-05,6.47E-05,6.32E-05,6.15E-05,5.96E-05,5.77E-05,5.58E-05,5.41E-05,5.24E-05,5.07E-05,4.91E-05,0.0000475,South America_Southern,OilCrop -26,11,6,0.19786714,0.197867004,0.197866933,0.200626204,0.203182977,0.205607582,0.207891104,0.206833607,0.205821992,0.204876052,0.203919857,0.203943628,0.203934203,0.203903877,0.203845928,0.203776907,0.203690704,0.203598015,0.203495422,0.203389603,0.203283784,South America_Southern,OtherGrain -26,11,7,0.441249873,0.441249004,0.441250278,0.442803041,0.444111968,0.445287755,0.446320853,0.44311697,0.44000342,0.437084408,0.43435111,0.434345145,0.434301793,0.434227259,0.434117084,0.43397949,0.433808709,0.433609829,0.433379506,0.433121879,0.432864252,South America_Southern,Rice -26,11,8,0.334217387,0.334216827,0.33421565,0.337103835,0.339702186,0.342016375,0.344044638,0.342255391,0.340551689,0.338945019,0.337332343,0.337324938,0.337305277,0.337282673,0.337247317,0.337214844,0.337174546,0.337136358,0.337092078,0.337042688,0.336993298,South America_Southern,Root_Tuber -26,11,9,0.59960644,0.599606755,0.599605885,0.602631198,0.605451937,0.608056637,0.610443445,0.606019957,0.601778433,0.597726508,0.593866158,0.59385543,0.593838941,0.593818019,0.593792255,0.593767864,0.593740069,0.593710681,0.59368046,0.593645393,0.593610326,South America_Southern,SugarCrop -26,11,10,0.808424039,0.808423353,0.808423574,0.809705638,0.810842348,0.811838677,0.812759556,0.810545388,0.808441804,0.806388098,0.804451145,0.804444483,0.804432553,0.804415733,0.804396649,0.804375502,0.80435333,0.80432986,0.804304087,0.804278522,0.804252957,South America_Southern,Wheat -26,11,11,0.146633502,0.146633207,0.146633134,0.143358183,0.140346696,0.137542492,0.134935998,0.133936775,0.133041644,0.132150635,0.131313657,0.13131891,0.131322245,0.131324242,0.131324914,0.131324544,0.131322974,0.131320776,0.131317416,0.131313421,0.131309426,South America_Southern,FodderHerb -26,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,12,1,0.058209116,0.058209237,0.058209017,0.056882268,0.055758175,0.054770379,0.053908245,0.053395665,0.052908298,0.052467183,0.052050821,0.052046047,0.052039177,0.052030631,0.052021534,0.05201199,0.052001517,0.051991032,0.051980085,0.051969105,0.051958125,South America_Southern,Corn -26,12,2,0,0,0,0,0.018769319,0.018538946,0.018298183,0.01886874,0.019507606,0.019525644,0.019541198,0.019613981,0.019663998,0.019686954,0.019710411,0.019727878,0.019739531,0.019747701,0.019720372,0.01967578,0.019631188,South America_Southern,biomass -26,12,3,0.004060358,0.004060381,0.004060393,0.003794869,0.003567546,0.003373913,0.003205742,0.003445165,0.003667919,0.003875204,0.004069703,0.004070888,0.004071686,0.004072117,0.004072315,0.004072204,0.004071825,0.004071204,0.004070352,0.004069381,0.00406841,South America_Southern,FiberCrop -26,12,4,0.069474065,0.069474137,0.069473888,0.069832352,0.070134568,0.070438195,0.070685862,0.070739096,0.070820382,0.07087258,0.070924828,0.070920894,0.070916415,0.070911691,0.070906501,0.070900739,0.070895255,0.070889007,0.070882411,0.070875957,0.070869503,South America_Southern,MiscCrop -26,12,5,1.17E-06,1.16E-06,1.16E-06,1.04E-06,9.47E-07,8.73E-07,8.13E-07,7.90E-07,7.69E-07,7.51E-07,7.34E-07,7.33E-07,7.32E-07,7.31E-07,7.30E-07,7.29E-07,7.28E-07,7.27E-07,7.25E-07,7.24E-07,0.000000723,South America_Southern,OilCrop -26,12,6,0.01270915,0.012709107,0.012709104,0.012431153,0.012174988,0.011932331,0.011702142,0.011577607,0.011456203,0.011339943,0.011223273,0.011226291,0.011225674,0.011222734,0.011216673,0.011209362,0.011199898,0.01118972,0.011178174,0.011166415,0.011154656,South America_Southern,OtherGrain -26,12,7,0.932214676,0.932214978,0.932214927,0.930379503,0.928716356,0.927183335,0.925787574,0.925793424,0.92576347,0.92575666,0.92571094,0.925709637,0.925697311,0.925676814,0.925646462,0.925608141,0.925561344,0.925506543,0.925443415,0.925372202,0.925300989,South America_Southern,Rice -26,12,8,0.018496343,0.018496278,0.018496342,0.019702953,0.020819065,0.021868182,0.022852935,0.022503839,0.022168192,0.021855698,0.021555828,0.021555438,0.02155408,0.021552441,0.021549907,0.021547572,0.021544648,0.021541846,0.021538639,0.021535043,0.021531447,South America_Southern,Root_Tuber -26,12,9,0.593289458,0.593289096,0.593289256,0.588698999,0.584346156,0.580293328,0.576546671,0.575562701,0.574788616,0.574012578,0.573337919,0.573334126,0.573327181,0.573320385,0.573309244,0.573299587,0.573288581,0.573277285,0.573267258,0.57325313,0.573239002,South America_Southern,SugarCrop -26,12,10,0.002134221,0.002134237,0.002134232,0.002196918,0.002253558,0.002306478,0.002355327,0.002330187,0.002305221,0.002282446,0.00225981,0.00225959,0.002259179,0.002258595,0.002257895,0.002257158,0.002256324,0.002255449,0.002254486,0.002253506,0.002252526,South America_Southern,Wheat -26,12,11,0.005457348,0.005457585,0.005457085,0.005375593,0.005299598,0.005229207,0.005164165,0.005117973,0.005074292,0.005033156,0.004992267,0.004992472,0.004992637,0.004992694,0.004992723,0.004992696,0.004992661,0.004992536,0.00499243,0.004992286,0.004992142,South America_Southern,FodderHerb -26,12,12,0.000444249,0.000444251,0.000444249,0.000444247,0.000444247,0.000444248,0.000444247,0.00044425,0.000444248,0.000444249,0.000444248,0.000444249,0.000444248,0.000444249,0.000444248,0.000444249,0.000444249,0.000444248,0.000444248,0.000444248,0.000444248,South America_Southern,FodderGrass -26,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,13,1,0.413999077,0.413998845,0.413999266,0.415940096,0.417917121,0.419712018,0.421296713,0.422533328,0.423763872,0.424882422,0.425895962,0.425859871,0.425810621,0.425748616,0.425684271,0.425618044,0.425546994,0.425476283,0.425405053,0.425333045,0.425261037,South America_Southern,Corn -26,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,FiberCrop -26,13,4,0.339511756,0.339511733,0.339511599,0.342673405,0.345549871,0.348239899,0.35073938,0.351997215,0.353251157,0.354404827,0.355457037,0.355429,0.355394762,0.355357968,0.355315903,0.355273836,0.355229226,0.355185141,0.355137791,0.355089485,0.355041179,South America_Southern,MiscCrop -26,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,13,6,0.950071977,0.950071198,0.950071271,0.953185435,0.955695323,0.957728739,0.959383515,0.956745699,0.954248171,0.951897281,0.949679986,0.949733054,0.949739676,0.949714878,0.949648403,0.949563824,0.949447059,0.949314048,0.949161954,0.949005154,0.948848354,South America_Southern,OtherGrain -26,13,7,0.987444295,0.987444256,0.987444309,0.987645741,0.987838618,0.988027678,0.988207587,0.98831133,0.988413465,0.988514117,0.988612832,0.988612883,0.988611621,0.988609535,0.988606327,0.988602258,0.988597176,0.988591137,0.988584211,0.98857649,0.988568769,South America_Southern,Rice -26,13,8,0.36706908,0.367069921,0.36706907,0.370370346,0.373172265,0.375679495,0.377784974,0.378786605,0.379771664,0.380547774,0.381416715,0.381407657,0.381387092,0.381362001,0.381326798,0.381289046,0.381248738,0.381206091,0.381158396,0.381104048,0.3810497,South America_Southern,Root_Tuber -26,13,9,0.842877527,0.842877077,0.842880031,0.857659208,0.869299962,0.878626174,0.886253187,0.885310865,0.884400094,0.883479771,0.882548264,0.882539535,0.882525528,0.882507822,0.882489059,0.882468138,0.882444512,0.882421094,0.882394817,0.882366617,0.882338417,South America_Southern,SugarCrop -26,13,10,0.002828712,0.00282911,0.002828771,0.002879546,0.002925737,0.002965802,0.003001967,0.002989798,0.002978737,0.00296758,0.002957515,0.002956939,0.002955855,0.002954368,0.002952574,0.00295071,0.002948622,0.002946424,0.002944041,0.002941612,0.002939183,South America_Southern,Wheat -26,13,11,0.014550062,0.014549033,0.014549528,0.014254756,0.013982976,0.013727966,0.013494801,0.013347094,0.013206331,0.013072458,0.012945358,0.012946174,0.012946724,0.012947031,0.012947139,0.012947097,0.012946866,0.012946489,0.01294597,0.012945352,0.012944734,South America_Southern,FodderHerb -26,13,12,0.043240195,0.043241772,0.043240458,0.043240484,0.04324043,0.043240493,0.043240452,0.04324041,0.043240396,0.043240537,0.043240431,0.043240485,0.043240453,0.043240454,0.043240431,0.043240454,0.043240459,0.043240523,0.043240532,0.043240443,0.043240354,South America_Southern,FodderGrass -26,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,14,1,0.447774437,0.447775148,0.447776342,0.451466715,0.454987869,0.458215063,0.461232889,0.463576348,0.465804534,0.467922355,0.469822892,0.469789251,0.469742831,0.469684731,0.469623555,0.469559343,0.469491554,0.46942164,0.469352819,0.469281456,0.469210093,South America_Southern,Corn -26,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,14,3,0.984565251,0.984563743,0.984565443,0.983255545,0.981983741,0.980762698,0.979587242,0.980028324,0.980379127,0.980667967,0.98091247,0.980925431,0.980934043,0.980938661,0.980940186,0.980938592,0.980933927,0.980926624,0.980916937,0.980905517,0.980894097,South America_Southern,FiberCrop -26,14,4,0.400602422,0.400601893,0.40060185,0.403856981,0.406798832,0.409430318,0.411853393,0.412860099,0.413754317,0.414539085,0.415317918,0.41527774,0.415226841,0.415173842,0.415112321,0.415052167,0.414984859,0.414919701,0.414852423,0.414779402,0.414706381,South America_Southern,MiscCrop -26,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,14,6,0.868446076,0.868446581,0.868446593,0.877884825,0.885686525,0.89212533,0.897509649,0.897297263,0.897048369,0.896786575,0.896507382,0.896556535,0.896560989,0.896533431,0.896465227,0.896378981,0.896262782,0.896132564,0.895984017,0.895832439,0.895680861,South America_Southern,OtherGrain -26,14,7,0.961423473,0.961423422,0.96142361,0.96092822,0.960442811,0.959981988,0.959546069,0.958837531,0.958149631,0.957465917,0.956803675,0.956803433,0.956799067,0.956791018,0.956779164,0.956763784,0.956744814,0.956722413,0.956696852,0.956667996,0.95663914,South America_Southern,Rice -26,14,8,0.487689161,0.487689542,0.487689315,0.491995838,0.495651078,0.498879569,0.501671368,0.502412932,0.503024862,0.503636494,0.504235451,0.504227073,0.504210222,0.504183254,0.504147963,0.504114572,0.504072875,0.504033838,0.503988275,0.503935783,0.503883291,South America_Southern,Root_Tuber -26,14,9,0.974195427,0.974195595,0.974193173,0.977056591,0.979235428,0.9809342,0.982296581,0.982137502,0.981984069,0.98182902,0.981672208,0.981671171,0.981669695,0.981667769,0.981665565,0.981663275,0.981660705,0.98165798,0.981655172,0.98165197,0.981648768,South America_Southern,SugarCrop -26,14,10,0.007406371,0.007406338,0.007406574,0.007564697,0.007709498,0.007840026,0.007962285,0.007954482,0.007950023,0.007942058,0.007937394,0.007937064,0.007936488,0.007935764,0.007934826,0.00793387,0.007932793,0.007931668,0.007930464,0.007929227,0.00792799,South America_Southern,Wheat -26,14,11,0.010450806,0.010450339,0.010450796,0.010451723,0.010452114,0.010452475,0.010452782,0.0104545,0.010455971,0.010457327,0.010458571,0.010459218,0.010459654,0.010459886,0.010459976,0.010459935,0.01045976,0.01045947,0.010459056,0.010458585,0.010458114,South America_Southern,FodderHerb -26,14,12,0.143041632,0.14304,0.14304286,0.143042855,0.143042897,0.143042965,0.143042668,0.143042951,0.143042877,0.143042928,0.143042774,0.143043,0.143042907,0.143042621,0.143042953,0.143042959,0.143043043,0.143043074,0.14304276,0.143043041,0.143043322,South America_Southern,FodderGrass -26,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,15,1,0.404812093,0.404812042,0.404811372,0.408572564,0.412135964,0.415307481,0.418170574,0.420577782,0.42276833,0.424854008,0.426833314,0.426806303,0.426768548,0.426719795,0.42666866,0.426617073,0.426560164,0.42650371,0.426446461,0.426388185,0.426329909,South America_Southern,Corn -26,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,15,3,0.972947624,0.9729475,0.972948123,0.973260881,0.973554341,0.973844401,0.974130598,0.976540122,0.978515195,0.980161465,0.981559753,0.981562863,0.981564879,0.981565988,0.98156638,0.981565947,0.981564809,0.981563181,0.981560859,0.981558051,0.981555243,South America_Southern,FiberCrop -26,15,4,0.262976332,0.262977131,0.262976908,0.263898547,0.264728824,0.265471436,0.266125143,0.266838762,0.267458038,0.268073268,0.268598038,0.26855274,0.268497176,0.268436515,0.26836735,0.268298782,0.268224974,0.268151959,0.268075227,0.267995135,0.267915043,South America_Southern,MiscCrop -26,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,15,6,0.727624807,0.727623583,0.727624186,0.735190695,0.741320561,0.74629218,0.750377506,0.751919814,0.753342039,0.75466709,0.755892338,0.755941853,0.755948071,0.755924692,0.755863187,0.755785253,0.755678313,0.755556477,0.755418739,0.755277225,0.755135711,South America_Southern,OtherGrain -26,15,7,0.832756093,0.832756413,0.832755927,0.83187382,0.831047372,0.830267836,0.829471763,0.829066304,0.828651736,0.828227062,0.827851353,0.827850874,0.827835169,0.827806955,0.827764768,0.827711254,0.827644682,0.827565572,0.827475473,0.827374512,0.827273551,South America_Southern,Rice -26,15,8,0.351172515,0.351171796,0.351171778,0.355977958,0.360211037,0.363868408,0.367038656,0.368026165,0.36889357,0.369757438,0.370610594,0.370602626,0.370580408,0.37055306,0.370512885,0.370474316,0.370428658,0.370383155,0.370331069,0.370273376,0.370215683,South America_Southern,Root_Tuber -26,15,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,SugarCrop -26,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,15,11,0.000308838,0.000308271,0.000308324,0.000308351,0.000308363,0.000308374,0.000308384,0.000308435,0.000308479,0.000308519,0.000308556,0.000308576,0.000308589,0.000308595,0.000308597,0.000308597,0.000308591,0.000308582,0.000308571,0.000308557,0.000308543,South America_Southern,FodderHerb -26,15,12,0.020887782,0.020887557,0.020884867,0.020884829,0.020884835,0.020884904,0.020884898,0.020884837,0.020884833,0.020884918,0.020884854,0.020884892,0.020884858,0.020884821,0.020884863,0.020884867,0.020884902,0.020884876,0.020884862,0.020884834,0.020884806,South America_Southern,FodderGrass -26,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,16,1,0.228028366,0.22802853,0.228028969,0.230803869,0.233356857,0.235709498,0.237844155,0.239642034,0.24128575,0.242934625,0.244429405,0.244410595,0.244384776,0.244351996,0.24431691,0.244280664,0.244241763,0.24420197,0.244162421,0.244121792,0.244081163,South America_Southern,Corn -26,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,16,3,0.928684433,0.928684316,0.928683879,0.929466436,0.930206962,0.930939861,0.931664313,0.93777934,0.942829312,0.947063923,0.950679784,0.950683974,0.950686777,0.950688333,0.950688825,0.950688294,0.950686742,0.950684464,0.950681316,0.950677633,0.95067395,South America_Southern,FiberCrop -26,16,4,0.246093794,0.246093971,0.246093446,0.246427353,0.246672754,0.2469143,0.247151784,0.247679029,0.24811683,0.248553074,0.248901174,0.248864478,0.2488213,0.248774699,0.248721346,0.248666322,0.248609519,0.248550874,0.248490508,0.248427076,0.248363644,South America_Southern,MiscCrop -26,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,16,6,0.499102734,0.499102566,0.499102589,0.510127482,0.51931747,0.526988861,0.533344279,0.53533071,0.537171306,0.538998748,0.540592626,0.540645562,0.540651771,0.540625972,0.540559398,0.540472378,0.540355267,0.540223568,0.540073346,0.539919599,0.539765852,South America_Southern,OtherGrain -26,16,7,0.451512129,0.451512602,0.451512107,0.449952967,0.448502383,0.447035229,0.445652461,0.444953336,0.444240488,0.443406737,0.44266142,0.442661294,0.442636745,0.442592961,0.442529332,0.442447463,0.442346608,0.442226649,0.44209031,0.441935059,0.441779808,South America_Southern,Rice -26,16,8,0.230276504,0.230276872,0.230276434,0.234120109,0.237379143,0.240197475,0.24272116,0.24390867,0.245007725,0.246105247,0.247118869,0.247113298,0.247098797,0.247081147,0.247055633,0.247030879,0.24700074,0.246970072,0.246936706,0.246898672,0.246860638,South America_Southern,Root_Tuber -26,16,9,0.979721619,0.979723168,0.979723059,0.981989958,0.983707407,0.985045324,0.986117494,0.985991926,0.985870699,0.985748145,0.985624178,0.985623312,0.985622059,0.985620432,0.985618612,0.985616689,0.985614572,0.985612327,0.985609967,0.985607312,0.985604657,South America_Southern,SugarCrop -26,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn -26,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop -26,17,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop -26,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,17,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain -26,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice -26,17,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber -26,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop -26,17,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,18,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn -26,18,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,18,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop -26,18,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop -26,18,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,18,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain -26,18,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice -26,18,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber -26,18,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop -26,18,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,18,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,18,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,18,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -27,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn -27,3,2,0,0,0,0,0.016624252,0.015906988,0.015252726,0.014775737,0.013434885,0.012454579,0.011955923,0.011997278,0.01203875,0.012106404,0.012169275,0.012221953,0.01226418,0.012301252,0.012327874,0.012343849,0.012359824,South Asia,biomass -27,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,3,4,0.003808951,0.00380879,0.003808821,0.003941272,0.00406083,0.004171446,0.004272169,0.004201742,0.004134173,0.00407116,0.004010787,0.0040103,0.004009758,0.004009128,0.004008446,0.004007762,0.004006999,0.004006263,0.004005497,0.004004683,0.004003869,South Asia,MiscCrop -27,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop -27,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,3,7,0.176341837,0.176341987,0.176342133,0.161852732,0.150565417,0.141453315,0.133962959,0.127532981,0.121813483,0.116700738,0.11205275,0.112048836,0.112019949,0.111969372,0.111895391,0.111801557,0.111686827,0.111553877,0.111401598,0.111229962,0.111058326,South Asia,Rice -27,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,3,9,0.004435235,0.004434668,0.004435471,0.004409193,0.004432213,0.004444179,0.00444493,0.004292983,0.004145249,0.00400319,0.003866138,0.003859976,0.003851,0.003839391,0.003826435,0.003812748,0.00379753,0.00378167,0.003764987,0.003746021,0.003727055,South Asia,SugarCrop -27,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat -27,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,4,1,0.901022762,0.901022874,0.901022827,0.900326002,0.899703003,0.899154781,0.898642952,0.898524841,0.898406656,0.898327047,0.898248181,0.898247938,0.898247409,0.898248405,0.898248157,0.89824749,0.898247273,0.898247415,0.898247711,0.898246796,0.898245881,South Asia,Corn -27,4,2,0,0,0,0,0.224789312,0.224693922,0.224478993,0.228756378,0.231658876,0.234056716,0.236354449,0.235656285,0.234808367,0.233785216,0.232924473,0.232182516,0.231558174,0.231300049,0.231731257,0.232003832,0.232276407,South Asia,biomass -27,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,4,4,0.110911614,0.110911747,0.110911373,0.112314069,0.113515629,0.114553004,0.115511161,0.116127029,0.11670003,0.117186142,0.117628566,0.11762427,0.117618767,0.117613191,0.117606729,0.11760027,0.117593243,0.11758637,0.117579346,0.117571573,0.1175638,South Asia,MiscCrop -27,4,5,0.159742339,0.159742313,0.159742797,0.159360764,0.159160559,0.159026639,0.158893163,0.159757031,0.160623345,0.161436244,0.162136696,0.162080756,0.162015107,0.161940528,0.161867019,0.161797899,0.161732702,0.161671441,0.16161001,0.16155249,0.16149497,South Asia,OilCrop -27,4,6,0.010677185,0.010677141,0.010677199,0.011323931,0.011841325,0.012269198,0.012622217,0.012003435,0.011443992,0.010938386,0.010477297,0.010477308,0.010477303,0.010477299,0.010477319,0.010477302,0.010477317,0.010477325,0.010477315,0.010477298,0.010477281,South Asia,OtherGrain -27,4,7,0.605644085,0.605644004,0.605644322,0.605950857,0.606231992,0.606399276,0.606553168,0.606625337,0.606688398,0.606743433,0.606786773,0.606783268,0.606766489,0.606738177,0.606697476,0.606646544,0.606584417,0.606512705,0.606430512,0.606338008,0.606245504,South Asia,Rice -27,4,8,0.271372435,0.271372531,0.271372961,0.275921552,0.280167792,0.284014759,0.287627278,0.290919635,0.293963766,0.296665484,0.299197953,0.299197086,0.299193392,0.299190293,0.299184443,0.299178826,0.299172415,0.299166096,0.29915885,0.299150569,0.299142288,South Asia,Root_Tuber -27,4,9,0.796052651,0.796052762,0.796052493,0.795060768,0.794180262,0.793435907,0.792758866,0.795141319,0.797220985,0.799145159,0.800916456,0.800911403,0.800905464,0.800896375,0.800887927,0.800878112,0.800866495,0.800856093,0.80084396,0.800830127,0.800816294,South Asia,SugarCrop -27,4,10,0.743973667,0.743973393,0.743973499,0.743238565,0.74260966,0.741939775,0.741225101,0.743154341,0.744891793,0.746530211,0.747897933,0.747861844,0.747785553,0.747673903,0.747535121,0.747388602,0.747219809,0.747037397,0.746838974,0.746636557,0.74643414,South Asia,Wheat -27,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,5,1,0.205087093,0.205087227,0.205087144,0.200831514,0.197184923,0.193990307,0.191233528,0.1883193,0.185827252,0.183681563,0.181810701,0.181810287,0.181810584,0.181810727,0.181810879,0.181810315,0.181810183,0.181810766,0.181810066,0.181810792,0.181811518,South Asia,Corn -27,5,2,0,0,0,0,0.248847192,0.247835923,0.246759747,0.252201235,0.257370668,0.261471553,0.263103589,0.264486303,0.263467219,0.26231548,0.261254523,0.260416341,0.25971882,0.259172173,0.2587019,0.258313117,0.257924334,South Asia,biomass -27,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,5,4,0.119501889,0.119501896,0.119501817,0.120902936,0.122133612,0.123189281,0.124112025,0.124340867,0.124568761,0.124797077,0.125024539,0.125018756,0.125011668,0.125003958,0.124995122,0.124986556,0.1249773,0.124967581,0.124957879,0.124947367,0.124936855,South Asia,MiscCrop -27,5,5,0.095708554,0.095708136,0.095708265,0.094774728,0.094300577,0.093881114,0.093498543,0.094467006,0.095403049,0.096273421,0.097115105,0.096990726,0.09684462,0.096678044,0.096510156,0.096354359,0.096206543,0.096066158,0.095925763,0.095791449,0.095657135,South Asia,OilCrop -27,5,6,3.81E-05,3.80E-05,3.80E-05,3.49E-05,3.23E-05,3.01E-05,2.82E-05,2.73E-05,2.64E-05,2.56E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,0.0000248,South Asia,OtherGrain -27,5,7,0.557673875,0.557675138,0.557674817,0.558743635,0.559569359,0.560384867,0.561079776,0.561368442,0.561649015,0.56191993,0.562286599,0.562283863,0.562266402,0.562235778,0.562194678,0.562141107,0.56207772,0.56200379,0.561917606,0.561821988,0.56172637,South Asia,Rice -27,5,8,0.603811968,0.603811389,0.603812107,0.609672016,0.614987043,0.619765317,0.624215681,0.629382116,0.634113676,0.638419726,0.642401889,0.642399434,0.642393797,0.642386013,0.642374508,0.642364061,0.642351728,0.642338362,0.642324479,0.64230836,0.642292241,South Asia,Root_Tuber -27,5,9,0.929250372,0.929250289,0.929250201,0.929476477,0.929690629,0.929875689,0.930031301,0.932212126,0.934090847,0.935765435,0.937247767,0.937246425,0.937244236,0.937241225,0.937238134,0.937234678,0.937231123,0.937227252,0.937222948,0.937218481,0.937214014,South Asia,SugarCrop -27,5,10,0.436611041,0.43660987,0.436612563,0.442445691,0.447065111,0.450819816,0.453914986,0.455522897,0.457013266,0.458387568,0.459535026,0.459508641,0.459449656,0.459363725,0.459255819,0.459143362,0.459011293,0.458868657,0.458713708,0.458555965,0.458398222,South Asia,Wheat -27,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn -27,6,2,0,0,0,0,0.053099348,0.051756046,0.050486545,0.050110613,0.049820043,0.049530978,0.049243742,0.049510269,0.049778165,0.050047407,0.050297136,0.050506433,0.050674151,0.05082156,0.050926978,0.050990472,0.051053966,South Asia,biomass -27,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,6,4,0.060583704,0.060583952,0.060583706,0.061385899,0.062070962,0.062686882,0.063230835,0.063508057,0.063784748,0.064061486,0.06431211,0.064304544,0.064295141,0.064284975,0.064273583,0.064261776,0.06424904,0.064236507,0.064223303,0.06420924,0.064195177,South Asia,MiscCrop -27,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop -27,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,6,7,0.494452549,0.494452548,0.494452215,0.496095794,0.497505133,0.49876781,0.49987277,0.500077795,0.500249538,0.50039063,0.500485887,0.500468786,0.50040216,0.500289132,0.500130745,0.499933643,0.499694336,0.499417286,0.499097967,0.498739887,0.498381807,South Asia,Rice -27,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,SugarCrop -27,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat -27,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,7,1,0.977162324,0.97716228,0.977162521,0.97537418,0.974496912,0.973726521,0.97296171,0.972524506,0.972073361,0.971613037,0.971156889,0.970982534,0.970739119,0.970425363,0.970083798,0.969726843,0.969329568,0.968915976,0.968486367,0.968035179,0.967583991,South Asia,Corn -27,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,7,3,0.980463882,0.980468298,0.980465158,0.982326559,0.983790887,0.985012232,0.986046155,0.986566092,0.987047203,0.987491279,0.987898822,0.987936955,0.987962149,0.987975604,0.987979918,0.987975256,0.987961488,0.987940202,0.987911724,0.987878025,0.987844326,South Asia,FiberCrop -27,7,4,0.839722423,0.83972252,0.839722475,0.835818367,0.832483718,0.82963412,0.827169775,0.823586728,0.820381421,0.817512424,0.814927208,0.814892281,0.814850955,0.814806002,0.814754805,0.814702705,0.814647754,0.814591544,0.814533823,0.814473162,0.814412501,South Asia,MiscCrop -27,7,5,0.609872638,0.609869919,0.609876543,0.597772581,0.592065958,0.586865158,0.581897965,0.574385284,0.567471138,0.561029832,0.555105276,0.552772161,0.549973961,0.546724927,0.543388676,0.54021064,0.537114473,0.534111785,0.531045623,0.528069191,0.525092759,South Asia,OilCrop -27,7,6,0.445268154,0.445268229,0.445267749,0.427151133,0.41153479,0.395078018,0.377364926,0.371147353,0.363321955,0.354635725,0.344852896,0.347140465,0.347449301,0.346407307,0.343573406,0.339933162,0.334850852,0.328949716,0.322090427,0.314899489,0.307708551,South Asia,OtherGrain -27,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,7,9,0.422477745,0.422486223,0.422486673,0.43271718,0.442470673,0.451838773,0.460918242,0.475201848,0.488554095,0.501166839,0.513129308,0.513129279,0.513129268,0.513129314,0.513129412,0.51312944,0.513129562,0.513129648,0.513129487,0.513129116,0.513128745,South Asia,SugarCrop -27,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat -27,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,7,12,0.963527257,0.963554061,0.963548831,0.963548809,0.963548815,0.963548851,0.963548822,0.963548874,0.963548825,0.963548863,0.963548868,0.963548768,0.96354877,0.963548786,0.963548888,0.963548802,0.96354888,0.96354882,0.963548817,0.96354884,0.963548863,South Asia,FodderGrass -27,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,8,1,0.9785635,0.978563497,0.978563505,0.976982356,0.976200712,0.975515751,0.974840623,0.974446119,0.974042742,0.97363352,0.973230234,0.973082947,0.972877588,0.972613776,0.972327216,0.972028647,0.971697533,0.971354301,0.970998818,0.970626933,0.970255048,South Asia,Corn -27,8,2,0,0,0,0,0.650441241,0.655410587,0.659678102,0.647269441,0.645652282,0.643509703,0.641729488,0.642940166,0.643863615,0.645147662,0.646637089,0.64785108,0.648790527,0.649587884,0.650163995,0.650537115,0.650910235,South Asia,biomass -27,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,8,4,0.955082082,0.95508189,0.955082037,0.953858015,0.952829824,0.951955372,0.95118331,0.950163128,0.949265835,0.948457578,0.947721142,0.947712954,0.947703147,0.947692606,0.947680547,0.947668909,0.947656097,0.947643052,0.947629633,0.947615836,0.947602039,South Asia,MiscCrop -27,8,5,0.513614632,0.513616383,0.513614729,0.498576516,0.490942738,0.484212311,0.477861936,0.468661987,0.460441339,0.453072552,0.446271138,0.44383762,0.440940076,0.437604567,0.434209825,0.431003812,0.4279131,0.424948542,0.421947453,0.419056828,0.416166203,South Asia,OilCrop -27,8,6,0.4446394,0.444639616,0.444639087,0.430882342,0.419149434,0.407076612,0.394518842,0.389955057,0.384662891,0.378994812,0.372773168,0.374128409,0.374311748,0.373691872,0.372015512,0.369874384,0.366909074,0.363501189,0.359587106,0.35553608,0.351485054,South Asia,OtherGrain -27,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,8,9,0.890837833,0.890845771,0.890844392,0.894843158,0.898514501,0.901918346,0.905108681,0.909922853,0.914211511,0.91808719,0.921615146,0.921615259,0.921615123,0.921615243,0.921615328,0.921615256,0.921615206,0.921615333,0.921615299,0.921615176,0.921615053,South Asia,SugarCrop -27,8,10,0.769988962,0.769988791,0.769988933,0.769841393,0.769670705,0.769402806,0.769188626,0.769261033,0.769247498,0.769227909,0.76919884,0.769172728,0.7691252,0.769059708,0.768979785,0.76889684,0.768804203,0.768706941,0.768602091,0.768495722,0.768389353,South Asia,Wheat -27,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,8,12,0.992488729,0.992486386,0.992486699,0.992486693,0.992486695,0.992486694,0.992486702,0.992486693,0.992486713,0.992486674,0.992486739,0.992486697,0.992486703,0.992486665,0.992486742,0.992486693,0.992486681,0.992486701,0.992486706,0.992486724,0.992486742,South Asia,FodderGrass -27,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,9,1,0.978687594,0.978689847,0.978687678,0.978008297,0.977582431,0.977208661,0.976865958,0.976597185,0.976346952,0.976109478,0.975887877,0.975854308,0.975807904,0.975749175,0.975686476,0.975622195,0.97555214,0.975480893,0.975408648,0.975334588,0.975260528,South Asia,Corn -27,9,2,0,0,0,0,0.756191751,0.763004601,0.769230384,0.780726107,0.788822511,0.796283658,0.803241528,0.803366273,0.803342948,0.803145335,0.80301921,0.802924031,0.802792257,0.802706955,0.802679,0.802648896,0.802618792,South Asia,biomass -27,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,9,4,0.905711041,0.905712248,0.905711354,0.903587349,0.90179504,0.900278313,0.898972557,0.896905358,0.895080798,0.893472576,0.892006752,0.891996491,0.891984218,0.891970657,0.891955495,0.891940248,0.891924114,0.891907711,0.891890805,0.891873013,0.891855221,South Asia,MiscCrop -27,9,5,0.313923601,0.313923888,0.313924073,0.308224273,0.304718312,0.30166916,0.298810899,0.292935955,0.287899565,0.283439033,0.279549118,0.278995476,0.27834176,0.277597058,0.276847747,0.276147373,0.275478653,0.274843382,0.274206411,0.273598046,0.272989681,South Asia,OilCrop -27,9,6,0.461522804,0.461526474,0.461527381,0.446812939,0.434203879,0.421284708,0.407788215,0.405705932,0.402381668,0.398412313,0.393597406,0.395082637,0.395284883,0.394608081,0.392773401,0.390428185,0.387174829,0.383429942,0.379120959,0.374652396,0.370183833,South Asia,OtherGrain -27,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,9,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop -27,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat -27,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,10,1,0.429929669,0.429929499,0.429929899,0.419722908,0.411034058,0.403533615,0.397000658,0.389406915,0.382973957,0.377486133,0.372730365,0.372729894,0.372729288,0.372728943,0.372728446,0.372727609,0.372726894,0.372726274,0.372725736,0.372724659,0.372723582,South Asia,Corn -27,10,2,0,0,0,0,0.219757459,0.218142333,0.216503624,0.213309285,0.216858602,0.218242671,0.218777706,0.220403556,0.221224864,0.221134582,0.22104765,0.221001716,0.220844208,0.220742289,0.220705338,0.2206667,0.220628062,South Asia,biomass -27,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,10,4,0.049459503,0.049459452,0.049459471,0.050359123,0.051190107,0.051948732,0.052653151,0.053433236,0.054157647,0.054801722,0.055407577,0.055405335,0.055402856,0.055400115,0.055396926,0.055393728,0.055390275,0.055386943,0.055383488,0.055379643,0.055375798,South Asia,MiscCrop -27,10,5,0.07833679,0.078336809,0.078337054,0.077127464,0.075981651,0.074911291,0.073914676,0.07157489,0.069741272,0.068273975,0.067075133,0.067070631,0.067065392,0.067059854,0.067054197,0.06704887,0.067043752,0.067038982,0.067034066,0.067029772,0.067025478,South Asia,OilCrop -27,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,10,7,0.412475599,0.412475385,0.412475792,0.394486587,0.380441137,0.369143654,0.359834247,0.354545423,0.349872598,0.345703408,0.342034328,0.342032498,0.342017132,0.341993544,0.341957034,0.341911365,0.341853143,0.341786875,0.341709364,0.341622697,0.34153603,South Asia,Rice -27,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,10,9,0.822399832,0.822400733,0.822399163,0.819873618,0.817575325,0.815512139,0.813559501,0.812194774,0.810884612,0.809632407,0.808438866,0.808432254,0.808422572,0.808409923,0.808396406,0.808381871,0.80836551,0.808348413,0.808330372,0.808310891,0.80829141,South Asia,SugarCrop -27,10,10,0.919563806,0.919563813,0.919563799,0.920739723,0.921783,0.922630317,0.923315089,0.919115047,0.91532184,0.911877144,0.908718089,0.908685254,0.90861767,0.90851966,0.908398792,0.908271485,0.908125145,0.90796834,0.907797076,0.907622197,0.907447318,South Asia,Wheat -27,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,11,1,0.483104918,0.483105036,0.483105025,0.472470649,0.463456094,0.455632274,0.448784509,0.440608462,0.433719877,0.427798404,0.422629102,0.422628921,0.42262906,0.422628745,0.42262771,0.422627161,0.42262768,0.422625682,0.422626759,0.422624968,0.422623177,South Asia,Corn -27,11,2,0,0,0,0,0.224826723,0.223150802,0.22146215,0.218783485,0.221782511,0.22317599,0.223703351,0.225329127,0.226144804,0.22604507,0.225948477,0.225894208,0.225729885,0.225623333,0.225583793,0.225541863,0.225499933,South Asia,biomass -27,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,11,4,0.052114031,0.052113965,0.052113949,0.053102621,0.054020377,0.054863289,0.055627448,0.056402696,0.05714129,0.057794775,0.05838374,0.0583813,0.058378409,0.058375229,0.058371677,0.058368088,0.05836427,0.058360357,0.058356286,0.058352067,0.058347848,South Asia,MiscCrop -27,11,5,0.064700857,0.064700982,0.064701139,0.064053094,0.063449246,0.062876992,0.062334946,0.06024131,0.058609048,0.057292671,0.056229561,0.05622627,0.056222023,0.056217446,0.056212722,0.05620828,0.056204184,0.056200443,0.056196569,0.056192897,0.056189225,South Asia,OilCrop -27,11,6,0.001937024,0.001937131,0.001937062,0.001737199,0.001576725,0.001444571,0.001334286,0.001255547,0.00118601,0.001124197,0.00106928,0.001069314,0.001069322,0.001069304,0.001069271,0.001069228,0.00106918,0.001069113,0.001069037,0.001068965,0.001068893,South Asia,OtherGrain -27,11,7,0.541033323,0.541033345,0.541033734,0.522427503,0.507647875,0.495599026,0.485561607,0.479814214,0.474708327,0.470134166,0.466090681,0.466089576,0.46607504,0.466050192,0.466015043,0.465968767,0.465913669,0.465846858,0.465771194,0.465686388,0.465601582,South Asia,Rice -27,11,8,0.011806091,0.011805627,0.011805746,0.011370799,0.010970348,0.010597542,0.010250434,0.009738272,0.009275189,0.008856599,0.008478527,0.008478483,0.008478352,0.008478183,0.00847799,0.008477748,0.008477461,0.008477189,0.008476867,0.008476547,0.008476227,South Asia,Root_Tuber -27,11,9,0.784533318,0.784533677,0.784534161,0.781595629,0.778933973,0.776545112,0.77428482,0.772706766,0.771191874,0.769743507,0.768363249,0.768354437,0.76834176,0.768325345,0.768306722,0.768288235,0.768266401,0.768244386,0.76822066,0.76819462,0.76816858,South Asia,SugarCrop -27,11,10,0.909204088,0.909204076,0.909204086,0.907846288,0.906661522,0.905501398,0.904364108,0.903785817,0.903226057,0.902692464,0.902178166,0.902144078,0.902073777,0.901971708,0.901845589,0.901712732,0.901560078,0.901396061,0.901217267,0.90103451,0.900851753,South Asia,Wheat -27,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,12,1,0.150335314,0.15033522,0.150335332,0.144972126,0.140541881,0.136779518,0.133548338,0.129763522,0.12663456,0.123987844,0.121709216,0.121708702,0.121708972,0.121708913,0.121708311,0.121708393,0.121708389,0.121708309,0.121708151,0.121707924,0.121707697,South Asia,Corn -27,12,2,0,0,0,0,0.123936707,0.122829517,0.121739113,0.120137439,0.121964362,0.122665997,0.122965496,0.123925182,0.124398291,0.124320283,0.12424352,0.124197846,0.124087911,0.124016007,0.123986566,0.123956321,0.123926076,South Asia,biomass -27,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,12,4,0.051125149,0.051125118,0.051125049,0.05207362,0.052973478,0.053777872,0.054526637,0.055286585,0.055987767,0.056604952,0.057181268,0.05717842,0.057174649,0.057170622,0.057166146,0.057161533,0.057156301,0.057151143,0.057145926,0.057140198,0.05713447,South Asia,MiscCrop -27,12,5,0.068621233,0.068622028,0.068621541,0.067969918,0.067360769,0.066784108,0.06623904,0.063922397,0.06212342,0.060685682,0.059540466,0.05953778,0.05953452,0.059530685,0.059526678,0.059523167,0.059519668,0.059516191,0.059512947,0.059509864,0.059506781,South Asia,OilCrop -27,12,6,0.007509979,0.00751005,0.007510243,0.006734333,0.006113048,0.00560098,0.005173352,0.004865192,0.004592994,0.004352767,0.004137486,0.004137529,0.004137535,0.004137514,0.004137462,0.004137381,0.004137289,0.004137179,0.004137052,0.004136912,0.004136772,South Asia,OtherGrain -27,12,7,0.237530573,0.23752988,0.237530203,0.224262756,0.214139111,0.206144755,0.199654817,0.196005763,0.192803761,0.18996906,0.187488815,0.187487886,0.187480809,0.187468962,0.187450603,0.187427142,0.18739886,0.187365555,0.187327298,0.187284332,0.187241366,South Asia,Rice -27,12,8,0.005399114,0.005397569,0.005398051,0.005194829,0.005005316,0.004830916,0.004668412,0.004431428,0.004218592,0.004026253,0.003852295,0.003852107,0.003851553,0.003850935,0.003849963,0.003849068,0.003847961,0.003846859,0.003845654,0.003844229,0.003842804,South Asia,Root_Tuber -27,12,9,0.700634343,0.700635724,0.700636076,0.697047621,0.693780726,0.690858748,0.688105025,0.686188953,0.684353104,0.682602963,0.680940201,0.680931063,0.680919405,0.680906789,0.68088996,0.680873055,0.680853951,0.680834159,0.680813374,0.680790308,0.680767242,South Asia,SugarCrop -27,12,10,0.954416624,0.954416445,0.954416325,0.953720181,0.953111765,0.95251445,0.951926349,0.951623041,0.951329415,0.9510494,0.95077924,0.9507615,0.950725221,0.950671897,0.950606157,0.950536326,0.950455327,0.950368393,0.950272362,0.950174048,0.950075734,South Asia,Wheat -27,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,13,1,0.900764856,0.90076467,0.900764678,0.893048334,0.888572381,0.884679525,0.880936546,0.876044945,0.871516139,0.867305255,0.863343086,0.862761455,0.861951596,0.86091337,0.859790329,0.858624558,0.857336124,0.856005242,0.854634243,0.853207275,0.851780307,South Asia,Corn -27,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,13,4,0.51120013,0.511181192,0.511187491,0.520891355,0.529497677,0.53711757,0.543965289,0.547871933,0.55133113,0.554567552,0.557364083,0.557303092,0.557230753,0.557151267,0.557061965,0.556972078,0.556876182,0.556778762,0.556678368,0.556572059,0.55646575,South Asia,MiscCrop -27,13,5,0.003398058,0.003179191,0.003396547,0.003342437,0.003292071,0.003245239,0.003201855,0.003151677,0.003111496,0.003078316,0.003050707,0.003050704,0.003050713,0.0030507,0.0030507,0.003050687,0.003050709,0.003050696,0.003050682,0.0030507,0.003050718,South Asia,OilCrop -27,13,6,0.440787181,0.44078697,0.440786797,0.426773144,0.414688858,0.403349192,0.392489647,0.390966335,0.389045272,0.38697657,0.38458327,0.385169249,0.385251821,0.384987244,0.384268652,0.383351636,0.382085156,0.380635712,0.378978477,0.377274458,0.375570439,South Asia,OtherGrain -27,13,7,0.953433339,0.953434025,0.953431973,0.948614403,0.94413238,0.940000116,0.936089273,0.933883683,0.931724368,0.929620576,0.927518311,0.927479354,0.927315441,0.927047246,0.926659596,0.926173573,0.925577096,0.92487825,0.924059969,0.923119199,0.922178429,South Asia,Rice -27,13,8,0.314032647,0.314031487,0.314031766,0.316274163,0.318337528,0.320219794,0.322014491,0.318997312,0.316274008,0.313748569,0.311512097,0.311511858,0.311511283,0.31151144,0.311510258,0.311509852,0.311509318,0.311508801,0.311508224,0.311507619,0.311507014,South Asia,Root_Tuber -27,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop -27,13,10,0.696411292,0.696410482,0.696411415,0.696366229,0.696306344,0.696232622,0.696142876,0.696182393,0.696125159,0.696065601,0.695998184,0.695981529,0.695951643,0.695908768,0.695857323,0.695804304,0.69574357,0.695680367,0.6956124,0.695542507,0.695472614,South Asia,Wheat -27,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,13,12,0.97656249,0.976020732,0.976232912,0.976232903,0.976232924,0.976232893,0.976232918,0.976232903,0.976232891,0.976232956,0.976232915,0.976232899,0.976232878,0.97623292,0.976232879,0.97623295,0.976232916,0.976232901,0.976232927,0.976232937,0.976232947,South Asia,FodderGrass -27,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,14,1,0.408826889,0.408826777,0.408826974,0.389891563,0.379203599,0.370239634,0.362077628,0.351250068,0.341689839,0.333261072,0.325725866,0.324833047,0.323595724,0.32202116,0.320335146,0.318602928,0.316708848,0.314774796,0.312808198,0.310790801,0.308773404,South Asia,Corn -27,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,14,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,14,4,0.204147697,0.204147662,0.204145647,0.210401744,0.216133528,0.221307042,0.226036461,0.228812886,0.23129811,0.233567055,0.235690584,0.235653538,0.235610021,0.235561889,0.235508585,0.23545412,0.235396764,0.235339194,0.235279337,0.235215143,0.235150949,South Asia,MiscCrop -27,14,5,0.009891987,0.009890415,0.00988907,0.00981254,0.009736618,0.009665444,0.009598904,0.009182087,0.008864438,0.008611798,0.008412334,0.008412354,0.008412326,0.008412306,0.0084123,0.008412304,0.008412295,0.008412284,0.008412292,0.008412286,0.00841228,South Asia,OilCrop -27,14,6,0.248373585,0.248372368,0.248373527,0.233110021,0.220607679,0.209665075,0.200000927,0.199005396,0.197819503,0.196571683,0.195226311,0.195519858,0.195565178,0.195439954,0.195092371,0.194647855,0.194033073,0.19333128,0.192533607,0.191717166,0.190900725,South Asia,OtherGrain -27,14,7,0.715145319,0.715144959,0.715145666,0.695382789,0.678550956,0.663995004,0.651005143,0.643797108,0.637060431,0.630809528,0.624785224,0.624729023,0.624409346,0.623869861,0.623081319,0.622093737,0.620878524,0.619461107,0.617820031,0.615961257,0.614102483,South Asia,Rice -27,14,8,0.447485235,0.447485079,0.447484735,0.450054795,0.452413765,0.454561028,0.456602919,0.453167706,0.450056313,0.447161228,0.444589836,0.444589908,0.444589351,0.44458928,0.444588948,0.444588441,0.444587843,0.444587462,0.444586835,0.44458612,0.444585405,South Asia,Root_Tuber -27,14,9,0.680309604,0.680301645,0.680332334,0.676187723,0.672618375,0.669395702,0.666332913,0.664178178,0.662091138,0.660082405,0.658149627,0.658114795,0.658062973,0.657998404,0.657924884,0.657846355,0.657759623,0.65766995,0.657574973,0.657467527,0.657360081,South Asia,SugarCrop -27,14,10,0.996894111,0.996894121,0.996894202,0.996783216,0.996680876,0.996585367,0.996497432,0.996680798,0.996829002,0.996951136,0.997053446,0.997053241,0.997052842,0.997052288,0.997051631,0.997050951,0.997050161,0.99704936,0.997048498,0.997047598,0.997046698,South Asia,Wheat -27,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,14,12,0.968150344,0.968220616,0.968215746,0.968215784,0.968215787,0.968215716,0.968215693,0.968215704,0.968215738,0.968215798,0.968215721,0.968215811,0.968215817,0.968215748,0.968215653,0.968215629,0.968215842,0.968215682,0.968215656,0.968215596,0.968215536,South Asia,FodderGrass -27,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,15,1,0.06501323,0.065012495,0.065012518,0.062465958,0.060377779,0.058614291,0.057106849,0.055349025,0.053903474,0.05268467,0.051638581,0.051638502,0.051638035,0.051637536,0.051637167,0.051636513,0.051636139,0.051635451,0.051634813,0.051634307,0.051633801,South Asia,Corn -27,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,15,4,0.013835235,0.013835369,0.013834623,0.014107993,0.014362177,0.014595956,0.014814531,0.015049371,0.015268326,0.015464111,0.015642341,0.015641736,0.015641026,0.015640247,0.015639372,0.015638514,0.015637562,0.015636613,0.015635671,0.015634628,0.015633585,South Asia,MiscCrop -27,15,5,0.016930447,0.016935934,0.016934146,0.016732245,0.016539858,0.016356624,0.016189258,0.015732589,0.015371686,0.01508189,0.014847341,0.014847319,0.014847318,0.014847305,0.014847289,0.014847254,0.014847243,0.014847244,0.014847236,0.01484724,0.014847244,South Asia,OilCrop -27,15,6,0.000572259,0.000572386,0.000573031,0.000513506,0.000465897,0.0004267,0.000393996,0.000370435,0.000349637,0.000331293,0.000314858,0.000314858,0.000314859,0.000314859,0.00031486,0.00031486,0.000314859,0.000314859,0.00031486,0.000314858,0.000314856,South Asia,OtherGrain -27,15,7,0.195162908,0.195162612,0.195162645,0.183686093,0.174972311,0.168115405,0.162561824,0.159446505,0.156714772,0.154296189,0.152177728,0.152176905,0.15216675,0.152149275,0.152123415,0.152090798,0.152050505,0.152003402,0.151949414,0.151888831,0.151828248,South Asia,Rice -27,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,15,9,0.664757505,0.664799433,0.664811759,0.660774059,0.657211275,0.654011128,0.650982054,0.648864056,0.646824644,0.644869419,0.642999445,0.642977964,0.642944143,0.642902849,0.642854021,0.642805612,0.642749875,0.642692451,0.642631115,0.642560971,0.642490827,South Asia,SugarCrop -27,15,10,0.973213144,0.973213054,0.973211874,0.972787501,0.972417348,0.972055168,0.971700441,0.971518381,0.971342348,0.971174617,0.971013335,0.971002929,0.970981669,0.970950619,0.970912336,0.970872143,0.970825821,0.97077618,0.970721937,0.970666708,0.970611479,South Asia,Wheat -27,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,16,1,0.007241126,0.007240768,0.007240459,0.006937781,0.006691875,0.006485026,0.006308649,0.006104211,0.005936462,0.005795378,0.005674482,0.005674303,0.005674021,0.005673708,0.005673362,0.005672991,0.005672579,0.005672189,0.005671782,0.005671388,0.005670994,South Asia,Corn -27,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,16,4,0.003838268,0.003839458,0.003839776,0.003921504,0.003998072,0.004069096,0.004134242,0.004224144,0.004308557,0.004385229,0.004457459,0.004457287,0.004457076,0.004456825,0.00445656,0.004456296,0.004456016,0.004455718,0.004455415,0.004455117,0.004454819,South Asia,MiscCrop -27,16,5,0.006025173,0.006021052,0.006019701,0.005972944,0.005926541,0.00588305,0.005842405,0.005587788,0.005393809,0.005239557,0.005117772,0.005117784,0.005117781,0.005117774,0.005117768,0.005117791,0.005117786,0.005117762,0.005117783,0.005117765,0.005117747,South Asia,OilCrop -27,16,6,0.052706235,0.052706514,0.052706154,0.047917394,0.043977223,0.040680229,0.037869741,0.036204027,0.034694778,0.033301833,0.032029667,0.032031101,0.03203137,0.032030772,0.032029021,0.032026905,0.032023961,0.032020486,0.032016673,0.032012692,0.032008711,South Asia,OtherGrain -27,16,7,0.708556955,0.708556827,0.70855786,0.692862711,0.680059733,0.669388495,0.660312655,0.65505331,0.650315666,0.646012136,0.642140386,0.642132583,0.642080031,0.64198966,0.641857073,0.641690375,0.641486008,0.641247511,0.640973324,0.640664998,0.640356672,South Asia,Rice -27,16,8,0.114805372,0.114806303,0.114803425,0.110815604,0.107109019,0.103631634,0.100408294,0.095705103,0.091441562,0.087554947,0.084012804,0.084009411,0.084000031,0.083988429,0.083971352,0.083954892,0.08393511,0.08391566,0.083893722,0.083869079,0.083844436,South Asia,Root_Tuber -27,16,9,0.692259278,0.692213362,0.692251457,0.68707092,0.683084721,0.679401762,0.675840563,0.673279202,0.670738004,0.66824492,0.66579585,0.66569144,0.665539669,0.66534394,0.665125099,0.664893802,0.664636532,0.664369676,0.664087724,0.663768909,0.663450094,South Asia,SugarCrop -27,16,10,0.743956865,0.743957852,0.743958522,0.741017886,0.738483039,0.736036508,0.733673667,0.732427068,0.731233015,0.730104372,0.729029108,0.728966282,0.728841225,0.728657803,0.728431986,0.728195154,0.727923174,0.72763328,0.727316157,0.726992743,0.726669329,South Asia,Wheat -27,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -28,10,1,0.403817354,0.403817186,0.403817696,0.405287719,0.406654587,0.408021273,0.409285736,0.408757455,0.408228909,0.407700787,0.407278626,0.407278709,0.407278815,0.407278465,0.407278697,0.407277957,0.407278447,0.407278683,0.407278493,0.407278662,0.407278831,South Korea,Corn -28,10,2,0,0,0,0,0.217203869,0.218317313,0.21936025,0.219585249,0.217573226,0.216756949,0.216238598,0.217202351,0.218542153,0.219887186,0.221163365,0.222294654,0.222822918,0.223049186,0.223275991,0.223428863,0.223581735,South Korea,biomass -28,10,3,0.192443599,0.192241378,0.193103446,0.193103615,0.193104051,0.193103906,0.193103787,0.193103785,0.193103751,0.193103248,0.193103096,0.193103311,0.193103476,0.193102759,0.193103536,0.193103982,0.193103722,0.19310305,0.193103933,0.193103098,0.193102263,South Korea,FiberCrop -28,10,4,0.326381034,0.326379783,0.326380578,0.326283108,0.326089645,0.325896381,0.325798104,0.326564939,0.3272358,0.327907556,0.328676169,0.328675404,0.328673604,0.328672786,0.328671153,0.328669743,0.328668256,0.328666399,0.328665142,0.328663324,0.328661506,South Korea,MiscCrop -28,10,5,0.290279166,0.290278483,0.290279278,0.290334192,0.290413273,0.290402646,0.290483031,0.290384571,0.290376023,0.290367929,0.290269772,0.290262329,0.290254301,0.290244724,0.290236175,0.290226753,0.290219131,0.290211603,0.290203837,0.290196846,0.290189855,South Korea,OilCrop -28,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain -28,10,7,0.704700248,0.704699926,0.704699556,0.704336313,0.703962378,0.703585469,0.703203546,0.702827686,0.702449408,0.702068042,0.70168149,0.701680666,0.701675229,0.701664571,0.701650957,0.701633087,0.70161208,0.7015887,0.701559927,0.701528705,0.701497483,South Korea,Rice -28,10,8,0.786550872,0.786551603,0.78655127,0.790015704,0.793156833,0.795982598,0.798502555,0.795813971,0.79317046,0.790502007,0.787734298,0.78773375,0.787733664,0.787732632,0.787732078,0.787730586,0.787729945,0.787728583,0.787727686,0.787726645,0.787725604,South Korea,Root_Tuber -28,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop -28,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat -28,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb -28,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass -28,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit -28,11,1,0.13558632,0.135585805,0.135586178,0.136302932,0.136971282,0.137642329,0.138264268,0.138004148,0.137744213,0.137484829,0.137277623,0.137277576,0.137277589,0.13727767,0.137277581,0.137277472,0.137277641,0.13727759,0.137277536,0.137277453,0.13727737,South Korea,Corn -28,11,2,0,0,0,0,0.195944889,0.197046031,0.19801328,0.19849954,0.198986529,0.198430798,0.198221878,0.199126125,0.200382919,0.200592264,0.200802316,0.201012425,0.20164456,0.202489639,0.203196238,0.203762721,0.204329204,South Korea,biomass -28,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FiberCrop -28,11,4,0.24369326,0.243692567,0.243692372,0.243771588,0.243849969,0.243848336,0.243925745,0.244489394,0.245053001,0.245616928,0.246182309,0.246181978,0.246181104,0.246179871,0.246177824,0.246176784,0.246175022,0.246174289,0.246171946,0.246171675,0.246171404,South Korea,MiscCrop -28,11,5,0.259105923,0.259106447,0.259106164,0.259137433,0.25920388,0.259188636,0.259256871,0.259160303,0.25906319,0.259050054,0.258952008,0.258940719,0.258927888,0.258912814,0.258898664,0.258884454,0.258870385,0.258858782,0.258845785,0.258833917,0.258822049,South Korea,OilCrop -28,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain -28,11,7,0.703284377,0.703284664,0.703284662,0.702920194,0.702543369,0.702161333,0.70177467,0.701395412,0.701012517,0.700626815,0.700234765,0.700232992,0.70022563,0.700212817,0.700195393,0.700175647,0.700147833,0.700118783,0.700082938,0.700044108,0.700005278,South Korea,Rice -28,11,8,0.69699494,0.696995821,0.696995337,0.692511718,0.68863566,0.685101664,0.682104859,0.686371647,0.690700806,0.695181784,0.699812151,0.699811198,0.699810974,0.699811066,0.699809683,0.69980745,0.699806766,0.699805861,0.6998043,0.699801955,0.69979961,South Korea,Root_Tuber -28,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop -28,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat -28,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb -28,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass -28,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit -29,4,1,4.63E-05,4.63E-05,4.63E-05,4.51E-05,4.41E-05,4.31E-05,4.22E-05,4.19E-05,4.15E-05,4.12E-05,4.10E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.08E-05,4.08E-05,4.08E-05,0.0000408,Southeast Asia,Corn -29,4,2,0,0,0,0,0.147325983,0.144907726,0.142532129,0.141261635,0.139456662,0.138417557,0.13922134,0.138506404,0.138243811,0.137898619,0.137607455,0.137609059,0.137748255,0.137877227,0.138000362,0.13801917,0.138037978,Southeast Asia,biomass -29,4,3,0.196251024,0.196251263,0.196252108,0.192518266,0.189099235,0.185988248,0.183045561,0.180729091,0.178750716,0.176977633,0.17540532,0.175407092,0.175408634,0.175409212,0.17540907,0.175409062,0.175408327,0.175407066,0.175405029,0.17540343,0.175401831,Southeast Asia,FiberCrop -29,4,4,0.117499614,0.117499502,0.117499462,0.117768626,0.117984647,0.118153149,0.118319617,0.118699667,0.119028997,0.119312287,0.119591834,0.119565297,0.119533174,0.119498832,0.119459724,0.119421287,0.119379824,0.11933883,0.119295689,0.119250512,0.119205335,Southeast Asia,MiscCrop -29,4,5,0.031984324,0.031984358,0.031984288,0.03106581,0.030198438,0.029379287,0.028605772,0.027513208,0.026506061,0.025577878,0.024712806,0.024712739,0.024712736,0.02471279,0.024712802,0.024712743,0.02471281,0.024712793,0.024712754,0.024712749,0.024712744,Southeast Asia,OilCrop -29,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,4,7,0.36276898,0.362769173,0.362769019,0.363117744,0.363459005,0.363678998,0.363873615,0.361194071,0.358607062,0.356110633,0.353797395,0.353796397,0.353767894,0.353715771,0.353638036,0.353539434,0.353416334,0.353271853,0.353105616,0.352918414,0.352731212,Southeast Asia,Rice -29,4,8,0.000544307,0.000544297,0.000544302,0.000501513,0.000465274,0.000434262,0.000407414,0.000414434,0.000421764,0.000429408,0.000437385,0.000437384,0.000437384,0.000437387,0.000437385,0.000437384,0.000437388,0.000437387,0.000437384,0.000437387,0.00043739,Southeast Asia,Root_Tuber -29,4,9,0.670286026,0.670286194,0.670285919,0.667757818,0.665684669,0.663793486,0.662179925,0.661442057,0.660698962,0.660049198,0.65939469,0.659386577,0.659373741,0.659356622,0.659338671,0.65931979,0.659297831,0.659276093,0.659252445,0.659224893,0.659197341,Southeast Asia,SugarCrop -29,4,10,0.598623779,0.598623401,0.598624509,0.599231333,0.599631444,0.599846943,0.599762999,0.601312681,0.602411624,0.6032842,0.603917259,0.603833367,0.603665728,0.603423866,0.603128252,0.602817205,0.602463148,0.602081019,0.601666388,0.601244766,0.600823144,Southeast Asia,Wheat -29,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,4,13,0.000283385,0.000283376,0.000283389,0.000272972,0.000263392,0.000254481,0.000246193,0.000235198,0.000225181,0.000216058,0.000207664,0.000206759,0.000205856,0.000204958,0.000204064,0.000203174,0.000202288,0.000201405,0.000200527,0.000199652,0.000198777,Southeast Asia,PalmFruit -29,5,1,0.057745757,0.057745755,0.057745686,0.057265192,0.056817316,0.056396421,0.056001277,0.055908656,0.055815833,0.055745828,0.055676123,0.05567544,0.055673795,0.055672638,0.055670862,0.055669234,0.055667785,0.055665867,0.055664073,0.055662403,0.055660733,Southeast Asia,Corn -29,5,2,0,0,0,0,0.149391199,0.147766459,0.146183804,0.146589994,0.148072461,0.150709864,0.151489045,0.151518792,0.151486349,0.151324232,0.150883113,0.150427722,0.150012584,0.149645265,0.14932908,0.149068067,0.148807054,Southeast Asia,biomass -29,5,3,0.33556144,0.335561235,0.335561706,0.330265697,0.325481684,0.321111374,0.317053222,0.316208394,0.315458771,0.314801486,0.314241285,0.314242519,0.314244534,0.314243949,0.314244277,0.314244587,0.314243249,0.314241561,0.314241192,0.314237643,0.314234094,Southeast Asia,FiberCrop -29,5,4,0.153154302,0.153154529,0.15315439,0.154773625,0.156233835,0.157589644,0.158838114,0.15801627,0.157252877,0.15654917,0.155903303,0.155893659,0.155882446,0.155869986,0.155856061,0.155841985,0.155826935,0.155811597,0.155795761,0.155778885,0.155762009,Southeast Asia,MiscCrop -29,5,5,0.003327164,0.003327166,0.00332717,0.003195526,0.003074393,0.002962972,0.002859271,0.002690998,0.002542422,0.002410333,0.002292002,0.002292006,0.002292008,0.002292007,0.002292008,0.002292002,0.002292008,0.002292002,0.002292004,0.002292005,0.002292006,Southeast Asia,OilCrop -29,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,5,7,0.409790476,0.409790449,0.409790437,0.415129569,0.420159191,0.424872728,0.429262831,0.430602098,0.431823647,0.432927541,0.433907731,0.43390616,0.433883919,0.433845205,0.433787697,0.433714881,0.433624313,0.433518721,0.433396784,0.433259305,0.433121826,Southeast Asia,Rice -29,5,8,0.018480707,0.018480685,0.018480689,0.01764961,0.016912482,0.016260843,0.015673745,0.015897867,0.016125166,0.016362807,0.016603709,0.016603803,0.016603696,0.016603593,0.016603583,0.016603583,0.016603489,0.016603518,0.016603343,0.016603327,0.016603311,Southeast Asia,Root_Tuber -29,5,9,0.551195768,0.551195662,0.551195396,0.552378393,0.553511295,0.554429011,0.555344257,0.555628468,0.55590821,0.556186413,0.556463352,0.556457608,0.556447944,0.556437598,0.556426118,0.556412081,0.556397495,0.556382161,0.556365783,0.55634858,0.556331377,Southeast Asia,SugarCrop -29,5,10,0.783393115,0.783392468,0.783393927,0.784173523,0.784807862,0.785257671,0.785517851,0.786813611,0.787800388,0.788632116,0.789301691,0.78926177,0.789182238,0.789066942,0.78892573,0.788777901,0.788607657,0.788426716,0.788229019,0.788028637,0.787828255,Southeast Asia,Wheat -29,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,5,13,0.000157763,0.000157757,0.000157763,0.000153022,0.000148617,0.000144464,0.00014055,0.000136148,0.000132056,0.000128199,0.000124562,0.000124019,0.000123478,0.000122939,0.000122403,0.000121869,0.000121337,0.000120808,0.000120281,0.000119756,0.000119231,Southeast Asia,PalmFruit -29,6,1,0.019922306,0.019922382,0.01992232,0.019395359,0.018914184,0.018483974,0.018094027,0.017713226,0.01736965,0.017061525,0.016787255,0.016787227,0.016787162,0.016787153,0.016787075,0.016787014,0.016786951,0.016786891,0.016786821,0.016786767,0.016786713,Southeast Asia,Corn -29,6,2,0,0,0,0,0.084635611,0.0847604,0.084843181,0.083209617,0.084440806,0.085062504,0.085287711,0.085115457,0.085149906,0.085249521,0.085315795,0.085373972,0.085083168,0.084788741,0.084627968,0.084467018,0.084306068,Southeast Asia,biomass -29,6,3,0.106105865,0.10610588,0.106105802,0.107593704,0.108932617,0.110201291,0.111354952,0.11157051,0.111743393,0.111916151,0.112132857,0.112133197,0.112133151,0.11213303,0.112133112,0.112132929,0.112133551,0.112133435,0.112132722,0.112132329,0.112131936,Southeast Asia,FiberCrop -29,6,4,0.083806206,0.083806199,0.083806332,0.085306754,0.086727376,0.088064473,0.089278339,0.088602723,0.087964506,0.087364775,0.086801992,0.086795511,0.086788261,0.086779884,0.08677083,0.086761573,0.086750958,0.086740475,0.086730096,0.086718202,0.086706308,Southeast Asia,MiscCrop -29,6,5,0.006932235,0.006932237,0.006932236,0.006760212,0.006598145,0.006442696,0.006296322,0.006095051,0.005907839,0.005731303,0.005567182,0.005567189,0.005567184,0.005567186,0.0055672,0.005567187,0.005567202,0.005567203,0.005567189,0.005567171,0.005567153,Southeast Asia,OilCrop -29,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,6,7,0.436068329,0.436069114,0.436069531,0.443217957,0.449934396,0.456114295,0.461856067,0.466671569,0.471155874,0.475414327,0.479331804,0.479327805,0.479301165,0.47925633,0.479190145,0.479106724,0.479004304,0.478883691,0.478746202,0.478591206,0.47843621,Southeast Asia,Rice -29,6,8,0.007531349,0.007531353,0.007531355,0.007207515,0.006921159,0.006666134,0.006437007,0.006561326,0.006690914,0.00682306,0.006957771,0.006957778,0.006957755,0.006957727,0.00695771,0.006957684,0.006957644,0.006957627,0.006957574,0.006957528,0.006957482,Southeast Asia,Root_Tuber -29,6,9,0.501393684,0.501393214,0.501393668,0.499591167,0.498045024,0.496604281,0.495270052,0.494589786,0.493908665,0.49322432,0.49253618,0.492533371,0.492526631,0.492519274,0.492511552,0.492501117,0.492491071,0.492480924,0.492470267,0.492456833,0.492443399,Southeast Asia,SugarCrop -29,6,10,0.088331761,0.088298963,0.088315963,0.087506098,0.086632967,0.085542187,0.084215161,0.084332757,0.084251756,0.08410206,0.08382237,0.083694076,0.083436083,0.083063086,0.082602251,0.082116368,0.081556793,0.080954991,0.080295651,0.079619779,0.078943907,Southeast Asia,Wheat -29,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,6,13,7.61E-07,7.61E-07,7.61E-07,7.40E-07,7.20E-07,7.02E-07,6.84E-07,6.24E-07,5.75E-07,5.33E-07,4.97E-07,4.95E-07,4.93E-07,4.91E-07,4.89E-07,4.87E-07,4.84E-07,4.82E-07,4.80E-07,4.78E-07,0.000000476,Southeast Asia,PalmFruit -29,9,1,0.865055292,0.86505576,0.865055436,0.865004469,0.864953248,0.864902692,0.864851634,0.86474993,0.864698791,0.86464788,0.864596167,0.864596509,0.864596057,0.864597303,0.864596798,0.86459711,0.864597047,0.864596301,0.864595823,0.864596793,0.864597763,Southeast Asia,Corn -29,9,2,0,0,0,0,0.272797362,0.272822623,0.272782201,0.271945811,0.271094336,0.271600591,0.272465373,0.274183927,0.27446701,0.27460437,0.27465562,0.274693373,0.274979808,0.275433258,0.275884553,0.276334504,0.276784455,Southeast Asia,biomass -29,9,3,0.317916445,0.317941185,0.317940552,0.308390858,0.299457224,0.291119642,0.28327328,0.279652865,0.276148528,0.272670755,0.269306842,0.26930657,0.269306952,0.269306845,0.269306805,0.269307094,0.269306835,0.269306744,0.26930676,0.269306683,0.269306606,Southeast Asia,FiberCrop -29,9,4,0.411503034,0.411502834,0.411503114,0.404813981,0.398882594,0.393595239,0.388742042,0.393937451,0.399050535,0.403977054,0.40881705,0.408817067,0.408815288,0.40881271,0.408810204,0.408808808,0.408805247,0.40880372,0.408801367,0.408798792,0.408796217,Southeast Asia,MiscCrop -29,9,5,0.310904731,0.310904512,0.31090434,0.308397638,0.306178888,0.304153128,0.302225047,0.300849923,0.299569792,0.298383569,0.297199341,0.297198961,0.297198134,0.297197774,0.297197141,0.297195923,0.297195291,0.297194596,0.297194491,0.297193693,0.297192895,Southeast Asia,OilCrop -29,9,6,0.026202163,0.026203868,0.026204123,0.026066944,0.025944954,0.025822693,0.025711174,0.025114137,0.024570861,0.024069168,0.023616866,0.023618595,0.023618849,0.023618168,0.023616196,0.023613696,0.02361023,0.02360624,0.023601693,0.023597099,0.023592505,Southeast Asia,OtherGrain -29,9,7,0.998794208,0.998794967,0.998794557,0.998770191,0.998747463,0.998725906,0.99870615,0.998683386,0.998662485,0.998642957,0.998624864,0.998624856,0.998624777,0.998624625,0.998624398,0.998624118,0.998623759,0.998623343,0.998622859,0.998622326,0.998621793,Southeast Asia,Rice -29,9,8,0.55012184,0.550120232,0.550120663,0.552460508,0.554586794,0.556393476,0.558092701,0.554420362,0.550632183,0.546837683,0.543038637,0.543038019,0.543036358,0.543034999,0.543032839,0.54303029,0.5430279,0.54302575,0.543022862,0.543019555,0.543016248,Southeast Asia,Root_Tuber -29,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Southeast Asia,Wheat -29,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -29,10,1,0.667498927,0.667499448,0.667498175,0.667106165,0.666814267,0.666521839,0.666230096,0.66593845,0.665744193,0.665451841,0.665257956,0.665257574,0.665256738,0.665255018,0.665255027,0.665253989,0.665253145,0.665252055,0.665250744,0.665249619,0.665248494,Southeast Asia,Corn -29,10,2,0,0,0,0,0.286515273,0.285584642,0.284583519,0.283530086,0.284738491,0.284038454,0.282485748,0.281810375,0.283579155,0.285745784,0.286674136,0.287035689,0.28700761,0.286783986,0.286459388,0.286046078,0.285632768,Southeast Asia,biomass -29,10,3,0.165671112,0.165671085,0.165670259,0.166391345,0.167052992,0.167595511,0.168140153,0.168992776,0.169787895,0.170525328,0.171264278,0.171266996,0.171267931,0.171269105,0.171269645,0.171268897,0.171268282,0.17126735,0.171265082,0.171263963,0.171262844,Southeast Asia,FiberCrop -29,10,4,0.352174998,0.352175492,0.352175879,0.349018683,0.346166726,0.343618171,0.341369162,0.34264213,0.343817881,0.344996471,0.346077875,0.346075844,0.346073661,0.346070881,0.3460685,0.346065491,0.346063775,0.346059467,0.346057981,0.346054362,0.346050743,Southeast Asia,MiscCrop -29,10,5,0.350473777,0.350474118,0.35047297,0.347907797,0.34564733,0.343489086,0.341532201,0.340064946,0.338698698,0.337432443,0.336265526,0.33626489,0.3362659,0.33626412,0.336264451,0.336264509,0.336264402,0.336263825,0.336263467,0.336262953,0.336262439,Southeast Asia,OilCrop -29,10,6,0.062088127,0.06208836,0.062088473,0.06166967,0.061293056,0.060915619,0.060561687,0.059411174,0.058347068,0.057370089,0.056475108,0.056482173,0.056483498,0.056480511,0.056472393,0.056461467,0.056446296,0.056429329,0.056409641,0.05638976,0.056369879,Southeast Asia,OtherGrain -29,10,7,0.922326322,0.922326521,0.922326419,0.921721656,0.92117363,0.920648524,0.920145972,0.91961946,0.919118152,0.918641977,0.918222557,0.918222552,0.91821541,0.918202744,0.918184041,0.918160057,0.918130381,0.918095186,0.918054868,0.918009601,0.917964334,Southeast Asia,Rice -29,10,8,0.525553542,0.525553203,0.525553353,0.527050091,0.52833156,0.529399265,0.530466514,0.527956016,0.525442825,0.522928018,0.52030176,0.520301231,0.520299801,0.520298206,0.520295255,0.520292987,0.520290085,0.520287104,0.520283812,0.520279645,0.520275478,Southeast Asia,Root_Tuber -29,10,9,0.048104158,0.048105495,0.048106937,0.046997277,0.046099436,0.045347275,0.044697923,0.045051335,0.045388682,0.045690578,0.045975471,0.045975424,0.045975354,0.045975366,0.045975476,0.045975457,0.045975589,0.045975387,0.04597539,0.045975443,0.045975496,Southeast Asia,SugarCrop -29,10,10,0.79298993,0.792989501,0.792989444,0.791656871,0.790399025,0.789120138,0.787963827,0.786597989,0.785364564,0.784195214,0.783088032,0.783072956,0.783042697,0.782997073,0.782941684,0.782882942,0.782814566,0.782741624,0.782662301,0.782581927,0.782501553,Southeast Asia,Wheat -29,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,10,13,0.01018765,0.010189036,0.010193941,0.009814307,0.009460924,0.009135841,0.0088332,0.008416635,0.00804024,0.00769707,0.007384294,0.007352299,0.007320463,0.007288751,0.007257184,0.007225746,0.007194441,0.007163271,0.007132239,0.007101314,0.007070389,Southeast Asia,PalmFruit -29,11,1,0.062151874,0.062151856,0.062151809,0.062120032,0.062092444,0.062039956,0.062012792,0.061708729,0.061405835,0.061104316,0.060828998,0.060828488,0.060827863,0.060826884,0.060825984,0.060824915,0.060823881,0.060822679,0.060821616,0.060820424,0.060819232,Southeast Asia,Corn -29,11,2,0,0,0,0,0.050378535,0.050030119,0.04968939,0.049489534,0.049022768,0.049080473,0.049508338,0.049544292,0.04956899,0.049580285,0.0496125,0.049621075,0.049626764,0.049630839,0.049634054,0.049637025,0.049639996,Southeast Asia,biomass -29,11,3,0.436603198,0.436602868,0.436602786,0.431809675,0.427448818,0.423415071,0.419601709,0.419705474,0.419809774,0.419914415,0.420018453,0.420021265,0.420021813,0.420022293,0.420023467,0.420023518,0.420021629,0.420020297,0.420017665,0.420015264,0.420012863,Southeast Asia,FiberCrop -29,11,4,0.089398499,0.089398352,0.08939827,0.088336586,0.087388089,0.086516472,0.085719711,0.086603142,0.087459591,0.088253313,0.089017733,0.089012565,0.089006276,0.088999522,0.088991896,0.088984119,0.088975839,0.088967238,0.088958821,0.088949399,0.088939977,Southeast Asia,MiscCrop -29,11,5,0.001295615,0.001295541,0.001295559,0.00122711,0.001165794,0.001110894,0.001061321,0.000994033,0.000935424,0.000883695,0.000837714,0.000837708,0.000837712,0.000837711,0.000837711,0.000837712,0.000837715,0.000837713,0.000837711,0.000837712,0.000837713,Southeast Asia,OilCrop -29,11,6,0.002290709,0.002290543,0.002290489,0.002212157,0.002139279,0.002071495,0.002008455,0.001949041,0.00189384,0.001841795,0.001792732,0.001792732,0.001792732,0.001792732,0.001792727,0.00179272,0.001792714,0.001792706,0.001792696,0.00179269,0.001792684,Southeast Asia,OtherGrain -29,11,7,0.36095388,0.360954216,0.360954612,0.3580327,0.355219038,0.352609441,0.350197463,0.347911053,0.345822539,0.34383333,0.342037554,0.342037396,0.342028875,0.342013892,0.341993038,0.341964233,0.341929357,0.341888562,0.341841066,0.341788026,0.341734986,Southeast Asia,Rice -29,11,8,0.077745987,0.077745744,0.077746046,0.077312698,0.076912385,0.07657433,0.076268277,0.080249736,0.084186428,0.088054697,0.0918652,0.091865067,0.091864963,0.091864544,0.091864803,0.091864268,0.091864302,0.091864041,0.091863624,0.09186321,0.091862796,Southeast Asia,Root_Tuber -29,11,9,0.599159657,0.599159853,0.599159252,0.598840871,0.598420013,0.59810406,0.597789386,0.597889821,0.597993005,0.59809542,0.598197495,0.59819713,0.598196375,0.598195629,0.598195432,0.598194229,0.598193679,0.598192668,0.598191664,0.598190594,0.598189524,Southeast Asia,SugarCrop -29,11,10,0.682789136,0.682788817,0.682789153,0.689709683,0.695818507,0.701313014,0.706208239,0.717411942,0.726824376,0.73495654,0.741942386,0.741937786,0.741927845,0.741913553,0.741894993,0.741875993,0.741854043,0.741830683,0.741806132,0.741780833,0.741755534,Southeast Asia,Wheat -29,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,11,13,0.005653529,0.005665676,0.005662297,0.005586567,0.00551184,0.005440466,0.00537002,0.005252439,0.005139642,0.005033619,0.004931922,0.004910517,0.004889197,0.004867978,0.00484683,0.004825789,0.004804826,0.004783964,0.004763185,0.004742513,0.004721841,Southeast Asia,PalmFruit -29,12,1,0.039284554,0.03928472,0.039284761,0.039498475,0.039697121,0.039913664,0.040114509,0.039880556,0.039664802,0.039466059,0.039285162,0.039284931,0.039285083,0.039284647,0.039284637,0.039284607,0.039284405,0.039284089,0.039284161,0.039283684,0.039283207,Southeast Asia,Corn -29,12,2,0,0,0,0,0.072248887,0.072586833,0.072920362,0.074263216,0.07541478,0.076336259,0.077330974,0.077657028,0.078074256,0.078015751,0.077894656,0.07780363,0.077712489,0.077650904,0.077558847,0.077466066,0.077373285,Southeast Asia,biomass -29,12,3,0.748337412,0.748337601,0.748337467,0.744557358,0.740989733,0.737640095,0.734516796,0.727223587,0.720753922,0.715067016,0.709930471,0.70993054,0.709930588,0.709930322,0.709930696,0.709930771,0.709930222,0.70993036,0.709930224,0.709930047,0.70992987,Southeast Asia,FiberCrop -29,12,4,0.082509627,0.082509776,0.082509841,0.082829152,0.083148621,0.083435266,0.083689105,0.083516914,0.083376671,0.0832366,0.083128792,0.083123331,0.083116845,0.083109534,0.083101165,0.083093026,0.083084133,0.08307518,0.08306592,0.083055792,0.083045664,Southeast Asia,MiscCrop -29,12,5,0.049315029,0.049314981,0.049314982,0.048567783,0.047890539,0.047280537,0.046716541,0.045499465,0.044458769,0.043530047,0.04270814,0.042708193,0.042708167,0.042708146,0.042708034,0.042708202,0.042708129,0.042707984,0.042708078,0.042708061,0.042708044,Southeast Asia,OilCrop -29,12,6,0.022319854,0.02231961,0.022319469,0.021262555,0.020306328,0.019441521,0.018652609,0.018032793,0.017455488,0.016917987,0.016410807,0.01641078,0.016410767,0.016410815,0.016410854,0.016410759,0.016410775,0.016410857,0.01641084,0.016410824,0.016410808,Southeast Asia,OtherGrain -29,12,7,0.285016455,0.285015693,0.285015874,0.288381355,0.291583857,0.294531927,0.297310353,0.298837437,0.300183123,0.301526607,0.302776512,0.302774105,0.302766457,0.30275098,0.302727493,0.30269751,0.302661176,0.302619369,0.30257115,0.302515365,0.30245958,Southeast Asia,Rice -29,12,8,0.038677539,0.038677786,0.038677827,0.039116234,0.039526528,0.039907536,0.040292292,0.041004127,0.041676051,0.042323128,0.042944382,0.042944301,0.04294418,0.04294413,0.042944182,0.042944121,0.04294408,0.042943928,0.042944014,0.042943811,0.042943608,Southeast Asia,Root_Tuber -29,12,9,0.339587695,0.339587165,0.339587074,0.343812653,0.347709768,0.351330067,0.354668187,0.356637776,0.358409593,0.36008351,0.36175934,0.361755926,0.36174911,0.36174177,0.361733382,0.36172389,0.361714247,0.361703298,0.361692696,0.361680019,0.361667342,Southeast Asia,SugarCrop -29,12,10,0.676590806,0.67659121,0.676590322,0.677875569,0.679064311,0.680060224,0.680863512,0.682431865,0.683627857,0.684728717,0.685641878,0.685638603,0.685631859,0.68562251,0.685610421,0.685597949,0.685584239,0.685568801,0.685552078,0.685534553,0.685517028,Southeast Asia,Wheat -29,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,12,13,0.006505547,0.006507466,0.006507435,0.006378901,0.006255595,0.006137313,0.006023867,0.005892067,0.005765618,0.005644327,0.005527954,0.005503958,0.005480083,0.005456312,0.005432614,0.005409048,0.005385576,0.005362206,0.005338922,0.005315751,0.00529258,Southeast Asia,PalmFruit -29,15,1,0.485391311,0.485391495,0.485390812,0.485282267,0.485173416,0.485064548,0.484955357,0.484738567,0.484628105,0.484521032,0.484411935,0.484411353,0.484412175,0.48441181,0.484411521,0.484412957,0.48441196,0.484412277,0.484411915,0.484411822,0.484411729,Southeast Asia,Corn -29,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass -29,15,3,0.162742009,0.162746307,0.162742739,0.15678357,0.151280982,0.146207998,0.141487211,0.139221934,0.137039954,0.134936397,0.132910449,0.132910572,0.132911211,0.132910397,0.132910427,0.132910216,0.132910851,0.132910549,0.132910847,0.132910815,0.132910783,Southeast Asia,FiberCrop -29,15,4,0.236615256,0.236615549,0.236616339,0.233964497,0.231641455,0.229485491,0.227572261,0.228413729,0.229257401,0.230104316,0.230874429,0.23087419,0.230872161,0.23087132,0.230869323,0.230867085,0.230865133,0.230863808,0.230861669,0.230860104,0.230858539,Southeast Asia,MiscCrop -29,15,5,0.146903827,0.146903576,0.146903763,0.145441131,0.144151523,0.142976935,0.14186301,0.14107018,0.140333263,0.139599745,0.138921051,0.138921393,0.138921533,0.138921227,0.138921195,0.138921333,0.138920864,0.138920712,0.138920834,0.138920726,0.138920618,Southeast Asia,OilCrop -29,15,6,0.019746777,0.019745561,0.019745749,0.019648206,0.019560284,0.019472749,0.019393581,0.018982954,0.018604192,0.018263781,0.017952162,0.017952672,0.017952744,0.017952466,0.017951881,0.017951081,0.017949729,0.017948431,0.017946778,0.017945164,0.01794355,Southeast Asia,OtherGrain -29,15,7,0.697014469,0.697013861,0.697015393,0.693693407,0.69062686,0.687815744,0.685170884,0.681965606,0.679020793,0.676341748,0.673832519,0.673832475,0.673824011,0.673808207,0.67378634,0.673758172,0.673722486,0.673681462,0.673633226,0.673581154,0.673529082,Southeast Asia,Rice -29,15,8,0.296035659,0.296036251,0.296037322,0.299092024,0.301715398,0.303988127,0.3059969,0.301549615,0.29713667,0.292671993,0.288154812,0.288155489,0.288154469,0.288153779,0.288151527,0.288149944,0.288147766,0.288145344,0.288143641,0.288140725,0.288137809,Southeast Asia,Root_Tuber -29,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,15,10,0.97596774,0.975966777,0.975966306,0.975642458,0.97532493,0.975034572,0.974761735,0.974243093,0.973757813,0.973308538,0.972885777,0.972885185,0.972884267,0.972882757,0.97288077,0.972878747,0.972876574,0.972873997,0.972871362,0.972868683,0.972866004,Southeast Asia,Wheat -29,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -29,16,1,0.167994726,0.167991592,0.167994801,0.16885194,0.169712144,0.170575768,0.171381217,0.172624848,0.173812495,0.175006892,0.176208075,0.176207573,0.176207652,0.176207698,0.176207805,0.176207721,0.17620829,0.17620781,0.176208215,0.176208171,0.176208127,Southeast Asia,Corn -29,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass -29,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FiberCrop -29,16,4,0.006544249,0.006555347,0.006553222,0.006493724,0.00644019,0.006395244,0.006353364,0.006325701,0.006297999,0.006273199,0.006251108,0.00625081,0.006250458,0.00625008,0.006249646,0.006249227,0.006248783,0.006248304,0.006247818,0.006247311,0.006246804,Southeast Asia,MiscCrop -29,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OilCrop -29,16,6,0.031170855,0.031188314,0.031142146,0.02929692,0.027673727,0.026226194,0.024936501,0.024164071,0.023444825,0.022765894,0.02212482,0.022124931,0.022124782,0.022124888,0.022124829,0.022124923,0.022124849,0.022124927,0.022124885,0.02212491,0.022124935,Southeast Asia,OtherGrain -29,16,7,0.374291355,0.37428652,0.374288484,0.375191809,0.375994961,0.376896063,0.37779162,0.377571249,0.377244895,0.376913024,0.376679092,0.376678972,0.376671438,0.376660132,0.376641328,0.37661545,0.376584389,0.376548998,0.37650774,0.376459366,0.376410992,Southeast Asia,Rice -29,16,8,0.471226338,0.471228379,0.471221188,0.476835039,0.481915896,0.486461387,0.490686968,0.493929226,0.496849417,0.499447555,0.501828874,0.501829501,0.501829469,0.501828591,0.501827779,0.501827532,0.501828149,0.50182747,0.501826363,0.501826244,0.501826125,Southeast Asia,Root_Tuber -29,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,16,10,0.570102135,0.5701053,0.570104657,0.571582677,0.572956135,0.57411678,0.575067115,0.57684564,0.578206838,0.579464158,0.58051302,0.580512981,0.580512615,0.580512167,0.580511722,0.580511144,0.580510772,0.580510326,0.580510088,0.580509124,0.58050816,Southeast Asia,Wheat -29,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -31,7,1,0.950189885,0.950190028,0.950190325,0.950617049,0.951035644,0.951432604,0.951786538,0.952142637,0.952475877,0.952787335,0.953077285,0.95307533,0.953072491,0.953069025,0.953065401,0.953061604,0.953057615,0.953053624,0.95304934,0.953045131,0.953040922,Argentina,Corn -31,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,7,4,0.825013756,0.825014076,0.825013708,0.825365843,0.825652629,0.82587629,0.826097685,0.828944587,0.831629761,0.834220308,0.836658194,0.836647133,0.83663408,0.836619402,0.836603203,0.836586813,0.836569375,0.836551759,0.836533457,0.836514336,0.836495215,Argentina,MiscCrop -31,7,5,0.001507454,0.001507332,0.001507392,0.001436456,0.001416714,0.001397632,0.001377656,0.001340903,0.001306059,0.001272404,0.001240667,0.001224788,0.001205899,0.001184192,0.001162175,0.001141455,0.001121405,0.001102037,0.001082457,0.001063656,0.001044855,Argentina,OilCrop -31,7,6,0.268254793,0.268254035,0.268253304,0.268848161,0.269359321,0.26987057,0.270296484,0.26978132,0.269267481,0.268838778,0.268410133,0.268410987,0.268410119,0.26841058,0.268410549,0.268410804,0.268410309,0.268410179,0.268409936,0.26840997,0.268410004,Argentina,OtherGrain -31,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,7,8,0.468563535,0.468564842,0.4685642,0.476203741,0.482983638,0.48912247,0.494722233,0.496770544,0.498687857,0.500601576,0.502393505,0.502384978,0.502362998,0.502336103,0.502293346,0.50225399,0.502205316,0.50215791,0.50210474,0.502044725,0.50198471,Argentina,Root_Tuber -31,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,7,10,0.032349528,0.032349367,0.032349425,0.033004125,0.033560438,0.034038875,0.03446412,0.034687456,0.034881808,0.03506192,0.035227009,0.035224505,0.035219407,0.035212215,0.035203463,0.035194185,0.035183574,0.03517228,0.035159973,0.035147367,0.035134761,Argentina,Wheat -31,7,11,0.516501379,0.51650147,0.51650127,0.520306029,0.523886734,0.52724843,0.530392002,0.531494859,0.532485845,0.533475495,0.534356256,0.534362745,0.534367287,0.534370181,0.534370766,0.534370594,0.534368483,0.534365506,0.534361079,0.534355813,0.534350547,Argentina,FodderHerb -31,7,12,0.181357499,0.181357799,0.181357056,0.181357285,0.181357308,0.181357846,0.181357456,0.181357134,0.181357157,0.181357616,0.181357885,0.181357999,0.181357167,0.181357518,0.181357356,0.181357728,0.181357817,0.18135748,0.181357147,0.181357449,0.181357751,Argentina,FodderGrass -31,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,8,1,0.257148735,0.257148563,0.257148827,0.258935822,0.260676587,0.262344288,0.263849146,0.265369255,0.266809274,0.268168248,0.269445896,0.269442156,0.269436105,0.269428997,0.269423602,0.269415415,0.269408084,0.269399962,0.269392218,0.269383967,0.269375716,Argentina,Corn -31,8,2,0,0,0,0,0.034629505,0.034861978,0.035056797,0.035231028,0.035385644,0.035548284,0.035701286,0.035761066,0.035802094,0.035820862,0.035930844,0.036127373,0.036304635,0.036449295,0.036562239,0.036659836,0.036757433,Argentina,biomass -31,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,8,4,0.735684915,0.735684891,0.735685434,0.736748673,0.73764062,0.738447889,0.739167753,0.741413322,0.743561325,0.74553048,0.747406233,0.747394598,0.747378514,0.747363096,0.747344632,0.74732629,0.747305955,0.74728757,0.747265867,0.747245616,0.747225365,Argentina,MiscCrop -31,8,5,0.000632589,0.000632601,0.000632607,0.000611672,0.000608442,0.000605093,0.000601119,0.000590315,0.000579994,0.000569818,0.000560361,0.000554784,0.000548184,0.000540643,0.000533045,0.000525937,0.000519098,0.00051253,0.000505928,0.000499623,0.000493318,Argentina,OilCrop -31,8,6,0.309475326,0.309475871,0.309476009,0.310667318,0.311770384,0.312783569,0.313704705,0.314545555,0.315292676,0.316134957,0.316882581,0.316884524,0.31688409,0.316883853,0.316881959,0.316878937,0.316876232,0.316872947,0.316869319,0.316865291,0.316861263,Argentina,OtherGrain -31,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,8,8,0.471948562,0.471948181,0.471948168,0.479961987,0.487119861,0.49363614,0.499505128,0.501017716,0.502517088,0.50401401,0.505393793,0.505388708,0.505374771,0.505357742,0.505332099,0.505307165,0.505278007,0.505248564,0.505215613,0.505179135,0.505142657,Argentina,Root_Tuber -31,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,SugarCrop -31,8,10,0.030093603,0.030093579,0.030093526,0.030689526,0.031193575,0.031623911,0.032003246,0.032206679,0.032382521,0.032544886,0.032692729,0.032689114,0.032681932,0.03267179,0.032659316,0.03264625,0.032631425,0.032615635,0.032598483,0.032581212,0.032563941,Argentina,Wheat -31,8,11,0.151814922,0.151814785,0.151815049,0.153672399,0.155375469,0.156980039,0.158481581,0.159419176,0.160360595,0.161247382,0.16213744,0.162139916,0.162141565,0.162142368,0.162142715,0.16214277,0.162142015,0.162140779,0.162139309,0.162137605,0.162135901,Argentina,FodderHerb -31,8,12,0.036777578,0.036777619,0.036777573,0.036777694,0.036777511,0.03677764,0.036777546,0.036777689,0.03677775,0.036777624,0.036777734,0.036777762,0.036777567,0.036777559,0.036777673,0.03677769,0.036777681,0.036777714,0.036777754,0.036777642,0.03677753,Argentina,FodderGrass -31,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,9,1,0.186769408,0.18676986,0.186769675,0.188201264,0.189591556,0.190924273,0.192129344,0.193345437,0.194498849,0.195589054,0.196615091,0.196612529,0.196609758,0.196606253,0.196601896,0.19659786,0.196593398,0.196588587,0.196584057,0.196579369,0.196574681,Argentina,Corn -31,9,2,0,0,0,0,0.021558615,0.02187562,0.022164626,0.022364959,0.022446895,0.022531311,0.022610926,0.022667623,0.022706684,0.022724562,0.022733115,0.022746763,0.022755799,0.022762206,0.022767186,0.022771913,0.02277664,Argentina,biomass -31,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,9,4,0.226393969,0.226394332,0.226394943,0.22843336,0.230253226,0.231929598,0.23353778,0.233996233,0.234454191,0.234834836,0.235213315,0.235205769,0.235195392,0.235185148,0.23517353,0.235163862,0.235151579,0.235137535,0.235125176,0.235111895,0.235098614,Argentina,MiscCrop -31,9,5,0.001103035,0.001103039,0.001103031,0.001098496,0.001111426,0.001122393,0.00113143,0.001122513,0.001113935,0.001105438,0.001097105,0.001090618,0.001082947,0.001074191,0.001065373,0.00105713,0.00104921,0.001041596,0.001033959,0.001026668,0.001019377,Argentina,OilCrop -31,9,6,0.128345841,0.128345683,0.12834568,0.130087091,0.131703727,0.133187398,0.134583381,0.134883553,0.135131885,0.135431617,0.135680278,0.135682012,0.135681756,0.135681159,0.135679313,0.135676766,0.135673605,0.135669945,0.13566578,0.135661117,0.135656454,Argentina,OtherGrain -31,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,9,8,0.185445982,0.185446544,0.185446692,0.190318738,0.194741251,0.198828131,0.20255722,0.203529644,0.204491726,0.205453942,0.206340315,0.206334687,0.206319075,0.206300707,0.206273336,0.20624627,0.206214932,0.206183258,0.206147666,0.206108323,0.20606898,Argentina,Root_Tuber -31,9,9,0.460652704,0.460652222,0.460652071,0.470963493,0.480809988,0.490235407,0.499338991,0.504977253,0.510502252,0.51580413,0.52099223,0.523167329,0.52534049,0.527509106,0.529566954,0.531405632,0.533132993,0.534643642,0.535932007,0.537110944,0.538289881,Argentina,SugarCrop -31,9,10,0.012333208,0.012333209,0.012333206,0.012572207,0.01277276,0.012941424,0.01308773,0.013169319,0.013238964,0.01330271,0.013360005,0.013357557,0.013352716,0.013345828,0.013337387,0.013328576,0.01331854,0.013307881,0.013296321,0.013284585,0.013272849,Argentina,Wheat -31,9,11,0.106515434,0.106515621,0.10651535,0.107804275,0.108979659,0.11008148,0.111107372,0.112191831,0.113285083,0.114343083,0.115320672,0.115322191,0.115323234,0.115323677,0.115324071,0.115323944,0.115323477,0.115322696,0.115321714,0.115320679,0.115319644,Argentina,FodderHerb -31,9,12,0.022519256,0.02251921,0.022519198,0.022519206,0.022519198,0.022519229,0.022519084,0.022519101,0.022519199,0.02251914,0.022519158,0.022519252,0.022519195,0.022519254,0.022519213,0.022519136,0.022519247,0.02251919,0.02251926,0.022519245,0.02251923,Argentina,FodderGrass -31,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,10,1,0.123420431,0.123420583,0.123420642,0.124425828,0.125412485,0.126359961,0.127217404,0.128086421,0.128911262,0.129690729,0.1304251,0.130422304,0.130418267,0.130412944,0.130407717,0.130401975,0.130395855,0.130389704,0.130383435,0.130377253,0.130371071,Argentina,Corn -31,10,2,0,0,0,0,0.022060334,0.022384393,0.022663771,0.022970982,0.023267504,0.023561284,0.023619868,0.023520024,0.0234048,0.023271388,0.023208245,0.023220353,0.023228312,0.023233982,0.02323837,0.023242579,0.023246788,Argentina,biomass -31,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,10,4,0.290954914,0.290954763,0.290954949,0.292990449,0.294851007,0.296629693,0.298232301,0.29867534,0.299115276,0.299556211,0.299903809,0.299891734,0.299876995,0.299861734,0.299844988,0.299826953,0.299809143,0.299791363,0.299770554,0.299752042,0.29973353,Argentina,MiscCrop -31,10,5,0.000296899,0.000296894,0.000296894,0.000294055,0.000297368,0.00030022,0.000302424,0.000300161,0.000297984,0.000295703,0.000293605,0.000291457,0.000288926,0.000286045,0.000283159,0.000280473,0.000277902,0.000275441,0.000272981,0.000270641,0.000268301,Argentina,OilCrop -31,10,6,0.032684191,0.032684236,0.032684294,0.03314939,0.033579981,0.033972951,0.034327346,0.034733608,0.035129243,0.035529013,0.035918018,0.035918531,0.035918518,0.03591828,0.035917963,0.035917247,0.035916359,0.035915266,0.03591403,0.03591285,0.03591167,Argentina,OtherGrain -31,10,7,0.99999999,0.999999994,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999995,Argentina,Rice -31,10,8,0.201912209,0.201912617,0.201912518,0.207161837,0.211932849,0.216345834,0.2203049,0.221275167,0.222319708,0.223364989,0.22433566,0.224334464,0.224328894,0.224321605,0.224311181,0.224302326,0.224290576,0.22427908,0.224266235,0.224251294,0.224236353,Argentina,Root_Tuber -31,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,SugarCrop -31,10,10,0.010896577,0.010896561,0.010896578,0.011107512,0.011284383,0.01143294,0.011561611,0.011633557,0.011694951,0.011751015,0.011801381,0.011799225,0.011794739,0.011788461,0.011780752,0.011772767,0.011763571,0.011753797,0.011743207,0.011732448,0.011721689,Argentina,Wheat -31,10,11,0.029231967,0.029231913,0.029231915,0.029442563,0.029641973,0.029817533,0.029994255,0.030506756,0.031001337,0.03149061,0.031960196,0.031960657,0.031960746,0.03196103,0.031961119,0.031960972,0.031960895,0.03196081,0.031960537,0.031960212,0.031959887,Argentina,FodderHerb -31,10,12,0.005247749,0.005247763,0.00524778,0.005247767,0.005247773,0.005247772,0.005247762,0.005247793,0.005247793,0.005247773,0.005247775,0.005247781,0.005247775,0.005247783,0.005247776,0.005247776,0.005247776,0.005247793,0.005247789,0.005247764,0.005247739,Argentina,FodderGrass -31,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,11,1,0.134881884,0.134881872,0.134881952,0.135955932,0.137016157,0.138034883,0.138956016,0.139891468,0.140778523,0.141617146,0.142406589,0.142402301,0.1423966,0.142389585,0.142381846,0.142374013,0.14236534,0.142356707,0.142348073,0.142339105,0.142330137,Argentina,Corn -31,11,2,0,0,0,0,0.006461594,0.006554277,0.006636793,0.006730583,0.006821463,0.00691162,0.006934644,0.006904114,0.006869171,0.006829097,0.006810026,0.00681342,0.006815686,0.006817288,0.006818536,0.006819714,0.006820892,Argentina,biomass -31,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,11,4,0.054042105,0.054041301,0.054041867,0.055142699,0.056105302,0.056945124,0.057679342,0.058100955,0.058476357,0.058853587,0.059208115,0.059202775,0.059196358,0.059189297,0.059181475,0.059173354,0.059164741,0.059156038,0.059147152,0.059137795,0.059128438,Argentina,MiscCrop -31,11,5,1.93E-05,1.93E-05,1.93E-05,1.89E-05,1.90E-05,1.91E-05,1.91E-05,1.89E-05,1.87E-05,1.84E-05,1.82E-05,1.80E-05,1.78E-05,1.75E-05,1.73E-05,1.71E-05,1.69E-05,1.67E-05,1.64E-05,1.62E-05,0.000016,Argentina,OilCrop -31,11,6,0.038486641,0.038486611,0.038486524,0.038986364,0.039446568,0.039878212,0.040280383,0.040765943,0.041238359,0.04171562,0.042179997,0.042181979,0.042182222,0.042181409,0.042178798,0.042175315,0.042170857,0.042165866,0.042160032,0.04215395,0.042147868,Argentina,OtherGrain -31,11,7,0.030781917,0.030782011,0.030782018,0.032240522,0.033681257,0.035109751,0.036534954,0.036981529,0.037416832,0.037856835,0.038284774,0.038446151,0.038607055,0.038768068,0.038928772,0.039089238,0.039249337,0.039409612,0.039569323,0.039729179,0.039889035,Argentina,Rice -31,11,8,0.088675814,0.088675742,0.088676114,0.091426792,0.093959248,0.096292274,0.0984466,0.098909771,0.099333064,0.099757953,0.10018261,0.100182068,0.100179272,0.100175781,0.100171138,0.100166438,0.100160637,0.100155398,0.100149186,0.100142022,0.100134858,Argentina,Root_Tuber -31,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,11,10,0.004690505,0.004690504,0.004690501,0.004786612,0.004868142,0.00493792,0.004999709,0.00503259,0.005061131,0.005087532,0.005111604,0.005111091,0.00511006,0.005108599,0.005106824,0.00510501,0.005102878,0.005100654,0.005098198,0.005095727,0.005093256,Argentina,Wheat -31,11,11,0.029929922,0.02992989,0.029929863,0.030171082,0.030388156,0.030593863,0.030787962,0.031327585,0.031849096,0.032365351,0.032875807,0.032876559,0.032876987,0.032877174,0.032877343,0.03287729,0.032877066,0.032876758,0.032876334,0.032875799,0.032875264,Argentina,FodderHerb -31,11,12,0.007621326,0.007621337,0.007621326,0.007621336,0.007621328,0.007621328,0.007621329,0.007621329,0.007621334,0.007621332,0.007621332,0.007621337,0.007621332,0.007621327,0.00762133,0.007621327,0.007621316,0.007621322,0.007621337,0.007621332,0.007621327,Argentina,FodderGrass -31,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,12,1,0.17175892,0.171759165,0.171759113,0.173091427,0.174391217,0.175637521,0.176764047,0.17790381,0.178984233,0.18000553,0.180966876,0.18096423,0.18095971,0.18095469,0.180949149,0.180943341,0.180937289,0.180930497,0.180923917,0.180917766,0.180911615,Argentina,Corn -31,12,2,0,0,0,0,0.017820623,0.018062052,0.01827414,0.018204067,0.018124428,0.018049969,0.017977632,0.017694033,0.017445376,0.017303052,0.017213684,0.017181945,0.017148496,0.017114146,0.017079268,0.017191571,0.017303874,Argentina,biomass -31,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,12,4,0.074778798,0.074778952,0.074778917,0.075967785,0.077019522,0.077959666,0.078815383,0.079122521,0.07942896,0.079735504,0.07997764,0.079968722,0.079957975,0.07994612,0.079932528,0.07991917,0.079904191,0.079889404,0.079873702,0.079857076,0.07984045,Argentina,MiscCrop -31,12,5,4.10E-05,4.10E-05,4.10E-05,4.02E-05,4.06E-05,4.10E-05,4.12E-05,4.07E-05,4.03E-05,3.98E-05,3.93E-05,3.88E-05,3.82E-05,3.75E-05,3.68E-05,3.61E-05,3.55E-05,3.49E-05,3.43E-05,3.37E-05,0.0000331,Argentina,OilCrop -31,12,6,0.052128683,0.05212863,0.052128649,0.052827428,0.053471963,0.05407899,0.054625184,0.05518623,0.055729037,0.056276271,0.05680479,0.05680623,0.056806488,0.056805759,0.056803797,0.056801335,0.056798022,0.056794157,0.056789783,0.056785441,0.056781099,Argentina,OtherGrain -31,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,Rice -31,12,8,0.062881154,0.062881185,0.062881054,0.064001587,0.065008693,0.065951091,0.066797861,0.053865159,0.04558166,0.039784804,0.035500606,0.035500148,0.035499033,0.035497744,0.035495925,0.035494074,0.0354917,0.035489492,0.035486849,0.035484223,0.035481597,Argentina,Root_Tuber -31,12,9,0.0780565,0.078056797,0.078056655,0.081117748,0.084120445,0.087086329,0.090039827,0.091916233,0.093790453,0.095623399,0.097450298,0.09822208,0.098998268,0.099780997,0.100529072,0.101203246,0.101840717,0.102401608,0.102884827,0.103329516,0.103774205,Argentina,SugarCrop -31,12,10,0.007171835,0.007171865,0.007171847,0.007316606,0.007438882,0.007542909,0.007634158,0.007683484,0.00772598,0.007765151,0.007800632,0.007799589,0.007797538,0.007794596,0.007790975,0.007787198,0.007782848,0.007778178,0.007773088,0.007767944,0.0077628,Argentina,Wheat -31,12,11,0.047224444,0.047224502,0.047224391,0.047617453,0.047993251,0.04833195,0.048632737,0.049427336,0.050213182,0.050968553,0.051713103,0.051713825,0.051714252,0.051714527,0.051714647,0.051714584,0.05171448,0.051714084,0.051713656,0.051713188,0.05171272,Argentina,FodderHerb -31,12,12,0.006407833,0.006407829,0.006407833,0.006407834,0.00640783,0.006407831,0.006407799,0.006407832,0.00640785,0.006407847,0.006407854,0.006407807,0.006407845,0.006407807,0.006407833,0.006407808,0.00640784,0.006407826,0.006407838,0.006407836,0.006407834,Argentina,FodderGrass -31,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,13,1,0.170145915,0.170148136,0.170148133,0.171502235,0.172802874,0.174049097,0.175177233,0.176312285,0.177387924,0.1784073,0.179365589,0.179365595,0.179365676,0.179365572,0.179365981,0.179365245,0.179365141,0.179365327,0.179365417,0.179366427,0.179367437,Argentina,Corn -31,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,13,4,0.600342343,0.600342422,0.600341855,0.601550182,0.602543736,0.603535896,0.604317903,0.60959543,0.614534139,0.619242442,0.623722312,0.623702334,0.623678377,0.623653733,0.623624577,0.623594718,0.623564501,0.623532336,0.623500241,0.6234657,0.623431159,Argentina,MiscCrop -31,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,13,7,0.368311902,0.368376549,0.36826537,0.379469028,0.39018414,0.400485982,0.410457395,0.413527836,0.416496134,0.419472992,0.422348512,0.423415185,0.42448351,0.425551857,0.42662188,0.427691234,0.428762039,0.429833639,0.430905496,0.431977712,0.433049928,Argentina,Rice -31,13,8,0.070769429,0.070771029,0.070770005,0.073018839,0.075094053,0.077008887,0.078780736,0.079193383,0.079575728,0.079959722,0.080345316,0.080345247,0.080344948,0.080344519,0.080343991,0.080343439,0.080342873,0.080342193,0.080341497,0.08034066,0.080339823,Argentina,Root_Tuber -31,13,9,0.112734864,0.112787927,0.112615662,0.112615749,0.112615665,0.112615665,0.112615698,0.112615688,0.112615902,0.11261576,0.112615851,0.113492314,0.114374622,0.115263149,0.116112907,0.116877464,0.117601472,0.118237912,0.118786014,0.119290578,0.119795142,Argentina,SugarCrop -31,13,10,0.000736767,0.000741225,0.000743736,0.000759891,0.00077375,0.000785847,0.000796767,0.00080232,0.000807213,0.000811778,0.000816022,0.00081602,0.000816027,0.000816026,0.00081602,0.000816028,0.000816019,0.000816022,0.000816023,0.000816024,0.000816025,Argentina,Wheat -31,13,11,0.451139116,0.451143352,0.451143255,0.453562554,0.455848018,0.458025176,0.459986309,0.462029115,0.463951244,0.465759311,0.467454633,0.467490505,0.467514669,0.467528126,0.467533581,0.467531442,0.467520958,0.467504652,0.467482069,0.467454955,0.467427841,Argentina,FodderHerb -31,13,12,0.454587537,0.454588511,0.454588966,0.454590734,0.454588036,0.45458761,0.454589462,0.454587547,0.454589981,0.454589986,0.454588741,0.454588213,0.454588871,0.454589036,0.45458921,0.454588882,0.454588619,0.454589522,0.454587995,0.454588502,0.454589009,Argentina,FodderGrass -31,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,14,1,0.472674417,0.472619858,0.472605292,0.474883758,0.477125636,0.47926645,0.481192085,0.483137793,0.484972759,0.486699006,0.488317168,0.488308219,0.488296008,0.488280201,0.488263865,0.488246794,0.488228409,0.488209588,0.488190222,0.48817139,0.488152558,Argentina,Corn -31,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,14,4,0.766370726,0.766387472,0.766366195,0.770118691,0.773375768,0.776225712,0.778827735,0.780762229,0.782682982,0.784443837,0.786120053,0.786112488,0.78610256,0.786093117,0.786080921,0.786069247,0.78605736,0.786045014,0.786031769,0.786018286,0.786004803,Argentina,MiscCrop -31,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,14,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,14,8,0.129151291,0.129267182,0.129096045,0.132543133,0.135624708,0.13839859,0.140886763,0.141488268,0.141965942,0.14243055,0.142853237,0.142825204,0.142745962,0.142650304,0.142506622,0.142368991,0.142204199,0.142040417,0.141857242,0.141650697,0.141444152,Argentina,Root_Tuber -31,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,14,10,0.009267455,0.009263877,0.009271166,0.009470794,0.009642,0.009791382,0.009926202,0.009994734,0.01005511,0.010111494,0.01016386,0.010163865,0.010163857,0.010163863,0.010163869,0.010163862,0.010163864,0.010163851,0.010163855,0.010163873,0.010163891,Argentina,Wheat -31,14,11,0.675548268,0.675543775,0.675550762,0.687296335,0.698146433,0.708240553,0.717606921,0.721031494,0.72433248,0.727604075,0.730761771,0.730788613,0.730806479,0.730816583,0.730820173,0.730818842,0.730811606,0.730798918,0.730782279,0.730761777,0.730741275,Argentina,FodderHerb -31,14,12,0.671444983,0.671443919,0.671447897,0.671448824,0.671448815,0.67144819,0.671447578,0.671447296,0.671448581,0.671447191,0.671448004,0.6714484,0.671448325,0.671448142,0.671448132,0.671448567,0.671447684,0.671447858,0.671447822,0.671448306,0.67144879,Argentina,FodderGrass -31,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Corn -31,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop -31,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber -31,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat -31,15,11,0.083354468,0.083333333,0.083277726,0.083292946,0.08329937,0.083305128,0.083310537,0.083338902,0.08336335,0.083385792,0.083406485,0.083417029,0.083424093,0.083428222,0.083429641,0.083429121,0.083426016,0.083421171,0.083414532,0.08340662,0.083398708,Argentina,FodderHerb -31,15,12,0.083338038,0.083316019,0.083324952,0.083325005,0.083324735,0.083324652,0.083325203,0.08332503,0.083324783,0.083325046,0.083325136,0.083324914,0.083324751,0.083324968,0.083324905,0.083324797,0.083325011,0.083325055,0.08332503,0.083325133,0.083325236,Argentina,FodderGrass -31,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Corn -31,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop -31,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber -31,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat -31,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FodderHerb -31,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FodderGrass -31,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -32,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Corn -32,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,biomass -32,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FiberCrop -32,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,MiscCrop -32,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Rice -32,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,SugarCrop -32,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Corn -32,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,biomass -32,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FiberCrop -32,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,MiscCrop -32,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Rice -32,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,SugarCrop -32,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,4,1,0.115365094,0.115365813,0.11536505,0.11625188,0.117146074,0.117910964,0.118635454,0.120173906,0.121500954,0.122656601,0.12368215,0.123682459,0.123682393,0.123682036,0.123681554,0.123681674,0.123681737,0.123681921,0.123681623,0.123680999,0.123680375,Colombia,Corn -32,4,2,0,0,0,0,0.039727032,0.039976071,0.040209911,0.041138759,0.041121501,0.040118814,0.039155562,0.03912269,0.039122624,0.039122709,0.039122673,0.039122918,0.039122739,0.039122827,0.039122642,0.039122624,0.039122606,Colombia,biomass -32,4,3,0.456956089,0.456953953,0.456958778,0.453660976,0.450884045,0.448426918,0.446287702,0.446279008,0.44627189,0.446264781,0.446257532,0.44627179,0.446280789,0.446285895,0.446287382,0.446285612,0.44628116,0.446273416,0.446263516,0.446251496,0.446239476,Colombia,FiberCrop -32,4,4,0.09104167,0.091041441,0.091041119,0.092226588,0.093352981,0.094379815,0.095342775,0.095040584,0.094776045,0.094549932,0.094285843,0.094284097,0.094281016,0.094277882,0.094274468,0.094270849,0.094267268,0.094263877,0.094259478,0.094255375,0.094251272,Colombia,MiscCrop -32,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,Rice -32,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,SugarCrop -32,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,5,1,0.175663757,0.175663297,0.175663546,0.176918544,0.178183403,0.179264827,0.180287668,0.182459768,0.184329981,0.185956122,0.187397933,0.187396966,0.187397203,0.187395865,0.187395029,0.187394049,0.187392907,0.187392276,0.187391667,0.187390046,0.187388425,Colombia,Corn -32,5,2,0,0,0,0,0.052893714,0.053024325,0.053155201,0.054100233,0.053590952,0.052734006,0.052018574,0.051760528,0.051546296,0.051333404,0.051248422,0.051461273,0.051675246,0.051889986,0.052105438,0.052321751,0.052538064,Colombia,biomass -32,5,3,0.329579506,0.329579374,0.32957976,0.326729878,0.32425475,0.322059899,0.320129529,0.320052088,0.319982555,0.319917172,0.319849698,0.319978075,0.320063869,0.320110624,0.320127061,0.320112864,0.320067899,0.31999746,0.319902759,0.319790765,0.319678771,Colombia,FiberCrop -32,5,4,0.05136246,0.051362178,0.051362367,0.051846945,0.052271909,0.052656719,0.053022205,0.052889934,0.052757745,0.052647469,0.052536995,0.0525353,0.052533743,0.052531829,0.052529641,0.05252762,0.05252535,0.052523035,0.052520335,0.052518135,0.052515935,Colombia,MiscCrop -32,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,Rice -32,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,5,9,0.95052673,0.950526519,0.950526271,0.951027932,0.9514675,0.951844164,0.952178704,0.952452878,0.952706107,0.952938537,0.953150553,0.95315043,0.95315005,0.953149728,0.953149304,0.953149002,0.953148437,0.953147946,0.953147302,0.953146883,0.953146464,Colombia,SugarCrop -32,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,6,1,0.530492332,0.530493403,0.530494004,0.532611212,0.534756864,0.536578801,0.538292082,0.541922792,0.545018167,0.547684839,0.550029933,0.550024887,0.550019036,0.550011039,0.550003751,0.549994972,0.549986249,0.54997787,0.549968827,0.549960488,0.549952149,Colombia,Corn -32,6,2,0,0,0,0,0.080448098,0.08073738,0.080995362,0.080866336,0.080127243,0.078192754,0.076696249,0.076944268,0.077254891,0.07756751,0.077348814,0.076820659,0.07632661,0.075896874,0.075529991,0.075195022,0.074860053,Colombia,biomass -32,6,3,0.425999143,0.425998737,0.425998944,0.422748683,0.420016961,0.417599853,0.415497771,0.415492077,0.415485948,0.415481421,0.415475304,0.415485805,0.415492758,0.415497061,0.415497416,0.415496178,0.415493054,0.415487018,0.415479575,0.415470731,0.415461887,Colombia,FiberCrop -32,6,4,0.066365289,0.066365488,0.066365645,0.067116331,0.067819914,0.068447206,0.06905183,0.069104426,0.069156645,0.069208202,0.069259393,0.069256301,0.069252752,0.069248763,0.069244047,0.069239301,0.069234212,0.069229184,0.069223906,0.069218155,0.069212404,Colombia,MiscCrop -32,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,6,7,0.806264955,0.806264694,0.806264849,0.800639306,0.795457732,0.790804277,0.786635705,0.784254246,0.781991842,0.779850456,0.777829634,0.777819541,0.777793891,0.777754814,0.777701938,0.77763813,0.777560648,0.777474746,0.777376365,0.777265827,0.777155289,Colombia,Rice -32,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,6,9,0.515152391,0.515150903,0.515152209,0.517813815,0.520172593,0.522208016,0.524026728,0.525526604,0.526917197,0.528199133,0.529371817,0.529369971,0.529366948,0.52936302,0.529358429,0.529353714,0.529348332,0.529343154,0.529337312,0.529330599,0.529323886,Colombia,SugarCrop -32,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,11,1,0.052961832,0.052964482,0.052964174,0.053342164,0.053760394,0.054119209,0.054457779,0.05521011,0.055857511,0.056420286,0.056918944,0.056911618,0.056902116,0.056890545,0.056878444,0.056866036,0.056853336,0.056840671,0.056828067,0.056815263,0.056802459,Colombia,Corn -32,11,2,0,0,0,0,0.013929284,0.013983004,0.014030935,0.014066966,0.013976949,0.013522248,0.013239948,0.013285702,0.013343192,0.013400876,0.013458802,0.013516974,0.013575469,0.0136341,0.013693032,0.013752252,0.013811472,Colombia,biomass -32,11,3,0.112541308,0.112545173,0.112530103,0.111258123,0.11014584,0.109163116,0.10829863,0.108254302,0.108214928,0.10817766,0.108138881,0.1082121,0.108261197,0.108287708,0.108297059,0.108288943,0.108263507,0.108223087,0.108169121,0.108105079,0.108041037,Colombia,FiberCrop -32,11,4,0.008206679,0.008206292,0.008206233,0.008226983,0.008244196,0.008257868,0.008271535,0.008267709,0.008263828,0.008256395,0.008252457,0.008252225,0.008251933,0.008251616,0.008251272,0.008250913,0.00825054,0.008250152,0.008249763,0.008249349,0.008248935,Colombia,MiscCrop -32,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain 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-32,12,9,0.607615183,0.607615171,0.607615307,0.610109636,0.612336976,0.614250805,0.615956261,0.617361687,0.618659876,0.619853901,0.620941884,0.620937129,0.620930801,0.620922157,0.620911832,0.620902474,0.620890678,0.620878499,0.620866014,0.620852275,0.620838536,Colombia,SugarCrop -32,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit diff --git a/tethys/reference/grid_info/irrigation-frac_gcamUSA.csv b/tethys/reference/grid_info/irrigation-frac_gcamUSA.csv deleted file mode 100644 index dc016e0..0000000 --- a/tethys/reference/grid_info/irrigation-frac_gcamUSA.csv +++ /dev/null @@ -1,10311 +0,0 @@ -Region,AEZ,crop,1990,2005,2010,2015,2020,2025,2030,2035,2040,2045,2050,2055,2060,2065,2070,2075,2080,2085,2090,2095,2100,region,crop -,,,,,,,,,,,,,,,,,,,,,,,,, -1,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,USA,Corn -1,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,USA,biomass -1,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,USA,FiberCrop 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-1,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,USA,SugarCrop -1,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,USA,Wheat -1,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,USA,FodderHerb -1,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,USA,FodderGrass -1,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,USA,Corn -1,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,USA,biomass -1,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,USA,FiberCrop -1,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,USA,MiscCrop -1,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,USA,OilCrop -1,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,USA,OtherGrain -1,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,USA,Wheat -1,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,USA,FodderHerb -1,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,USA,FodderGrass -1,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,USA,Corn -1,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,USA,biomass -1,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,USA,FiberCrop -1,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,USA,MiscCrop -1,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,USA,OilCrop -1,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,USA,OtherGrain -1,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,USA,Root_Tuber -1,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,USA,SugarCrop -1,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,USA,Wheat -1,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,USA,FodderHerb -1,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,USA,FodderGrass -1,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,USA,Corn -1,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,USA,biomass -1,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,USA,FiberCrop -1,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,USA,MiscCrop -1,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,USA,OilCrop -1,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,USA,OtherGrain -1,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,USA,Root_Tuber -1,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,USA,SugarCrop -1,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,USA,Wheat -1,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,USA,FodderHerb -1,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,USA,FodderGrass -1,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,USA,Corn -1,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,USA,biomass -1,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,USA,FiberCrop -1,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,USA,MiscCrop -1,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,USA,OilCrop -1,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,USA,OtherGrain -1,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Rice -1,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,USA,Root_Tuber -1,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,USA,Wheat -1,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,USA,FodderHerb -1,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,USA,FodderGrass -1,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,USA,Corn -1,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,USA,biomass -1,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,USA,FiberCrop -1,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,USA,MiscCrop -1,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,USA,OilCrop -1,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,USA,OtherGrain -1,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,USA,Rice -1,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,USA,Root_Tuber -1,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,USA,SugarCrop -1,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,USA,Wheat -1,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,USA,FodderHerb -1,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,USA,FodderGrass -1,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,USA,Corn -1,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,USA,FiberCrop -1,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,USA,MiscCrop -1,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,USA,OilCrop -1,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,USA,OtherGrain -1,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,USA,Wheat -1,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,USA,FodderHerb -1,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,USA,FodderGrass -1,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,USA,Corn -1,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,USA,MiscCrop -1,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,USA,OilCrop -1,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,USA,OtherGrain -1,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,USA,Rice -1,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,Root_Tuber -1,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,USA,SugarCrop -1,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,USA,Wheat -1,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,USA,FodderHerb -1,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,USA,FodderGrass -1,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Corn -1,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,USA,MiscCrop -1,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OilCrop -1,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,USA,OtherGrain -1,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,USA,Root_Tuber -1,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop -1,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,USA,Wheat -1,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,USA,FodderHerb -1,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,USA,FodderGrass -1,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -1,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Corn -1,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,biomass -1,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,FiberCrop -1,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,MiscCrop -1,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OilCrop -1,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,OtherGrain -1,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Rice -1,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,Root_Tuber -1,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,SugarCrop -1,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,USA,Wheat -1,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,USA,FodderHerb -1,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,USA,FodderGrass -1,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,USA,PalmFruit -2,1,1,0.095592217,0.095592302,0.095592367,0.104934282,0.113453051,0.120574277,0.126516045,0.131455195,0.13575834,0.13953226,0.142857836,0.142668704,0.142403389,0.142063672,0.141700312,0.141326206,0.140916268,0.14049506,0.14006859,0.13963308,0.13919757,Africa_Eastern,Corn -2,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass -2,1,3,0.612867111,0.612866753,0.612867843,0.601199707,0.592269637,0.584365624,0.577220987,0.573874975,0.570894463,0.568043649,0.565281333,0.566093779,0.566639498,0.566942708,0.567052455,0.566971608,0.56669436,0.566251072,0.565658382,0.564960555,0.564262728,Africa_Eastern,FiberCrop -2,1,4,0.151261262,0.151261169,0.151261403,0.157495222,0.162999493,0.167875429,0.172251437,0.178350604,0.18396083,0.189175825,0.194092624,0.194057888,0.19401586,0.193969204,0.193918245,0.193864933,0.193810171,0.193753671,0.193694482,0.193633195,0.193571908,Africa_Eastern,MiscCrop -2,1,5,0.136945185,0.136945099,0.136944974,0.125726293,0.118506692,0.1127149,0.107940714,0.107175689,0.106398924,0.105625213,0.104901733,0.104463574,0.103943676,0.103348282,0.102745265,0.102178877,0.101634359,0.101113131,0.10058787,0.100084517,0.099581164,Africa_Eastern,OilCrop -2,1,6,0.103608049,0.10360809,0.103608083,0.086868889,0.075567425,0.063706649,0.050861701,0.044445032,0.037027753,0.029209106,0.020600325,0.022611188,0.022966776,0.022190562,0.019903734,0.01688829,0.012511427,0.007121735,0,0,0,Africa_Eastern,OtherGrain -2,1,7,0.999999997,0.999999997,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999996,Africa_Eastern,Rice -2,1,8,0.005535442,0.005535397,0.005535445,0.005356694,0.005194455,0.005047668,0.004914976,0.004895445,0.004875993,0.0048541,0.004833125,0.004832352,0.004830095,0.004827322,0.004823234,0.004819284,0.004814588,0.004809887,0.004804653,0.004798741,0.004792829,Africa_Eastern,Root_Tuber -2,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,1,10,0.080090766,0.080090845,0.080090755,0.06839723,0.058975794,0.04883096,0.037659522,0.034168218,0.030410062,0.026523549,0.0222907,0.021607691,0.020055656,0.017688425,0.014640576,0.011277481,0.007116189,0.002028783,0,0,0,Africa_Eastern,Wheat -2,1,11,0.033696542,0.033696126,0.03369635,0.033696331,0.033696273,0.033696455,0.03369632,0.033696397,0.033696399,0.033696406,0.03369644,0.033696221,0.033696463,0.033696234,0.033696289,0.033696216,0.033696411,0.033696294,0.033696332,0.033696427,0.033696522,Africa_Eastern,FodderHerb -2,1,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,1,13,0.002041835,0.002023214,0.002052025,0.00192701,0.001817409,0.001719955,0.001633344,0.001592598,0.001554222,0.001517425,0.001482789,0.001482789,0.001482787,0.001482787,0.001482785,0.001482786,0.001482786,0.00148279,0.001482786,0.001482789,0.001482792,Africa_Eastern,PalmFruit -2,2,1,0.045268487,0.045268489,0.04526859,0.049448838,0.05329175,0.056645938,0.059573696,0.062165066,0.064462351,0.066538595,0.068399517,0.068354091,0.068290855,0.068209108,0.068121836,0.068032069,0.067934134,0.067832905,0.067730762,0.067626621,0.06752248,Africa_Eastern,Corn -2,2,2,0,0,0,0,0.020552925,0.020605491,0.02063466,0.020455345,0.020246761,0.01999066,0.019867921,0.020109865,0.020363418,0.020670064,0.02095474,0.02122061,0.021439403,0.021620694,0.021774093,0.021900391,0.022026689,Africa_Eastern,biomass -2,2,3,0.561359374,0.561359397,0.561359416,0.551101196,0.542519877,0.534966529,0.528219682,0.525506523,0.522912592,0.520543006,0.518274789,0.518468925,0.518598861,0.518671829,0.518699483,0.518680473,0.518615177,0.518509554,0.51836534,0.518200661,0.518035982,Africa_Eastern,FiberCrop -2,2,4,0.079171693,0.079171786,0.079171732,0.083123101,0.086446723,0.089299125,0.091770501,0.095294598,0.098401177,0.101205039,0.103756735,0.103735684,0.103710896,0.103682939,0.103652753,0.103621234,0.103587975,0.103555012,0.103520673,0.10348426,0.103447847,Africa_Eastern,MiscCrop -2,2,5,0.007284941,0.007284976,0.007284956,0.006737879,0.00634638,0.006036938,0.005783929,0.005713268,0.005650546,0.005590959,0.005536941,0.005529917,0.005521626,0.005512173,0.005502711,0.005493891,0.005485458,0.005477446,0.005469429,0.005461745,0.005454061,Africa_Eastern,OilCrop -2,2,6,0.015625435,0.015625426,0.015625392,0.015897667,0.016168599,0.016380935,0.016537679,0.016505149,0.016453262,0.016397353,0.016328315,0.016348037,0.016351577,0.016343934,0.016321687,0.016293103,0.016253326,0.016207646,0.016155821,0.016102948,0.016050075,Africa_Eastern,OtherGrain -2,2,7,0.785181501,0.785182449,0.785180712,0.776547329,0.769594323,0.76282639,0.755965529,0.748484595,0.741334381,0.734320246,0.727074971,0.727138003,0.726407944,0.724994392,0.722787802,0.719901496,0.716172499,0.711598092,0.7061338,0.699732805,0.69333181,Africa_Eastern,Rice -2,2,8,0.008590624,0.008590611,0.008590614,0.009485105,0.010288838,0.011015302,0.011678586,0.011900209,0.012104737,0.012296852,0.012480944,0.012480705,0.012480027,0.012479225,0.012477999,0.012476874,0.012475462,0.012474057,0.012472521,0.012470779,0.012469037,Africa_Eastern,Root_Tuber -2,2,9,0.569939483,0.569940238,0.569940034,0.571319131,0.572762226,0.574096712,0.575318654,0.57708175,0.578734034,0.580380027,0.581918555,0.581910835,0.581902235,0.581889368,0.581874263,0.581860097,0.581843092,0.581825383,0.581807231,0.581786677,0.581766123,Africa_Eastern,SugarCrop -2,2,10,0.08894569,0.088945768,0.088945497,0.08600646,0.083500533,0.081226459,0.079169232,0.077975977,0.076910812,0.0759435,0.075066387,0.075046003,0.075000075,0.074931176,0.074845392,0.074754695,0.074648794,0.074533855,0.074408884,0.074281471,0.074154058,Africa_Eastern,Wheat -2,2,11,0.001898593,0.001898526,0.001898484,0.001898496,0.001898563,0.001898627,0.001898688,0.001899008,0.001899281,0.001899527,0.001899765,0.001899879,0.001899956,0.001899999,0.001900015,0.001900008,0.001899971,0.001899918,0.001899846,0.00189976,0.001899674,Africa_Eastern,FodderHerb -2,2,12,0.998562064,0.99856217,0.998562124,0.998562123,0.998562131,0.998562124,0.998562125,0.998562122,0.998562127,0.998562122,0.998562128,0.998562128,0.99856212,0.998562122,0.998562115,0.998562125,0.99856212,0.998562124,0.99856213,0.998562126,0.998562122,Africa_Eastern,FodderGrass -2,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,3,1,0.003994068,0.003994079,0.003994074,0.003928212,0.003886851,0.003850614,0.003817908,0.00392892,0.004025457,0.004111771,0.004187262,0.004185233,0.004182397,0.004178802,0.00417493,0.00417095,0.004166613,0.004162157,0.004157636,0.004153054,0.004148472,Africa_Eastern,Corn -2,3,2,0,0,0,0,0.019665698,0.019693824,0.019718211,0.019599235,0.019721589,0.019835175,0.019899497,0.019908687,0.019872467,0.019832845,0.019793404,0.01976177,0.019737847,0.019721912,0.019714401,0.019715097,0.019715793,Africa_Eastern,biomass -2,3,3,0.342746653,0.342747071,0.342746466,0.334665838,0.327681657,0.321612665,0.316248909,0.314545738,0.312942449,0.311436776,0.310121605,0.310146605,0.310161436,0.310172157,0.310174773,0.310173127,0.310164767,0.310150449,0.310131162,0.310111237,0.310091312,Africa_Eastern,FiberCrop -2,3,4,0.013897539,0.013897512,0.013897542,0.013811055,0.013736486,0.013667877,0.013610809,0.013789601,0.013946475,0.014093145,0.014228886,0.014226758,0.014224298,0.014221544,0.014218439,0.014215361,0.014212105,0.014208691,0.014205251,0.01420165,0.014198049,Africa_Eastern,MiscCrop -2,3,5,0.003386002,0.00338601,0.003386007,0.003140354,0.002956593,0.002810938,0.00269296,0.002668917,0.002647342,0.002627097,0.002609269,0.00260856,0.002607764,0.002606832,0.002605917,0.002605044,0.002604215,0.002603434,0.002602649,0.002601893,0.002601137,Africa_Eastern,OilCrop -2,3,6,0.001169166,0.001169171,0.001169171,0.001175638,0.001182888,0.001189013,0.001194471,0.001192727,0.00119073,0.001188657,0.001186465,0.001186866,0.001186937,0.001186785,0.001186339,0.001185766,0.001184958,0.001184035,0.001182993,0.001181928,0.001180863,Africa_Eastern,OtherGrain -2,3,7,0.780684085,0.780683538,0.78068427,0.774155179,0.768571585,0.763723688,0.759487824,0.75365502,0.748599368,0.744192891,0.740294037,0.740295271,0.74027385,0.740232402,0.74016902,0.74008593,0.739981398,0.739856436,0.739713857,0.739552577,0.739391297,Africa_Eastern,Rice -2,3,8,0.000377575,0.000377591,0.000377611,0.000369128,0.000361456,0.000354402,0.000347936,0.000341932,0.000336315,0.000331073,0.000326192,0.000326189,0.00032618,0.000326169,0.000326152,0.000326137,0.000326118,0.000326099,0.000326079,0.000326054,0.000326029,Africa_Eastern,Root_Tuber -2,3,9,0.250663791,0.2506639,0.250663678,0.253238804,0.255524733,0.257741163,0.259718929,0.261542937,0.263206384,0.264792008,0.266212856,0.266210946,0.2662076,0.266203488,0.266197879,0.266193378,0.266187526,0.266181434,0.266175291,0.266168284,0.266161277,Africa_Eastern,SugarCrop -2,3,10,0.072202498,0.072202711,0.072202668,0.072470645,0.072714247,0.072958216,0.07317076,0.072637943,0.072136366,0.071695373,0.071284371,0.071282894,0.071280057,0.071275712,0.071270341,0.071264493,0.071257805,0.071250245,0.071242318,0.071234872,0.071227426,Africa_Eastern,Wheat -2,3,11,0.000329664,0.000330299,0.00033043,0.000330437,0.000330451,0.000330462,0.000330473,0.000330527,0.000330574,0.000330617,0.000330659,0.00033068,0.000330691,0.000330701,0.000330704,0.000330702,0.000330695,0.000330686,0.000330674,0.000330658,0.000330642,Africa_Eastern,FodderHerb -2,3,12,0.994585031,0.994584984,0.994584897,0.994584885,0.994584886,0.994584889,0.994584894,0.994584891,0.994584891,0.994584902,0.994584903,0.994584897,0.994584908,0.994584894,0.994584898,0.994584903,0.994584894,0.9945849,0.994584908,0.9945849,0.994584892,Africa_Eastern,FodderGrass -2,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,4,1,0.009881844,0.009881812,0.009881813,0.0097634,0.009698808,0.009642943,0.009591223,0.009503331,0.009422948,0.009346416,0.009274142,0.009268877,0.009261469,0.009251969,0.009241795,0.009231352,0.009219873,0.009208083,0.009196149,0.009183957,0.009171765,Africa_Eastern,Corn -2,4,2,0,0,0,0,0.018079215,0.01811994,0.018159981,0.017969031,0.017878575,0.017803433,0.017728746,0.017730476,0.017731633,0.017732054,0.017786026,0.017878229,0.017963024,0.018032678,0.018087101,0.01804842,0.018009739,Africa_Eastern,biomass -2,4,3,0.089279448,0.08927934,0.08927921,0.087466271,0.086085492,0.084886703,0.083786923,0.085180035,0.086462756,0.087661926,0.088735195,0.088819888,0.088876413,0.088907491,0.088918352,0.088909932,0.088880721,0.088834027,0.088772266,0.088698891,0.088625516,Africa_Eastern,FiberCrop -2,4,4,0.05582773,0.055827465,0.055827823,0.05609574,0.056318906,0.056496212,0.056626993,0.057799775,0.058825556,0.05974684,0.06055682,0.060543295,0.060526731,0.06050876,0.060488741,0.060468742,0.060446848,0.060424767,0.060402003,0.060377951,0.060353899,Africa_Eastern,MiscCrop -2,4,5,9.48E-05,9.48E-05,9.48E-05,8.76E-05,8.21E-05,7.78E-05,7.43E-05,7.36E-05,7.29E-05,7.23E-05,7.18E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,7.17E-05,Africa_Eastern,OilCrop -2,4,6,0.002872596,0.002872602,0.002872593,0.00287723,0.002882412,0.00288755,0.002891372,0.002875921,0.002861684,0.002848699,0.002836961,0.002837112,0.002837145,0.00283708,0.002836902,0.002836663,0.002836335,0.002835939,0.002835521,0.002835081,0.002834641,Africa_Eastern,OtherGrain -2,4,7,0.784249782,0.784249208,0.784249414,0.77781623,0.772375203,0.767613234,0.7633163,0.757545956,0.752504789,0.748063859,0.743976992,0.743986051,0.743898935,0.743730714,0.743470695,0.74313734,0.742714289,0.742209636,0.741626727,0.740967265,0.740307803,Africa_Eastern,Rice -2,4,8,3.17E-07,3.20E-07,3.39E-07,3.27E-07,3.16E-07,3.05E-07,2.96E-07,2.85E-07,2.76E-07,2.67E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,2.59E-07,Africa_Eastern,Root_Tuber -2,4,9,0.274133034,0.274133495,0.274133821,0.278417803,0.282474702,0.286210399,0.28970549,0.292878266,0.295885117,0.298636391,0.301215962,0.301208492,0.301195705,0.301179468,0.301162282,0.301143594,0.301122893,0.301100615,0.301078432,0.301051637,0.301024842,Africa_Eastern,SugarCrop -2,4,10,0.008436924,0.008436962,0.008436963,0.008502637,0.008565155,0.008624426,0.008680377,0.008643156,0.008606061,0.008576503,0.008547039,0.00854705,0.008547041,0.008547037,0.008547029,0.008547028,0.008547029,0.00854705,0.008547037,0.008547034,0.008547031,Africa_Eastern,Wheat -2,4,11,0.001743463,0.001743231,0.001743148,0.001743188,0.001743257,0.001743316,0.001743374,0.001743677,0.001743937,0.001744175,0.001744393,0.001744508,0.001744581,0.001744623,0.001744635,0.001744629,0.001744596,0.001744548,0.001744476,0.001744393,0.00174431,Africa_Eastern,FodderHerb -2,4,12,0.975003018,0.97500308,0.975003117,0.975003072,0.975003059,0.975003118,0.975003069,0.975003201,0.975003106,0.975003139,0.975003063,0.975003058,0.975003099,0.975003078,0.975003101,0.975003076,0.97500317,0.975003068,0.975003115,0.975003131,0.975003147,Africa_Eastern,FodderGrass -2,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,5,1,0.01476409,0.014764129,0.014764088,0.013954221,0.013339087,0.012825038,0.012387848,0.012121254,0.011894211,0.011695468,0.011519237,0.011514426,0.011507644,0.011499004,0.011489726,0.011480218,0.011469788,0.011459103,0.011448287,0.011437241,0.011426195,Africa_Eastern,Corn -2,5,2,0,0,0,0,0.007446548,0.00733757,0.007238692,0.00718112,0.007126878,0.007081912,0.007040385,0.007026856,0.007012859,0.007001222,0.00701701,0.007032685,0.007048253,0.007063769,0.007079235,0.007094789,0.007110343,Africa_Eastern,biomass -2,5,3,0.02792279,0.027922936,0.02792283,0.02684332,0.026428475,0.026065484,0.025729856,0.027496356,0.02908539,0.030513777,0.031795376,0.031929773,0.032017986,0.032065011,0.032079343,0.032061864,0.032012285,0.031936284,0.031834598,0.031714045,0.031593492,Africa_Eastern,FiberCrop -2,5,4,0.014173335,0.014173315,0.014173345,0.013927402,0.013725805,0.013555362,0.013409373,0.013615085,0.013794398,0.013958241,0.014105899,0.014104675,0.014103167,0.01410155,0.014099704,0.014097868,0.014095896,0.014093902,0.014091808,0.014089638,0.014087468,Africa_Eastern,MiscCrop -2,5,5,1.08E-05,1.08E-05,1.08E-05,1.00E-05,9.39E-06,8.83E-06,8.34E-06,7.54E-06,6.90E-06,6.36E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,5.90E-06,Africa_Eastern,OilCrop -2,5,6,0.00252571,0.002525711,0.002525718,0.002502472,0.002482414,0.002463471,0.002445607,0.002402986,0.00236498,0.002332534,0.002302419,0.002302678,0.00230273,0.002302633,0.002302344,0.002301971,0.002301458,0.002300868,0.002300194,0.00229951,0.002298826,Africa_Eastern,OtherGrain -2,5,7,0.662923905,0.662924163,0.662924721,0.651562728,0.642260793,0.634300864,0.627427277,0.618764764,0.611421085,0.605124059,0.599577496,0.599580393,0.599541963,0.599468256,0.599356126,0.599211887,0.599030639,0.598814485,0.598565078,0.598283909,0.59800274,Africa_Eastern,Rice -2,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,5,9,0.168832247,0.168832161,0.168832868,0.175931617,0.182565199,0.188662739,0.194304468,0.199600456,0.20450698,0.209072364,0.213274211,0.213266055,0.213254786,0.213239826,0.213222852,0.213204938,0.213185048,0.213165018,0.21314375,0.213119843,0.213095936,Africa_Eastern,SugarCrop -2,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,5,11,0.003034021,0.003033919,0.003034093,0.003034161,0.003034294,0.003034412,0.003034506,0.003035077,0.003035549,0.00303598,0.003036399,0.003036596,0.00303672,0.003036807,0.003036832,0.00303682,0.003036761,0.003036671,0.003036539,0.003036383,0.003036227,Africa_Eastern,FodderHerb -2,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,5,13,8.04E-05,8.05E-05,8.05E-05,7.75E-05,7.48E-05,7.23E-05,6.99E-05,6.65E-05,6.34E-05,6.06E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,5.80E-05,Africa_Eastern,PalmFruit -2,6,1,0.00019445,0.000194446,0.000194448,0.000183807,0.000175405,0.000168425,0.000162486,0.000157056,0.000152384,0.000148356,0.000144742,0.000144703,0.000144648,0.000144578,0.000144503,0.000144427,0.000144342,0.000144256,0.000144167,0.000144076,0.000143985,Africa_Eastern,Corn -2,6,2,0,0,0,0,0.02764196,0.026373588,0.025225551,0.023782561,0.022505618,0.02169615,0.020995435,0.02135743,0.021725355,0.022099428,0.022451131,0.022750114,0.022994071,0.023201055,0.023389991,0.02355022,0.023710449,Africa_Eastern,biomass -2,6,3,0.004307421,0.004307418,0.004307475,0.003963567,0.003677975,0.003431926,0.003218665,0.003106926,0.003002998,0.002906313,0.002816386,0.002817074,0.002817515,0.002817757,0.002817831,0.002817749,0.002817501,0.002817113,0.002816602,0.002815987,0.002815372,Africa_Eastern,FiberCrop -2,6,4,0.005902902,0.00590291,0.005902919,0.005700828,0.005531382,0.005389812,0.00526523,0.005305762,0.005341877,0.005373628,0.005403154,0.005402717,0.005402232,0.005401667,0.005401036,0.005400379,0.005399683,0.005398958,0.005398221,0.005397434,0.005396647,Africa_Eastern,MiscCrop -2,6,5,2.12E-06,2.15E-06,2.14E-06,2.00E-06,1.89E-06,1.78E-06,1.69E-06,1.51E-06,1.36E-06,1.24E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,1.14E-06,Africa_Eastern,OilCrop -2,6,6,0.001257281,0.00125728,0.001257286,0.00123399,0.001213254,0.001194917,0.001178373,0.001139886,0.001106892,0.001079011,0.001054986,0.001055004,0.001055002,0.001055001,0.001054985,0.001054964,0.001054939,0.001054913,0.001054879,0.001054838,0.001054797,Africa_Eastern,OtherGrain -2,6,7,0.763173518,0.763172973,0.763173435,0.755946978,0.749885438,0.744594773,0.74002597,0.733621413,0.728029102,0.723114692,0.7188136,0.718815733,0.718786402,0.718730629,0.718643899,0.718531972,0.718391357,0.718223105,0.718030292,0.717811191,0.71759209,Africa_Eastern,Rice -2,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,6,9,0.180824405,0.18082454,0.180824647,0.1835229,0.186035811,0.188308934,0.190401739,0.193734969,0.196836215,0.199696695,0.202307482,0.20230317,0.20229644,0.202287792,0.202277441,0.202266773,0.20225582,0.202243407,0.202230172,0.202216325,0.202202478,Africa_Eastern,SugarCrop -2,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb -2,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Corn -2,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,biomass -2,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FiberCrop -2,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,MiscCrop -2,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OtherGrain -2,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderHerb -2,7,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,8,1,0.045251605,0.04525139,0.045251474,0.04497056,0.045158443,0.045354023,0.045528516,0.046565189,0.047491994,0.048327522,0.049092572,0.049029411,0.048940101,0.048825904,0.048702802,0.048576714,0.04843788,0.04829507,0.048150213,0.048002604,0.047854995,Africa_Eastern,Corn -2,8,2,0,0,0,0,0.008553479,0.008674807,0.00879453,0.008872517,0.00895825,0.009043696,0.009122761,0.009131003,0.009136668,0.009139262,0.009141922,0.009143907,0.009145219,0.009146147,0.009146879,0.009147574,0.009148269,Africa_Eastern,biomass -2,8,3,0.478650008,0.478649362,0.478649065,0.489985203,0.500862147,0.511193527,0.521076215,0.530178015,0.538938057,0.547353718,0.555420363,0.555458989,0.555484787,0.555499634,0.555504581,0.555500934,0.555487426,0.555466149,0.555438328,0.555405221,0.555372114,Africa_Eastern,FiberCrop -2,8,4,0.085622129,0.085622103,0.085622438,0.087189219,0.088376533,0.08933637,0.090094206,0.090953992,0.091675123,0.092292661,0.092803152,0.092782529,0.092758122,0.092731248,0.092701271,0.092671205,0.092639007,0.092606422,0.092573016,0.092537677,0.092502338,Africa_Eastern,MiscCrop -2,8,5,0.024667106,0.024667091,0.024667,0.022997145,0.021761997,0.02078358,0.019981261,0.019686087,0.019419548,0.019172811,0.018945616,0.018931895,0.018915819,0.018897601,0.018879247,0.018862104,0.018845756,0.018830317,0.018814782,0.018799979,0.018785176,Africa_Eastern,OilCrop -2,8,6,0.00112735,0.001127403,0.0011274,0.001138219,0.001149758,0.001160268,0.001170203,0.001178655,0.001185903,0.001192604,0.001198187,0.001198587,0.001198663,0.001198511,0.001198064,0.001197487,0.001196688,0.001195768,0.001194721,0.001193647,0.001192573,Africa_Eastern,OtherGrain -2,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,8,9,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,8,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,8,11,0.00208639,0.002074124,0.002075433,0.002075481,0.002075558,0.002075627,0.002075696,0.002076042,0.002076339,0.002076608,0.002076861,0.002076991,0.002077079,0.002077125,0.00207714,0.002077134,0.002077092,0.002077035,0.00207696,0.002076861,0.002076762,Africa_Eastern,FodderHerb -2,8,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,FodderGrass -2,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,9,1,0.001353682,0.001353623,0.001353671,0.001318363,0.001309076,0.001301994,0.001294772,0.001291555,0.001288172,0.001284351,0.001280345,0.001277446,0.001273353,0.001268098,0.001262471,0.001256678,0.0012503,0.001243739,0.001237092,0.001230314,0.001223536,Africa_Eastern,Corn -2,9,2,0,0,0,0,0.001177128,0.001168318,0.001159443,0.001127781,0.00111137,0.001095146,0.001079654,0.00109416,0.001108766,0.001123441,0.001136834,0.001147867,0.001156455,0.001163573,0.00117022,0.001175364,0.001180508,Africa_Eastern,biomass -2,9,3,0.103617246,0.10361829,0.103618267,0.109243869,0.114861825,0.120360054,0.12574401,0.138645649,0.150991829,0.162823425,0.174213906,0.174258827,0.174289165,0.174304942,0.174309896,0.174304969,0.174288891,0.174264186,0.174230474,0.174191116,0.174151758,Africa_Eastern,FiberCrop -2,9,4,0.020356932,0.02035708,0.020357061,0.020985015,0.021456017,0.021828665,0.022124083,0.02260164,0.022982648,0.02330162,0.023564814,0.023556868,0.023547502,0.023537234,0.023525642,0.023514041,0.02350172,0.023489327,0.02347648,0.023462886,0.023449292,Africa_Eastern,MiscCrop -2,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,9,6,0.000106779,0.000106776,0.000106777,0.00010759,0.000108402,0.000109168,0.000109838,0.000110275,0.000110657,0.000111039,0.000111321,0.000111334,0.000111337,0.000111332,0.000111317,0.000111298,0.000111272,0.000111241,0.000111207,0.000111172,0.000111137,Africa_Eastern,OtherGrain -2,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,9,9,0.999999992,0.999999996,0.999999996,0.999999995,0.999999995,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,0.999999992,Africa_Eastern,SugarCrop -2,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,9,11,0.000583912,0.000584821,0.000591729,0.000591744,0.000591764,0.000591784,0.000591802,0.000591904,0.000591989,0.000592065,0.000592137,0.000592173,0.0005922,0.000592214,0.000592219,0.000592217,0.000592203,0.000592186,0.000592167,0.000592135,0.000592103,Africa_Eastern,FodderHerb -2,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,10,1,0.01826401,0.018263918,0.018264008,0.018154649,0.018155313,0.018165771,0.01817578,0.018122903,0.018074726,0.018024733,0.017981646,0.017968913,0.017950981,0.017927892,0.017903141,0.017877848,0.017849816,0.01782105,0.01779178,0.017762077,0.017732374,Africa_Eastern,Corn -2,10,2,0,0,0,0,0.012535398,0.012738775,0.012927852,0.012634941,0.012619955,0.012610098,0.012600435,0.01264599,0.012691091,0.012735602,0.012791272,0.012780766,0.01276456,0.012759271,0.012759456,0.012759627,0.012759798,Africa_Eastern,biomass -2,10,3,0.175292115,0.175291659,0.17529199,0.182391308,0.190904458,0.199125211,0.207008143,0.225754132,0.243343882,0.259884055,0.275490976,0.27618755,0.276649222,0.27690112,0.276986952,0.276908756,0.276662847,0.276276857,0.275761384,0.275151228,0.274541072,Africa_Eastern,FiberCrop -2,10,4,0.148954803,0.148954382,0.148954199,0.153587304,0.157062256,0.159802845,0.162001223,0.165932356,0.169092378,0.171752033,0.17400791,0.173955868,0.173893328,0.173824567,0.173747582,0.173670334,0.173587598,0.173504229,0.173417774,0.173326916,0.173236058,Africa_Eastern,MiscCrop -2,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,10,6,0.003384129,0.003384126,0.003384125,0.003415447,0.003446409,0.003476039,0.003502798,0.0035186,0.003531249,0.003543892,0.003554982,0.003555253,0.00355531,0.00355521,0.003554895,0.003554472,0.003553908,0.003553245,0.00355251,0.003551746,0.003550982,Africa_Eastern,OtherGrain -2,10,7,0.785156175,0.785156662,0.785156281,0.77878542,0.773392135,0.768686297,0.764458647,0.758740355,0.753757434,0.749382442,0.745456379,0.745463468,0.745389003,0.745248332,0.74503139,0.744751846,0.744397613,0.743975828,0.743487558,0.742937727,0.742387896,Africa_Eastern,Rice -2,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,10,11,0.001741348,0.001742182,0.001740992,0.001741036,0.001741105,0.001741162,0.00174122,0.001741523,0.001741779,0.001742017,0.001742241,0.001742352,0.00174243,0.001742476,0.001742483,0.001742481,0.001742448,0.001742391,0.001742328,0.001742244,0.00174216,Africa_Eastern,FodderHerb -2,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,11,1,0.001978284,0.001978283,0.001978261,0.001971621,0.001972794,0.001974697,0.001976548,0.001972927,0.001969085,0.001965946,0.001962756,0.001961805,0.001960467,0.001958755,0.001956909,0.001955014,0.001952919,0.001950771,0.001948593,0.001946356,0.001944119,Africa_Eastern,Corn -2,11,2,0,0,0,0,0.008780607,0.008918627,0.009050724,0.008908749,0.008901423,0.008897836,0.008894315,0.008925698,0.008964785,0.009003823,0.009043046,0.009035377,0.009023739,0.009015984,0.009012089,0.009012095,0.009012101,Africa_Eastern,biomass -2,11,3,0.164792533,0.16479264,0.164792485,0.172362177,0.180539162,0.188465509,0.196125727,0.214317438,0.231440137,0.247589106,0.262887136,0.263249088,0.263488859,0.263619955,0.263664261,0.263623946,0.263496553,0.26329645,0.263028292,0.262710689,0.262393086,Africa_Eastern,FiberCrop -2,11,4,0.121212796,0.121212799,0.121212771,0.124871732,0.127599059,0.129753271,0.131449116,0.134405255,0.136805379,0.138779923,0.140410747,0.140363025,0.140306623,0.14024399,0.140173932,0.140103332,0.14002766,0.139951109,0.139871953,0.139788219,0.139704485,Africa_Eastern,MiscCrop -2,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,11,6,0.001622246,0.001622251,0.001622249,0.001641717,0.001660817,0.001678673,0.00169597,0.001701723,0.001706738,0.001711764,0.001716051,0.00171609,0.001716094,0.001716071,0.001716041,0.001715975,0.001715896,0.001715804,0.001715699,0.001715592,0.001715485,Africa_Eastern,OtherGrain -2,11,7,0.785156301,0.785156908,0.785156458,0.778375859,0.772677798,0.767556905,0.762774444,0.756703069,0.751282027,0.746371039,0.741771465,0.741792676,0.741581029,0.741172801,0.740540718,0.739721331,0.738681593,0.737430808,0.735973262,0.734315117,0.732656972,Africa_Eastern,Rice -2,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Eastern,SugarCrop -2,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,11,11,0.001650918,0.001649532,0.001649315,0.001649357,0.00164943,0.001649492,0.00164954,0.001649854,0.001650114,0.001650339,0.001650559,0.001650674,0.001650745,0.00165079,0.001650809,0.001650796,0.001650766,0.001650722,0.001650648,0.001650559,0.00165047,Africa_Eastern,FodderHerb -2,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -2,12,1,0.007908252,0.007909483,0.007909607,0.007850306,0.007841796,0.007837804,0.007833389,0.007826546,0.007821485,0.007815469,0.007809024,0.007802785,0.007793947,0.007782558,0.007770308,0.007757669,0.007743676,0.007729226,0.007714509,0.007699438,0.007684367,Africa_Eastern,Corn -2,12,2,0,0,0,0,0.003622711,0.0036054,0.003588142,0.003450696,0.003399997,0.003351517,0.003303719,0.003347063,0.00339097,0.003435469,0.00347602,0.00350942,0.003535453,0.00355707,0.003577228,0.003592846,0.003608464,Africa_Eastern,biomass -2,12,3,0.118032727,0.118031012,0.118031113,0.122545313,0.128694343,0.134662406,0.140399847,0.15421363,0.167362241,0.179892426,0.191862135,0.192543024,0.192994265,0.193237181,0.193316838,0.19323684,0.192992903,0.192613097,0.192104337,0.191503227,0.190902117,Africa_Eastern,FiberCrop -2,12,4,0.08369275,0.083692356,0.083692529,0.08631743,0.088273345,0.089816097,0.091061684,0.093197801,0.094931211,0.096393524,0.097605579,0.097560992,0.097507674,0.097448272,0.097381405,0.097313563,0.097240311,0.097165467,0.097087498,0.09700422,0.096920942,Africa_Eastern,MiscCrop -2,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,OilCrop -2,12,6,0.000111761,0.000111738,0.00011169,0.000112958,0.000114193,0.00011534,0.000116448,0.000116397,0.000116297,0.000116247,0.000116196,0.000116196,0.000116196,0.000116196,0.000116195,0.000116196,0.000116196,0.000116196,0.000116196,0.000116196,0.000116196,Africa_Eastern,OtherGrain -2,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Rice -2,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Root_Tuber -2,12,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Africa_Eastern,SugarCrop -2,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,Wheat -2,12,11,0.000624128,0.000617907,0.000606362,0.00060638,0.000606411,0.000606438,0.000606463,0.000606596,0.00060671,0.000606814,0.000606909,0.000606956,0.000606989,0.000607006,0.000607013,0.000607011,0.000606996,0.000606974,0.000606944,0.000606908,0.000606872,Africa_Eastern,FodderHerb -2,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,FodderGrass -2,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Eastern,PalmFruit -3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn -3,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,1,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,1,4,0.928928648,0.928928765,0.92892869,0.932175102,0.935124216,0.93780192,0.94025359,0.941628491,0.942925218,0.944171458,0.945346233,0.945340095,0.945333127,0.945325128,0.945316459,0.94530747,0.945298143,0.945288544,0.945278533,0.945268087,0.945257641,Africa_Northern,MiscCrop -3,1,5,0.997723236,0.997723226,0.997723146,0.997802609,0.997884956,0.997958567,0.998024453,0.998041101,0.998056624,0.998072031,0.998087372,0.998083316,0.998078508,0.998072991,0.998067373,0.99806209,0.998057,0.99805213,0.998047196,0.998042472,0.998037748,Africa_Northern,OilCrop -3,1,6,0.671458353,0.671458347,0.671458163,0.670090164,0.668840937,0.667657696,0.66643855,0.664391681,0.662386098,0.660360001,0.658401631,0.6584355,0.658413462,0.658356725,0.65825628,0.658139464,0.657993564,0.657841088,0.657670623,0.657495246,0.657319869,Africa_Northern,OtherGrain -3,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,1,10,0.997516903,0.997516881,0.997516883,0.997660838,0.997782514,0.997886539,0.997975619,0.998027714,0.99807411,0.998116064,0.998153727,0.998153201,0.998152276,0.998151014,0.998149496,0.998147917,0.998146168,0.998144348,0.998142364,0.99814034,0.998138316,Africa_Northern,Wheat -3,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,2,1,0.648805225,0.648805215,0.648806081,0.631260324,0.617244718,0.605514916,0.595606514,0.589471966,0.583810559,0.578643254,0.573769438,0.573677653,0.573559613,0.573420311,0.573275562,0.573131167,0.572981385,0.572842559,0.572701738,0.572560945,0.572420152,Africa_Northern,Corn -3,2,2,0,0,0,0,0.709261937,0.715844827,0.721580118,0.726163513,0.729412858,0.73234538,0.736099215,0.736432942,0.736473128,0.73616943,0.735956396,0.73609356,0.736492866,0.736766121,0.736930414,0.737092315,0.737254216,Africa_Northern,biomass -3,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,2,4,0.851653067,0.851653058,0.851653198,0.85096827,0.850331773,0.849801991,0.849268459,0.849084496,0.848896929,0.848708023,0.848516363,0.848501014,0.848483184,0.848463332,0.848440972,0.848418648,0.848394985,0.848370928,0.848346203,0.848320101,0.848293999,Africa_Northern,MiscCrop -3,2,5,0.636474578,0.636474603,0.63647412,0.638465233,0.641414353,0.644025712,0.646230307,0.647141127,0.648034912,0.648832759,0.649640718,0.64914879,0.648566984,0.647901563,0.647232135,0.646604142,0.646003419,0.645429943,0.644853803,0.644302345,0.643750887,Africa_Northern,OilCrop -3,2,6,0.038207848,0.038207775,0.038207788,0.036310914,0.034604609,0.033017857,0.031533806,0.031025431,0.030492888,0.029948542,0.029396037,0.029453748,0.029446105,0.029394956,0.029286122,0.029154283,0.028983237,0.028796926,0.028586522,0.028371856,0.02815719,Africa_Northern,OtherGrain -3,2,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,2,8,0.901065317,0.901066038,0.901064609,0.905366995,0.909282642,0.912844778,0.91611229,0.918063058,0.919935174,0.921704826,0.923373977,0.923372045,0.923366727,0.923360186,0.92335067,0.923341805,0.923330963,0.923320333,0.923308597,0.923295469,0.923282341,Africa_Northern,Root_Tuber -3,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,2,10,0.795368503,0.795368353,0.795368425,0.802613053,0.808844025,0.814259454,0.818965638,0.821843461,0.824364902,0.826669085,0.82875852,0.828737856,0.828701546,0.828651947,0.828592719,0.828531131,0.82846351,0.82839319,0.828317418,0.828240137,0.828162856,Africa_Northern,Wheat -3,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Corn -3,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,MiscCrop -3,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OilCrop -3,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain -3,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice -3,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Root_Tuber -3,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,SugarCrop -3,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Wheat -3,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Corn -3,4,2,0,0,0,0,0.472866429,0.473184897,0.473289307,0.474228745,0.474383924,0.473962416,0.473560414,0.473816705,0.473992007,0.474072625,0.474155199,0.474216708,0.474365907,0.474395032,0.474308857,0.474112181,0.473915505,Africa_Northern,biomass -3,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,4,4,0.422239986,0.422239792,0.422239095,0.417848253,0.413882289,0.41013247,0.406702303,0.405827201,0.404947194,0.404168313,0.403384711,0.403354112,0.403316696,0.403276517,0.403230138,0.403184677,0.403136623,0.403087637,0.403037542,0.402983052,0.402928562,Africa_Northern,MiscCrop -3,4,5,0.066324969,0.066325021,0.066324945,0.063723171,0.062004121,0.060406618,0.058894841,0.058021639,0.057179164,0.056396301,0.055628184,0.055431194,0.055199349,0.054936165,0.054672606,0.054427752,0.054193998,0.053971521,0.053749171,0.053537959,0.053326747,Africa_Northern,OilCrop -3,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,OtherGrain -3,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,4,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,4,9,0.69087369,0.690873646,0.690873564,0.697027901,0.702692607,0.707752554,0.712310809,0.71449194,0.716561812,0.718615658,0.720477123,0.720456145,0.720425971,0.720386265,0.720342461,0.720296807,0.720246223,0.720192987,0.720137396,0.720074787,0.720012178,Africa_Northern,SugarCrop -3,4,10,0.896375504,0.896375191,0.896375168,0.900834482,0.904715474,0.908160503,0.911166519,0.910910245,0.910647103,0.910416663,0.910179161,0.910167039,0.910141631,0.910105575,0.91006178,0.910015452,0.909962767,0.909906342,0.909845185,0.909782908,0.909720631,Africa_Northern,Wheat -3,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,7,1,0.999810161,0.99981017,0.999810155,0.999821517,0.99983188,0.999841081,0.999849188,0.999853835,0.999858131,0.999862172,0.999865917,0.999865827,0.999865712,0.999865574,0.99986543,0.999865287,0.99986514,0.999865001,0.999864862,0.999864721,0.99986458,Africa_Northern,Corn -3,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,biomass -3,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,FiberCrop -3,7,4,0.774239738,0.774239613,0.774240335,0.777441765,0.780385407,0.783004496,0.78538022,0.781751042,0.77837237,0.775179449,0.772256685,0.772235183,0.772209262,0.772180708,0.772149356,0.772117893,0.772083928,0.772049812,0.772013998,0.771976467,0.771938936,Africa_Northern,MiscCrop -3,7,5,0.659492181,0.659491858,0.659492308,0.665197981,0.673597624,0.681085111,0.687805225,0.687672893,0.687488436,0.687202397,0.686832557,0.685548589,0.684016067,0.682245598,0.680435692,0.67871865,0.677058245,0.675461361,0.673839499,0.672271545,0.670703591,Africa_Northern,OilCrop -3,7,6,0.760967273,0.76096766,0.760966784,0.761993771,0.76291495,0.763745163,0.764403012,0.76076383,0.757224475,0.753723914,0.75034038,0.750356108,0.750347372,0.750322884,0.750278226,0.750224738,0.750158979,0.750088789,0.750011014,0.749930667,0.74985032,Africa_Northern,OtherGrain -3,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,SugarCrop -3,7,10,0.956533779,0.956533775,0.956533743,0.958442301,0.960059505,0.961431635,0.962608308,0.963348963,0.963995841,0.964585079,0.965102905,0.965091578,0.965071843,0.965044593,0.965012027,0.964978215,0.964940537,0.964901188,0.964858678,0.964815008,0.964771338,Africa_Northern,Wheat -3,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,8,1,0.991850313,0.991850201,0.991850171,0.992655636,0.993344639,0.99390845,0.994374038,0.994564665,0.994739802,0.994901596,0.99505152,0.995042542,0.995030847,0.995016589,0.995001639,0.99498658,0.994970873,0.994955619,0.994940291,0.994924611,0.994908931,Africa_Northern,Corn -3,8,2,0,0,0,0,0.126307847,0.130219338,0.133719349,0.138513817,0.14041916,0.142902176,0.145419428,0.145641695,0.145656753,0.145645159,0.146399164,0.147102936,0.147811686,0.148106329,0.14799814,0.1478886,0.14777906,Africa_Northern,biomass -3,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,8,4,0.596140896,0.59614045,0.596139665,0.596371703,0.596594991,0.596815225,0.597030278,0.59310879,0.589376798,0.585840765,0.582500221,0.582458233,0.582408751,0.582353466,0.582291995,0.582229799,0.582164134,0.582098218,0.58202841,0.581957826,0.581887242,Africa_Northern,MiscCrop -3,8,5,0.251654417,0.25165483,0.25165459,0.25946214,0.268646035,0.277021114,0.284493495,0.284596511,0.28458411,0.284573581,0.284577955,0.283691377,0.282639752,0.281437258,0.280222647,0.279086126,0.277994044,0.276946983,0.275893438,0.274886643,0.273879848,Africa_Northern,OilCrop -3,8,6,0.003787842,0.003787835,0.003787834,0.003608035,0.003443507,0.003273734,0.003093654,0.003071902,0.00302763,0.002972958,0.002903437,0.002923457,0.002922529,0.002907538,0.002873971,0.002832833,0.00277864,0.0027188,0.002651012,0.00258167,0.002512328,Africa_Northern,OtherGrain -3,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,Rice -3,8,8,0.994445476,0.994445421,0.994445428,0.994521022,0.994590813,0.994657402,0.99472315,0.995943765,0.997187473,0.998482648,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Root_Tuber -3,8,9,0.620690511,0.620691104,0.620691158,0.627028972,0.632872483,0.638173236,0.642839377,0.644838255,0.646622998,0.648397509,0.650063023,0.65004711,0.650023477,0.649994301,0.649960686,0.649925763,0.649887097,0.649846991,0.64980417,0.64975623,0.64970829,Africa_Northern,SugarCrop -3,8,10,0.244842302,0.244842798,0.244842703,0.253662883,0.261774418,0.269228765,0.27597237,0.277486244,0.278802474,0.280107378,0.281299311,0.281234334,0.281106802,0.280924045,0.280700224,0.280466671,0.280199912,0.279916676,0.279609352,0.279297066,0.27898478,Africa_Northern,Wheat -3,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,9,1,0.869880734,0.869880774,0.869881395,0.865140663,0.86236336,0.860118359,0.858131173,0.855311959,0.852638309,0.850101616,0.847676352,0.847330374,0.846879239,0.846329469,0.845752758,0.845170382,0.844563017,0.843972336,0.843378076,0.84276953,0.842160984,Africa_Northern,Corn -3,9,2,0,0,0,0,0.114615738,0.117172868,0.119513951,0.121312936,0.121993919,0.122652059,0.123282028,0.123392151,0.123438108,0.123407806,0.123425773,0.123522635,0.124123358,0.124574628,0.124544619,0.124562173,0.124579727,Africa_Northern,biomass -3,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,9,4,0.449684122,0.4496834,0.449684086,0.450598749,0.451401944,0.452095846,0.452679619,0.45006746,0.447558549,0.445157525,0.44286238,0.442836759,0.442805794,0.442772784,0.442735593,0.442698385,0.442658082,0.442618671,0.44257622,0.442532578,0.442488936,Africa_Northern,MiscCrop -3,9,5,0.080843446,0.080843401,0.080843382,0.084877544,0.088803294,0.09246639,0.095890593,0.096342841,0.096795355,0.097250343,0.097708927,0.097642637,0.097564428,0.097475321,0.097385513,0.097301943,0.097222098,0.097145902,0.097069479,0.096996852,0.096924225,Africa_Northern,OilCrop -3,9,6,0.001720679,0.001720683,0.001720681,0.001722005,0.001722753,0.001723088,0.001721421,0.001739776,0.001756071,0.001771519,0.001784398,0.00178533,0.001785344,0.001784726,0.001783294,0.001781517,0.001779162,0.001776544,0.001773588,0.001770582,0.001767576,Africa_Northern,OtherGrain -3,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,9,8,0.907638184,0.907638234,0.907638151,0.908713956,0.909741377,0.910722685,0.91169366,0.930465604,0.950107574,0.971126679,0.995443046,0.995442982,0.995442828,0.995442654,0.995442369,0.995442114,0.99544179,0.995441471,0.995441124,0.995440733,0.995440342,Africa_Northern,Root_Tuber -3,9,9,0.648714227,0.648713588,0.648713867,0.655056279,0.660802419,0.666016351,0.670707619,0.6727317,0.674646503,0.676548225,0.67834456,0.678330728,0.678309181,0.678284397,0.678252821,0.678221626,0.678187715,0.678151419,0.678113951,0.678070794,0.678027637,Africa_Northern,SugarCrop -3,9,10,0.186208001,0.186208055,0.186208087,0.193814263,0.200971212,0.207667418,0.213926828,0.214228727,0.214522509,0.214812381,0.215021451,0.215004645,0.21497053,0.214920278,0.214857207,0.214792515,0.214717706,0.214637597,0.214550497,0.214462117,0.214373737,Africa_Northern,Wheat -3,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -3,10,1,0.487075921,0.487075928,0.487075841,0.480010756,0.475365399,0.471697172,0.468651644,0.463285949,0.458407974,0.4539357,0.44977701,0.449540569,0.449232398,0.448860291,0.448470084,0.448080561,0.447676485,0.447284817,0.446894555,0.446496667,0.446098779,Africa_Northern,Corn -3,10,2,0,0,0,0,0.075018429,0.075044345,0.075092117,0.074864903,0.07502871,0.075159227,0.075292182,0.076321555,0.077356436,0.078396662,0.079354472,0.080128373,0.080777653,0.081300211,0.08176034,0.082123432,0.082486524,Africa_Northern,biomass -3,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FiberCrop -3,10,4,0.3018831,0.301882939,0.30188339,0.299301581,0.296997055,0.29496992,0.293216538,0.289786101,0.286551792,0.283513403,0.28075409,0.280734759,0.280712277,0.280687393,0.280659994,0.280631672,0.280601479,0.28057154,0.280540006,0.280507621,0.280475236,Africa_Northern,MiscCrop -3,10,5,0.01650592,0.016505888,0.016505859,0.01595688,0.015523059,0.01512881,0.01477582,0.014975037,0.015163496,0.015347989,0.0155285,0.015513218,0.015495185,0.015474858,0.015454536,0.015435574,0.015417663,0.015400581,0.015383566,0.015367404,0.015351242,Africa_Northern,OilCrop -3,10,6,2.91E-05,2.91E-05,2.91E-05,3.00E-05,3.09E-05,3.18E-05,3.25E-05,3.31E-05,3.36E-05,3.40E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,3.44E-05,Africa_Northern,OtherGrain -3,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Northern,Rice -3,10,8,0.701651159,0.701651361,0.701651302,0.703984169,0.706212603,0.708339499,0.710456808,0.722914636,0.735375688,0.747806413,0.760244041,0.760242647,0.760237055,0.760229449,0.760218215,0.760208109,0.760195553,0.760184169,0.760170207,0.760155299,0.760140391,Africa_Northern,Root_Tuber -3,10,9,0.751667428,0.751667639,0.751667766,0.757513618,0.762734306,0.767412521,0.771567108,0.773804708,0.775869703,0.777843103,0.779726445,0.77971759,0.779704641,0.779688531,0.779669587,0.779650519,0.779628751,0.779606235,0.77958258,0.77955597,0.77952936,Africa_Northern,SugarCrop -3,10,10,0.097474869,0.097474838,0.097474666,0.10153739,0.105345504,0.108939646,0.112334605,0.111712994,0.111134549,0.110600186,0.110108592,0.110104431,0.110095984,0.11008261,0.110066191,0.11004939,0.110029294,0.110008271,0.109984979,0.109962368,0.109939757,Africa_Northern,Wheat -3,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderHerb -3,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,FodderGrass -3,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Northern,PalmFruit -4,1,1,0.000334281,0.000334274,0.000334218,0.000335227,0.000338294,0.000340393,0.000341599,0.000336842,0.000332414,0.00032852,0.000324769,0.000324106,0.000323212,0.000322098,0.000320922,0.00031973,0.000318454,0.000317183,0.000315903,0.000314599,0.000313295,Africa_Southern,Corn -4,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass -4,1,3,0.012591484,0.01259045,0.012590737,0.01378759,0.014758174,0.01556204,0.016239225,0.016532877,0.01680326,0.01705619,0.017298203,0.01729815,0.017298192,0.017298247,0.017298199,0.017298206,0.017298148,0.017298189,0.017298191,0.0172981,0.017298009,Africa_Southern,FiberCrop -4,1,4,0.013712192,0.013712086,0.013712078,0.01366773,0.013628951,0.013590105,0.013556965,0.013999818,0.014395718,0.014746379,0.015060527,0.01505854,0.015056183,0.01505362,0.01505077,0.015048015,0.015044971,0.015041747,0.01503866,0.015035165,0.01503167,Africa_Southern,MiscCrop -4,1,5,0.000635126,0.000635237,0.000635168,0.00055796,0.000500948,0.000454919,0.000416838,0.000406974,0.000397483,0.000388384,0.000379671,0.000370533,0.000361438,0.000352407,0.000344182,0.000337244,0.000331348,0.000326303,0.000321744,0.000317842,0.00031394,Africa_Southern,OilCrop -4,1,6,0.001025919,0.001025778,0.001025854,0.000931406,0.000860414,0.000804941,0.000760034,0.000730116,0.000704274,0.000681649,0.000661684,0.000661852,0.000661875,0.000661797,0.000661586,0.000661319,0.000660952,0.000660535,0.000660061,0.000659577,0.000659093,Africa_Southern,OtherGrain -4,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,1,9,0.350205606,0.350206538,0.350206205,0.366822662,0.3824663,0.397220058,0.411116136,0.419457223,0.427524372,0.435415124,0.443016594,0.443013649,0.443009122,0.44300393,0.442997911,0.442991358,0.442984429,0.442977246,0.442969314,0.442960514,0.442951714,Africa_Southern,SugarCrop -4,1,10,0.520671348,0.520671605,0.520670219,0.521163587,0.521549226,0.521930483,0.522202183,0.500802278,0.48164322,0.464460151,0.448954558,0.448950378,0.448942534,0.448931422,0.448916647,0.448901575,0.448885451,0.448867733,0.448847468,0.44882707,0.448806672,Africa_Southern,Wheat -4,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,1,13,0.000992296,0.000992354,0.000991719,0.000956529,0.000923789,0.000893328,0.000865,0.000844142,0.0008245,0.000805666,0.000787944,0.000784508,0.000781093,0.000777689,0.000774296,0.000770918,0.000767562,0.00076421,0.000760879,0.000757563,0.000754247,Africa_Southern,PalmFruit -4,2,1,0.007869536,0.007869501,0.00786952,0.007527966,0.00732178,0.007158143,0.007021255,0.006933433,0.006853013,0.006780818,0.006711678,0.006701877,0.006688507,0.006671822,0.006654106,0.006636109,0.006616762,0.006597401,0.006577866,0.006558008,0.00653815,Africa_Southern,Corn -4,2,2,0,0,0,0,0.033031711,0.033531836,0.033935491,0.033688555,0.033209381,0.03277754,0.032386169,0.032534857,0.032650099,0.032670226,0.03260813,0.032523857,0.032431051,0.032347208,0.032274491,0.032215253,0.032156015,Africa_Southern,biomass -4,2,3,0.060165435,0.060165369,0.060165277,0.067661221,0.074039891,0.079593924,0.084431327,0.085083455,0.085674682,0.086202792,0.086699078,0.086733453,0.086756491,0.086769368,0.086773799,0.086770201,0.086758037,0.086739088,0.086713773,0.08668402,0.086654267,Africa_Southern,FiberCrop -4,2,4,0.031922096,0.031921893,0.031922025,0.032144436,0.032341053,0.032511656,0.032655622,0.033259642,0.033817477,0.034327078,0.034800282,0.034797637,0.034794451,0.034791059,0.034787131,0.034783343,0.034779235,0.034775044,0.034770715,0.034766169,0.034761623,Africa_Southern,MiscCrop -4,2,5,0.008153517,0.008153585,0.00815354,0.007135342,0.006382491,0.005778376,0.005282602,0.005116913,0.004960441,0.004812933,0.004674063,0.004564629,0.004456156,0.004348801,0.004251272,0.004169282,0.00409994,0.004040922,0.003987886,0.003942815,0.003897744,Africa_Southern,OilCrop -4,2,6,0.000538321,0.000538257,0.000538327,0.000491475,0.000455737,0.000426638,0.000401965,0.000388283,0.000375785,0.000364334,0.00035379,0.000354365,0.000354443,0.000354177,0.000353466,0.000352562,0.000351323,0.000349915,0.000348319,0.000346691,0.000345063,Africa_Southern,OtherGrain -4,2,7,0.202889692,0.202889331,0.202890072,0.206070272,0.208823013,0.211065879,0.21274279,0.21147231,0.210142823,0.208816935,0.207361484,0.207359356,0.207120635,0.206682678,0.206018021,0.205169744,0.204109637,0.202853481,0.201404695,0.199772036,0.198139377,Africa_Southern,Rice -4,2,8,0.008349751,0.008349746,0.008349731,0.008037647,0.007750421,0.007483028,0.007234126,0.00690716,0.006608994,0.006337251,0.006089628,0.006036895,0.005984592,0.005932707,0.00588382,0.005840349,0.005799725,0.005764388,0.005734176,0.005706605,0.005679034,Africa_Southern,Root_Tuber -4,2,9,0.854368245,0.854368384,0.854368256,0.8531087,0.851966526,0.850923437,0.849980502,0.841598856,0.833966653,0.826900232,0.820355397,0.820347046,0.820333715,0.820317313,0.820298467,0.820278435,0.820256282,0.820233036,0.82020888,0.820181168,0.820153456,Africa_Southern,SugarCrop -4,2,10,0.351979309,0.351978963,0.351979208,0.351722437,0.351384826,0.350976458,0.35039482,0.331006806,0.31417254,0.299326504,0.286178025,0.286113266,0.285982856,0.285795405,0.285565313,0.28532447,0.285048682,0.284753762,0.284434287,0.284108386,0.283782485,Africa_Southern,Wheat -4,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,2,13,0.001273203,0.001273713,0.001273637,0.001213663,0.001159511,0.00111017,0.001065233,0.001027436,0.000992273,0.00095956,0.000929132,0.000925083,0.000921041,0.000917028,0.000913032,0.000909051,0.000905087,0.000901143,0.000897218,0.000893304,0.00088939,Africa_Southern,PalmFruit -4,3,1,0.038274991,0.038274867,0.038274987,0.036875253,0.035693887,0.034693258,0.033817532,0.033409048,0.033060391,0.032742075,0.032467376,0.032466737,0.032465449,0.032463898,0.032462326,0.032460842,0.032459054,0.0324573,0.032455451,0.032453754,0.032452057,Africa_Southern,Corn -4,3,2,0,0,0,0,0.032788318,0.032962543,0.033088107,0.03257836,0.03207889,0.031453352,0.031016544,0.031324792,0.031587442,0.03162257,0.031658353,0.031658342,0.031649324,0.031621746,0.031604594,0.031587284,0.031569974,Africa_Southern,biomass -4,3,3,0.060445798,0.060445813,0.060445768,0.062536063,0.064408399,0.066067442,0.067576601,0.069635669,0.071441039,0.073028801,0.074412896,0.074414539,0.074415396,0.07441602,0.074416257,0.074416146,0.074415632,0.074414756,0.074413632,0.074412368,0.074411104,Africa_Southern,FiberCrop -4,3,4,0.01702662,0.017026575,0.017026613,0.017257718,0.017462213,0.017646843,0.017810587,0.017870426,0.017922669,0.017967435,0.018012067,0.018011308,0.018010284,0.018009345,0.018008248,0.018006992,0.018005799,0.018004562,0.018003217,0.018001878,0.018000539,Africa_Southern,MiscCrop -4,3,5,0.002021913,0.002021902,0.002021898,0.001817113,0.001658114,0.001525722,0.001413555,0.001327545,0.001251568,0.001184032,0.001124054,0.001097972,0.001072158,0.001046663,0.001023524,0.00100411,0.000987727,0.000973815,0.000961342,0.000950772,0.000940202,Africa_Southern,OilCrop -4,3,6,1.57E-05,1.57E-05,1.57E-05,1.46E-05,1.37E-05,1.29E-05,1.22E-05,1.16E-05,1.11E-05,1.06E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,1.01E-05,Africa_Southern,OtherGrain -4,3,7,0.261228084,0.261227582,0.261228098,0.264904677,0.26811814,0.270876816,0.273244399,0.271279076,0.269534337,0.267921706,0.26642038,0.266420208,0.266346768,0.266212437,0.266009121,0.265751499,0.26542891,0.26504807,0.264611018,0.264119253,0.263627488,Africa_Southern,Rice -4,3,8,0.000181178,0.000181168,0.000181174,0.000173219,0.000165971,0.000159302,0.000153233,0.000149924,0.000146812,0.000143826,0.000140962,0.000139735,0.000138517,0.000137309,0.000136171,0.000135159,0.000134213,0.000133391,0.000132688,0.000132047,0.000131406,Africa_Southern,Root_Tuber -4,3,9,0.663609023,0.663609604,0.663609171,0.660122498,0.65713369,0.654414077,0.651869051,0.638182771,0.626060916,0.615089237,0.605220668,0.605195759,0.605159891,0.605112573,0.605059513,0.605004565,0.604941695,0.604876359,0.604808135,0.604730406,0.604652677,Africa_Southern,SugarCrop -4,3,10,0.425370761,0.425372002,0.425371644,0.423771891,0.422404771,0.42121246,0.41998368,0.404074026,0.390281705,0.378163431,0.367578349,0.367546127,0.367478539,0.367380676,0.367259236,0.367131996,0.366985156,0.366827784,0.366656989,0.366483212,0.366309435,Africa_Southern,Wheat -4,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,3,13,0.002785422,0.002785434,0.002785451,0.00267173,0.002567066,0.002470762,0.002382189,0.002315768,0.002253149,0.00219412,0.002138485,0.002129176,0.002119915,0.002110685,0.002101487,0.002092336,0.002083228,0.002074157,0.002065126,0.002056133,0.00204714,Africa_Southern,PalmFruit -4,4,1,0.007604331,0.007604343,0.007604342,0.007377418,0.007193519,0.007035626,0.006901714,0.006789314,0.006689974,0.006600434,0.006523203,0.006522552,0.006521632,0.006520461,0.006519208,0.006517925,0.006516533,0.006515117,0.00651368,0.006512226,0.006510772,Africa_Southern,Corn -4,4,2,0,0,0,0,0.016314941,0.016450068,0.016554834,0.016026551,0.015741783,0.015474637,0.015242213,0.01529573,0.015332524,0.015349416,0.015360067,0.015359747,0.015368266,0.015407395,0.015438667,0.015463117,0.015487567,Africa_Southern,biomass -4,4,3,0.002167058,0.002167056,0.00216705,0.002304179,0.002425841,0.002534258,0.002631456,0.002676012,0.002715637,0.002751212,0.002782472,0.002784228,0.002785413,0.002786066,0.002786284,0.002786079,0.00278546,0.002784458,0.002783154,0.002781607,0.00278006,Africa_Southern,FiberCrop -4,4,4,0.014038881,0.014038847,0.014038864,0.014139569,0.014228887,0.014306663,0.014372558,0.014341379,0.014316186,0.014297126,0.014271879,0.01427137,0.014270749,0.014270069,0.01426932,0.014268557,0.014267746,0.014266928,0.014266051,0.014265142,0.014264233,Africa_Southern,MiscCrop -4,4,5,0.000300866,0.000300853,0.000300862,0.000275639,0.00025492,0.000237308,0.000222058,0.000205584,0.000191481,0.000179271,0.000168567,0.000164827,0.000161153,0.000157544,0.000154285,0.000151563,0.000149284,0.000147367,0.000145664,0.000144238,0.000142812,Africa_Southern,OilCrop -4,4,6,3.31E-05,3.31E-05,3.31E-05,3.12E-05,2.95E-05,2.79E-05,2.66E-05,2.51E-05,2.38E-05,2.26E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.16E-05,2.15E-05,2.15E-05,2.15E-05,2.15E-05,Africa_Southern,OtherGrain -4,4,7,0.104380688,0.104380644,0.104380547,0.105627754,0.106685163,0.107614089,0.108404467,0.107647941,0.106966749,0.106357816,0.105815225,0.105814981,0.105793396,0.105755065,0.105695686,0.105620957,0.105527285,0.105417241,0.105289705,0.105147171,0.105004637,Africa_Southern,Rice -4,4,8,2.88E-07,2.87E-07,2.89E-07,2.77E-07,2.66E-07,2.56E-07,2.47E-07,2.42E-07,2.37E-07,2.33E-07,2.29E-07,2.27E-07,2.25E-07,2.23E-07,2.21E-07,2.19E-07,2.18E-07,2.17E-07,2.15E-07,2.14E-07,2.13E-07,Africa_Southern,Root_Tuber -4,4,9,0.485742324,0.485743987,0.485744531,0.478224091,0.471406562,0.465238041,0.459502569,0.445189554,0.43274464,0.421842409,0.412151922,0.412138336,0.412116292,0.412088086,0.412056002,0.412023059,0.411985019,0.411946521,0.411904809,0.411858168,0.411811527,Africa_Southern,SugarCrop -4,4,10,0.006387925,0.006387967,0.006387796,0.006386618,0.006383023,0.006381612,0.006376908,0.005880441,0.005470949,0.00512678,0.004834919,0.004834527,0.004833718,0.004832533,0.00483107,0.004829531,0.004827772,0.004825893,0.004823832,0.004821755,0.004819678,Africa_Southern,Wheat -4,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,4,13,0.001015392,0.001015412,0.001015416,0.000968006,0.000924806,0.00088583,0.000849964,0.000821224,0.000794486,0.000769621,0.000746508,0.000743253,0.000740012,0.000736785,0.000733573,0.000730376,0.00072719,0.000724021,0.000720863,0.00071772,0.000714577,Africa_Southern,PalmFruit -4,5,1,0.002526179,0.00252618,0.002526175,0.002416452,0.002331043,0.002262249,0.002203894,0.002113676,0.002039233,0.001975784,0.001921703,0.001921488,0.001921208,0.001920843,0.001920461,0.001920059,0.001919636,0.00191922,0.001918769,0.001918329,0.001917889,Africa_Southern,Corn -4,5,2,0,0,0,0,0.002846512,0.002733261,0.002631968,0.002449647,0.002329956,0.002231935,0.002146564,0.002143136,0.002138743,0.002133208,0.002127698,0.002121962,0.002115983,0.002109877,0.002104637,0.002099387,0.002094137,Africa_Southern,biomass -4,5,3,0.003430343,0.003430366,0.003430278,0.003261323,0.003103284,0.002961386,0.002831034,0.002669265,0.002525695,0.00239825,0.002283036,0.002287554,0.002290551,0.002292183,0.002292724,0.002292224,0.002290623,0.002288117,0.002284771,0.002280802,0.002276833,Africa_Southern,FiberCrop -4,5,4,0.011820028,0.011820037,0.011820047,0.011799019,0.01177792,0.01175675,0.01174052,0.01161027,0.011495981,0.011392426,0.011304211,0.011303708,0.011303111,0.011302427,0.011301704,0.011300956,0.011300161,0.011299348,0.01129853,0.011297645,0.01129676,Africa_Southern,MiscCrop -4,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,5,6,8.18E-05,8.17E-05,8.18E-05,7.48E-05,6.90E-05,6.40E-05,5.98E-05,5.51E-05,5.12E-05,4.78E-05,4.48E-05,4.49E-05,4.49E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.48E-05,4.47E-05,4.46E-05,Africa_Southern,OtherGrain -4,5,7,0.185019468,0.185019216,0.185019488,0.17661759,0.170295096,0.16529245,0.161295028,0.157360546,0.154099501,0.151314027,0.148868989,0.14886806,0.148837263,0.14878049,0.148695655,0.148587536,0.148452958,0.148293687,0.148110662,0.147905054,0.147699446,Africa_Southern,Rice -4,5,8,1.30E-07,1.22E-07,1.23E-07,1.20E-07,1.16E-07,1.13E-07,1.10E-07,1.06E-07,1.01E-07,9.77E-08,9.42E-08,9.34E-08,9.26E-08,9.18E-08,9.10E-08,9.04E-08,8.97E-08,8.92E-08,8.87E-08,8.83E-08,8.79E-08,Africa_Southern,Root_Tuber -4,5,9,0.264431511,0.264430248,0.264429705,0.256342275,0.250444484,0.244955119,0.239783487,0.22913333,0.219887947,0.211782048,0.204597661,0.204448314,0.204229918,0.203945932,0.203627638,0.203291375,0.202916367,0.20252401,0.202111779,0.201643446,0.201175113,Africa_Southern,SugarCrop -4,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,6,1,0.085083799,0.085084235,0.085084133,0.084183922,0.083422854,0.082798626,0.082243086,0.081787082,0.081397836,0.081042491,0.080688211,0.080688306,0.080688046,0.080688343,0.080688454,0.080688271,0.08068841,0.080688331,0.08068816,0.080688265,0.08068837,Africa_Southern,Corn -4,6,2,0,0,0,0,0.011140411,0.010662644,0.010220907,0.00965384,0.00919122,0.008722731,0.008303731,0.008362687,0.008418272,0.008469668,0.008517739,0.008557692,0.008589448,0.008616884,0.008640477,0.008660195,0.008679913,Africa_Southern,biomass -4,6,3,0.042878663,0.042877987,0.042879504,0.040788185,0.038851485,0.037091271,0.035486065,0.033512585,0.031754287,0.030188324,0.028768887,0.028816091,0.028847599,0.028864832,0.02887065,0.02886531,0.028848504,0.028822242,0.028787161,0.02874548,0.028703799,Africa_Southern,FiberCrop -4,6,4,0.056205089,0.056205134,0.056205081,0.054477909,0.053118388,0.052020268,0.051128892,0.049985293,0.048964926,0.048101502,0.047329394,0.047326262,0.04732254,0.047318028,0.047313481,0.047308444,0.047302912,0.04729761,0.047292176,0.047286205,0.047280234,Africa_Southern,MiscCrop -4,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,6,6,0.010588965,0.010588244,0.010589368,0.010111852,0.009681037,0.00928329,0.00891583,0.008361715,0.007874002,0.007442719,0.007058406,0.007060411,0.007060749,0.007059935,0.007057636,0.00705469,0.007050575,0.007045877,0.007040522,0.007035058,0.007029594,Africa_Southern,OtherGrain -4,6,7,0.331176562,0.331171075,0.331179509,0.332852052,0.334006441,0.333496231,0.330948567,0.326374922,0.32095486,0.314668959,0.306941218,0.306931215,0.305241165,0.302108046,0.297295487,0.291043562,0.28303049,0.273250775,0.26155293,0.247805058,0.234057186,Africa_Southern,Rice -4,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop -4,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,7,1,0.01184429,0.011844314,0.011844372,0.012005122,0.012141338,0.012242313,0.012318167,0.011739564,0.011262307,0.010867866,0.010526838,0.010521602,0.010514568,0.010505823,0.010496625,0.010487312,0.010477425,0.01046756,0.010457635,0.010447542,0.010437449,Africa_Southern,Corn -4,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,biomass -4,7,3,0.764574628,0.764580306,0.764578206,0.764963477,0.765348451,0.765580198,0.765811254,0.762274648,0.758858376,0.755491,0.752171707,0.752172811,0.752171813,0.752172537,0.75217277,0.752172605,0.752171895,0.75217281,0.752171108,0.75217149,0.752171872,Africa_Southern,FiberCrop -4,7,4,0.013136475,0.013136443,0.013136442,0.013083592,0.013030105,0.012987461,0.012944432,0.012642929,0.012363314,0.012099889,0.011851596,0.011847787,0.011843245,0.011838251,0.011832654,0.011827034,0.011820976,0.011814881,0.011808574,0.011801914,0.011795254,Africa_Southern,MiscCrop -4,7,5,0.004554946,0.004554958,0.004554792,0.004066321,0.003698047,0.00339285,0.003135383,0.00309384,0.003052594,0.003011887,0.002971856,0.002900808,0.002830124,0.002759972,0.00269609,0.002642225,0.002596446,0.002557311,0.002521966,0.002491743,0.00246152,Africa_Southern,OilCrop -4,7,6,0.001562589,0.001562577,0.001562552,0.001488877,0.001427817,0.001377472,0.001334013,0.00132702,0.00132061,0.001314794,0.001308995,0.001309017,0.00130902,0.001309011,0.00130898,0.001308941,0.001308892,0.001308834,0.001308771,0.001308701,0.001308631,Africa_Southern,OtherGrain -4,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,7,8,0.019394792,0.019394786,0.019394589,0.018653283,0.017970171,0.017333819,0.016748033,0.016483693,0.016230147,0.015980445,0.01574105,0.015606087,0.015472097,0.015339184,0.015213747,0.015102347,0.014998113,0.014907385,0.014829959,0.014759135,0.014688311,Africa_Southern,Root_Tuber -4,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop -4,7,10,0.854629994,0.854629389,0.854628617,0.855737569,0.856682125,0.857516148,0.858241077,0.860774368,0.863268975,0.865776845,0.868245253,0.868244329,0.86824244,0.868240037,0.86823665,0.868233637,0.868229841,0.868225628,0.868221409,0.868216904,0.868212399,Africa_Southern,Wheat -4,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,8,1,0.004566015,0.004566023,0.004566017,0.00444746,0.004395303,0.004352739,0.00431547,0.004252256,0.004193285,0.004141122,0.004090844,0.00408262,0.004071598,0.004057972,0.004043602,0.004029117,0.004013703,0.003998481,0.003983166,0.003967591,0.003952016,Africa_Southern,Corn -4,8,2,0,0,0,0,0.004304663,0.004267126,0.004228818,0.004223165,0.004188676,0.004152483,0.004128545,0.004125678,0.004127051,0.004122821,0.004118694,0.004115128,0.004112127,0.004110235,0.004109745,0.004111037,0.004112329,Africa_Southern,biomass -4,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop -4,8,4,0.001866101,0.001866121,0.001866082,0.001911889,0.001951306,0.00198472,0.002014398,0.002155375,0.002290378,0.002419264,0.002542205,0.002541988,0.002541704,0.002541395,0.002541041,0.002540702,0.002540319,0.002539944,0.00253955,0.002539154,0.002538758,Africa_Southern,MiscCrop -4,8,5,0.001111069,0.001111172,0.001111156,0.000986401,0.000892196,0.000815187,0.000750584,0.000740239,0.000730006,0.000720232,0.000710627,0.000693853,0.000677212,0.000660738,0.00064577,0.000633181,0.000622526,0.000613447,0.000605285,0.000598339,0.000591393,Africa_Southern,OilCrop -4,8,6,0,0,2.01E-07,1.74E-07,1.55E-07,1.39E-07,1.26E-07,1.20E-07,1.15E-07,1.09E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,1.05E-07,Africa_Southern,OtherGrain -4,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,8,8,0.012119367,0.012119175,0.012119235,0.011657754,0.011232806,0.010837102,0.010468635,0.009996926,0.009570723,0.009182173,0.008824366,0.008748152,0.008672507,0.00859756,0.008526793,0.008463968,0.008405181,0.008353976,0.008310356,0.008270425,0.008230494,Africa_Southern,Root_Tuber -4,8,9,0.186277073,0.186276241,0.186277002,0.197449578,0.208232731,0.218629949,0.228631931,0.234733789,0.240706361,0.246620376,0.252381535,0.252377349,0.252370709,0.252363138,0.252353951,0.25234469,0.252333888,0.252321921,0.25231069,0.252296163,0.252281636,Africa_Southern,SugarCrop -4,8,10,0.993001681,0.993001892,0.993000707,0.993060757,0.993111548,0.993155975,0.993194106,0.993333857,0.993470712,0.993607474,0.993741335,0.993741127,0.993740748,0.993740165,0.993739502,0.993738811,0.993737992,0.993737094,0.993736148,0.993735178,0.993734208,Africa_Southern,Wheat -4,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -4,9,1,0.016473335,0.016473234,0.01647332,0.015182556,0.014237117,0.01350733,0.012927876,0.012839164,0.012756282,0.012684676,0.012618723,0.012618067,0.012617152,0.01261601,0.012614816,0.012613609,0.012612339,0.012611066,0.012609793,0.012608471,0.012607149,Africa_Southern,Corn -4,9,2,0,0,0,0,0.117872283,0.118910495,0.119820412,0.120387356,0.120107088,0.11952315,0.11900491,0.118628491,0.118184563,0.117662263,0.117188244,0.116878996,0.116777779,0.116711704,0.116685367,0.117154877,0.117624387,Africa_Southern,biomass -4,9,3,0.235319003,0.235318615,0.235318842,0.25228193,0.265519699,0.276067031,0.284795351,0.288604813,0.292175963,0.295503221,0.29858069,0.298594094,0.298602691,0.298607088,0.298609422,0.298608285,0.298604209,0.298597012,0.298587474,0.2985767,0.298565926,Africa_Southern,FiberCrop -4,9,4,0.013609186,0.013609181,0.013609206,0.013172558,0.012793106,0.012456162,0.012153737,0.012431919,0.012689058,0.012934878,0.013162771,0.013161876,0.013160878,0.013159703,0.013158459,0.013157186,0.013155842,0.013154468,0.013153038,0.01315155,0.013150062,Africa_Southern,MiscCrop -4,9,5,0.007171415,0.007171388,0.00717141,0.006208643,0.00550987,0.004957577,0.004509996,0.004383006,0.00426302,0.004148164,0.004040075,0.003944973,0.003850631,0.003757217,0.003672331,0.003600931,0.0035405,0.003489038,0.003442747,0.003403362,0.003363977,Africa_Southern,OilCrop -4,9,6,1.85E-05,1.85E-05,1.85E-05,1.59E-05,1.39E-05,1.24E-05,1.12E-05,1.08E-05,1.04E-05,1.01E-05,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,9.79E-06,Africa_Southern,OtherGrain -4,9,7,0.226919348,0.226921974,0.226923303,0.229975451,0.232605596,0.234951908,0.236834367,0.253748763,0.272088825,0.292092527,0.314083329,0.314082616,0.313963845,0.313747963,0.313421535,0.313004598,0.312484746,0.311870743,0.311164293,0.310369387,0.309574481,Africa_Southern,Rice -4,9,8,0.000230432,0.000230415,0.000230387,0.000217996,0.000206984,0.000197037,0.000188055,0.00018256,0.000177376,0.000172488,0.00016788,0.000166417,0.000164966,0.000163528,0.000162172,0.000160966,0.000159839,0.000158858,0.000158022,0.000157257,0.000156492,Africa_Southern,Root_Tuber -4,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Southern,SugarCrop -4,9,10,0.95240683,0.952406572,0.952406253,0.948219827,0.944729631,0.941756323,0.939159288,0.939225424,0.9392874,0.939347278,0.939378003,0.939368887,0.939350306,0.93932412,0.939291805,0.939257787,0.939218943,0.93917769,0.939132522,0.939086889,0.939041256,Africa_Southern,Wheat -4,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,9,13,0.015544483,0.015544618,0.015545211,0.015065651,0.014613178,0.014192352,0.013795239,0.013548017,0.013310835,0.013083406,0.01286531,0.012809889,0.012754705,0.012699783,0.012645092,0.01259059,0.012536338,0.012482326,0.012428548,0.01237497,0.012321392,Africa_Southern,PalmFruit -4,10,1,0.008121679,0.008121687,0.008121685,0.007533387,0.007087065,0.006735108,0.006449522,0.006304192,0.006175218,0.006064379,0.005965685,0.005965459,0.00596512,0.005964781,0.005964338,0.005963941,0.005963479,0.005963056,0.005962563,0.005962116,0.005961669,Africa_Southern,Corn -4,10,2,0,0,0,0,0.034873428,0.034492378,0.03410184,0.033025416,0.032606115,0.032202736,0.031840655,0.032032252,0.032185783,0.032279521,0.032388043,0.032486738,0.032561597,0.032630904,0.032697247,0.032777013,0.032856779,Africa_Southern,biomass -4,10,3,0.199085858,0.199085527,0.199086137,0.218032309,0.233472047,0.246271231,0.257093162,0.260493149,0.263670787,0.266536468,0.269250247,0.269272945,0.269288865,0.269296841,0.269300856,0.269298274,0.269290669,0.269278632,0.269261365,0.269241462,0.269221559,Africa_Southern,FiberCrop -4,10,4,0.022474996,0.022474903,0.022474924,0.021844434,0.021284841,0.020791711,0.02035256,0.019999682,0.019686043,0.019393543,0.019129536,0.019128642,0.019127663,0.019126542,0.01912527,0.019124047,0.019122638,0.019121301,0.019119927,0.01911839,0.019116853,Africa_Southern,MiscCrop -4,10,5,0.005361785,0.005361792,0.005361807,0.00471707,0.004224616,0.003829122,0.003504748,0.003347485,0.003204129,0.003073546,0.002953434,0.002887986,0.00282367,0.002760494,0.002703421,0.002655743,0.002615826,0.0025822,0.002552347,0.002527324,0.002502301,Africa_Southern,OilCrop -4,10,6,0.000299868,0.000299933,0.000299889,0.000256083,0.000224047,0.000199458,0.000180002,0.000172888,0.000166334,0.000160303,0.000154689,0.000154703,0.000154704,0.000154699,0.000154683,0.000154664,0.000154637,0.000154606,0.000154571,0.000154536,0.000154501,Africa_Southern,OtherGrain -4,10,7,0.377058955,0.377075056,0.377058273,0.38738017,0.397382424,0.406926432,0.416091616,0.418889808,0.4215686,0.424235273,0.42687832,0.426877621,0.426845772,0.426787917,0.426701585,0.42659223,0.426454308,0.426293961,0.426108934,0.425901611,0.425694288,Africa_Southern,Rice -4,10,8,0.000927477,0.000927495,0.000927541,0.000900783,0.000875559,0.000851775,0.000829349,0.000795761,0.000764836,0.000736393,0.00070992,0.000703743,0.000697614,0.00069153,0.000685799,0.000680707,0.000675946,0.000671802,0.000668263,0.000665034,0.000661805,Africa_Southern,Root_Tuber -4,10,9,0.992564841,0.992564574,0.9925647,0.992347585,0.992142838,0.991949752,0.99176602,0.991161681,0.990589492,0.990044295,0.989525799,0.989525544,0.989525203,0.989524747,0.989524263,0.989523739,0.989523124,0.989522534,0.989521879,0.989521159,0.989520439,Africa_Southern,SugarCrop -4,10,10,0.121939319,0.1219395,0.121939575,0.113962132,0.108219633,0.103853905,0.100395305,0.100117293,0.099835035,0.099550952,0.099262666,0.099252339,0.099230566,0.099199161,0.099159819,0.09911832,0.099070604,0.099019706,0.09896393,0.098906913,0.098849896,Africa_Southern,Wheat -4,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,10,13,0.00479671,0.004796537,0.004795383,0.004645895,0.004504928,0.004373888,0.004250325,0.004173419,0.004099689,0.004028988,0.003961237,0.003944011,0.003926874,0.003909803,0.003892821,0.003875893,0.003859053,0.003842283,0.003825584,0.003808943,0.003792302,Africa_Southern,PalmFruit -4,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Corn -4,11,2,0,0,0,0,1.40E-06,1.36E-06,1.32E-06,1.28E-06,1.24E-06,1.21E-06,1.18E-06,1.18E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.19E-06,1.20E-06,1.20E-06,1.20E-06,Africa_Southern,biomass -4,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FiberCrop -4,11,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,MiscCrop -4,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,OilCrop -4,11,6,0.000166409,0.000167752,0.000167539,0.000140711,0.000121668,0.000107411,9.63E-05,9.14E-05,8.70E-05,8.31E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,7.95E-05,Africa_Southern,OtherGrain -4,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Rice -4,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Root_Tuber -4,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,SugarCrop -4,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,Wheat -4,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderHerb -4,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,FodderGrass -4,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Southern,PalmFruit -5,1,1,0.008468486,0.008468455,0.008468529,0.008214724,0.008001985,0.007803085,0.007618885,0.007721149,0.007807602,0.007881359,0.007945539,0.007943182,0.007939963,0.007935795,0.007931315,0.007926735,0.007921689,0.007916518,0.007911281,0.007905874,0.007900467,Africa_Western,Corn -5,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,1,4,0.006456719,0.006456735,0.006456718,0.006536008,0.006602232,0.006660606,0.006708037,0.006800365,0.006884975,0.006961665,0.007033078,0.007032529,0.007031885,0.007031168,0.007030359,0.007029549,0.007028666,0.007027799,0.007026907,0.007025954,0.007025001,Africa_Western,MiscCrop -5,1,5,0.040384927,0.040385039,0.040385034,0.041605347,0.042920908,0.04407013,0.045081111,0.046091611,0.046966575,0.047759522,0.048447399,0.048343268,0.048219384,0.04807742,0.047933638,0.047798692,0.047668184,0.047542438,0.047415409,0.047293705,0.047172001,Africa_Western,OilCrop -5,1,6,0.000515563,0.000515562,0.000515563,0.000515628,0.000515813,0.000515701,0.000515497,0.00047892,0.000450347,0.000427248,0.000408237,0.000408389,0.000408417,0.00040836,0.000408188,0.00040797,0.000407664,0.000407313,0.000406911,0.000406502,0.000406093,Africa_Western,OtherGrain -5,1,7,0.60232417,0.602324083,0.602323525,0.601307182,0.600420618,0.599586008,0.598786591,0.596754379,0.594886622,0.593074008,0.591509182,0.591513378,0.591443692,0.591313972,0.591115137,0.590859739,0.590540157,0.590162385,0.589727508,0.589235979,0.58874445,Africa_Western,Rice -5,1,8,0.016457986,0.016457985,0.016457244,0.016315085,0.016180836,0.016061374,0.01594934,0.015820072,0.015698119,0.015583605,0.015476269,0.015476174,0.015475801,0.015475427,0.015474763,0.015474108,0.015473385,0.015472657,0.015471762,0.015470842,0.015469922,Africa_Western,Root_Tuber -5,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,SugarCrop -5,1,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Africa_Western,Wheat -5,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,2,1,0.009194538,0.009194541,0.009194543,0.009107695,0.00902949,0.008956523,0.008884097,0.008890754,0.008897187,0.008903501,0.008905944,0.008905062,0.008903806,0.00890222,0.0089005,0.008898748,0.008896808,0.008894822,0.008892799,0.008890747,0.008888695,Africa_Western,Corn -5,2,2,0,0,0,0,0.007543228,0.007689997,0.007815074,0.00792831,0.008019998,0.008098772,0.008176966,0.008186775,0.008184432,0.008171766,0.008166421,0.00816242,0.00814202,0.008155674,0.008175789,0.008185146,0.008194503,Africa_Western,biomass -5,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,2,4,0.020243025,0.020243021,0.020243033,0.01994646,0.01969508,0.019487395,0.019314331,0.019520097,0.019702968,0.019870648,0.020022635,0.020022311,0.020021762,0.02002125,0.02002077,0.020020204,0.020019524,0.02001892,0.020018264,0.0200175,0.020016736,Africa_Western,MiscCrop -5,2,5,0.014204879,0.014204821,0.014204848,0.01465468,0.015132838,0.015558346,0.015934831,0.016284326,0.016598424,0.016875858,0.017129705,0.017094171,0.017052143,0.017004101,0.01695583,0.016910743,0.016867423,0.016825846,0.016784094,0.016744262,0.01670443,Africa_Western,OilCrop -5,2,6,0.001340621,0.001340623,0.00134062,0.001377129,0.001409891,0.001439083,0.001465716,0.001455525,0.001446604,0.001438963,0.001432573,0.001432623,0.001432632,0.00143261,0.00143256,0.001432494,0.001432398,0.001432293,0.001432171,0.00143205,0.001431929,Africa_Western,OtherGrain -5,2,7,0.169846623,0.169846321,0.169846433,0.169844972,0.169894207,0.169878967,0.169723195,0.16934159,0.168973035,0.168552847,0.168059388,0.168065787,0.167982856,0.167829746,0.167592302,0.16728989,0.166908499,0.166455969,0.165934842,0.165349532,0.164764222,Africa_Western,Rice -5,2,8,0.018930246,0.018930196,0.018930147,0.020078566,0.021125799,0.022087059,0.022974794,0.024031237,0.02497701,0.025840159,0.026620056,0.026619525,0.026618226,0.026616505,0.026614088,0.026611697,0.026608812,0.026605957,0.026602804,0.026599293,0.026595782,Africa_Western,Root_Tuber -5,2,9,0.780459357,0.780458689,0.780458879,0.772248244,0.765549447,0.759373508,0.753594767,0.75755111,0.760926977,0.763763432,0.766222448,0.766120871,0.765971555,0.765775663,0.765557513,0.765325515,0.765066132,0.76479331,0.764506773,0.764179876,0.763852979,Africa_Western,SugarCrop -5,2,10,0.332005118,0.332004598,0.332005162,0.315121764,0.302694561,0.292768758,0.284439181,0.279226843,0.274753376,0.270866875,0.267263091,0.26711347,0.266773971,0.266263873,0.265625,0.264947177,0.264155038,0.26329281,0.262351005,0.261389902,0.260428799,Africa_Western,Wheat -5,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,3,1,0.004658766,0.004658757,0.004658759,0.004550623,0.004451007,0.004357384,0.004271248,0.004360258,0.004437831,0.004509047,0.004571581,0.004571553,0.004571508,0.004571423,0.004571357,0.004571286,0.004571214,0.00457113,0.004571052,0.004570988,0.004570924,Africa_Western,Corn -5,3,2,0,0,0,0,0.00514137,0.005195799,0.005239873,0.005286009,0.005326049,0.005361363,0.005414901,0.005412515,0.005403525,0.005436046,0.005478421,0.00551705,0.005551701,0.005583181,0.005611822,0.005640551,0.00566928,Africa_Western,biomass -5,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,3,4,0.019148094,0.019148111,0.019148019,0.018826656,0.018564735,0.018344724,0.018150007,0.018405654,0.018641039,0.018855332,0.019055856,0.019055218,0.019054366,0.019053528,0.019052555,0.019051624,0.019050538,0.019049513,0.019048411,0.019047258,0.019046105,Africa_Western,MiscCrop -5,3,5,0.002387458,0.002387463,0.002387463,0.002478779,0.002560186,0.002632081,0.00269447,0.002787273,0.002872168,0.002948261,0.003017319,0.003015927,0.003014221,0.003012342,0.003010418,0.003008617,0.003006885,0.003005218,0.003003563,0.003001994,0.003000425,Africa_Western,OilCrop -5,3,6,0.001367071,0.001367071,0.001367069,0.001421633,0.001471466,0.001516519,0.00155827,0.001666942,0.001765808,0.001856222,0.001938757,0.001938779,0.001938773,0.001938765,0.001938765,0.00193874,0.001938701,0.001938668,0.001938641,0.001938596,0.001938551,Africa_Western,OtherGrain -5,3,7,0.106906542,0.106906476,0.106906694,0.107399263,0.107879208,0.108244332,0.108527006,0.10842277,0.108335116,0.108220775,0.10806778,0.108070642,0.108028399,0.107947194,0.107823129,0.107665273,0.107465571,0.107229389,0.106957386,0.106652411,0.106347436,Africa_Western,Rice -5,3,8,0.005841539,0.005841518,0.005841524,0.006373875,0.006855129,0.007291751,0.007690411,0.008145359,0.008546936,0.008907544,0.009228057,0.009227907,0.009227483,0.009226961,0.009226171,0.009225431,0.009224533,0.009223641,0.00922263,0.009221495,0.00922036,Africa_Western,Root_Tuber -5,3,9,0.208406522,0.20840673,0.208405972,0.200962385,0.194487361,0.188829571,0.183813225,0.184314443,0.184814197,0.18524935,0.18568443,0.185681096,0.185676473,0.185671375,0.18566437,0.185658144,0.185649536,0.185642589,0.185633188,0.185624278,0.185615368,Africa_Western,SugarCrop -5,3,10,0.211010353,0.211010692,0.211011073,0.198629659,0.189747986,0.182725167,0.17692737,0.173319194,0.170256658,0.167624146,0.165205714,0.165110799,0.164895712,0.164573114,0.164168978,0.163740743,0.16324133,0.162697503,0.162104585,0.161500058,0.160895531,Africa_Western,Wheat -5,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,4,1,0.001307043,0.001307046,0.001307048,0.001275891,0.001247839,0.001221467,0.001197217,0.001200821,0.001203918,0.001207021,0.001209605,0.001209583,0.001209552,0.001209511,0.00120947,0.001209423,0.001209378,0.001209326,0.001209274,0.001209222,0.00120917,Africa_Western,Corn -5,4,2,0,0,0,0,0.001547265,0.001537255,0.001527971,0.0015674,0.001597466,0.001625327,0.001650822,0.001636504,0.001622309,0.001608225,0.001600538,0.00160473,0.001608236,0.001611746,0.001615268,0.001618798,0.001622328,Africa_Western,biomass -5,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,4,4,0.005237485,0.005237519,0.005237502,0.005241798,0.005243858,0.005245886,0.005247909,0.005277285,0.005304519,0.005329621,0.005352509,0.005352406,0.005352294,0.005352159,0.005352019,0.005351875,0.005351731,0.005351576,0.005351424,0.005351252,0.00535108,Africa_Western,MiscCrop -5,4,5,5.22E-06,5.22E-06,5.22E-06,5.48E-06,5.73E-06,5.95E-06,6.14E-06,6.41E-06,6.65E-06,6.88E-06,7.08E-06,7.07E-06,7.06E-06,7.04E-06,7.03E-06,7.02E-06,7.01E-06,6.99E-06,6.98E-06,6.97E-06,6.96E-06,Africa_Western,OilCrop -5,4,6,8.49E-06,8.49E-06,8.49E-06,8.80E-06,9.09E-06,9.34E-06,9.57E-06,1.02E-05,1.08E-05,1.14E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,1.19E-05,Africa_Western,OtherGrain -5,4,7,0.054839452,0.054839372,0.054839431,0.053660212,0.052633644,0.051751371,0.050943467,0.050585253,0.050269625,0.049995535,0.04972143,0.049721586,0.04972016,0.049716971,0.049712478,0.049706502,0.049699198,0.049690453,0.04968039,0.049669089,0.049657788,Africa_Western,Rice -5,4,8,0.003713479,0.003713468,0.003713475,0.004083612,0.004415183,0.004715253,0.00498877,0.00534387,0.005661308,0.005946729,0.006203984,0.006203885,0.006203644,0.00620336,0.006202942,0.006202499,0.006201999,0.006201499,0.006200982,0.00620033,0.006199678,Africa_Western,Root_Tuber -5,4,9,0.018931369,0.018931732,0.018931647,0.018330862,0.017809064,0.017360447,0.016958595,0.017059088,0.01715304,0.017232956,0.017298559,0.017298568,0.017298558,0.017298422,0.01729839,0.017298327,0.017298227,0.017298194,0.01729817,0.017298108,0.017298046,Africa_Western,SugarCrop -5,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,4,13,4.84E-07,4.85E-07,4.97E-07,4.49E-07,4.10E-07,3.77E-07,3.50E-07,3.19E-07,2.93E-07,2.71E-07,2.53E-07,2.52E-07,2.50E-07,2.49E-07,2.48E-07,2.47E-07,2.46E-07,2.45E-07,2.44E-07,2.43E-07,2.42E-07,Africa_Western,PalmFruit -5,5,1,0.000224221,0.000224221,0.000224219,0.000216179,0.000208974,0.000202448,0.00019655,0.000196804,0.00019706,0.000197316,0.000197485,0.000197485,0.000197484,0.000197482,0.000197481,0.000197479,0.000197478,0.000197476,0.000197474,0.000197472,0.00019747,Africa_Western,Corn -5,5,2,0,0,0,0,0.000457129,0.000433743,0.000413156,0.000409756,0.000403923,0.000397654,0.000391821,0.000394564,0.000397327,0.000400109,0.000402385,0.000402208,0.000403966,0.000405557,0.000407156,0.000408401,0.000409646,Africa_Western,biomass -5,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,5,4,0.003188848,0.00318886,0.003188846,0.003211728,0.003231966,0.003249547,0.003264408,0.003321019,0.003374204,0.003423796,0.0034681,0.003467849,0.003467553,0.003467225,0.003466866,0.003466493,0.003466098,0.003465711,0.003465283,0.003464855,0.003464427,Africa_Western,MiscCrop -5,5,5,0.000123994,0.000123989,0.000123991,0.000115884,0.00010896,0.000102903,9.75E-05,9.58E-05,9.41E-05,9.24E-05,9.09E-05,9.08E-05,9.08E-05,9.07E-05,9.06E-05,9.06E-05,9.05E-05,9.05E-05,9.04E-05,9.04E-05,9.04E-05,Africa_Western,OilCrop -5,5,6,1.49E-06,1.50E-06,1.50E-06,1.42E-06,1.35E-06,1.28E-06,1.22E-06,1.17E-06,1.12E-06,1.08E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,1.04E-06,Africa_Western,OtherGrain -5,5,7,0.012593159,0.012593144,0.012593085,0.012179984,0.011830458,0.011529503,0.011269119,0.011162189,0.011065428,0.010983228,0.01090582,0.010905882,0.010905374,0.010904416,0.010902957,0.010901122,0.010898811,0.010896011,0.010892844,0.010889249,0.010885654,Africa_Western,Rice -5,5,8,0.000198783,0.000198783,0.000198783,0.000217466,0.000234101,0.000249026,0.000262427,0.000280599,0.000296723,0.000311105,0.000324094,0.000324092,0.000324084,0.000324075,0.000324062,0.000324049,0.000324034,0.000324019,0.000324002,0.000323983,0.000323964,Africa_Western,Root_Tuber -5,5,9,0.011677741,0.011677695,0.011677708,0.01115503,0.010724264,0.010348673,0.010019603,0.009914037,0.009812785,0.009724361,0.009640068,0.009638373,0.009635926,0.009632681,0.009629082,0.009625318,0.009621034,0.009616592,0.00961193,0.00960665,0.00960137,Africa_Western,SugarCrop -5,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,6,1,0.000564611,0.000564611,0.00056461,0.000538082,0.000515019,0.000494432,0.000476313,0.00047549,0.000474872,0.000474254,0.000473637,0.000473637,0.000473634,0.000473634,0.000473631,0.000473633,0.00047363,0.000473627,0.000473629,0.000473629,0.000473629,Africa_Western,Corn -5,6,2,0,0,0,0,0.000799049,0.000754859,0.000715572,0.000691373,0.000665681,0.000638722,0.000613919,0.000617408,0.000620917,0.000624446,0.000627723,0.00063157,0.000634607,0.000637104,0.000639333,0.00064101,0.000642687,Africa_Western,biomass -5,6,3,0.00028454,0.000284567,0.000284575,0.000261188,0.000241583,0.000224895,0.000210443,0.000198197,0.000187391,0.000177788,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,0.000169187,Africa_Western,FiberCrop -5,6,4,0.005447592,0.005447574,0.005447586,0.005519571,0.005580585,0.005632591,0.005677739,0.005801161,0.005919494,0.006032406,0.006139462,0.006139001,0.006138462,0.006137835,0.006137153,0.006136432,0.006135687,0.006134906,0.00613409,0.00613323,0.00613237,Africa_Western,MiscCrop -5,6,5,0.000521903,0.00052192,0.000521927,0.000482774,0.000449701,0.000421071,0.000396135,0.000395703,0.000395271,0.000394838,0.000394406,0.000394335,0.000394253,0.000394153,0.000394056,0.000393964,0.000393876,0.000393788,0.000393703,0.000393619,0.000393535,Africa_Western,OilCrop -5,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,6,7,0.01946557,0.019465538,0.019465519,0.019456056,0.019446843,0.019437283,0.019435412,0.019508737,0.019573746,0.019638673,0.01969515,0.019695132,0.019694675,0.019693799,0.019692479,0.019690669,0.019688463,0.019685901,0.019682868,0.019679532,0.019676196,Africa_Western,Rice -5,6,8,4.01E-05,4.01E-05,4.01E-05,4.37E-05,4.68E-05,4.96E-05,5.21E-05,5.58E-05,5.90E-05,6.19E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,6.45E-05,Africa_Western,Root_Tuber -5,6,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OilCrop -5,7,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,7,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,9,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,9,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,biomass -5,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,9,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OilCrop -5,9,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,9,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,9,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -5,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Corn -5,10,2,0,0,0,0,3.39E-05,3.22E-05,3.06E-05,2.95E-05,2.84E-05,2.74E-05,2.65E-05,2.65E-05,2.66E-05,2.66E-05,2.66E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,2.67E-05,Africa_Western,biomass -5,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FiberCrop -5,10,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,MiscCrop -5,10,5,0.001029563,0.001025864,0.00102299,0.000932564,0.000857808,0.000794818,0.000740896,0.000716773,0.000694339,0.00067319,0.000653537,0.000653536,0.000653537,0.000653537,0.000653537,0.000653538,0.000653538,0.000653537,0.000653538,0.000653537,0.000653536,Africa_Western,OilCrop -5,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,OtherGrain -5,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Rice -5,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Root_Tuber -5,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,SugarCrop -5,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,Wheat -5,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderHerb -5,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,FodderGrass -5,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Africa_Western,PalmFruit -6,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,1,3,0.999999987,0.999999987,0.999999988,0.999999988,0.999999988,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,0.999999989,Australia_NZ,FiberCrop -6,1,4,0.007979772,0.007980383,0.007980425,0.008065825,0.008151905,0.008238835,0.008323001,0.008383613,0.008444477,0.008505691,0.008567205,0.008566329,0.008565293,0.008564125,0.008562853,0.008561562,0.008560175,0.008558794,0.008557356,0.008555833,0.00855431,Australia_NZ,MiscCrop -6,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,1,9,0.133766026,0.133768174,0.133765904,0.133723992,0.133706072,0.133686219,0.133666139,0.133649487,0.133632014,0.133613116,0.133594053,0.133590743,0.13358703,0.133582314,0.133577567,0.133571933,0.133566016,0.133559383,0.133552787,0.133544795,0.133536803,Australia_NZ,SugarCrop -6,1,10,5.67E-06,5.72E-06,5.33E-06,4.99E-06,4.71E-06,4.49E-06,4.31E-06,4.26E-06,4.22E-06,4.18E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,4.14E-06,Australia_NZ,Wheat -6,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,1,12,0.691193432,0.691191654,0.691193085,0.691193603,0.691192894,0.691192867,0.691193699,0.691192889,0.691193197,0.691193421,0.69119333,0.691193613,0.691192834,0.691192728,0.691192506,0.691192634,0.69119247,0.691192745,0.691193318,0.691193577,0.691193836,Australia_NZ,FodderGrass -6,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,2,1,0.128778504,0.128763282,0.128814554,0.127262898,0.12587046,0.124537849,0.123358415,0.122746558,0.12218405,0.121623949,0.121112393,0.121112549,0.12111227,0.121112779,0.12111217,0.121112294,0.121112413,0.121112399,0.121112051,0.121112345,0.121112639,Australia_NZ,Corn -6,2,2,0,0,0,0,0.013834856,0.013643993,0.013438731,0.013349296,0.013261153,0.013166739,0.013077167,0.013259983,0.013428438,0.013578903,0.013713616,0.013809709,0.013877983,0.013926105,0.013960956,0.013983687,0.014006418,Australia_NZ,biomass -6,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,2,4,0.001302658,0.001302698,0.001302722,0.001316766,0.001330938,0.001345246,0.0013591,0.001369079,0.0013791,0.001389182,0.001399319,0.001399186,0.001399028,0.001398847,0.001398653,0.001398456,0.001398247,0.001398036,0.001397817,0.001397587,0.001397357,Australia_NZ,MiscCrop -6,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,2,6,0.003859112,0.003858879,0.003859199,0.003904874,0.003936591,0.003955937,0.003967486,0.003900491,0.003837875,0.003780627,0.003728258,0.003729886,0.003729634,0.003728145,0.003725025,0.003721288,0.003716481,0.003711267,0.003705383,0.003699419,0.003693455,Australia_NZ,OtherGrain -6,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,2,9,0.064658497,0.064658564,0.064658646,0.064626625,0.064613027,0.064598307,0.064583083,0.064570663,0.064557343,0.064542911,0.064527987,0.064525988,0.064522934,0.064519331,0.064515352,0.06451083,0.064506339,0.064501204,0.064495916,0.064489972,0.064484028,Australia_NZ,SugarCrop -6,2,10,0.000224754,0.000224707,0.000224675,0.000210126,0.000198537,0.000189111,0.000181287,0.00017946,0.000177648,0.00017593,0.000174302,0.000174297,0.000174287,0.000174273,0.000174255,0.000174236,0.000174215,0.000174192,0.000174168,0.000174143,0.000174118,Australia_NZ,Wheat -6,2,11,0.660690028,0.660698298,0.660660659,0.660662899,0.660662658,0.660663567,0.660664909,0.660667537,0.660671308,0.660674229,0.660676241,0.660677529,0.66067896,0.660679333,0.660679259,0.660678795,0.660678877,0.660678077,0.660677886,0.66067598,0.660674074,Australia_NZ,FodderHerb -6,2,12,0.660707504,0.660707578,0.660707215,0.660707347,0.660706502,0.660707049,0.66070667,0.660707354,0.660707279,0.660707266,0.660707233,0.660707753,0.660707522,0.660707469,0.660707106,0.66070691,0.660706759,0.660707603,0.660706853,0.6607069,0.660706947,Australia_NZ,FodderGrass -6,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,3,1,0.170911422,0.170912938,0.170911364,0.168950122,0.167189193,0.165501599,0.164005831,0.16323041,0.162516437,0.161805772,0.161155662,0.161156108,0.161156047,0.161155795,0.161155802,0.161155441,0.161155389,0.161155531,0.161154814,0.161155009,0.161155204,Australia_NZ,Corn -6,3,2,0,0,0,0,0.293681306,0.294798115,0.295541185,0.296162441,0.296702246,0.297126165,0.297620499,0.298051434,0.298202386,0.298022882,0.297849925,0.297606121,0.297290573,0.296933508,0.296554908,0.296174233,0.295793558,Australia_NZ,biomass -6,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,3,4,0.937227497,0.937229198,0.937230372,0.937859724,0.938481477,0.93909661,0.939680834,0.940094885,0.940504655,0.940911322,0.941314904,0.941309337,0.941303112,0.94129597,0.941288333,0.941280433,0.941271861,0.941263559,0.941254778,0.941246035,0.941237292,Australia_NZ,MiscCrop -6,3,5,0.125268586,0.125272713,0.125277285,0.125276809,0.125276664,0.125276344,0.125276209,0.125276273,0.125276154,0.125275997,0.125275804,0.125275571,0.125275587,0.125275321,0.125275338,0.12527497,0.125274835,0.125274679,0.125274749,0.125274408,0.125274067,Australia_NZ,OilCrop -6,3,6,0.060002067,0.060004416,0.060002127,0.059803387,0.059580379,0.059343986,0.059091098,0.058954187,0.058792042,0.058646444,0.058489104,0.058513045,0.058507966,0.058483924,0.058435086,0.058376797,0.058302246,0.058222159,0.058131686,0.058039752,0.057947818,Australia_NZ,OtherGrain -6,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,3,9,0.661436563,0.661436186,0.661437003,0.661247457,0.661165792,0.661080771,0.660989381,0.660915287,0.660835736,0.660750253,0.66065962,0.660649114,0.660631478,0.660609458,0.660586057,0.66055988,0.660530714,0.660501421,0.66046955,0.660433856,0.660398162,Australia_NZ,SugarCrop -6,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,3,12,0.96870573,0.968706754,0.968704903,0.968704864,0.968704872,0.968704971,0.968704998,0.968704837,0.96870482,0.968704806,0.968704983,0.96870497,0.968704866,0.968704914,0.968704949,0.968704862,0.96870495,0.968704896,0.968704828,0.968704974,0.96870512,Australia_NZ,FodderGrass -6,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,4,1,0.005995213,0.005995444,0.00599663,0.005913119,0.005839095,0.005768547,0.005706213,0.005674034,0.005644447,0.005614987,0.005588087,0.005587959,0.005587807,0.005587578,0.005587362,0.005587159,0.005586979,0.005586745,0.005586487,0.005586263,0.005586039,Australia_NZ,Corn -6,4,2,0,0,0,0,0.06037717,0.059721401,0.059012107,0.058827547,0.05864378,0.058403632,0.058207951,0.058530778,0.058775534,0.058927273,0.059080876,0.059190044,0.059303338,0.059405154,0.059476433,0.059571207,0.059665981,Australia_NZ,biomass -6,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,4,4,0.357430986,0.357430877,0.357430833,0.3548924,0.352553068,0.350219432,0.347989108,0.34727084,0.34654922,0.345727475,0.345001365,0.344979346,0.344953015,0.344923382,0.344891521,0.34485858,0.344822928,0.344788757,0.344753055,0.344714498,0.344675941,Australia_NZ,MiscCrop -6,4,5,2.21E-05,2.31E-05,2.35E-05,2.23E-05,2.13E-05,2.05E-05,1.99E-05,2.03E-05,2.06E-05,2.10E-05,2.14E-05,2.14E-05,2.14E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,2.13E-05,Australia_NZ,OilCrop -6,4,6,0.009037328,0.009037086,0.009037138,0.009274027,0.009455457,0.009589698,0.009690296,0.009417791,0.009176204,0.008966242,0.008774168,0.008778179,0.008777693,0.008774208,0.008766805,0.008757877,0.008746349,0.00873381,0.008719665,0.008705253,0.008690841,Australia_NZ,OtherGrain -6,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,4,9,0.201748048,0.201748267,0.201748489,0.201675419,0.201644025,0.201611392,0.201576727,0.201549211,0.201519428,0.201487446,0.201454788,0.201450277,0.201443943,0.201435713,0.201427233,0.201417505,0.20140702,0.201396112,0.201384647,0.201372079,0.201359511,Australia_NZ,SugarCrop -6,4,10,0.018731362,0.018731853,0.018731896,0.017536872,0.016582708,0.015804728,0.015157648,0.015006289,0.014856078,0.014713498,0.014578301,0.014577631,0.014576372,0.014574492,0.014572252,0.014569904,0.014567298,0.014564424,0.014561341,0.014558214,0.014555087,Australia_NZ,Wheat -6,4,11,0.811594195,0.811455841,0.811594197,0.811595473,0.811596224,0.811596642,0.81159701,0.811598849,0.811601868,0.811604015,0.811605343,0.811606359,0.81160701,0.81160749,0.811607344,0.811606966,0.811606549,0.811606336,0.811606384,0.811604799,0.811603214,Australia_NZ,FodderHerb -6,4,12,0.811450097,0.811449204,0.811448743,0.81144855,0.811448646,0.81144856,0.811448631,0.811448828,0.811448557,0.811448546,0.811448644,0.811448584,0.811448662,0.811448606,0.811448663,0.811448728,0.811448871,0.81144849,0.811448915,0.811448604,0.811448293,Australia_NZ,FodderGrass -6,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,5,2,0,0,0,0,0.714041091,0.714041072,0.714041374,0.714041134,0.714041488,0.714041153,0.71404144,0.713595541,0.713149199,0.712701442,0.712254053,0.711806939,0.711357505,0.710999559,0.710819939,0.710729797,0.710639655,Australia_NZ,biomass -6,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,5,4,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,Australia_NZ,MiscCrop -6,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,5,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FodderHerb -6,5,12,0.994304672,0.994292384,0.994250619,0.994250616,0.994250618,0.994250616,0.99425062,0.99425062,0.994250618,0.994250623,0.994250618,0.994250626,0.994250626,0.994250617,0.994250614,0.994250618,0.994250619,0.994250617,0.994250616,0.994250619,0.994250622,Australia_NZ,FodderGrass -6,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,6,1,0.022245304,0.02218689,0.022199871,0.022060815,0.021978989,0.021901828,0.021824527,0.021761795,0.021697345,0.021631981,0.021575662,0.021568273,0.021558215,0.021545839,0.021532664,0.021519397,0.0215051,0.021490909,0.021476646,0.021461849,0.021447052,Australia_NZ,Corn -6,6,2,0,0,0,0,0.501048458,0.497554039,0.494169061,0.492857389,0.491546078,0.490344001,0.48914245,0.488924385,0.488705855,0.48848764,0.488269368,0.487942104,0.487723497,0.487505043,0.487395967,0.487395964,0.487395961,Australia_NZ,biomass -6,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,6,4,0.644524358,0.644542512,0.644533029,0.637875644,0.631459384,0.625400239,0.619602078,0.616685812,0.61385598,0.611118973,0.608473832,0.608440945,0.608401494,0.608358027,0.608308691,0.608258894,0.608205402,0.608150435,0.608093258,0.608032789,0.60797232,Australia_NZ,MiscCrop -6,6,5,0.00591716,0.007407407,0.007621951,0.007436144,0.007372424,0.007314023,0.007254755,0.007201191,0.007145359,0.007089274,0.007033649,0.006983701,0.006924969,0.006858247,0.006791231,0.006728758,0.006670385,0.006616746,0.006563292,0.006512446,0.0064616,Australia_NZ,OilCrop -6,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,6,11,0.842901413,0.842897948,0.842899801,0.842900592,0.842901204,0.842901645,0.842901907,0.842903361,0.842904746,0.842906155,0.842907243,0.842908039,0.842908411,0.842908726,0.842908758,0.842908669,0.842908437,0.842908237,0.842907713,0.842907448,0.842907183,Australia_NZ,FodderHerb -6,6,12,0.994135362,0.994132716,0.994131357,0.994131332,0.994131368,0.994131365,0.994131372,0.994131365,0.994131358,0.994131367,0.994131383,0.994131356,0.994131346,0.994131345,0.994131345,0.994131351,0.994131349,0.994131342,0.99413136,0.994131364,0.994131368,Australia_NZ,FodderGrass -6,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,7,1,0.057359072,0.057359448,0.057359869,0.056422069,0.055687839,0.054997435,0.054380581,0.054072066,0.053782557,0.053491809,0.053223669,0.053204177,0.053178481,0.053146879,0.053113929,0.053080413,0.053045467,0.053010674,0.052976159,0.052941139,0.052906119,Australia_NZ,Corn -6,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,FiberCrop -6,7,4,0.121975541,0.121974883,0.121974428,0.121963162,0.12194987,0.121936056,0.121920935,0.121960767,0.121951886,0.121942738,0.121932441,0.121926436,0.121918263,0.121909006,0.121900155,0.121890247,0.121879996,0.121870309,0.121859331,0.121848214,0.121837097,Australia_NZ,MiscCrop -6,7,5,8.90E-05,8.91E-05,8.91E-05,8.46E-05,8.13E-05,7.85E-05,7.62E-05,7.74E-05,7.87E-05,7.99E-05,8.10E-05,8.08E-05,8.06E-05,8.03E-05,8.00E-05,7.97E-05,7.95E-05,7.93E-05,7.91E-05,7.89E-05,7.87E-05,Australia_NZ,OilCrop -6,7,6,0.001274295,0.001274292,0.001274298,0.001250173,0.001229985,0.001212155,0.001195473,0.001163207,0.001133926,0.001107022,0.001082226,0.001083052,0.001082967,0.001082286,0.001080825,0.001079047,0.001076738,0.001074222,0.00107136,0.00106845,0.00106554,Australia_NZ,OtherGrain -6,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,7,8,0.634835012,0.634833914,0.634836074,0.634354721,0.633829638,0.633292665,0.632732173,0.632631671,0.632447626,0.632245926,0.631994887,0.631961927,0.63187233,0.631762426,0.63159601,0.631438247,0.631247931,0.631058447,0.630845268,0.630606182,0.630367096,Australia_NZ,Root_Tuber -6,7,9,0.701082193,0.701083034,0.701082406,0.700769774,0.700635378,0.700492569,0.700341559,0.700221678,0.700089733,0.69995033,0.69980247,0.69978327,0.699756006,0.6997194,0.699680134,0.699637529,0.699591203,0.699543455,0.699491383,0.699433606,0.699375829,Australia_NZ,SugarCrop -6,7,10,0.019121622,0.019121566,0.019121645,0.017868488,0.016864391,0.016039661,0.015347373,0.015184521,0.015021794,0.014866244,0.014717142,0.014713714,0.01470711,0.014697602,0.014685951,0.014673797,0.014659912,0.014645217,0.0146291,0.014612714,0.014596328,Australia_NZ,Wheat -6,7,11,0.855479388,0.855479601,0.855479643,0.855480431,0.855481048,0.855481425,0.855481804,0.855483895,0.855485659,0.855487279,0.855488747,0.855489614,0.855489812,0.85549027,0.855490327,0.85549007,0.855489992,0.855489837,0.855489139,0.855488633,0.855488127,Australia_NZ,FodderHerb -6,7,12,0.877402759,0.877402356,0.87740236,0.877402918,0.877402456,0.877402561,0.877402771,0.877402354,0.877403025,0.877403014,0.877402406,0.877402859,0.87740234,0.87740302,0.877403077,0.877402611,0.877402931,0.877402836,0.877402984,0.877402704,0.877402424,Australia_NZ,FodderGrass -6,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,8,1,0.137059827,0.137059241,0.137059599,0.134037115,0.132091152,0.13030801,0.128683093,0.127918028,0.127170121,0.126407504,0.12568863,0.125547374,0.125359513,0.12512818,0.124885751,0.124641837,0.124384684,0.124132063,0.123878581,0.123620806,0.123363031,Australia_NZ,Corn -6,8,2,0,0,0,0,0.012016701,0.012019158,0.01199814,0.012019232,0.012049637,0.011998584,0.011989147,0.012071366,0.012132928,0.012169621,0.012206918,0.012233598,0.012244339,0.012241384,0.012231435,0.012226573,0.012221711,Australia_NZ,biomass -6,8,3,0.999910524,0.999910489,0.999910616,0.999912984,0.999915187,0.999917258,0.999919235,0.999919486,0.99991974,0.999919996,0.999920249,0.999920301,0.999920337,0.999920357,0.999920364,0.99992036,0.999920343,0.999920314,0.999920277,0.999920233,0.999920189,Australia_NZ,FiberCrop -6,8,4,0.015115852,0.015115794,0.015115785,0.015114197,0.015118822,0.015116817,0.015114769,0.015113805,0.015112631,0.015111408,0.015110044,0.015109156,0.015108111,0.015106971,0.015105704,0.015104427,0.01510308,0.015101698,0.015100284,0.015098813,0.015097342,Australia_NZ,MiscCrop -6,8,5,9.14E-05,9.13E-05,9.13E-05,8.28E-05,7.81E-05,7.41E-05,7.08E-05,7.11E-05,7.14E-05,7.16E-05,7.17E-05,7.07E-05,6.95E-05,6.81E-05,6.67E-05,6.55E-05,6.43E-05,6.33E-05,6.22E-05,6.12E-05,6.02E-05,Australia_NZ,OilCrop -6,8,6,0.002487985,0.002487983,0.002487978,0.002423569,0.002370345,0.0023245,0.002284524,0.002215021,0.002152962,0.002096795,0.002045969,0.002047116,0.002046987,0.002046013,0.002043943,0.002041442,0.002038204,0.002034683,0.002030696,0.002026645,0.002022594,Australia_NZ,OtherGrain -6,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,8,8,0.424443649,0.424448803,0.42444451,0.423817351,0.423133414,0.422437072,0.421711951,0.42158206,0.421343633,0.421083395,0.420759529,0.420719003,0.420601913,0.420460789,0.420248338,0.42004475,0.419800211,0.419556041,0.419284399,0.418976966,0.418669533,Australia_NZ,Root_Tuber -6,8,9,0.958413357,0.958413291,0.958413337,0.958328107,0.958291518,0.958252571,0.958211099,0.958177789,0.958141387,0.958102763,0.958061894,0.958056376,0.958048672,0.958038742,0.958027495,0.958015992,0.958002687,0.957989366,0.957975088,0.957958711,0.957942334,Australia_NZ,SugarCrop -6,8,10,0.008701013,0.008701028,0.008701011,0.008126917,0.007667846,0.007291719,0.00697684,0.006902906,0.006829124,0.006758742,0.006691394,0.006690073,0.006687481,0.006683765,0.00667924,0.006674509,0.006669163,0.00666347,0.00665732,0.006651059,0.006644798,Australia_NZ,Wheat -6,8,11,0.286931794,0.286931742,0.28693174,0.286934034,0.28693438,0.286934757,0.286936266,0.286938792,0.286941955,0.286943899,0.286946196,0.286948157,0.286948456,0.28694932,0.286949619,0.286949383,0.286949045,0.286948373,0.286947954,0.286946622,0.28694529,Australia_NZ,FodderHerb -6,8,12,0.287950502,0.287950337,0.287950168,0.287950399,0.287950809,0.287949385,0.287950088,0.287949389,0.287950009,0.287949244,0.287950431,0.287949341,0.287949842,0.287950336,0.287950482,0.287950414,0.287950355,0.287949471,0.287949138,0.287950138,0.287951138,Australia_NZ,FodderGrass -6,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,9,1,0.158122921,0.158122345,0.158122963,0.153996104,0.15155068,0.149340463,0.147305185,0.146377319,0.145451022,0.144498403,0.143589788,0.143355223,0.143043586,0.142658986,0.142254806,0.141848962,0.141420932,0.140999774,0.140576781,0.14014743,0.139718079,Australia_NZ,Corn -6,9,2,0,0,0,0,0.027585656,0.027508551,0.02740663,0.027408779,0.02743793,0.027293053,0.027259618,0.027380247,0.027474143,0.027536262,0.027599037,0.027643334,0.027692304,0.02771398,0.027686307,0.027669938,0.027653569,Australia_NZ,biomass -6,9,3,0.999991053,0.999991005,0.999990936,0.999991178,0.999991401,0.99999161,0.999991808,0.99999183,0.999991853,0.999991877,0.9999919,0.99999191,0.999991918,0.999991922,0.999991923,0.999991922,0.999991919,0.999991913,0.999991905,0.999991896,0.999991887,Australia_NZ,FiberCrop -6,9,4,0.04204518,0.04204511,0.042045087,0.042058438,0.042071332,0.042083999,0.042096335,0.042111526,0.04214371,0.042158133,0.042172408,0.042170154,0.042167357,0.042164634,0.042161144,0.042157968,0.04215445,0.042151062,0.042147371,0.042143596,0.042139821,Australia_NZ,MiscCrop -6,9,5,1.92E-05,1.93E-05,1.93E-05,1.81E-05,1.73E-05,1.66E-05,1.60E-05,1.63E-05,1.66E-05,1.69E-05,1.72E-05,1.71E-05,1.71E-05,1.70E-05,1.70E-05,1.69E-05,1.69E-05,1.68E-05,1.68E-05,1.67E-05,1.66E-05,Australia_NZ,OilCrop -6,9,6,0.007026205,0.007026194,0.00702614,0.006961622,0.006907142,0.006860831,0.006816454,0.006615188,0.006437396,0.006277228,0.006136052,0.006137739,0.006137543,0.006136116,0.006133051,0.006129347,0.006124577,0.006119358,0.0061135,0.006107525,0.00610155,Australia_NZ,OtherGrain -6,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,Rice -6,9,8,0.78688185,0.786881851,0.786880921,0.786461375,0.786002384,0.78553393,0.785045712,0.784958259,0.78479693,0.784621958,0.784402817,0.784374599,0.784296136,0.784200303,0.784056692,0.783919186,0.783753004,0.78358804,0.783403626,0.783194878,0.78298613,Australia_NZ,Root_Tuber -6,9,9,0.344491802,0.344491082,0.344491983,0.344332239,0.344264476,0.344191628,0.344115004,0.344054008,0.343986384,0.343914735,0.343839157,0.343829051,0.343814852,0.343797509,0.3437766,0.343755119,0.343729922,0.343705485,0.343679588,0.343650041,0.343620494,Australia_NZ,SugarCrop -6,9,10,0.028182665,0.028182595,0.028182715,0.026381164,0.024939572,0.023760064,0.022774702,0.022543772,0.022313901,0.022095199,0.021886905,0.021884328,0.021879524,0.021872706,0.02186448,0.021855594,0.021845852,0.021835352,0.021823808,0.021812268,0.021800728,Australia_NZ,Wheat -6,9,11,0.85375968,0.853759595,0.853759741,0.85376055,0.853761144,0.853761367,0.853761713,0.853763699,0.853765631,0.853767036,0.8537683,0.853769147,0.853769467,0.853769872,0.853770078,0.853770019,0.853769652,0.853769529,0.853768891,0.8537684,0.853767909,Australia_NZ,FodderHerb -6,9,12,0.854777411,0.854777083,0.854777493,0.854777053,0.854777157,0.854776884,0.854777291,0.854777379,0.85477711,0.854777416,0.854777139,0.854777489,0.854777034,0.85477704,0.854777465,0.854777062,0.854777444,0.85477734,0.854777182,0.854777118,0.854777054,Australia_NZ,FodderGrass -6,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,10,1,0.149638757,0.149638552,0.149638405,0.146371642,0.143621276,0.141101163,0.138718752,0.137844077,0.13696311,0.136132615,0.135304017,0.135259685,0.135199369,0.135125345,0.135047661,0.134969169,0.134885928,0.134803402,0.134720641,0.13463662,0.134552599,Australia_NZ,Corn -6,10,2,0,0,0,0,0.034815862,0.034984105,0.035101044,0.034871906,0.034775748,0.034761989,0.034541472,0.034593608,0.034597173,0.034543446,0.034490763,0.034411323,0.034333984,0.034249832,0.034147853,0.034059855,0.033971857,Australia_NZ,biomass -6,10,3,0.999341104,0.999341109,0.999340792,0.999358167,0.999374434,0.999389748,0.99940439,0.999406347,0.999408312,0.999410278,0.999412233,0.999412441,0.999412581,0.999412658,0.999412687,0.999412669,0.999412601,0.999412491,0.999412347,0.99941217,0.999411993,Australia_NZ,FiberCrop -6,10,4,0.122869227,0.122869372,0.122869549,0.123565525,0.124262926,0.124963164,0.125570448,0.125804981,0.12598892,0.126221636,0.126453889,0.126447469,0.126441354,0.126433818,0.126425142,0.126417433,0.126408732,0.126399619,0.126390054,0.126380476,0.126370898,Australia_NZ,MiscCrop -6,10,5,0.000579239,0.000579318,0.00057932,0.000545259,0.000520616,0.00050043,0.000483488,0.000491961,0.000500097,0.000508153,0.000515911,0.000514645,0.000513182,0.000511543,0.000509923,0.000508435,0.000507075,0.000505851,0.000504648,0.000503521,0.000502394,Australia_NZ,OilCrop -6,10,6,0.002889688,0.00288968,0.002889672,0.002826498,0.002775744,0.002732292,0.002694602,0.002615832,0.002544998,0.002481144,0.002423702,0.0024246,0.002424512,0.002423756,0.002422108,0.002420139,0.002417562,0.002414769,0.002411613,0.002408396,0.002405179,Australia_NZ,OtherGrain -6,10,7,0.885961109,0.885960809,0.885959243,0.886772823,0.887587123,0.888391329,0.889140573,0.889939435,0.890729774,0.891511022,0.892239342,0.892659243,0.893071331,0.893475849,0.893872264,0.894261784,0.894643947,0.895019247,0.895387332,0.895749215,0.896111098,Australia_NZ,Rice -6,10,8,0.15423624,0.154238929,0.154235971,0.156113776,0.157817757,0.159460155,0.16096067,0.16033651,0.159587257,0.158815551,0.157971379,0.15792173,0.157784639,0.157618223,0.157369675,0.157131081,0.156845501,0.156561555,0.156244033,0.155885203,0.155526373,Australia_NZ,Root_Tuber -6,10,9,0.359420541,0.359420594,0.359420031,0.359345122,0.359312861,0.359279303,0.359244104,0.35921558,0.359184978,0.359151748,0.359118279,0.359113821,0.359107408,0.359098621,0.359089844,0.359080173,0.359068766,0.359057717,0.359046241,0.359032692,0.359019143,Australia_NZ,SugarCrop -6,10,10,0.010354823,0.010354825,0.010354843,0.009687741,0.009155616,0.008717871,0.008353098,0.008267693,0.008182805,0.008102048,0.0080253,0.008024543,0.008023036,0.008020956,0.008018337,0.008015593,0.008012494,0.008009297,0.008005738,0.008002086,0.007998434,Australia_NZ,Wheat -6,10,11,0.849410378,0.849410378,0.849410186,0.849411443,0.849412139,0.849412069,0.849412259,0.849414212,0.849416328,0.849417767,0.849419149,0.849419863,0.849420289,0.849420582,0.849420541,0.849420904,0.849420166,0.849420241,0.849419489,0.849419055,0.849418621,Australia_NZ,FodderHerb -6,10,12,0.822013575,0.822013326,0.822013784,0.822013806,0.822014178,0.82201446,0.822013849,0.822014187,0.8220142,0.822014343,0.822014326,0.822014121,0.822014573,0.822014174,0.822014236,0.822013565,0.822013821,0.822013935,0.822014637,0.822013444,0.822012251,Australia_NZ,FodderGrass -6,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,11,1,0.439168989,0.439168006,0.439169673,0.437067083,0.435720425,0.434551513,0.433378509,0.432955748,0.432508226,0.432046252,0.431579372,0.431481992,0.431347472,0.431176589,0.430993765,0.430807172,0.430603295,0.430396033,0.430186087,0.42997166,0.429757233,Australia_NZ,Corn -6,11,2,0,0,0,0,0.104072202,0.105840475,0.107436137,0.107864373,0.107628417,0.107344394,0.107090329,0.107334584,0.107461947,0.107453039,0.107444997,0.107408903,0.107383341,0.107299889,0.107206158,0.107153769,0.10710138,Australia_NZ,biomass -6,11,3,0.891462794,0.891462204,0.891462429,0.894036259,0.896439827,0.898711796,0.900888727,0.901162072,0.901438784,0.901716651,0.901992486,0.90206031,0.902105163,0.902130639,0.902139737,0.902134068,0.902112334,0.90207671,0.902029001,0.901972195,0.901915389,Australia_NZ,FiberCrop -6,11,4,0.379688283,0.379688558,0.379688922,0.377325615,0.375170753,0.373120351,0.371276381,0.370048209,0.368820216,0.367695726,0.366569636,0.366562916,0.366554861,0.366545883,0.366535991,0.36652578,0.366514941,0.366503116,0.366491526,0.366480147,0.366468768,Australia_NZ,MiscCrop -6,11,5,0.006052032,0.006051988,0.006052024,0.005495042,0.005183012,0.004926023,0.004701886,0.004726331,0.00474301,0.004756681,0.004766156,0.004699265,0.004621314,0.004533557,0.004446104,0.004365238,0.004290746,0.004223371,0.004156716,0.004093751,0.004030786,Australia_NZ,OilCrop -6,11,6,0.030979754,0.030979693,0.030979725,0.030322578,0.02976122,0.029266516,0.028823012,0.028271108,0.027769026,0.027296293,0.026850829,0.026859091,0.026858929,0.026853195,0.026839981,0.026824019,0.026803131,0.026779761,0.026753417,0.026726744,0.026700071,Australia_NZ,OtherGrain -6,11,7,0.854138748,0.854140326,0.854143255,0.855128124,0.856119555,0.857094655,0.857996001,0.858970969,0.859931098,0.860877947,0.86175477,0.862275776,0.862780308,0.863271567,0.863748117,0.86421118,0.864659362,0.865094562,0.865516796,0.865927055,0.866337314,Australia_NZ,Rice -6,11,8,0.338362368,0.338361882,0.3383627,0.342247934,0.345955912,0.34948529,0.352929491,0.352027211,0.351119162,0.350214846,0.349306896,0.349305297,0.349300454,0.349293825,0.349286566,0.349278527,0.349267094,0.349257743,0.349247993,0.349234779,0.349221565,Australia_NZ,Root_Tuber -6,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Australia_NZ,SugarCrop -6,11,10,0.02118273,0.021182691,0.021182663,0.020197864,0.019379492,0.01869438,0.018107882,0.017956735,0.017806238,0.017664287,0.017530393,0.017529178,0.017526802,0.017523355,0.017519195,0.017514838,0.017509853,0.017504575,0.017498851,0.017493048,0.017487245,Australia_NZ,Wheat -6,11,11,0.862306611,0.862306292,0.862306029,0.862306928,0.862307715,0.862307699,0.862308742,0.862309963,0.862310565,0.862312594,0.862313958,0.862313751,0.862314358,0.862314869,0.862314513,0.862315027,0.862315002,0.862314692,0.862314057,0.862313663,0.862313269,Australia_NZ,FodderHerb -6,11,12,0.740074009,0.740074399,0.740074564,0.740074336,0.740073984,0.740073835,0.740073981,0.740074127,0.740074229,0.74007432,0.7400747,0.740074215,0.740074705,0.740074263,0.740074513,0.74007445,0.740074534,0.740074274,0.740074589,0.740074363,0.740074137,Australia_NZ,FodderGrass -6,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,12,1,0.376910508,0.376910665,0.376911463,0.374769735,0.37303096,0.371335278,0.369737756,0.369173694,0.368596587,0.368011529,0.367424223,0.367370502,0.367296301,0.367200302,0.36709864,0.366994988,0.366880414,0.366764916,0.36664862,0.366528535,0.36640845,Australia_NZ,Corn -6,12,2,0,0,0,0,0.105496655,0.105899737,0.106237519,0.106003451,0.105127963,0.104224849,0.103390052,0.103316449,0.103164181,0.102919979,0.102677552,0.102415992,0.102174548,0.101882564,0.101584704,0.101326489,0.101068274,Australia_NZ,biomass -6,12,3,0.962997004,0.962997083,0.962997163,0.963935456,0.964818821,0.96565231,0.966451742,0.966562307,0.966672952,0.966783487,0.966893476,0.966897823,0.966900858,0.966902591,0.966903183,0.966902874,0.966901293,0.966899044,0.966895677,0.966892103,0.966888529,Australia_NZ,FiberCrop -6,12,4,0.395779658,0.395779469,0.395779774,0.393581873,0.39148886,0.389501352,0.387722577,0.386469704,0.385216671,0.384066346,0.383019328,0.383008653,0.382995805,0.382982728,0.382965724,0.38295037,0.382932641,0.382914515,0.382896675,0.382877285,0.382857895,Australia_NZ,MiscCrop -6,12,5,0.000616697,0.000616894,0.000617031,0.00056973,0.000537697,0.000511825,0.000490274,0.000493801,0.000497023,0.000500028,0.000502625,0.000500264,0.000497485,0.000494328,0.000491153,0.000488191,0.000485415,0.000482849,0.000480288,0.00047785,0.000475412,Australia_NZ,OilCrop -6,12,6,0.016122562,0.016122534,0.016122528,0.015490643,0.014954443,0.014490515,0.014087126,0.013750677,0.013437598,0.013153457,0.012890949,0.012892963,0.012892919,0.01289153,0.01288831,0.012884352,0.012879155,0.012873369,0.012866847,0.012860188,0.012853529,Australia_NZ,OtherGrain -6,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,12,8,0.197715717,0.197715421,0.19771506,0.200682915,0.203541464,0.206359577,0.209060657,0.208335059,0.207679111,0.207024678,0.206369189,0.206367466,0.206363966,0.206359015,0.206352273,0.206345429,0.20633738,0.206329119,0.206320299,0.206309424,0.206298549,Australia_NZ,Root_Tuber -6,12,9,0.478419687,0.478419254,0.478420427,0.478316813,0.478273704,0.478225204,0.478175249,0.47813623,0.478093042,0.478047426,0.477998634,0.477992714,0.477983755,0.477971637,0.477958657,0.477944798,0.477929231,0.477913701,0.477896916,0.477877733,0.47785855,Australia_NZ,SugarCrop -6,12,10,0.013422646,0.013422645,0.013422641,0.012760971,0.012213666,0.011758051,0.011366244,0.0112704,0.011174948,0.011084854,0.010995059,0.010994206,0.010992471,0.010990016,0.010986991,0.01098381,0.010980188,0.010976308,0.010972086,0.010967738,0.01096339,Australia_NZ,Wheat -6,12,11,0.874965367,0.874965795,0.874965774,0.874966304,0.874966563,0.874967185,0.874967434,0.874969159,0.874970175,0.87497195,0.874973353,0.874973946,0.874974291,0.874974498,0.874974732,0.874974343,0.874974411,0.874974064,0.874974092,0.874973666,0.87497324,Australia_NZ,FodderHerb -6,12,12,0.965039734,0.965039598,0.965039505,0.965039571,0.965039547,0.965039529,0.965039549,0.965039542,0.965039483,0.965039467,0.96503958,0.965039605,0.965039671,0.965039626,0.965039739,0.965039678,0.965039617,0.965039663,0.965039582,0.965039543,0.965039504,Australia_NZ,FodderGrass -6,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,MiscCrop -6,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OtherGrain -6,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,15,11,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderHerb -6,15,12,0.999999886,0.99999973,0.99999973,0.999999787,0.999999794,0.999999801,0.999999806,0.99999981,0.999999812,0.999999813,0.999999814,0.999999812,0.999999809,0.999999806,0.999999803,0.999999801,0.9999998,0.9999998,0.9999998,0.9999998,0.9999998,Australia_NZ,FodderGrass -6,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,16,1,0.137216334,0.137205882,0.137210946,0.137020173,0.136957031,0.136905363,0.136853072,0.136836236,0.136815571,0.136792498,0.136768777,0.136752958,0.136730955,0.136703108,0.136673512,0.136643056,0.136609911,0.136575929,0.136541758,0.13650667,0.136471582,Australia_NZ,Corn -6,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,16,3,0.053089643,0.053043867,0.053061224,0.053194466,0.053178843,0.053152328,0.05310008,0.053014116,0.052936178,0.052862775,0.052786775,0.052924237,0.053015064,0.053063891,0.05307973,0.053063551,0.053014719,0.052939066,0.052837606,0.052717258,0.05259691,Australia_NZ,FiberCrop -6,16,4,0.211207982,0.211209053,0.211206808,0.210117763,0.209103172,0.208162514,0.207296359,0.206720105,0.206144658,0.205569575,0.205065552,0.205062905,0.205057178,0.205053125,0.205047216,0.205042107,0.20503567,0.205030281,0.205024191,0.205018184,0.205012177,Australia_NZ,MiscCrop -6,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,16,6,0.015140647,0.015143307,0.015144663,0.01513588,0.015127516,0.015112476,0.015103883,0.015115977,0.015127868,0.015133124,0.015138311,0.015138642,0.015138729,0.015138551,0.015138121,0.015137697,0.015137113,0.015136363,0.015135606,0.015134851,0.015134096,Australia_NZ,OtherGrain -6,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Root_Tuber -6,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Wheat -6,16,11,0.85065169,0.850651464,0.850652601,0.85065356,0.850653507,0.850653911,0.850654005,0.850655543,0.850656827,0.850657638,0.850658571,0.850659273,0.85065941,0.850659615,0.850659965,0.85065985,0.850659621,0.850659401,0.850659036,0.85065875,0.850658464,Australia_NZ,FodderHerb -6,16,12,0.999999998,0.999999996,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,Australia_NZ,FodderGrass -6,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -6,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Corn -6,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,biomass -6,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,FiberCrop -6,17,4,0.90106051,0.901103656,0.90105748,0.900145308,0.89930268,0.898452584,0.897635174,0.897465515,0.897293484,0.897120559,0.896986579,0.896977899,0.896967908,0.896956754,0.89694438,0.89693181,0.896918316,0.896904712,0.896890772,0.896875871,0.89686097,Australia_NZ,MiscCrop -6,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,OilCrop -6,17,6,0.01063779,0.01063897,0.010629682,0.010935455,0.011172767,0.011350457,0.011488965,0.011138005,0.010829728,0.010559858,0.010316437,0.010321176,0.010320641,0.010316569,0.010307919,0.010297511,0.010283996,0.010269318,0.010252746,0.010235877,0.010219008,Australia_NZ,OtherGrain -6,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,Rice -6,17,8,0.876035196,0.876023467,0.876050691,0.876038753,0.876026225,0.876013486,0.876000197,0.875998436,0.875993056,0.875988579,0.875982573,0.875981672,0.875979919,0.875976645,0.875972986,0.875969117,0.875964663,0.875960523,0.875955147,0.875949479,0.875943811,Australia_NZ,Root_Tuber -6,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,SugarCrop -6,17,10,0.999999987,0.999999991,0.999999992,0.999999992,0.999999992,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.999999991,0.99999999,0.99999999,0.99999999,Australia_NZ,Wheat -6,17,11,0.426640923,0.426412089,0.426392064,0.426394534,0.42639529,0.426396143,0.426396826,0.426401005,0.426404871,0.426407911,0.426410927,0.426412439,0.426413492,0.426413825,0.426414328,0.426414308,0.42641377,0.426413017,0.426412194,0.426410782,0.42640937,Australia_NZ,FodderHerb -6,17,12,0.426573835,0.426571506,0.426576327,0.426576439,0.426575944,0.426576249,0.426576089,0.426576887,0.426576585,0.426576398,0.426576532,0.426576422,0.426576549,0.426575983,0.426576547,0.426576488,0.426575927,0.426576166,0.426576842,0.426575947,0.426575052,Australia_NZ,FodderGrass -6,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Australia_NZ,PalmFruit -7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,biomass -7,1,3,0.125623312,0.125626653,0.125622185,0.125664121,0.125652349,0.125634802,0.125601834,0.125550617,0.125505269,0.125463203,0.12541945,0.125505982,0.125564182,0.125596765,0.125608747,0.125600416,0.125571166,0.125523883,0.125461227,0.125387604,0.125313981,Brazil,FiberCrop -7,1,4,0.003363771,0.003365238,0.003363627,0.003420609,0.003475513,0.003528205,0.003578594,0.003611073,0.003642192,0.003671975,0.003698814,0.003698581,0.003698332,0.003698056,0.003697747,0.003697432,0.003697106,0.003696776,0.003696432,0.003696079,0.003695726,Brazil,MiscCrop -7,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice -7,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,1,9,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Brazil,SugarCrop -7,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,2,2,0,0,0,0,0.026091434,0.025480897,0.024926363,0.024905188,0.024979571,0.024568144,0.024235214,0.024070469,0.023968068,0.02386606,0.023815189,0.023764437,0.023713812,0.023663222,0.023612707,0.023612812,0.023612917,Brazil,biomass -7,2,3,0.400556178,0.400556101,0.400555894,0.387939559,0.376346207,0.365777182,0.356192084,0.350194355,0.344354553,0.338764343,0.333311538,0.333504937,0.333634706,0.333707161,0.33373332,0.333714771,0.333647806,0.333543221,0.333402231,0.333236548,0.333070865,Brazil,FiberCrop -7,2,4,0.049065821,0.0490659,0.049065933,0.049770539,0.05042118,0.051037148,0.051638894,0.052167137,0.052656198,0.053127385,0.053579626,0.053573564,0.053566902,0.053559086,0.053550754,0.053542315,0.053533033,0.053523829,0.053514494,0.053504406,0.053494318,Brazil,MiscCrop -7,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,2,7,0.60559465,0.605594042,0.605594752,0.603490678,0.601676442,0.600048895,0.598602218,0.598546603,0.598475585,0.598390507,0.598284128,0.598282133,0.59825416,0.598207533,0.598137649,0.598050225,0.597941681,0.597814416,0.597669588,0.597505163,0.597340738,Brazil,Rice -7,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,2,9,0.347788822,0.347789457,0.347789203,0.348979846,0.35002517,0.351069993,0.351917217,0.352870384,0.353624098,0.354277472,0.354832609,0.354827627,0.35481916,0.3548097,0.354799288,0.354787447,0.354774933,0.354761943,0.354747803,0.354732377,0.354716951,Brazil,SugarCrop -7,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,3,2,0,0,0,0,0.013277046,0.01325182,0.013231254,0.013119536,0.013070327,0.013156065,0.013328289,0.013371078,0.013413183,0.013454528,0.013495998,0.013531497,0.013561043,0.013602338,0.013637815,0.013667407,0.013696999,Brazil,biomass -7,3,3,0.162740415,0.162740436,0.162740127,0.155645274,0.149308637,0.143659254,0.138642732,0.135568529,0.132605314,0.129796954,0.127086624,0.127131952,0.127162684,0.127179322,0.127184754,0.127180257,0.127164095,0.127139065,0.127105619,0.127066109,0.127026599,Brazil,FiberCrop -7,3,4,0.024062117,0.024062183,0.024062078,0.024237306,0.024390396,0.02454347,0.024675384,0.02494764,0.025209702,0.025462921,0.02569504,0.025683977,0.025670817,0.025656421,0.025640282,0.02562422,0.025606986,0.025589524,0.025571669,0.025552893,0.025534117,Brazil,MiscCrop -7,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,3,7,0.097505999,0.097505249,0.097505328,0.096736372,0.096080755,0.095498215,0.094986606,0.094970666,0.094950937,0.094926816,0.094896973,0.094896193,0.094888681,0.094875474,0.094855865,0.094831216,0.094800704,0.094765095,0.094724191,0.094678335,0.094632479,Brazil,Rice -7,3,8,0.002634219,0.002634232,0.002634214,0.002705371,0.002770096,0.00282905,0.002884308,0.002895518,0.002906749,0.002916748,0.002926752,0.002926734,0.00292669,0.002926638,0.002926554,0.00292648,0.002926394,0.002926294,0.002926204,0.002926083,0.002925962,Brazil,Root_Tuber -7,3,9,0.482213748,0.482214175,0.48221373,0.483479191,0.484607319,0.485733212,0.486640371,0.48766627,0.488471467,0.489167357,0.489751196,0.489742888,0.489730076,0.489714975,0.489697148,0.489678614,0.489657875,0.489635689,0.489613429,0.489587229,0.489561029,Brazil,SugarCrop -7,3,10,0.000170618,0.000171252,0.000171245,0.000171231,0.000171218,0.000171204,0.000171189,0.000171184,0.000171179,0.000171174,0.000171169,0.000171169,0.000171166,0.000171163,0.000171158,0.000171154,0.000171149,0.000171144,0.000171138,0.000171133,0.000171128,Brazil,Wheat -7,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,4,2,0,0,0,0,0.022982014,0.022958684,0.022933439,0.022684081,0.022715804,0.022776149,0.022993307,0.023066779,0.023139051,0.023209598,0.02328054,0.023341396,0.023392026,0.023452519,0.023513109,0.023563618,0.023614127,Brazil,biomass -7,4,3,0.404725326,0.404724731,0.404724944,0.391979615,0.380364389,0.369785044,0.360219586,0.354293136,0.348511504,0.34297003,0.337568965,0.337595315,0.337614432,0.337623373,0.337626153,0.337622529,0.337612272,0.33759778,0.33757757,0.337553828,0.337530086,Brazil,FiberCrop -7,4,4,0.047703632,0.047703581,0.047703564,0.04838242,0.049025551,0.049613497,0.050185272,0.050433443,0.050636174,0.050838552,0.051038273,0.051017854,0.050993344,0.050966907,0.050937006,0.050906942,0.050874678,0.050842491,0.05080907,0.05077362,0.05073817,Brazil,MiscCrop -7,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,4,7,0.036599349,0.036599331,0.036599363,0.036290964,0.036028028,0.03579429,0.035588821,0.035581819,0.035572982,0.035562495,0.035549192,0.035548983,0.035545646,0.035539637,0.035531137,0.035520064,0.035506638,0.035490696,0.035472621,0.035452303,0.035431985,Brazil,Rice -7,4,8,0.003726835,0.003726844,0.003726845,0.003832242,0.003927063,0.004013893,0.004093813,0.004100801,0.004107725,0.004114636,0.004119749,0.004119718,0.004119625,0.004119521,0.004119361,0.004119205,0.004119028,0.004118849,0.004118631,0.004118407,0.004118183,Brazil,Root_Tuber -7,4,9,0.290118032,0.290117899,0.290117883,0.291213803,0.292168383,0.293125814,0.293903296,0.294776146,0.295469761,0.296073754,0.296585822,0.296582151,0.296576406,0.296570483,0.296562113,0.296553401,0.296544815,0.296535067,0.2965244,0.296514493,0.296504586,Brazil,SugarCrop -7,4,10,0.000349303,0.000349092,0.00034867,0.000348634,0.0003486,0.000348561,0.00034852,0.000348509,0.000348497,0.000348483,0.000348468,0.000348465,0.000348459,0.000348451,0.000348441,0.000348429,0.000348416,0.000348402,0.000348387,0.000348372,0.000348357,Brazil,Wheat -7,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,5,2,0,0,0,0,0.017385141,0.017366688,0.017347032,0.017142215,0.017121999,0.017116048,0.017235563,0.017290425,0.017344375,0.017397609,0.017443416,0.01748908,0.017527156,0.017572615,0.017618271,0.01765632,0.017694369,Brazil,biomass -7,5,3,0.091087001,0.091086802,0.091086957,0.086774439,0.082969579,0.079600266,0.076629937,0.07482633,0.073091599,0.071451213,0.069873187,0.069877212,0.06987971,0.069880617,0.069881105,0.069880846,0.069879379,0.06987723,0.069874719,0.069871394,0.069868069,Brazil,FiberCrop -7,5,4,0.035092619,0.035092729,0.0350926,0.035758312,0.036375179,0.036971449,0.037529924,0.037686534,0.037859554,0.038017084,0.038175215,0.038174204,0.038172955,0.038171582,0.038170066,0.03816846,0.03816682,0.038165202,0.038163454,0.038161518,0.038159582,Brazil,MiscCrop -7,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,5,6,3.30E-05,3.30E-05,3.30E-05,3.12E-05,2.97E-05,2.83E-05,2.70E-05,2.65E-05,2.61E-05,2.56E-05,2.52E-05,2.50E-05,2.49E-05,2.48E-05,2.47E-05,2.46E-05,2.45E-05,2.44E-05,2.43E-05,2.42E-05,2.41E-05,Brazil,OtherGrain -7,5,7,0.079059851,0.07905974,0.079059801,0.07842824,0.077892423,0.077419465,0.077007474,0.077000991,0.076993127,0.076983264,0.07697086,0.076970334,0.076967458,0.07696181,0.076954303,0.076944101,0.076931689,0.076916835,0.076899997,0.076881068,0.076862139,Brazil,Rice -7,5,8,0.020060044,0.020060056,0.020060066,0.020633447,0.021160041,0.021635813,0.022075233,0.022130611,0.02218541,0.022230722,0.02227559,0.022275333,0.022274521,0.022273583,0.022272079,0.022270444,0.022268831,0.022267039,0.02226505,0.02226282,0.02226059,Brazil,Root_Tuber -7,5,9,0.159175461,0.159174848,0.159175151,0.159906651,0.160537544,0.161169938,0.161687194,0.162264992,0.162726606,0.163130203,0.163474783,0.16347378,0.163472048,0.163469561,0.163467044,0.163463997,0.16346112,0.163457716,0.163454024,0.163450477,0.16344693,Brazil,SugarCrop -7,5,10,0.26339881,0.263397715,0.263398408,0.26337215,0.263343703,0.263315635,0.263284839,0.263276369,0.263266122,0.263256549,0.263246198,0.263243299,0.263239461,0.263232058,0.263223222,0.263215348,0.263206249,0.263196191,0.263184402,0.263172391,0.26316038,Brazil,Wheat -7,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,6,2,0,0,0,0,0.022127819,0.022110072,0.022091965,0.021802503,0.021673225,0.021701327,0.02193461,0.021982231,0.022029839,0.022077166,0.022124602,0.02217203,0.022219586,0.022267105,0.022314893,0.022362648,0.022410403,Brazil,biomass -7,6,3,0.442869005,0.4428701,0.442869844,0.430613333,0.419484636,0.409269848,0.399961117,0.393693736,0.387667694,0.381881791,0.376231792,0.376234971,0.376239806,0.376241379,0.376241704,0.376241652,0.376238317,0.376236113,0.376231598,0.376227587,0.376223576,Brazil,FiberCrop -7,6,4,0.036158961,0.036159013,0.036158872,0.03687492,0.037541696,0.038172382,0.038780685,0.038974894,0.039169703,0.039348823,0.039528726,0.039527489,0.03952624,0.039524585,0.039522855,0.039520906,0.039518957,0.039517081,0.039514938,0.039512624,0.03951031,Brazil,MiscCrop -7,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,6,6,5.85E-05,5.85E-05,5.85E-05,5.56E-05,5.29E-05,5.05E-05,4.84E-05,4.70E-05,4.58E-05,4.46E-05,4.35E-05,4.33E-05,4.31E-05,4.29E-05,4.27E-05,4.25E-05,4.23E-05,4.22E-05,4.20E-05,4.18E-05,4.16E-05,Brazil,OtherGrain -7,6,7,0.154722404,0.154722406,0.154722046,0.153578316,0.152602262,0.151733633,0.150969641,0.150945284,0.150914528,0.150877601,0.150831417,0.150830213,0.150818586,0.150798299,0.150767755,0.150729396,0.150681952,0.150625954,0.150561794,0.150489801,0.150417808,Brazil,Rice -7,6,8,0.013449852,0.013449853,0.013449861,0.013837942,0.014194684,0.014523404,0.014828013,0.014852979,0.014877608,0.014902321,0.014920378,0.014920162,0.014919846,0.0149193,0.014918633,0.014917918,0.01491709,0.014916206,0.014915241,0.014914256,0.014913271,Brazil,Root_Tuber -7,6,9,0.103109971,0.103110372,0.103110246,0.103618741,0.104056098,0.104495203,0.104854453,0.105256058,0.105576887,0.105857785,0.106098037,0.106097424,0.106096181,0.106094997,0.106093458,0.106091684,0.106090091,0.10608809,0.106086404,0.106084016,0.106081628,Brazil,SugarCrop -7,6,10,0.014049883,0.01404987,0.014049898,0.014049162,0.014048413,0.014047641,0.014046737,0.014046493,0.014046246,0.014045937,0.014045637,0.01404555,0.014045425,0.014045237,0.014044992,0.014044734,0.014044446,0.014044145,0.014043817,0.014043459,0.014043101,Brazil,Wheat -7,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,10,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,10,2,0,0,0,0,0.002549924,0.002603767,0.00265759,0.002689034,0.002689051,0.002689042,0.00268904,0.002666889,0.002644919,0.002624285,0.002606062,0.002591348,0.002581205,0.002573341,0.002565506,0.002558815,0.002552124,Brazil,biomass -7,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop -7,10,4,0.007105539,0.007105207,0.007105542,0.007275838,0.00743735,0.007592553,0.007741011,0.007585822,0.007446436,0.007318968,0.007206054,0.007205894,0.007205728,0.007205498,0.007205303,0.007205085,0.007204863,0.007204621,0.007204338,0.007204132,0.007203926,Brazil,MiscCrop -7,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,10,7,0.014735906,0.014737693,0.01473079,0.014599647,0.014485584,0.014381821,0.014287181,0.014278247,0.014266935,0.014253435,0.014236461,0.014236007,0.014231727,0.01422422,0.014213143,0.014199156,0.014181822,0.014161582,0.014138178,0.014112041,0.014085904,Brazil,Rice -7,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Root_Tuber -7,10,9,0.047789288,0.047788617,0.047788205,0.048029978,0.048241657,0.048454103,0.048627011,0.048821722,0.048976202,0.049111103,0.049226024,0.049225054,0.049223884,0.049222017,0.049220354,0.049218549,0.049216279,0.049214243,0.049211803,0.049209071,0.049206339,Brazil,SugarCrop -7,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,11,2,0,0,0,0,0.006563043,0.006706878,0.006847896,0.006916537,0.006985962,0.007052986,0.007120602,0.007154662,0.007188874,0.007223237,0.007257754,0.007289302,0.007317796,0.007343243,0.007365572,0.007384765,0.007403958,Brazil,biomass -7,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FiberCrop -7,11,4,0.015942103,0.015940007,0.015940412,0.016318587,0.016677158,0.017021621,0.017343518,0.017454731,0.017574284,0.017686815,0.017792565,0.017792021,0.017791618,0.017790971,0.017790207,0.017789543,0.017788894,0.017788003,0.017787248,0.017786483,0.017785718,Brazil,MiscCrop -7,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Rice -7,11,8,0.559821424,0.559590311,0.559849194,0.565019951,0.569540331,0.573628517,0.577179225,0.579396391,0.581498082,0.583385058,0.585265918,0.585263124,0.585255743,0.585246724,0.585233325,0.585220651,0.585205455,0.585190201,0.585173052,0.585153825,0.585134598,Brazil,Root_Tuber -7,11,9,0.180975513,0.180978763,0.180992411,0.181797761,0.182493995,0.183192105,0.183762254,0.184399654,0.184908459,0.185352236,0.185731456,0.18572987,0.185727426,0.18572419,0.185720741,0.185716927,0.185712548,0.18570825,0.18570376,0.185698492,0.185693224,Brazil,SugarCrop -7,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Wheat -7,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -7,12,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,Corn -7,12,2,0,0,0,0,0.025181608,0.025171323,0.025160983,0.024863385,0.024831993,0.024832015,0.024821649,0.024927907,0.025045107,0.025162708,0.025270178,0.025367317,0.025453791,0.025519092,0.025573495,0.025638918,0.025704341,Brazil,biomass -7,12,3,0.297828688,0.297830562,0.29783037,0.286806041,0.276890964,0.267949493,0.259940048,0.255020874,0.250242441,0.245686364,0.241267144,0.241267406,0.241267897,0.241267992,0.241267018,0.241266898,0.241267679,0.241267083,0.2412666,0.241266735,0.24126687,Brazil,FiberCrop -7,12,4,0.045764242,0.04576432,0.045764277,0.046160726,0.046521748,0.046865984,0.047192864,0.04764256,0.048076462,0.048493697,0.048873638,0.048871736,0.04886941,0.04886716,0.048864234,0.048861507,0.048858383,0.048854961,0.04885164,0.048848301,0.048844962,Brazil,MiscCrop -7,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OilCrop -7,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,OtherGrain -7,12,7,0.861697991,0.861698219,0.861697723,0.860642649,0.859728911,0.858903317,0.858165214,0.858133064,0.858092524,0.858042848,0.857981521,0.85798052,0.857964948,0.857937534,0.857897085,0.857846006,0.857782571,0.857707459,0.857622197,0.857525132,0.857428067,Brazil,Rice -7,12,8,0.025367287,0.025367357,0.025367337,0.026066249,0.026693838,0.027278815,0.027817632,0.027910534,0.027990887,0.028059519,0.028127595,0.028127171,0.028126055,0.028124725,0.028122636,0.028120743,0.02811835,0.028115962,0.028113386,0.028110418,0.02810745,Brazil,Root_Tuber -7,12,9,0.153468498,0.153467848,0.15346809,0.154185832,0.154801217,0.155418636,0.15592446,0.156488149,0.156939736,0.157334251,0.157672415,0.157671732,0.157670177,0.157669061,0.157666804,0.157665689,0.157663705,0.157661504,0.15765874,0.157656551,0.157654362,Brazil,SugarCrop -7,12,10,0.002649843,0.002649845,0.002649846,0.002649788,0.002649735,0.002649674,0.002649612,0.002649591,0.00264958,0.002649551,0.00264952,0.002649527,0.002649507,0.002649499,0.002649487,0.002649461,0.002649448,0.002649412,0.002649389,0.002649377,0.002649365,Brazil,Wheat -7,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderHerb -7,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,FodderGrass -7,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Brazil,PalmFruit -8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Canada,Corn -8,7,2,0,0,0,0,0.005901079,0.005944011,0.005980374,0.006017278,0.0060529,0.006086601,0.006081888,0.006099668,0.006075542,0.006045996,0.00601663,0.005991468,0.005967756,0.005943529,0.005921552,0.00590479,0.005888028,Canada,biomass -8,7,3,0.064214127,0.064213721,0.064213692,0.064219766,0.064217176,0.064213196,0.064206157,0.064195198,0.064185664,0.064176803,0.064167549,0.064186264,0.064199167,0.064206254,0.064209135,0.064207555,0.064201327,0.064191273,0.064177871,0.064162018,0.064146165,Canada,FiberCrop -8,7,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,7,5,0.001099316,0.001099304,0.001099314,0.001044947,0.001010017,0.000979333,0.000951514,0.000901831,0.000854891,0.000810709,0.000769165,0.000764893,0.000759858,0.000754129,0.000748352,0.000742947,0.000737836,0.000733053,0.000728261,0.000723685,0.000719109,Canada,OilCrop -8,7,6,0.027376495,0.02737647,0.027376479,0.027098353,0.02684639,0.026617742,0.026400109,0.026287447,0.026172531,0.026057231,0.025952249,0.025955268,0.025955162,0.025952896,0.025948055,0.025941984,0.025933882,0.025925052,0.025915149,0.025904919,0.025894689,Canada,OtherGrain -8,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,7,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,7,10,0.016468236,0.016468298,0.016468245,0.016650952,0.016791921,0.016904489,0.017001976,0.017026398,0.017042874,0.017059102,0.01707463,0.017073098,0.017070187,0.017066217,0.017061382,0.017056316,0.017050636,0.017044639,0.017038133,0.017031484,0.017024835,Canada,Wheat -8,7,11,0.15218853,0.152188148,0.152188257,0.153268279,0.154350214,0.155438563,0.156475607,0.157580834,0.158690989,0.159807921,0.160871146,0.160873331,0.160874093,0.160874932,0.160875694,0.160874983,0.1608749,0.16087344,0.160872109,0.160870456,0.160868803,Canada,FodderHerb -8,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0.999999999,0.999999998,Canada,Corn -8,8,2,0,0,0,0,0.004783952,0.004809044,0.004832101,0.004856751,0.004881016,0.004904756,0.004862905,0.004893413,0.004879952,0.004854059,0.00482835,0.004806542,0.004786488,0.004766292,0.004748105,0.004734093,0.004720081,Canada,biomass -8,8,3,0.031265729,0.031265834,0.031266181,0.031269695,0.031268156,0.031265919,0.03126183,0.031255386,0.03124988,0.03124457,0.03123926,0.031250194,0.031257625,0.031261884,0.031263431,0.031262506,0.031259086,0.03125314,0.031245285,0.031236051,0.031226817,Canada,FiberCrop -8,8,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,8,5,0.001344911,0.001344912,0.001344909,0.001310859,0.001286278,0.001265157,0.001245972,0.00116605,0.001091645,0.001021527,0.000955926,0.000954183,0.000952145,0.000949838,0.00094753,0.000945385,0.000943371,0.000941485,0.000939614,0.000937837,0.00093606,Canada,OilCrop -8,8,6,0.018053457,0.018053377,0.018053419,0.017871492,0.017699109,0.017542945,0.017395091,0.017325322,0.017262703,0.01720011,0.017130092,0.017130826,0.017130841,0.017130294,0.017129133,0.01712778,0.017126028,0.017124047,0.017121914,0.01711958,0.017117246,Canada,OtherGrain -8,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,8,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,8,10,0.014927835,0.014927912,0.014927903,0.015101999,0.015239448,0.015352152,0.015452485,0.015477854,0.015496535,0.015515145,0.015533661,0.01553328,0.015532587,0.015531709,0.015530587,0.015529394,0.015528117,0.015526817,0.015525319,0.01552376,0.015522201,Canada,Wheat -8,8,11,0.102347184,0.102347058,0.10234732,0.10311685,0.103888153,0.104664876,0.105405249,0.106195322,0.106989944,0.107789496,0.108552006,0.108553623,0.10855454,0.108555235,0.108555511,0.108555007,0.108554387,0.108553859,0.108553205,0.108551797,0.108550389,Canada,FodderHerb -8,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,9,1,0.227640468,0.227640581,0.227641035,0.222474043,0.217616528,0.213127365,0.208848472,0.203507581,0.198545245,0.193945207,0.189626727,0.189626484,0.189625771,0.189624767,0.189623311,0.189622958,0.189621433,0.189620751,0.189619276,0.189618379,0.189617482,Canada,Corn -8,9,2,0,0,0,0,0.006771511,0.006689443,0.006609489,0.006598043,0.006586244,0.006480282,0.00642087,0.00640544,0.006424871,0.006473664,0.006520046,0.006557874,0.00658417,0.006604655,0.006619379,0.006628347,0.006637315,Canada,biomass -8,9,3,0.000816365,0.000817228,0.00081732,0.000817432,0.000817384,0.000817312,0.000817182,0.000816979,0.000816802,0.000816637,0.000816467,0.000816816,0.000817051,0.000817184,0.000817237,0.000817206,0.000817093,0.000816907,0.000816657,0.000816365,0.000816073,Canada,FiberCrop -8,9,4,0.003541746,0.003541682,0.003541669,0.003542188,0.003541022,0.003539808,0.00354007,0.003541012,0.003541824,0.003542589,0.003543279,0.003542731,0.003542076,0.003541371,0.003540565,0.00353977,0.003538916,0.00353807,0.003537175,0.003536246,0.003535317,Canada,MiscCrop -8,9,5,0.000513026,0.000513025,0.000513028,0.000499065,0.000490021,0.000482123,0.000474946,0.000440761,0.000408809,0.000379,0.000351061,0.000350146,0.000349071,0.000347855,0.000346638,0.000345505,0.000344439,0.000343443,0.000342452,0.000341509,0.000340566,Canada,OilCrop -8,9,6,0.001472751,0.001472747,0.001472744,0.001462328,0.001453263,0.00144424,0.001435868,0.001428899,0.001421925,0.001414994,0.001408074,0.001408108,0.001408107,0.001408087,0.001408036,0.001407992,0.001407914,0.001407843,0.00140775,0.001407666,0.001407582,Canada,OtherGrain -8,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,9,8,0.874574917,0.874574944,0.874574994,0.877916652,0.880955133,0.883705678,0.88618292,0.886622834,0.887061445,0.88749847,0.887890464,0.88789053,0.88789041,0.887890515,0.887890363,0.887890573,0.887890484,0.887890528,0.887890491,0.887890447,0.887890403,Canada,Root_Tuber -8,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,9,10,0.002534398,0.002534402,0.002534397,0.002564554,0.002588472,0.002608145,0.00262572,0.002630174,0.002633491,0.002636792,0.002640094,0.002640052,0.002639993,0.002639908,0.002639796,0.002639682,0.002639556,0.002639422,0.002639291,0.002639147,0.002639003,Canada,Wheat -8,9,11,0.01848338,0.01848341,0.018483348,0.017954897,0.017463006,0.017013287,0.016589171,0.016065947,0.015585437,0.015144773,0.014735356,0.014735639,0.014735802,0.014735941,0.0147359,0.014735876,0.014735851,0.014735688,0.014735487,0.014735364,0.014735241,Canada,FodderHerb -8,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,10,1,0.195070939,0.195070684,0.195070362,0.190463593,0.186139212,0.182148967,0.178352569,0.173620762,0.169232631,0.165172428,0.161366048,0.161365317,0.161365009,0.161365298,0.161364483,0.161364407,0.161363679,0.161363563,0.161363313,0.161362976,0.161362639,Canada,Corn -8,10,2,0,0,0,0,0.048860021,0.048355004,0.04784881,0.047713278,0.047572541,0.047424096,0.047221969,0.047539992,0.047840204,0.048119124,0.048400352,0.04855634,0.048667176,0.048775632,0.048862259,0.048928647,0.048995035,Canada,biomass -8,10,3,0.000343851,0.000343558,0.000342972,0.000343028,0.000343003,0.000342969,0.000342903,0.000342802,0.000342715,0.000342631,0.000342546,0.00034272,0.000342838,0.000342905,0.000342929,0.000342917,0.000342859,0.000342766,0.000342641,0.000342496,0.000342351,Canada,FiberCrop -8,10,4,0.038607042,0.038606963,0.038606924,0.038620654,0.038617789,0.038614767,0.038611567,0.038626401,0.038640868,0.038655279,0.038669189,0.038667874,0.038666328,0.038664581,0.038662681,0.038660699,0.038658537,0.038656409,0.03865412,0.038651885,0.03864965,Canada,MiscCrop -8,10,5,0.089962469,0.08996229,0.089962669,0.087104838,0.084694776,0.082572761,0.080722588,0.080141341,0.079595833,0.079053893,0.078515497,0.078515244,0.078515084,0.078515141,0.078515651,0.078515385,0.07851566,0.078515242,0.078515356,0.078515427,0.078515498,Canada,OilCrop -8,10,6,0.001372293,0.001372302,0.001372287,0.001361723,0.001351851,0.001342605,0.001333968,0.001328524,0.001323054,0.001318163,0.001313274,0.001313329,0.001313329,0.00131329,0.001313198,0.001313085,0.001312943,0.001312779,0.001312597,0.001312412,0.001312227,Canada,OtherGrain -8,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,10,8,0.412725545,0.412725146,0.412726015,0.420214495,0.427212954,0.43370804,0.439692287,0.440769638,0.441846052,0.442924402,0.443895353,0.443895554,0.443894507,0.443894897,0.443894743,0.443894836,0.443895231,0.443894826,0.443894867,0.4438954,0.443895933,Canada,Root_Tuber -8,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,10,10,0.002635284,0.002635291,0.00263528,0.002666403,0.002690984,0.002711129,0.002729073,0.002733621,0.002736949,0.002740283,0.002743582,0.002743526,0.002743408,0.00274324,0.002743036,0.002742834,0.002742596,0.002742344,0.00274208,0.002741805,0.00274153,Canada,Wheat -8,10,11,0.031698001,0.031697925,0.031697893,0.030803137,0.029969907,0.029207671,0.028488235,0.027600072,0.026783701,0.026034808,0.02533838,0.025338786,0.025338982,0.025339164,0.025339068,0.025339094,0.025338955,0.025338737,0.025338466,0.025338302,0.025338138,Canada,FodderHerb -8,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,11,1,0.384396275,0.384398463,0.384408273,0.377373149,0.37072951,0.364541098,0.358594498,0.35111947,0.344108444,0.33754976,0.331341775,0.331337181,0.331329667,0.331321568,0.331312503,0.331303225,0.331292886,0.331283813,0.331273311,0.331262559,0.331251807,Canada,Corn -8,11,2,0,0,0,0,0.048901016,0.048430849,0.047926986,0.047784779,0.047948565,0.04809451,0.048252089,0.048370965,0.04846651,0.04851046,0.048535029,0.048528262,0.048570477,0.048626609,0.048679272,0.048711341,0.04874341,Canada,biomass -8,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FiberCrop -8,11,4,0.12275718,0.122759441,0.122759249,0.122565923,0.122372193,0.12217847,0.121984541,0.121653591,0.121322444,0.120992273,0.120662079,0.120659263,0.120655394,0.120651312,0.12064683,0.120642405,0.12063722,0.120632461,0.120627204,0.12062191,0.120616616,Canada,MiscCrop -8,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,OilCrop -8,11,6,0.000895021,0.0009207,0.000931507,0.000929319,0.000927355,0.000925279,0.000923065,0.000921686,0.000920504,0.000919256,0.000917919,0.000918178,0.000918191,0.000918026,0.000917632,0.000917152,0.00091651,0.000915786,0.000914976,0.000914149,0.000913322,Canada,OtherGrain -8,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,11,10,0.043836936,0.043825631,0.043846643,0.044349827,0.04474931,0.045078775,0.045373635,0.045448528,0.045504677,0.045560552,0.045616711,0.045616469,0.045615993,0.045615439,0.045614803,0.045614088,0.045613578,0.045612769,0.045611915,0.045611033,0.045610151,Canada,Wheat -8,11,11,0.461934686,0.461943513,0.461948391,0.454604113,0.447599153,0.441043174,0.434720413,0.426722525,0.419184658,0.41210467,0.405373849,0.405375309,0.405375328,0.405376087,0.405374543,0.4053759,0.405374172,0.405373892,0.40537338,0.405372132,0.405370884,Canada,FodderHerb -8,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn -8,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,13,3,0.015625105,0.015626249,0.015624026,0.015625604,0.015624972,0.0156239,0.015622091,0.015619269,0.015616802,0.015614555,0.015612228,0.015616991,0.015620288,0.015622127,0.01562288,0.015622421,0.015620904,0.015618256,0.015614828,0.015610819,0.01560681,Canada,FiberCrop -8,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,MiscCrop -8,13,5,8.74E-05,8.74E-05,8.74E-05,8.33E-05,8.00E-05,7.71E-05,7.46E-05,7.08E-05,6.74E-05,6.42E-05,6.12E-05,6.12E-05,6.11E-05,6.10E-05,6.09E-05,6.08E-05,6.07E-05,6.06E-05,6.05E-05,6.04E-05,6.03E-05,Canada,OilCrop -8,13,6,0.003893994,0.003893983,0.003893984,0.0038518,0.003811822,0.003775268,0.003742029,0.003727288,0.003712221,0.003697101,0.003683448,0.00368388,0.00368386,0.003683544,0.003682808,0.003681929,0.003680757,0.003679462,0.003678,0.003676512,0.003675024,Canada,OtherGrain -8,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,13,10,0.003281586,0.003281571,0.003281582,0.003317511,0.003344864,0.003366354,0.003384687,0.003389243,0.003392144,0.003394959,0.003397594,0.003397162,0.003396351,0.003395228,0.003393862,0.003392439,0.003390845,0.003389164,0.003387341,0.003385476,0.003383611,Canada,Wheat -8,13,11,0.046926734,0.046926018,0.046926163,0.047301616,0.047677849,0.048056927,0.048418733,0.048805415,0.049194721,0.049586782,0.049960882,0.049961849,0.049962438,0.049962841,0.049962891,0.049962772,0.04996241,0.049961958,0.049961337,0.049960585,0.049959833,Canada,FodderHerb -8,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,14,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Corn -8,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,14,3,0.006077187,0.00608398,0.006079224,0.006079932,0.006079623,0.006079173,0.006078344,0.006077082,0.006075957,0.006074922,0.006073853,0.006076039,0.006077522,0.006078369,0.006078693,0.006078512,0.006077788,0.006076612,0.00607505,0.006073207,0.006071364,Canada,FiberCrop -8,14,4,0.004047079,0.004047038,0.00404698,0.00404459,0.004043851,0.004041359,0.004038788,0.004036644,0.004034444,0.004032212,0.004029927,0.004029577,0.004029168,0.004028723,0.00402823,0.00402773,0.004027199,0.004026665,0.00402611,0.00402552,0.00402493,Canada,MiscCrop -8,14,5,2.52E-05,2.52E-05,2.52E-05,2.39E-05,2.30E-05,2.21E-05,2.13E-05,2.02E-05,1.92E-05,1.83E-05,1.74E-05,1.74E-05,1.74E-05,1.73E-05,1.73E-05,1.73E-05,1.73E-05,1.72E-05,1.72E-05,1.72E-05,1.72E-05,Canada,OilCrop -8,14,6,0.002013259,0.002013226,0.002013257,0.001992602,0.001973039,0.001955329,0.001938559,0.001931493,0.001924386,0.001917287,0.001910169,0.001910252,0.001910248,0.001910196,0.001910058,0.001909897,0.001909692,0.001909457,0.001909193,0.001908933,0.001908673,Canada,OtherGrain -8,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,14,10,0.001807374,0.001807369,0.001807375,0.00182866,0.001845447,0.001859187,0.001871394,0.001874485,0.001876752,0.001879,0.001881235,0.001881184,0.001881071,0.001880939,0.00188078,0.001880607,0.00188042,0.001880205,0.001879993,0.001879772,0.001879551,Canada,Wheat -8,14,11,0.079336029,0.079335543,0.07933539,0.079948196,0.080562101,0.081180435,0.081769928,0.08239995,0.08303361,0.083671482,0.084279852,0.084281447,0.084282418,0.084282914,0.084283134,0.084282901,0.084282464,0.084281651,0.084280719,0.084279542,0.084278365,Canada,FodderHerb -8,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,15,1,0.986462512,0.986463313,0.986464892,0.986063915,0.985669667,0.985289614,0.984912614,0.984419922,0.983938909,0.983471536,0.983012463,0.983012485,0.983012463,0.983012426,0.983012389,0.983012363,0.983012343,0.983012338,0.983012292,0.983012242,0.983012192,Canada,Corn -8,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,15,3,0.001381805,0.001382739,0.001382248,0.00138244,0.001382359,0.00138223,0.001382015,0.001381668,0.001381367,0.001381096,0.001380808,0.001381394,0.001381797,0.001382024,0.001382108,0.00138206,0.001381868,0.001381546,0.001381131,0.001380628,0.001380125,Canada,FiberCrop -8,15,4,0.002556241,0.002556273,0.002556292,0.002553701,0.002551065,0.002547299,0.002543523,0.00253887,0.002534189,0.00252949,0.002524783,0.00252459,0.002524354,0.002524095,0.002523812,0.002523526,0.002523219,0.002522911,0.002522596,0.002522263,0.00252193,Canada,MiscCrop -8,15,5,3.75E-06,3.75E-06,3.74E-06,3.55E-06,3.40E-06,3.26E-06,3.15E-06,2.98E-06,2.83E-06,2.68E-06,2.55E-06,2.55E-06,2.54E-06,2.54E-06,2.53E-06,2.52E-06,2.52E-06,2.51E-06,2.51E-06,2.50E-06,2.49E-06,Canada,OilCrop -8,15,6,0.00127598,0.001275973,0.001275976,0.001264691,0.001253511,0.001243491,0.001234065,0.00122911,0.001224137,0.001218652,0.001213719,0.001213743,0.001213745,0.001213724,0.001213665,0.001213601,0.001213519,0.001213434,0.001213335,0.001213224,0.001213113,Canada,OtherGrain -8,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,15,10,0.000974372,0.000974373,0.00097438,0.00098596,0.000995138,0.001002677,0.001009404,0.001011109,0.001012376,0.00101363,0.001014888,0.00101487,0.001014837,0.001014796,0.001014742,0.001014686,0.001014631,0.001014567,0.001014497,0.001014427,0.001014357,Canada,Wheat -8,15,11,0.013048379,0.013048442,0.013048466,0.013156438,0.013264836,0.013374101,0.013478427,0.01358992,0.013702197,0.013815363,0.01392343,0.013923677,0.013923783,0.013923795,0.013923841,0.01392379,0.013923823,0.013923719,0.013923466,0.013923428,0.01392339,Canada,FodderHerb -8,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -8,16,1,0.529451589,0.529533371,0.529446233,0.522023059,0.514945879,0.508298773,0.501863246,0.493702278,0.48597789,0.478690407,0.471736478,0.471732682,0.471726568,0.471720146,0.471713558,0.471705471,0.471698581,0.471688456,0.471681278,0.471673899,0.47166652,Canada,Corn -8,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,biomass -8,16,3,0.000996954,0.001002192,0.001026119,0.001026293,0.001026216,0.001026109,0.001025909,0.00102561,0.001025349,0.001025102,0.001024845,0.001025372,0.001025716,0.001025918,0.001025993,0.00102595,0.001025784,0.0010255,0.001025135,0.001024692,0.001024249,Canada,FiberCrop -8,16,4,0.002894399,0.002894443,0.002894567,0.002893825,0.002892981,0.002892102,0.002889906,0.00288947,0.002888938,0.00288838,0.002887741,0.002887339,0.002886872,0.002886346,0.00288576,0.002885172,0.002884536,0.002883907,0.002883258,0.002882562,0.002881866,Canada,MiscCrop -8,16,5,0,4.59E-07,5.05E-07,4.78E-07,4.57E-07,4.38E-07,4.22E-07,3.99E-07,3.78E-07,3.58E-07,3.40E-07,3.39E-07,3.39E-07,3.38E-07,3.37E-07,3.36E-07,3.36E-07,3.35E-07,3.34E-07,3.34E-07,3.34E-07,Canada,OilCrop -8,16,6,0.000616064,0.000616178,0.000616157,0.000611264,0.000606679,0.000602384,0.000598371,0.000595719,0.000593071,0.000590433,0.000588056,0.000588068,0.000588067,0.000588059,0.000588042,0.000588019,0.000587989,0.000587956,0.00058792,0.000587883,0.000587846,Canada,OtherGrain -8,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Rice -8,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,Root_Tuber -8,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,SugarCrop -8,16,10,0.00055878,0.000558778,0.000558706,0.000565377,0.000570669,0.000575027,0.000578922,0.000579911,0.000580645,0.000581379,0.000582112,0.000582105,0.000582094,0.000582076,0.000582056,0.000582034,0.000582011,0.000581985,0.000581958,0.000581931,0.000581904,Canada,Wheat -8,16,11,0.01640683,0.016405359,0.016405829,0.016540666,0.01667639,0.016813209,0.016943819,0.017083051,0.017223309,0.017364715,0.017499699,0.017499814,0.017499904,0.017499948,0.017499942,0.017499935,0.017499886,0.017499836,0.017499778,0.017499686,0.017499594,Canada,FodderHerb -8,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,FodderGrass -8,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Canada,PalmFruit -9,4,1,0.092256614,0.092256608,0.092256575,0.092996101,0.093646829,0.094266533,0.094815862,0.094887975,0.094922218,0.094956179,0.094990057,0.094987614,0.094984115,0.094979795,0.094975386,0.094970863,0.094966076,0.094961332,0.094956545,0.094951643,0.094946741,Central America and Caribbean,Corn -9,4,2,0,0,0,0,0.041868511,0.041903365,0.041938193,0.041573093,0.041262526,0.041521838,0.041747497,0.042010375,0.042274774,0.042540864,0.042790519,0.042951792,0.043113801,0.043041751,0.042969879,0.042879956,0.042790033,Central America and Caribbean,biomass -9,4,3,0.469018358,0.469018562,0.469018539,0.462529793,0.456479762,0.450655605,0.445272532,0.436998383,0.429075571,0.421510262,0.414189976,0.414197102,0.414204051,0.414206187,0.414208501,0.41420736,0.414204674,0.414199473,0.414193018,0.414186203,0.414179388,Central America and Caribbean,FiberCrop -9,4,4,0.106889797,0.106889899,0.106889959,0.108214987,0.109384224,0.110522982,0.11154179,0.112186542,0.112788931,0.113350592,0.113870727,0.113866929,0.113862311,0.113857071,0.11385143,0.113845744,0.113839599,0.113833302,0.113826932,0.113820205,0.113813478,Central America and Caribbean,MiscCrop -9,4,5,0.001126282,0.001126335,0.001126419,0.001093071,0.001062094,0.001032893,0.001005365,0.000990125,0.000975123,0.000960764,0.000947026,0.000926602,0.00090662,0.00088707,0.00086945,0.000854784,0.000842565,0.000832325,0.000823291,0.000815776,0.000808261,Central America and Caribbean,OilCrop -9,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,4,7,0.362071551,0.362071489,0.362071607,0.365146458,0.367926793,0.370301764,0.372471621,0.381502858,0.389890987,0.397613178,0.404746525,0.404746216,0.404729965,0.404701815,0.404660403,0.404606244,0.404542159,0.40446438,0.404377202,0.404278798,0.404180394,Central America and Caribbean,Rice -9,4,8,0.180137838,0.180138195,0.180138445,0.171749206,0.164145892,0.157215777,0.150912757,0.14671564,0.142773118,0.139023604,0.135508746,0.134487729,0.133472049,0.132463023,0.131508976,0.130659749,0.129864225,0.12917104,0.128579345,0.128038061,0.127496777,Central America and Caribbean,Root_Tuber -9,4,9,0.425532331,0.425534208,0.425534096,0.42588044,0.426165646,0.426449435,0.426732557,0.42680947,0.426883116,0.426956008,0.42692076,0.426916283,0.426909668,0.426901315,0.426891948,0.4268818,0.426870727,0.426859036,0.426846856,0.426833196,0.426819536,Central America and Caribbean,SugarCrop -9,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -9,5,1,0.13527404,0.13527395,0.135273288,0.133601374,0.132151694,0.130814077,0.129632852,0.127834986,0.126201224,0.12477348,0.123498966,0.123497185,0.123496054,0.123493749,0.123491918,0.123489883,0.123487836,0.12348568,0.123483121,0.123481133,0.123479145,Central America and Caribbean,Corn -9,5,2,0,0,0,0,0.048473395,0.048513331,0.048573395,0.048673912,0.048875643,0.049057927,0.049057866,0.048773796,0.048270844,0.048431648,0.048633195,0.048835737,0.04901863,0.049202219,0.049120599,0.049222725,0.049324851,Central America and Caribbean,biomass -9,5,3,0.286731249,0.286731524,0.286730875,0.283893689,0.281244308,0.278695531,0.276247596,0.272506877,0.268883921,0.265377213,0.261983286,0.261990388,0.261995677,0.261998627,0.262000005,0.261999039,0.261996538,0.261992407,0.261986574,0.261979701,0.261972828,Central America and Caribbean,FiberCrop -9,5,4,0.11121555,0.111215619,0.111215544,0.11129593,0.111375795,0.111412791,0.11149238,0.111145108,0.110797566,0.110451651,0.110148124,0.110144682,0.110141772,0.110138071,0.110134349,0.11013005,0.110125442,0.110120908,0.110116213,0.110111936,0.110107659,Central America and Caribbean,MiscCrop -9,5,5,0.001490985,0.001490976,0.001491091,0.001432612,0.001378812,0.00132933,0.001283846,0.001250724,0.001219513,0.001189597,0.001161425,0.001136383,0.001111883,0.00108791,0.001066306,0.001048321,0.001033334,0.001020783,0.001009704,0.00100049,0.000991276,Central America and Caribbean,OilCrop -9,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,5,7,0.340959874,0.340959997,0.340959594,0.346801976,0.352282088,0.357387093,0.362103024,0.36375311,0.36519378,0.366523457,0.367735528,0.367732988,0.367708261,0.367665078,0.367601223,0.36752185,0.367421801,0.367305667,0.367171291,0.367021354,0.366871417,Central America and Caribbean,Rice -9,5,8,0.113571919,0.113571909,0.113572043,0.107960174,0.102911858,0.098341787,0.094174196,0.092037175,0.090014427,0.088066587,0.086225056,0.085538609,0.084856468,0.084179565,0.083540165,0.082971978,0.082440115,0.08197693,0.081581582,0.081220397,0.080859212,Central America and Caribbean,Root_Tuber -9,5,9,0.435227766,0.435227956,0.43522772,0.439042863,0.44251231,0.445666272,0.448499426,0.452216693,0.455721062,0.459010881,0.462085536,0.462078291,0.462067742,0.462052233,0.462036595,0.462019239,0.462000651,0.461981182,0.461959789,0.46193728,0.461914771,Central America and Caribbean,SugarCrop -9,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -9,6,1,0.060874884,0.060874777,0.060874762,0.060568473,0.060294611,0.060071283,0.05987275,0.058618411,0.057504803,0.056525552,0.055652156,0.055651209,0.055649759,0.055647468,0.05564561,0.055643386,0.055641143,0.055638864,0.055636844,0.055634637,0.05563243,Central America and Caribbean,Corn -9,6,2,0,0,0,0,0.036163773,0.036163917,0.036163842,0.036467489,0.036820181,0.036804705,0.036789358,0.03649691,0.036558375,0.036589255,0.036743309,0.036898303,0.037053742,0.037194288,0.037303958,0.037398322,0.037492686,Central America and Caribbean,biomass -9,6,3,0.171426068,0.171426447,0.171425597,0.171428124,0.171427787,0.171426964,0.1714253,0.171423299,0.171420721,0.171418913,0.171417607,0.171420637,0.171423818,0.171424834,0.171425267,0.171424659,0.171423799,0.171421456,0.171419196,0.171415482,0.171411768,Central America and Caribbean,FiberCrop -9,6,4,0.068216282,0.068216347,0.068216154,0.068212288,0.06820761,0.068203196,0.068198151,0.067837197,0.06753215,0.067228266,0.066952503,0.066950701,0.066947696,0.066944871,0.066941522,0.066938088,0.066934487,0.066930773,0.066926868,0.066922762,0.066918656,Central America and Caribbean,MiscCrop -9,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop -9,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,6,7,0.671244201,0.671243571,0.671244674,0.672949785,0.674528325,0.67589964,0.677154527,0.681353651,0.685046698,0.68842699,0.691495052,0.691490917,0.691468542,0.691429175,0.691371613,0.691300319,0.691213688,0.691111677,0.690993801,0.690861984,0.690730167,Central America and Caribbean,Rice -9,6,8,0.03718519,0.037185179,0.037185013,0.035061878,0.033179482,0.03149997,0.02999052,0.029410881,0.028853257,0.028317874,0.027803392,0.027567721,0.02733343,0.027100933,0.026881242,0.026685942,0.026503037,0.02634374,0.026207487,0.026082593,0.025957699,Central America and Caribbean,Root_Tuber -9,6,9,0.477013614,0.477013033,0.477011749,0.481347185,0.485310056,0.488948986,0.492261986,0.495158692,0.497834931,0.5004008,0.502747548,0.502741411,0.502732872,0.502721764,0.502709321,0.502696367,0.502681596,0.502666284,0.502649962,0.50263195,0.502613938,Central America and Caribbean,SugarCrop -9,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,6,13,1.47E-05,1.47E-05,1.47E-05,1.41E-05,1.36E-05,1.31E-05,1.27E-05,1.23E-05,1.18E-05,1.15E-05,1.11E-05,1.10E-05,1.10E-05,1.10E-05,1.09E-05,1.09E-05,1.08E-05,1.08E-05,1.07E-05,1.07E-05,1.07E-05,Central America and Caribbean,PalmFruit -9,12,1,0.004748834,0.004748811,0.004748841,0.004665813,0.004592069,0.004529201,0.00447292,0.00442304,0.004379368,0.004339873,0.004304418,0.004304405,0.004304393,0.00430441,0.004304386,0.004304419,0.004304404,0.004304385,0.004304403,0.0043044,0.004304397,Central America and Caribbean,Corn -9,12,2,0,0,0,0,0.003775538,0.003778799,0.003782072,0.00377879,0.00377715,0.003775512,0.003773873,0.003768974,0.003764061,0.003759156,0.003754247,0.003750982,0.003739581,0.003750996,0.003760805,0.003768998,0.003777191,Central America and Caribbean,biomass -9,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FiberCrop -9,12,4,0.003184749,0.003184704,0.003184704,0.003159827,0.003137821,0.003117307,0.003098256,0.003062082,0.003028924,0.002998725,0.002970083,0.002969995,0.00296988,0.002969773,0.002969644,0.002969508,0.002969379,0.002969232,0.002969079,0.002968921,0.002968763,Central America and Caribbean,MiscCrop -9,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OilCrop -9,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,OtherGrain -9,12,7,0.12442195,0.124415371,0.124421019,0.124091165,0.123804658,0.123516095,0.123319731,0.123127201,0.122933061,0.122737606,0.122540072,0.122539625,0.122536695,0.122531649,0.122524685,0.122515849,0.122505253,0.1224927,0.122478403,0.122462454,0.122446505,Central America and Caribbean,Rice -9,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Root_Tuber -9,12,9,0.194162729,0.194161753,0.194162256,0.197633272,0.200880627,0.203884999,0.206641358,0.208995221,0.21122577,0.213256674,0.215226831,0.215226513,0.215225539,0.215223401,0.215222227,0.215222007,0.215219852,0.215219069,0.215217031,0.215215025,0.215213019,Central America and Caribbean,SugarCrop -9,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,Wheat -9,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderHerb -9,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,FodderGrass -9,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central America and Caribbean,PalmFruit -10,7,1,0.993685478,0.993685363,0.993685293,0.993628514,0.993608955,0.99359295,0.993576664,0.993571389,0.993564857,0.993557604,0.993547222,0.993542133,0.993535111,0.993526145,0.993516551,0.993506715,0.993495964,0.993484983,0.993473833,0.993462422,0.993451011,Central Asia,Corn -10,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,7,3,0.988252156,0.988252162,0.9882521,0.988452465,0.988617905,0.988770065,0.988908067,0.988703815,0.988492075,0.98826674,0.988021119,0.988038179,0.988049535,0.98805578,0.988057962,0.98805612,0.988050127,0.988040682,0.988028174,0.988013312,0.98799845,Central Asia,FiberCrop -10,7,4,0.911548612,0.9115484,0.911548575,0.912115101,0.9126406,0.91316194,0.913644039,0.913558405,0.913469668,0.913379583,0.913287334,0.913272473,0.913254553,0.913234966,0.913212965,0.913190814,0.913166848,0.913142907,0.913118262,0.913092183,0.913066104,Central Asia,MiscCrop -10,7,5,0.33065884,0.330658546,0.330657976,0.324983691,0.323756791,0.322522459,0.320967511,0.296911128,0.276247469,0.258284383,0.242524336,0.241045114,0.239284235,0.237258883,0.235197312,0.233251297,0.231374353,0.22957195,0.227747399,0.225991048,0.224234697,Central Asia,OilCrop -10,7,6,0.288178717,0.288179357,0.288177674,0.287845603,0.28767443,0.287310114,0.286735371,0.282146347,0.277879074,0.274024121,0.27046161,0.270679815,0.270706606,0.270601637,0.270326605,0.269976837,0.269496819,0.268951386,0.268330545,0.267694873,0.267059201,Central Asia,OtherGrain -10,7,7,0.967804239,0.967804244,0.967804323,0.969054598,0.970141074,0.971118637,0.971989448,0.972683471,0.973321313,0.973905072,0.974430892,0.974534666,0.974610792,0.974664218,0.974691679,0.974698775,0.974682222,0.974644727,0.974584359,0.974501809,0.974419259,Central Asia,Rice -10,7,8,0.484096417,0.484095988,0.484096079,0.483631695,0.483153669,0.482673199,0.482185344,0.481830922,0.481559807,0.48128519,0.480995239,0.480985911,0.480959943,0.48092845,0.480881274,0.480835355,0.480781276,0.480726686,0.480666665,0.480598888,0.480531111,Central Asia,Root_Tuber -10,7,9,0.14406752,0.144067194,0.144067069,0.143741128,0.143598628,0.143447809,0.143287409,0.143158822,0.143017542,0.142868909,0.142712159,0.142690286,0.142659885,0.142619823,0.142576369,0.142530146,0.142481176,0.142428978,0.142375551,0.14231389,0.142252229,Central Asia,SugarCrop -10,7,10,0.250779346,0.250779221,0.250779251,0.250586404,0.250390474,0.250178081,0.249944558,0.253244994,0.256483037,0.259576717,0.262600975,0.262584095,0.262548753,0.262497207,0.262432781,0.262364872,0.262286506,0.262203084,0.262111565,0.26201788,0.261924195,Central Asia,Wheat -10,7,11,0.98969045,0.9896905,0.989690438,0.989693309,0.989694405,0.989695405,0.989696326,0.989701216,0.989705435,0.989709224,0.989708363,0.989710187,0.989711331,0.989712017,0.989712267,0.989712182,0.989711666,0.989710852,0.989709712,0.989708342,0.989706972,Central Asia,FodderHerb -10,7,12,0.680390384,0.680390436,0.680390589,0.680390254,0.680390445,0.680390695,0.680390208,0.680390347,0.680390216,0.680390092,0.680390342,0.68039077,0.68039042,0.680390183,0.680390435,0.680390343,0.680390605,0.680390493,0.680390667,0.68039003,0.680389393,Central Asia,FodderGrass -10,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,8,1,0.960947829,0.960947735,0.960947789,0.960592833,0.960472471,0.960373994,0.960273939,0.960241791,0.960201943,0.960157654,0.960094721,0.960064234,0.960021813,0.959967578,0.959909494,0.959849865,0.959784638,0.959717751,0.959649823,0.959580488,0.959511153,Central Asia,Corn -10,8,2,0,0,0,0,0.454361636,0.455536139,0.456389733,0.460498456,0.463242055,0.466430374,0.46783263,0.468811969,0.469551788,0.470008259,0.470143255,0.469454984,0.468816212,0.468030894,0.467227582,0.466530519,0.465833456,Central Asia,biomass -10,8,3,0.980934044,0.980933977,0.980933946,0.981255989,0.981522289,0.981767531,0.981989648,0.98166022,0.981318458,0.980955003,0.980559097,0.980587315,0.980606214,0.980616514,0.980620196,0.980617186,0.980607338,0.980591754,0.980571135,0.980546554,0.980521973,Central Asia,FiberCrop -10,8,4,0.880586237,0.880586278,0.880586167,0.880869177,0.881102136,0.8813328,0.881560701,0.881584957,0.881605084,0.881623416,0.881638887,0.881619919,0.881597358,0.881572295,0.881544493,0.881516549,0.881486491,0.881456122,0.881424963,0.88139203,0.881359097,Central Asia,MiscCrop -10,8,5,0.535470901,0.535470605,0.535470786,0.53090346,0.530495778,0.529951278,0.529065142,0.507426821,0.488267253,0.471168082,0.455859611,0.454288481,0.452425754,0.450286691,0.448118669,0.446077611,0.444112579,0.442230834,0.440327182,0.438504522,0.436681862,Central Asia,OilCrop -10,8,6,0.35972765,0.359727894,0.359727398,0.359585274,0.35958608,0.359542776,0.359249739,0.357415231,0.355708604,0.354179648,0.35271517,0.352820746,0.352835013,0.352785951,0.352653207,0.352486602,0.352257031,0.351995525,0.351700763,0.351398728,0.351096693,Central Asia,OtherGrain -10,8,7,0.950322119,0.95032198,0.950322022,0.952219045,0.953898514,0.955422961,0.956797203,0.957881493,0.958887511,0.95981825,0.960670577,0.960830153,0.960960331,0.961065928,0.961143937,0.961200171,0.961232017,0.961241567,0.961227676,0.961191457,0.961155238,Central Asia,Rice -10,8,8,0.588744825,0.588744517,0.588744652,0.58827581,0.587792005,0.587305428,0.586811932,0.586463712,0.586193733,0.585919603,0.585629147,0.585619009,0.585590815,0.58555637,0.585504139,0.585454891,0.585395478,0.58533658,0.585270731,0.585196472,0.585122213,Central Asia,Root_Tuber -10,8,9,0.513095087,0.513094701,0.513094608,0.512533944,0.51229096,0.512032306,0.511757264,0.511537208,0.511293943,0.511037369,0.510765793,0.510729352,0.510677135,0.510609955,0.510535498,0.510456696,0.510369669,0.510279969,0.510185366,0.510077939,0.509970512,Central Asia,SugarCrop -10,8,10,0.299769962,0.299770178,0.299770992,0.299626237,0.29948581,0.299332477,0.299167359,0.302882896,0.306525766,0.310002891,0.313405059,0.313392084,0.313367958,0.313332751,0.31329065,0.313243483,0.313191695,0.313135541,0.313073556,0.313012285,0.312951014,Central Asia,Wheat -10,8,11,0.948616026,0.948615976,0.948616111,0.948622718,0.948625467,0.948627691,0.948629977,0.948641945,0.948651901,0.948661314,0.948648705,0.948653022,0.948656024,0.948657506,0.948658106,0.948657937,0.948656605,0.94865465,0.948651964,0.948648712,0.94864546,Central Asia,FodderHerb -10,8,12,0.705356808,0.705356156,0.705355639,0.705355583,0.705355774,0.705356016,0.705355911,0.705355897,0.705355773,0.705356626,0.705356771,0.705356474,0.705356207,0.705355404,0.705355369,0.705355221,0.705355226,0.705356114,0.705354975,0.705356607,0.705358239,Central Asia,FodderGrass -10,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,9,1,0.248088813,0.24808882,0.248088669,0.245331258,0.243425164,0.24159769,0.23985552,0.23943921,0.239000546,0.238549421,0.238172022,0.238081471,0.237954523,0.237792945,0.237620305,0.237442934,0.237248332,0.237048723,0.236847243,0.236642237,0.236437231,Central Asia,Corn -10,9,2,0,0,0,0,0.260401685,0.262744657,0.264649026,0.26632912,0.267402905,0.268598048,0.269792001,0.271030105,0.271934164,0.272355665,0.272004629,0.27156879,0.271132437,0.270560915,0.269964851,0.269450972,0.268937093,Central Asia,biomass -10,9,3,0.985331541,0.985331551,0.985331596,0.98811804,0.9907491,0.993287787,0.99577628,0.995697004,0.995614862,0.995527499,0.995432264,0.995440583,0.995446132,0.995449177,0.995450242,0.995449369,0.995446487,0.995441911,0.995435802,0.995428585,0.995421368,Central Asia,FiberCrop -10,9,4,0.723804971,0.723805673,0.723805465,0.725139795,0.726465267,0.727697552,0.728923321,0.729149623,0.729368584,0.729586892,0.729712788,0.729684797,0.729650622,0.729613532,0.72957168,0.72952874,0.729484089,0.72943795,0.729392303,0.729342256,0.729292209,Central Asia,MiscCrop -10,9,5,0.060279556,0.060279944,0.06028007,0.060187037,0.060124262,0.060086546,0.060049624,0.055797379,0.052084601,0.048825866,0.045931149,0.045923653,0.04591523,0.045905087,0.045895321,0.045886115,0.045877286,0.045868661,0.045860361,0.045852452,0.045844543,Central Asia,OilCrop -10,9,6,0.201865411,0.201865824,0.201865212,0.201218193,0.200695178,0.200142058,0.19955228,0.199155439,0.198775192,0.198377894,0.197954844,0.198036439,0.198048278,0.198014089,0.197917708,0.19779408,0.197623315,0.19742957,0.197208856,0.196984235,0.196759614,Central Asia,OtherGrain -10,9,7,0.75333075,0.753330646,0.753329851,0.760604874,0.767326201,0.773495571,0.779107412,0.783603653,0.787802828,0.791711476,0.795300485,0.796005178,0.796565029,0.79700436,0.797307328,0.797499878,0.797564833,0.79751275,0.797344471,0.797063251,0.796782031,Central Asia,Rice -10,9,8,0.687613898,0.687613716,0.687614009,0.687212073,0.686798193,0.686381614,0.685959949,0.685653677,0.685419982,0.685182076,0.684930605,0.684923219,0.684900938,0.684873269,0.68483224,0.684793295,0.684746121,0.684698883,0.684646589,0.684588212,0.684529835,Central Asia,Root_Tuber -10,9,9,0.308524021,0.30851956,0.308524535,0.308307003,0.3082124,0.308115171,0.308009589,0.307925574,0.307833949,0.307735592,0.307632879,0.307618537,0.307599763,0.307575209,0.307547077,0.307518052,0.307486069,0.307451601,0.307415336,0.307374435,0.307333534,Central Asia,SugarCrop -10,9,10,0.161198644,0.161198663,0.161198629,0.161052488,0.160916216,0.160769276,0.160609908,0.162930807,0.165213504,0.167397409,0.169599316,0.169589458,0.16956666,0.169533143,0.169491514,0.16944713,0.169396041,0.16934069,0.169280354,0.169219154,0.169157954,Central Asia,Wheat -10,9,11,0.268571366,0.268571892,0.268571178,0.270232792,0.27188465,0.273542019,0.275117304,0.276826242,0.2785358,0.280247023,0.281873213,0.281892455,0.281904064,0.281911914,0.281914373,0.281911897,0.281908004,0.281899336,0.281886737,0.281873078,0.281859419,Central Asia,FodderHerb -10,9,12,0.05234631,0.052346177,0.052346092,0.052346219,0.052346265,0.052346218,0.052346196,0.052346215,0.052346224,0.052346225,0.052346161,0.052346062,0.052346217,0.052346246,0.052346181,0.052346246,0.052346206,0.052346192,0.052346147,0.052346134,0.052346121,Central Asia,FodderGrass -10,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,10,1,0.06271756,0.062717596,0.062717482,0.062593479,0.062550665,0.062515632,0.062480216,0.062468903,0.062454471,0.062438828,0.062422466,0.062411243,0.06239588,0.062376271,0.062355703,0.062334464,0.062311655,0.062288505,0.062265105,0.062241121,0.062217137,Central Asia,Corn -10,10,2,0,0,0,0,0.144858199,0.144347367,0.143774359,0.143290412,0.142845849,0.142385294,0.141989011,0.140814277,0.140758563,0.140805271,0.140800097,0.141471598,0.142559094,0.143432351,0.143929066,0.143350145,0.142771224,Central Asia,biomass -10,10,3,0.73764767,0.737647573,0.737652062,0.737652548,0.737652108,0.737652114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,10,4,0.522417101,0.522416895,0.522417125,0.522803121,0.523074478,0.523451729,0.523717081,0.524124145,0.524524028,0.524813724,0.525208229,0.525182281,0.525151189,0.525117814,0.525079641,0.525041054,0.525000654,0.52495906,0.524916077,0.524870852,0.524825627,Central Asia,MiscCrop -10,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,10,6,0.273365457,0.273366468,0.273366358,0.272779723,0.272221405,0.271743142,0.271256373,0.270850099,0.270430986,0.270009229,0.269580958,0.269600584,0.269603208,0.269594123,0.269571165,0.269541172,0.269500163,0.269454075,0.269401548,0.269347164,0.26929278,Central Asia,OtherGrain -10,10,7,0.999999998,0.999999997,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999994,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999991,Central Asia,Rice -10,10,8,0.494379274,0.494379105,0.494379185,0.494308338,0.494231067,0.494152035,0.494070113,0.494054816,0.49402802,0.493998584,0.493962002,0.493957092,0.493943745,0.493927906,0.493903625,0.49388081,0.493852932,0.493825558,0.49379487,0.493759771,0.493724672,Central Asia,Root_Tuber -10,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,10,10,0.235167038,0.235167131,0.235167274,0.234994414,0.234821146,0.234711302,0.23450733,0.234452462,0.234391516,0.234325653,0.234253733,0.234239354,0.234210233,0.234167117,0.234114216,0.23405912,0.233995501,0.233927832,0.233853077,0.23377772,0.233702363,Central Asia,Wheat -10,10,11,0.062714205,0.062645011,0.062661833,0.062672967,0.062677928,0.062682069,0.062685598,0.06270616,0.062723194,0.062739297,0.06275384,0.062761363,0.062766086,0.062769008,0.062770155,0.062769655,0.062767518,0.062764208,0.062759474,0.062753821,0.062748168,Central Asia,FodderHerb -10,10,12,0.913584709,0.913582881,0.913585623,0.913585569,0.913585532,0.913585913,0.913585522,0.913585562,0.913585425,0.913585464,0.913585557,0.91358583,0.913585312,0.913585918,0.913585529,0.913585496,0.913585547,0.91358589,0.913585306,0.913585528,0.91358575,Central Asia,FodderGrass -10,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,11,1,0.081788558,0.081788105,0.081787902,0.081689405,0.081655264,0.081627264,0.08159902,0.081589865,0.081578435,0.081565771,0.081552528,0.081543619,0.081531257,0.081515618,0.081498955,0.081481943,0.081463673,0.081444901,0.081426032,0.081406757,0.081387482,Central Asia,Corn -10,11,2,0,0,0,0,0.17524208,0.173858478,0.172420326,0.171033743,0.169642452,0.168302613,0.166981673,0.168773626,0.170533403,0.172252326,0.173798226,0.174211241,0.173795976,0.173374288,0.173012109,0.172650105,0.172288101,Central Asia,biomass -10,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,11,4,0.603083983,0.603083139,0.603083513,0.603452827,0.603817054,0.604178201,0.604536017,0.604924813,0.605412213,0.605792762,0.606169744,0.606144204,0.606113654,0.606080379,0.606042526,0.606004694,0.605963891,0.60592321,0.60588086,0.605835968,0.605791076,Central Asia,MiscCrop -10,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,11,6,0.338915072,0.338916196,0.338916529,0.33823879,0.337595653,0.337041689,0.336477778,0.335915513,0.335338234,0.334756314,0.334264103,0.334287673,0.334291086,0.334280183,0.334251221,0.334214768,0.334164015,0.334106872,0.334042129,0.333975549,0.333908969,Central Asia,OtherGrain -10,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,11,8,0.581742716,0.58174182,0.581744056,0.581681708,0.581612732,0.581542726,0.581469346,0.581456287,0.581432219,0.58140558,0.581373106,0.581368735,0.581356956,0.581342422,0.581320943,0.581300198,0.581275405,0.581250615,0.581223264,0.581191993,0.581160722,Central Asia,Root_Tuber -10,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,11,10,0.292591287,0.292590796,0.292590615,0.292440302,0.292290033,0.292217358,0.292040911,0.291993406,0.291940709,0.291884229,0.291821048,0.291809789,0.291783825,0.291746135,0.29170017,0.291652039,0.291598571,0.291539376,0.291474769,0.29140921,0.291343651,Central Asia,Wheat -10,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb -10,11,12,1,1,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass -10,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,12,1,0.019868747,0.019868871,0.019868584,0.019857167,0.019853194,0.019849946,0.019846615,0.019845437,0.01984412,0.019842597,0.019841114,0.019839989,0.019838479,0.019836679,0.019834648,0.019832599,0.019830322,0.019828084,0.019825783,0.019823468,0.019821153,Central Asia,Corn -10,12,2,0,0,0,0,0.058340201,0.05780638,0.057255834,0.056727049,0.056198561,0.055668223,0.055169024,0.055834586,0.056492378,0.057138695,0.05772134,0.057876197,0.057717759,0.05755728,0.057419556,0.057282155,0.057144754,Central Asia,biomass -10,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,12,4,0.249316688,0.249316716,0.249316552,0.249605331,0.249805795,0.250087738,0.250282971,0.250586807,0.250885721,0.251102487,0.251395874,0.251373779,0.251347383,0.251319245,0.251286285,0.251251741,0.251215463,0.251178503,0.251139646,0.251098705,0.251057764,Central Asia,MiscCrop -10,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,12,6,0.114856954,0.114857582,0.114858662,0.114411562,0.114026109,0.113636254,0.113285508,0.112941704,0.112590603,0.112280865,0.111924512,0.11193643,0.111938171,0.111932718,0.111918306,0.111899265,0.11187416,0.111844368,0.111811541,0.111777352,0.111743163,Central Asia,OtherGrain -10,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,12,8,0.203034987,0.20303478,0.203035051,0.203017044,0.202997046,0.202977021,0.20295501,0.202951431,0.202944523,0.20293683,0.202926622,0.20292516,0.2029216,0.202917419,0.202911021,0.202905051,0.202896853,0.202890342,0.202881278,0.202872327,0.202863376,Central Asia,Root_Tuber -10,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,SugarCrop -10,12,10,0.081178252,0.081178519,0.081177958,0.081144389,0.081110031,0.081104829,0.081063305,0.081051982,0.081039241,0.081025756,0.0810106,0.081007636,0.081001294,0.080992267,0.080981003,0.080969245,0.080955639,0.080941,0.080925047,0.080908506,0.080891965,Central Asia,Wheat -10,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FodderHerb -10,12,12,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,FodderGrass -10,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,13,1,0.850773086,0.850772768,0.850772817,0.850660012,0.850622148,0.85059169,0.850560609,0.850550358,0.850538231,0.850524286,0.850454437,0.850445289,0.850431729,0.850415096,0.850397378,0.8503796,0.850359327,0.850338797,0.850318241,0.850297056,0.850275871,Central Asia,Corn -10,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,13,3,0.418763715,0.418763387,0.418763732,0.422725755,0.426329687,0.429725265,0.432905892,0.428568515,0.42413742,0.419506052,0.414567567,0.414614642,0.414646774,0.414664418,0.414670518,0.414665239,0.414648356,0.414621846,0.414586679,0.414545504,0.414504329,Central Asia,FiberCrop -10,13,4,0.361666195,0.361665748,0.361665884,0.362654581,0.363632156,0.364503137,0.365367396,0.365399604,0.365416771,0.365329288,0.365331452,0.365269539,0.365195609,0.365113528,0.365021599,0.364930196,0.364831358,0.364730907,0.364627488,0.364518637,0.364409786,Central Asia,MiscCrop -10,13,5,0.070434458,0.070434879,0.070434729,0.063763496,0.059987743,0.056805938,0.054022655,0.050538404,0.047584307,0.04504086,0.042835747,0.042267483,0.041592461,0.04081781,0.040031898,0.039291655,0.03857957,0.037897115,0.037207949,0.036546072,0.035884195,Central Asia,OilCrop -10,13,6,0.119036456,0.119036246,0.119036568,0.11858758,0.118292033,0.117865941,0.117293465,0.113985667,0.110936997,0.108165501,0.105595852,0.105761026,0.105782331,0.105704482,0.105496447,0.105233908,0.104872369,0.104460683,0.103993224,0.103513905,0.103034586,Central Asia,OtherGrain -10,13,7,0.812457296,0.812457649,0.812456777,0.818607259,0.82433855,0.829674784,0.834634621,0.838492697,0.842157674,0.845636522,0.848935991,0.849494605,0.850044916,0.850588098,0.851123328,0.851651345,0.852171691,0.852685382,0.853193006,0.853693198,0.85419339,Central Asia,Rice -10,13,8,0.195549269,0.195549531,0.195549026,0.195337487,0.195124925,0.194911517,0.194699007,0.194492675,0.194354802,0.194215377,0.194075915,0.194075639,0.194074389,0.194072025,0.194069541,0.194067114,0.194064585,0.194061995,0.19405913,0.19405649,0.19405385,Central Asia,Root_Tuber -10,13,9,0.438587968,0.43858823,0.43858778,0.437920427,0.437633293,0.437328231,0.437004522,0.436745528,0.436461349,0.436162262,0.435845355,0.435804223,0.435744438,0.435666334,0.435580127,0.435489203,0.435389327,0.435284259,0.435174508,0.435050381,0.434926254,Central Asia,SugarCrop -10,13,10,0.013208189,0.01320818,0.013208153,0.01317984,0.013147646,0.013112488,0.01307385,0.013295743,0.013514077,0.013723264,0.013928341,0.013924912,0.013918241,0.013908939,0.013897517,0.013885657,0.013872195,0.01385779,0.013842272,0.013826363,0.013810454,Central Asia,Wheat -10,13,11,0.761136992,0.761136349,0.761136316,0.761170826,0.761185197,0.761197491,0.761208818,0.761269748,0.761321553,0.761369519,0.761334111,0.761356506,0.76137188,0.761380178,0.761383089,0.76138188,0.761375168,0.761365485,0.761350992,0.761333834,0.761316676,Central Asia,FodderHerb -10,13,12,0.083487666,0.083487495,0.083487716,0.083487529,0.083487448,0.083487577,0.083487608,0.083487471,0.083487686,0.083487539,0.083487433,0.083487518,0.083487556,0.083487473,0.083487495,0.083487582,0.083487826,0.083487435,0.083487696,0.083487514,0.083487332,Central Asia,FodderGrass -10,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,14,1,0.950090187,0.950090204,0.95009037,0.94988458,0.949753283,0.949626874,0.949478828,0.949450762,0.949420845,0.949389788,0.949337539,0.949330977,0.949321343,0.949309318,0.949296332,0.949283378,0.949268927,0.949253981,0.949239116,0.949224094,0.949209072,Central Asia,Corn -10,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,14,3,0.805397548,0.805397561,0.805397585,0.80793068,0.810209529,0.812333499,0.814303463,0.811614858,0.808830238,0.805876946,0.802680575,0.802709551,0.802729427,0.802739996,0.802743293,0.802740285,0.802730242,0.802714344,0.802692817,0.802667496,0.802642175,Central Asia,FiberCrop -10,14,4,0.39874445,0.398744703,0.398744677,0.399908571,0.401063923,0.402215199,0.403258457,0.403102006,0.402933859,0.402867288,0.402688687,0.402641526,0.40258687,0.402525196,0.402456593,0.402388027,0.402314306,0.402240054,0.402163946,0.402083541,0.402003136,Central Asia,MiscCrop -10,14,5,0.060496963,0.060496983,0.060496871,0.055890646,0.05291877,0.050477727,0.048394407,0.0456656,0.043427325,0.041548219,0.039963368,0.039725734,0.039445282,0.039125913,0.03880455,0.03850444,0.038217849,0.037945481,0.03767245,0.037412012,0.037151574,Central Asia,OilCrop -10,14,6,0.175812852,0.175813346,0.175813254,0.175635015,0.175508921,0.175348001,0.175145188,0.173498402,0.171928475,0.170532501,0.169238022,0.169322196,0.169333683,0.169294235,0.169189436,0.169056175,0.168873512,0.168666132,0.168431091,0.168191052,0.167951013,Central Asia,OtherGrain -10,14,7,0.341980481,0.341979658,0.341979978,0.35124402,0.360202299,0.368842717,0.377151014,0.383803731,0.390285435,0.396588979,0.402708155,0.403759624,0.404797637,0.405826996,0.40684617,0.407854448,0.408852726,0.409844352,0.410826087,0.411798479,0.412770871,Central Asia,Rice -10,14,8,0.146744255,0.146743861,0.146744143,0.146543272,0.146338558,0.146133848,0.145928859,0.145758038,0.145635042,0.145511846,0.145384527,0.145381952,0.145374915,0.145366398,0.14535344,0.145342112,0.145327145,0.145313466,0.145296964,0.145278534,0.145260104,Central Asia,Root_Tuber -10,14,9,0.455097316,0.455096991,0.455096915,0.45443842,0.454153782,0.453850651,0.453528568,0.453270906,0.452986672,0.452687046,0.452369672,0.452327739,0.452267113,0.452188924,0.452102224,0.452010821,0.451909457,0.451803784,0.451693408,0.451567763,0.451442118,Central Asia,SugarCrop -10,14,10,0.100214071,0.100214115,0.100214461,0.100050768,0.099878959,0.099692018,0.099489927,0.101046935,0.102578219,0.104045132,0.105482761,0.105466425,0.105434114,0.10538848,0.105332327,0.105273513,0.105206753,0.105135751,0.105058738,0.10498047,0.104902202,Central Asia,Wheat -10,14,11,0.879944589,0.879944689,0.879944287,0.879266745,0.878622653,0.877975665,0.877324712,0.877211502,0.877094927,0.876975478,0.876854493,0.876865042,0.876871892,0.87687598,0.876877147,0.876876518,0.876873612,0.876868904,0.876862532,0.876854884,0.876847236,Central Asia,FodderHerb -10,14,12,0.325630229,0.325630557,0.325630941,0.32563053,0.32563019,0.325630427,0.325630324,0.325630392,0.325630436,0.325630171,0.325630427,0.325630659,0.325629982,0.32563046,0.325631168,0.325630796,0.325630551,0.325630455,0.325630896,0.325630517,0.325630138,Central Asia,FodderGrass -10,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,15,1,0.003120008,0.003119758,0.003119819,0.003070462,0.003028082,0.002988087,0.002949858,0.002941505,0.00293301,0.002924444,0.002915844,0.002915194,0.002914312,0.002913189,0.002911996,0.002910784,0.002909447,0.002908107,0.002906762,0.002905393,0.002904024,Central Asia,Corn -10,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,15,3,0.368462295,0.368461993,0.368462167,0.37226951,0.375719931,0.37897363,0.382020077,0.377835332,0.373573016,0.369127151,0.364395713,0.364468006,0.364515203,0.364542847,0.364552105,0.364544511,0.364518847,0.364479516,0.364428238,0.364365711,0.364303184,Central Asia,FiberCrop -10,15,4,0.140878477,0.140878514,0.14087858,0.140842633,0.140802622,0.140708338,0.140664407,0.1404859,0.140355504,0.140224366,0.140089814,0.14007126,0.14004945,0.140025442,0.139998234,0.139971103,0.139941962,0.139912861,0.139882879,0.139850956,0.139819033,Central Asia,MiscCrop -10,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,OilCrop -10,15,6,0.090589734,0.090590069,0.090589951,0.090400693,0.090225992,0.090083144,0.089936197,0.088530777,0.087241408,0.0861031,0.085075178,0.085084893,0.085086274,0.085081734,0.085069818,0.085054686,0.085033829,0.085010082,0.084983383,0.084956127,0.084928871,Central Asia,OtherGrain -10,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Central Asia,Rice -10,15,8,0.350236723,0.350237536,0.350237319,0.350177558,0.350012782,0.349846884,0.349677623,0.349566852,0.349443944,0.349418783,0.349388095,0.349384906,0.34937358,0.349360995,0.349338956,0.349320569,0.349297445,0.349274756,0.349249326,0.349220116,0.349190906,Central Asia,Root_Tuber -10,15,9,0.228176293,0.228180288,0.228213205,0.227341743,0.22670681,0.226137086,0.22555703,0.225017257,0.22446225,0.223899027,0.223325811,0.22330002,0.223263622,0.223216034,0.223162845,0.223106266,0.223044975,0.222980017,0.222912641,0.222834912,0.222757183,Central Asia,SugarCrop -10,15,10,0.018147875,0.018147861,0.018147814,0.018147777,0.018147706,0.018147611,0.018147389,0.018319154,0.018484635,0.018643596,0.018803797,0.018803848,0.01880377,0.018803887,0.018803758,0.018803794,0.018803763,0.018803692,0.018803567,0.018803618,0.018803669,Central Asia,Wheat -10,15,11,0.096984176,0.09698684,0.096982415,0.096157751,0.095332477,0.094549514,0.0938096,0.093682716,0.093552829,0.093421934,0.093253329,0.093260991,0.093266166,0.093269573,0.093270836,0.093270266,0.093267976,0.093263951,0.093258798,0.093253113,0.093247428,Central Asia,FodderHerb -10,15,12,0.011840375,0.011840838,0.011840744,0.011840741,0.011840754,0.011840747,0.011840728,0.011840713,0.011840697,0.011840755,0.011840769,0.011840715,0.011840788,0.011840714,0.011840726,0.011840744,0.011840738,0.011840688,0.011840781,0.011840784,0.011840787,Central Asia,FodderGrass -10,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -10,16,1,0.009402704,0.009402628,0.009402759,0.009387701,0.009382429,0.009378258,0.009373937,0.009372519,0.009370844,0.009368855,0.009366923,0.009365571,0.009363643,0.009361214,0.009358762,0.009356265,0.009353417,0.009350584,0.009347804,0.009344854,0.009341904,Central Asia,Corn -10,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,biomass -10,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,FiberCrop -10,16,4,0.239422758,0.239422692,0.239421959,0.239629714,0.239834056,0.240037292,0.240239247,0.240539671,0.240757288,0.240973828,0.241188745,0.241171635,0.241153415,0.241132576,0.241108456,0.241085903,0.241060066,0.2410338,0.241007856,0.240979773,0.24095169,Central Asia,MiscCrop -10,16,5,0.007909987,0.007910753,0.007910781,0.007876614,0.007845991,0.007812107,0.007781725,0.007771624,0.007758178,0.007748095,0.00773805,0.007738056,0.007738044,0.007738031,0.00773804,0.00773804,0.007738043,0.007738046,0.007738047,0.007738035,0.007738023,Central Asia,OilCrop -10,16,6,0.087463413,0.087463214,0.087463497,0.087248618,0.087076132,0.086902064,0.086726108,0.086537332,0.086345775,0.086153217,0.085993964,0.085999021,0.085999548,0.085997137,0.08599088,0.085983282,0.085972315,0.085959822,0.085945828,0.085931489,0.08591715,Central Asia,OtherGrain -10,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,Rice -10,16,8,0.197723895,0.197721675,0.197722606,0.197696956,0.19766916,0.19764047,0.197610982,0.19760539,0.19759583,0.197585193,0.1975719,0.197570858,0.197565773,0.197560117,0.197551362,0.197543121,0.197532735,0.197523177,0.197512132,0.19749975,0.197487368,Central Asia,Root_Tuber -10,16,9,0.958002838,0.957987916,0.957958476,0.95776533,0.957622019,0.957493396,0.957362582,0.957239616,0.957113094,0.9569843,0.956853257,0.956847873,0.956839908,0.956829912,0.956818734,0.956806898,0.956793774,0.95678032,0.956765914,0.956749708,0.956733502,Central Asia,SugarCrop -10,16,10,0.090670406,0.090670707,0.090670873,0.090635958,0.090601375,0.090599809,0.090559141,0.090548199,0.09053594,0.090522912,0.090508528,0.090505653,0.090499863,0.090491297,0.090480834,0.090469747,0.090456973,0.090443424,0.090428692,0.090413725,0.090398758,Central Asia,Wheat -10,16,11,0.446107784,0.446115288,0.446140716,0.44614054,0.446140743,0.446140842,0.446140829,0.446141048,0.44614066,0.446140632,0.446140484,0.446140753,0.446140956,0.446140683,0.446140745,0.446140758,0.446140622,0.446140979,0.446140954,0.446140939,0.446140924,Central Asia,FodderHerb -10,16,12,0.964895417,0.964901326,0.964901675,0.964901743,0.96490183,0.964901666,0.964901717,0.964901733,0.964901711,0.964901581,0.964901747,0.964901699,0.964901593,0.964901574,0.9649016,0.96490168,0.964901593,0.964901666,0.964901654,0.964901749,0.964901844,Central Asia,FodderGrass -10,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Central Asia,PalmFruit -11,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn -11,4,2,0,0,0,0,0.221948101,0.220217639,0.218496223,0.218944978,0.219394327,0.219844503,0.220295557,0.221046667,0.221798266,0.222553163,0.22331056,0.223916839,0.224524521,0.225057504,0.225514246,0.225973018,0.22643179,China,biomass -11,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,4,4,0.378892157,0.378892808,0.378892659,0.385113195,0.390758705,0.395815942,0.400378975,0.402049615,0.403618325,0.405083897,0.406446977,0.406445807,0.406444984,0.406443893,0.406442412,0.406441399,0.406440139,0.406438778,0.406437479,0.406435854,0.406434229,China,MiscCrop -11,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OilCrop -11,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,OtherGrain -11,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,4,8,0.042748492,0.042737615,0.042761908,0.041235794,0.039891961,0.038718527,0.037671284,0.037432377,0.037208761,0.036986183,0.036763908,0.036763313,0.036761253,0.036759033,0.036755934,0.036752687,0.036748748,0.036745312,0.036741166,0.036736495,0.036731824,China,Root_Tuber -11,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat -11,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Corn -11,5,2,0,0,0,0,0.206258847,0.204308215,0.202405763,0.203174245,0.201680043,0.199834231,0.19807739,0.197125746,0.196150095,0.19528315,0.195174342,0.195057577,0.195002453,0.195012135,0.195088299,0.195233563,0.195378827,China,biomass -11,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,5,4,0.346664096,0.34666342,0.346663087,0.352754109,0.358201291,0.363089938,0.36750398,0.369120885,0.370641061,0.372164572,0.373588001,0.373585508,0.373584884,0.373583815,0.373583745,0.373581935,0.373580413,0.373579818,0.373579109,0.373575848,0.373572587,China,MiscCrop -11,5,5,0.226405083,0.226404719,0.22640483,0.228041896,0.229769427,0.231356144,0.232872011,0.234713687,0.236485308,0.238187653,0.239819974,0.239793797,0.23976212,0.239726766,0.239691301,0.239658678,0.239627731,0.239599485,0.239571276,0.239544933,0.23951859,China,OilCrop -11,5,6,0.035921558,0.03592301,0.035933114,0.038807695,0.041492052,0.044008869,0.046384218,0.045877051,0.045353934,0.044836203,0.044323161,0.044324821,0.044324667,0.044323735,0.044321101,0.044318009,0.044314348,0.04431022,0.044305885,0.04430176,0.044297635,China,OtherGrain -11,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,5,8,0.078924344,0.078930717,0.078930577,0.075644165,0.072772231,0.070225729,0.067952201,0.067563632,0.067175043,0.066788086,0.066402224,0.066401397,0.066399262,0.06639674,0.066392941,0.066389196,0.066384957,0.06638061,0.066375976,0.06637054,0.066365104,China,Root_Tuber -11,5,9,0.99954665,0.999547749,0.999547252,0.999568962,0.999588561,0.999606253,0.999622367,0.999640785,0.999657418,0.999672433,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,0.99968611,China,SugarCrop -11,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,Wheat -11,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,6,1,0.326888544,0.326888608,0.326888611,0.323439509,0.32020496,0.317082032,0.314161866,0.312285453,0.310507268,0.308733726,0.306965227,0.306964915,0.306963027,0.306962164,0.306959786,0.306957979,0.306955565,0.306954696,0.306952259,0.306949835,0.306947411,China,Corn -11,6,2,0,0,0,0,0.167215642,0.165804623,0.164489166,0.163288932,0.163038388,0.164208223,0.16539139,0.165108398,0.164259269,0.163385375,0.163649327,0.163847897,0.164039497,0.164168225,0.164234354,0.164241393,0.164248432,China,biomass -11,6,3,0.845972649,0.845972947,0.845972727,0.844317874,0.842706086,0.841139218,0.839559197,0.839559406,0.83961804,0.839618002,0.839617862,0.839618612,0.83961796,0.839618286,0.839618177,0.839618616,0.83961806,0.839617546,0.839617836,0.839618052,0.839618268,China,FiberCrop -11,6,4,0.339912579,0.339912311,0.339912362,0.349196446,0.357706305,0.365607757,0.372773726,0.376751444,0.38054004,0.384241711,0.387749085,0.387747659,0.387746054,0.387743425,0.387740824,0.387738212,0.387735414,0.387733435,0.387730227,0.387727173,0.387724119,China,MiscCrop -11,6,5,0.174724764,0.174724735,0.174724684,0.17537913,0.17599728,0.176555137,0.177049571,0.176533863,0.176143721,0.175755588,0.175367286,0.1753585,0.17534914,0.175338373,0.175327029,0.175316683,0.175307157,0.175297753,0.175287484,0.175279187,0.17527089,China,OilCrop -11,6,6,0.663722527,0.663722905,0.663722806,0.659235918,0.655014544,0.650965419,0.647091695,0.647687417,0.648181888,0.648676042,0.649168962,0.649169686,0.649169697,0.649169198,0.649167837,0.64916669,0.649164732,0.649162478,0.649160039,0.649158186,0.649156333,China,OtherGrain -11,6,7,0.90760986,0.907609632,0.907609592,0.907058672,0.906501629,0.905977403,0.905448458,0.906115218,0.906776019,0.907394772,0.908008124,0.908007879,0.908005669,0.90800188,0.907996227,0.907989203,0.907980798,0.907971011,0.907959792,0.907947488,0.907935184,China,Rice -11,6,8,0.027343976,0.02734392,0.02734389,0.027687388,0.027976629,0.028233603,0.02845715,0.028638158,0.028807911,0.028990741,0.029162173,0.029161969,0.029161639,0.029161087,0.029160322,0.029159598,0.029158824,0.02915806,0.029157086,0.029155962,0.029154838,China,Root_Tuber -11,6,9,0.066906772,0.066906786,0.066906826,0.067741295,0.068507779,0.06919865,0.06983943,0.070970532,0.072031694,0.073019617,0.07393079,0.073929894,0.073928872,0.073928051,0.073926588,0.073925739,0.073924079,0.073922312,0.073920963,0.07391892,0.073916877,China,SugarCrop -11,6,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,7,1,0.766570015,0.766569268,0.766569646,0.762832719,0.759822982,0.756933938,0.754175672,0.752477373,0.750817606,0.749136116,0.747443123,0.747348136,0.747219149,0.747058692,0.746891019,0.746723037,0.746546941,0.746376372,0.746210144,0.746046676,0.745883208,China,Corn -11,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,7,3,0.281052246,0.281051683,0.281052655,0.281033753,0.281031189,0.281024806,0.280917092,0.278167904,0.275695292,0.273323959,0.271136685,0.27120185,0.271246358,0.271271695,0.271280968,0.271275661,0.271255737,0.271223932,0.271182539,0.271133038,0.271083537,China,FiberCrop -11,7,4,0.534335879,0.5343342,0.534334449,0.538417933,0.542070429,0.545397312,0.548398057,0.550228448,0.551949172,0.553560544,0.555063459,0.555061322,0.555058543,0.555056436,0.555053024,0.555049698,0.555046235,0.555042932,0.555039022,0.555036153,0.555033284,China,MiscCrop -11,7,5,0.394077221,0.394077791,0.394077119,0.388328617,0.386129677,0.384084983,0.38201656,0.375220033,0.36877168,0.362660281,0.356904452,0.355642562,0.354148167,0.352436133,0.350713051,0.349107192,0.347596361,0.346204604,0.344837327,0.343579333,0.342321339,China,OilCrop -11,7,6,0.411210267,0.411210238,0.411210086,0.41273218,0.414065265,0.4151697,0.416140559,0.413211684,0.410238903,0.407258812,0.404371536,0.404419761,0.404421884,0.404391973,0.40432092,0.404235853,0.404124498,0.404005515,0.403872447,0.403743299,0.403614151,China,OtherGrain -11,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,7,8,0.235085358,0.235085354,0.235085145,0.23801639,0.240500092,0.24268628,0.244567886,0.245936166,0.247305832,0.248597962,0.249891422,0.249889857,0.24988503,0.249879386,0.249871096,0.249862908,0.249852802,0.249843147,0.249833054,0.249820955,0.249808856,China,Root_Tuber -11,7,9,0.407953217,0.407952637,0.407952788,0.408690895,0.409323553,0.409956714,0.410589953,0.411222445,0.411855483,0.412383587,0.412912026,0.412911632,0.412911812,0.412912597,0.412911914,0.412912573,0.412911451,0.412912118,0.412911115,0.412912067,0.412913019,China,SugarCrop -11,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,7,12,0.066163804,0.066163952,0.066163979,0.066163748,0.066163909,0.066163524,0.066163979,0.066163746,0.066163932,0.066163992,0.066163758,0.066163825,0.06616351,0.066163517,0.066163497,0.066163735,0.066163685,0.066163618,0.066163543,0.066163412,0.066163281,China,FodderGrass -11,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,8,1,0.444963187,0.444964018,0.444963751,0.440900815,0.437187403,0.433601636,0.430235115,0.428082306,0.42603113,0.423980804,0.421931196,0.421912161,0.42188681,0.421854803,0.42182236,0.421789301,0.421754636,0.421721421,0.421689073,0.421657797,0.421626521,China,Corn -11,8,2,0,0,0,0,0.161568326,0.162014507,0.162232322,0.162513044,0.162044387,0.161524527,0.161037506,0.161193805,0.161166646,0.161763796,0.163019916,0.164131131,0.165156154,0.166046776,0.166811254,0.167271862,0.16773247,China,biomass -11,8,3,0.814627901,0.814628093,0.814628217,0.814606651,0.81453926,0.814469076,0.814324415,0.812322434,0.810436338,0.80867174,0.806961207,0.807005655,0.80703532,0.807051825,0.807058258,0.807054445,0.807041623,0.807020394,0.806991683,0.806959649,0.806927615,China,FiberCrop -11,8,4,0.407050808,0.407050199,0.407051231,0.412278374,0.41700171,0.421213705,0.425018009,0.427251378,0.429488289,0.431514182,0.433435927,0.433434381,0.433432011,0.433430243,0.43342871,0.43342589,0.433423242,0.433420683,0.433418356,0.433416399,0.433414442,China,MiscCrop -11,8,5,0.22347004,0.223470106,0.223470146,0.226633353,0.2301117,0.233421188,0.236527902,0.23795822,0.239383327,0.240657249,0.241860743,0.241663129,0.241429012,0.2411644,0.240899907,0.240655132,0.240423776,0.240208838,0.23999817,0.239800848,0.239603526,China,OilCrop -11,8,6,0.119187918,0.11918792,0.119188259,0.121750545,0.124082177,0.126211693,0.128176177,0.126596652,0.125027546,0.123472625,0.121978832,0.121984839,0.12198564,0.121981304,0.121971695,0.121960201,0.121944968,0.121929616,0.121911367,0.12189381,0.121876253,China,OtherGrain -11,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,8,8,0.060282769,0.060282925,0.060282706,0.060736691,0.061118822,0.061428404,0.061714879,0.06201645,0.062317374,0.062593656,0.062869868,0.062868717,0.062866804,0.062863891,0.062860152,0.062856049,0.062851423,0.062847094,0.0628424,0.062836675,0.06283095,China,Root_Tuber -11,8,9,0.065880472,0.065880391,0.065880107,0.066068487,0.066230493,0.066392394,0.066554839,0.066717402,0.066880384,0.067016452,0.067152913,0.067152927,0.067152852,0.067152883,0.067152936,0.067152904,0.067152946,0.067152932,0.067152945,0.067152817,0.067152689,China,SugarCrop -11,8,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Wheat -11,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,8,12,0.005408545,0.005408528,0.005408526,0.005408509,0.005408514,0.005408534,0.005408509,0.005408525,0.005408546,0.005408514,0.005408526,0.005408532,0.005408544,0.005408545,0.00540851,0.005408523,0.005408542,0.005408536,0.005408524,0.005408516,0.005408508,China,FodderGrass -11,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,9,1,0.437418363,0.437418896,0.437419074,0.433470207,0.429805619,0.426262081,0.422937454,0.420802297,0.418771963,0.416743623,0.414717687,0.414708468,0.414695964,0.414680727,0.414664449,0.414649055,0.414632019,0.41461545,0.414600037,0.414584763,0.414569489,China,Corn -11,9,2,0,0,0,0,0.328433199,0.331161647,0.333566643,0.330961043,0.328309485,0.324163772,0.319709539,0.321209754,0.321298722,0.320995308,0.32164754,0.322257333,0.322821643,0.323361679,0.323888434,0.324415069,0.324941704,China,biomass -11,9,3,0.478522483,0.478522295,0.478522243,0.478507967,0.478395821,0.478386688,0.478250943,0.474841985,0.471760121,0.468790518,0.466038151,0.466128448,0.466188938,0.466222579,0.466235427,0.466228319,0.466201419,0.466158427,0.466100393,0.466033104,0.465965815,China,FiberCrop -11,9,4,0.429641296,0.429640247,0.429640875,0.436969526,0.443689437,0.449682103,0.455263638,0.458611198,0.461746486,0.464775791,0.467592309,0.467590867,0.467589174,0.467586549,0.467585761,0.467582848,0.46758052,0.467578599,0.467576224,0.467573324,0.467570424,China,MiscCrop -11,9,5,0.25724698,0.257247683,0.257246776,0.260506816,0.263879603,0.267041218,0.269970098,0.271304582,0.272550815,0.27371413,0.274883458,0.274772536,0.274640692,0.27449272,0.274344012,0.274206492,0.274076407,0.273954258,0.27383452,0.27372351,0.2736125,China,OilCrop -11,9,6,0.110285056,0.110285202,0.110285024,0.110162407,0.11008434,0.110004602,0.109922071,0.10901081,0.108101367,0.107238976,0.106381062,0.106385776,0.106386002,0.106383028,0.106376223,0.106368098,0.106357373,0.106345996,0.106333431,0.106321065,0.106308699,China,OtherGrain -11,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,9,8,0.062049631,0.06204958,0.062049638,0.062950795,0.063735854,0.064426909,0.065020279,0.065444745,0.065843664,0.066244776,0.066620221,0.066619786,0.066618539,0.066616951,0.066614654,0.066612504,0.066609951,0.066607374,0.06660463,0.066601353,0.066598076,China,Root_Tuber -11,9,9,0.002122345,0.002122322,0.00212231,0.002197817,0.002273132,0.002344779,0.00241436,0.002495064,0.002572667,0.002645665,0.002715875,0.002715479,0.002714906,0.002714168,0.002713347,0.002712485,0.002711535,0.002710554,0.002709528,0.002708379,0.00270723,China,SugarCrop -11,9,10,0.917482504,0.917482468,0.917482573,0.911100682,0.90533124,0.900144911,0.895380021,0.892786972,0.89021426,0.887671792,0.885161769,0.885149714,0.885126982,0.885094817,0.885056489,0.88501729,0.884973842,0.884929296,0.884882516,0.884836574,0.884790632,China,Wheat -11,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,9,12,0.007104808,0.007104758,0.007104856,0.007104848,0.007104861,0.007104859,0.007104826,0.007104829,0.007104844,0.007104837,0.007104877,0.007104867,0.007104846,0.007104828,0.007104843,0.007104863,0.007104853,0.007104853,0.007104831,0.007104833,0.007104835,China,FodderGrass -11,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,10,1,0.44936122,0.449360876,0.449360371,0.445440969,0.441772141,0.438218991,0.434885147,0.432739192,0.430700201,0.428664787,0.426628357,0.426625399,0.426618915,0.426610678,0.426603922,0.426596286,0.426587603,0.426580912,0.426573447,0.426565532,0.426557617,China,Corn -11,10,2,0,0,0,0,0.315481576,0.317694577,0.319646571,0.317758333,0.31461062,0.311519911,0.308569694,0.308691492,0.308687953,0.309001501,0.309598003,0.310162108,0.31069377,0.311208325,0.311711847,0.31221689,0.312721933,China,biomass -11,10,3,0.411309588,0.411309113,0.411308212,0.411237787,0.411129655,0.411020909,0.410799956,0.407630809,0.404678128,0.401837634,0.399211456,0.399242934,0.39926436,0.399276542,0.399281078,0.399279785,0.399269443,0.399253066,0.399233692,0.399209748,0.399185804,China,FiberCrop -11,10,4,0.476670721,0.476670948,0.476670853,0.482605284,0.487898149,0.492656135,0.496982772,0.499702272,0.502312015,0.5047053,0.506987015,0.506985121,0.506983613,0.506980896,0.506977775,0.506975557,0.506972582,0.506967631,0.50696634,0.506962848,0.506959356,China,MiscCrop -11,10,5,0.217219968,0.217219168,0.21721918,0.218745323,0.220326616,0.221848789,0.223226355,0.223181307,0.223134963,0.223089142,0.223044707,0.22300867,0.222964419,0.222914318,0.222865412,0.222818858,0.222775677,0.222736875,0.222697671,0.222662695,0.222627719,China,OilCrop -11,10,6,0.167179642,0.167179862,0.167179695,0.166908274,0.166639415,0.166368466,0.166156182,0.164996138,0.163898204,0.162804999,0.161715739,0.161719819,0.161719773,0.16171737,0.16171269,0.161705845,0.161697101,0.161688155,0.161677445,0.161667855,0.161658265,China,OtherGrain -11,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,10,8,0.06327128,0.063271331,0.063271342,0.064164047,0.064912014,0.065589398,0.06616712,0.066571583,0.06697731,0.067385085,0.067794644,0.067794228,0.067793159,0.067791699,0.06778973,0.067787774,0.067785412,0.06778324,0.067780686,0.067777953,0.06777522,China,Root_Tuber -11,10,9,0.305762418,0.305761438,0.305761802,0.312386921,0.318803847,0.324808835,0.330580856,0.337090485,0.343266493,0.349000496,0.354478896,0.354469219,0.35445507,0.354436087,0.354416196,0.35439515,0.354372761,0.354349454,0.354323436,0.35429564,0.354267844,China,SugarCrop -11,10,10,0.74146613,0.741467332,0.741467259,0.725603271,0.711671345,0.699471032,0.6885244,0.682643188,0.676877751,0.671246129,0.665749919,0.665730585,0.665694849,0.665643356,0.665581471,0.665517187,0.665446982,0.665373916,0.66529806,0.665223458,0.665148856,China,Wheat -11,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,10,12,0.002695625,0.002695541,0.002695595,0.002695605,0.002695605,0.002695612,0.002695606,0.002695612,0.002695614,0.002695609,0.002695612,0.002695606,0.002695599,0.002695603,0.002695599,0.002695606,0.002695612,0.002695608,0.0026956,0.002695605,0.00269561,China,FodderGrass -11,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,11,1,0.310846503,0.310846006,0.310847035,0.307468726,0.304315478,0.301273727,0.298431572,0.296605454,0.294875761,0.293151559,0.291433667,0.291430388,0.291426262,0.291421634,0.29141705,0.291411623,0.291406619,0.291401093,0.291396336,0.29139168,0.291387024,China,Corn -11,11,2,0,0,0,0,0.278732861,0.279932804,0.281025544,0.276907758,0.273148348,0.271279632,0.269437048,0.26951482,0.269515308,0.26942121,0.269243551,0.268960108,0.268570521,0.267741798,0.266908202,0.266246225,0.265584248,China,biomass -11,11,3,0.203301596,0.203300965,0.203300858,0.203241038,0.203170262,0.203097919,0.20295357,0.200847124,0.198895266,0.197026732,0.195307158,0.195317241,0.195324291,0.195328447,0.195330012,0.195328946,0.195325728,0.195321264,0.195313892,0.195306232,0.195298572,China,FiberCrop -11,11,4,0.491386362,0.49138578,0.491386503,0.500253009,0.508260247,0.515508742,0.522105716,0.52579567,0.529375103,0.532733317,0.535981822,0.535979775,0.53597746,0.535975827,0.535972237,0.535968294,0.535965705,0.535963043,0.535959319,0.535956009,0.535952699,China,MiscCrop -11,11,5,0.191339814,0.191339816,0.191339762,0.189038224,0.187133483,0.185444618,0.183895779,0.179659789,0.175810911,0.172273427,0.169036035,0.169001779,0.168960969,0.168914953,0.168869145,0.168826868,0.16878802,0.168751681,0.168716682,0.168684484,0.168652286,China,OilCrop -11,11,6,0.167485473,0.167485276,0.167485196,0.168667494,0.169736589,0.170687936,0.171581239,0.170144406,0.168714561,0.16729271,0.165940236,0.165944148,0.165944366,0.165942093,0.165937148,0.165931494,0.1659234,0.165915206,0.165905788,0.165897831,0.165889874,China,OtherGrain -11,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,11,8,0.039597222,0.039597293,0.039597143,0.040120029,0.040565579,0.04094883,0.041284115,0.041542967,0.041785293,0.042046432,0.042290925,0.042290527,0.042289781,0.042288832,0.042287163,0.042285729,0.042284154,0.04228241,0.042280396,0.042278405,0.042276414,China,Root_Tuber -11,11,9,0.511992677,0.511992392,0.511992479,0.515072682,0.517970464,0.520542804,0.522896274,0.527089494,0.530953951,0.534492166,0.5377027,0.537699523,0.537694277,0.537688165,0.537681105,0.5376733,0.537665101,0.537656498,0.537647738,0.537637519,0.5376273,China,SugarCrop -11,11,10,0.431720537,0.431719209,0.431720923,0.412028687,0.395553374,0.381719548,0.369757956,0.363454548,0.35738853,0.351565372,0.345979306,0.345969798,0.345952469,0.345926933,0.345896464,0.345865366,0.345831913,0.345797547,0.345761066,0.345725484,0.345689902,China,Wheat -11,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,12,1,0.24521127,0.245211077,0.245211064,0.242290938,0.239571654,0.236955514,0.234514069,0.232949095,0.23146774,0.229992011,0.22852315,0.228520131,0.228515732,0.228511064,0.228505047,0.228500145,0.228493818,0.22848796,0.228482558,0.228477514,0.22847247,China,Corn -11,12,2,0,0,0,0,0.311250142,0.312539638,0.313650266,0.308935424,0.305531448,0.303686958,0.301864766,0.301884624,0.301841195,0.301720652,0.301510594,0.301192757,0.3008559,0.300420769,0.300070681,0.299812605,0.299554529,China,biomass -11,12,3,0.301287168,0.301287545,0.301287884,0.301198072,0.301105769,0.301105981,0.301013376,0.298185518,0.295643494,0.293204403,0.290955285,0.290957486,0.290959275,0.290959576,0.290960452,0.290959952,0.290959047,0.290958291,0.290956941,0.290955239,0.290953537,China,FiberCrop -11,12,4,0.245188342,0.24518874,0.245188287,0.253125179,0.260482502,0.267299845,0.273629517,0.277191052,0.280604789,0.283956163,0.287152565,0.287151097,0.28714801,0.287146075,0.287142015,0.287139898,0.287136239,0.287132689,0.287128996,0.287125681,0.287122366,China,MiscCrop -11,12,5,0.153816691,0.15381673,0.153816386,0.150588021,0.147864315,0.145505172,0.143388249,0.138689482,0.134520085,0.130799792,0.127455489,0.127432975,0.127406076,0.127375599,0.127345148,0.127316734,0.127290421,0.127266147,0.127242714,0.127221051,0.127199388,China,OilCrop -11,12,6,0.193756651,0.193756032,0.193755758,0.193719019,0.193685605,0.193580762,0.193541582,0.192572056,0.191601694,0.190632544,0.189666042,0.189670151,0.189671235,0.189667452,0.189661,0.189653346,0.18964151,0.189630645,0.189617845,0.189604374,0.189590903,China,OtherGrain -11,12,7,0.951927904,0.951927925,0.951927936,0.9516272,0.951322749,0.951036356,0.950746658,0.951111258,0.951472074,0.951809468,0.952144117,0.952143791,0.952142584,0.952140358,0.952137009,0.952133182,0.952128135,0.952122465,0.952115956,0.952108767,0.952101578,China,Rice -11,12,8,0.029847208,0.02984729,0.029847252,0.030309662,0.03071517,0.031061332,0.031372352,0.031584732,0.031798221,0.031999622,0.032215493,0.032215316,0.03221484,0.032214429,0.032213637,0.032213026,0.032212161,0.03221136,0.032210347,0.032209299,0.032208251,China,Root_Tuber -11,12,9,0.363704818,0.363704936,0.363704643,0.366582585,0.36929011,0.371700479,0.373916686,0.377969805,0.381630171,0.385000134,0.3880696,0.388065139,0.388062902,0.388059701,0.388054421,0.38804937,0.388045614,0.38804064,0.388033949,0.388026745,0.388019541,China,SugarCrop -11,12,10,0.647693373,0.6476945,0.647693903,0.628988972,0.612804102,0.598813711,0.586403673,0.579777386,0.573321144,0.567049823,0.56096355,0.560942898,0.560906991,0.560854686,0.560793545,0.560728443,0.560659452,0.560585585,0.560507432,0.56043225,0.560357068,China,Wheat -11,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,13,1,0.728754677,0.728754474,0.728754311,0.725394593,0.722348809,0.719388105,0.716583773,0.714787912,0.713064787,0.71133169,0.709591091,0.709566118,0.7095316,0.709488235,0.709443758,0.70939898,0.709352855,0.709307359,0.709262702,0.709219837,0.709176972,China,Corn -11,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,13,3,0.186454716,0.186454677,0.186455029,0.186391633,0.186390578,0.18639003,0.186323461,0.184289744,0.182465714,0.180720862,0.179115917,0.179117612,0.179118489,0.179119425,0.179120259,0.179118931,0.179118488,0.179117568,0.179116177,0.179114868,0.179113559,China,FiberCrop -11,13,4,0.488436805,0.488436872,0.488436968,0.490705328,0.492650491,0.494489339,0.49611161,0.496219252,0.496327303,0.496434163,0.496541142,0.496540202,0.496538868,0.496537716,0.496536004,0.496534667,0.49653247,0.496531156,0.496529106,0.496526888,0.49652467,China,MiscCrop -11,13,5,0.140622645,0.140622825,0.140622531,0.138430814,0.137148407,0.13601124,0.134977198,0.13070146,0.126852638,0.123474673,0.120405573,0.120162203,0.119874241,0.119546349,0.119219117,0.11891624,0.118634482,0.11837727,0.11812909,0.11790293,0.11767677,China,OilCrop -11,13,6,0.195684563,0.195684287,0.195684685,0.1983163,0.200647944,0.202710163,0.20455748,0.20218208,0.199864401,0.197557618,0.19526032,0.195291613,0.195293109,0.195274374,0.195231265,0.195177569,0.195108086,0.195032301,0.194948137,0.194864772,0.194781407,China,OtherGrain -11,13,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,13,8,0.074279906,0.074280165,0.074280491,0.074801037,0.075203762,0.075548339,0.075863782,0.076198056,0.076500277,0.076833888,0.077167392,0.077166362,0.07716347,0.077160083,0.077154945,0.077150195,0.077144432,0.077138688,0.077132471,0.077125366,0.077118261,China,Root_Tuber -11,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,13,10,0.865097571,0.86509782,0.865097819,0.855273316,0.846454436,0.838572825,0.831367743,0.827479934,0.823631602,0.819839236,0.816104901,0.816081702,0.816038031,0.815976023,0.815902902,0.815825904,0.815741643,0.815655474,0.81556314,0.815472648,0.815382156,China,Wheat -11,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,13,12,0.062724181,0.062724083,0.062724083,0.062724076,0.0627241,0.062724078,0.06272408,0.062724108,0.062724058,0.062724087,0.06272409,0.062724147,0.062724028,0.062724005,0.062724068,0.062724102,0.062724096,0.0627241,0.062724058,0.062724091,0.062724124,China,FodderGrass -11,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,14,1,0.60116329,0.601161249,0.601163292,0.59721176,0.593580496,0.590058709,0.58673623,0.584605611,0.582569016,0.58052493,0.578480742,0.578462463,0.57843689,0.5784071,0.578373864,0.578340749,0.578307153,0.57827464,0.578242801,0.578211674,0.578180547,China,Corn -11,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,14,3,0.696096067,0.696097116,0.696098236,0.696006813,0.696007749,0.696006556,0.695913357,0.693054815,0.690460027,0.687944542,0.685606619,0.68560725,0.68560825,0.685608048,0.685609094,0.685608531,0.685608275,0.685608288,0.685606376,0.685606722,0.685607068,China,FiberCrop -11,14,4,0.229423733,0.229423441,0.22942367,0.233264116,0.236681765,0.239742043,0.242514337,0.243552393,0.244514362,0.245398707,0.246204125,0.246204463,0.246203663,0.246202115,0.246201869,0.246199895,0.246198923,0.246197612,0.246196304,0.246194671,0.246193038,China,MiscCrop -11,14,5,0.120723015,0.120723296,0.120723362,0.122680675,0.124690735,0.126463508,0.128016694,0.126084471,0.124307458,0.122645733,0.121144106,0.121011705,0.120856642,0.120680541,0.120505398,0.12034378,0.120194358,0.120056868,0.11992271,0.11980049,0.11967827,China,OilCrop -11,14,6,0.094574069,0.094574253,0.094573863,0.095327146,0.096012229,0.09662612,0.097165687,0.096046799,0.094973951,0.09391025,0.092856134,0.092860056,0.092859902,0.092857819,0.092853411,0.092846716,0.092839096,0.092831461,0.092821851,0.0928125,0.092803149,China,OtherGrain -11,14,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,14,8,0.035808602,0.035808352,0.035808488,0.03616006,0.036454028,0.036704385,0.036925931,0.037142506,0.037359072,0.037560491,0.037762529,0.037761797,0.037760692,0.037758835,0.037756237,0.037753959,0.037751186,0.037748343,0.037745614,0.037742145,0.037738676,China,Root_Tuber -11,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,SugarCrop -11,14,10,0.373805895,0.373806047,0.373805767,0.354953986,0.339279454,0.326180187,0.31488911,0.309015059,0.303370908,0.297959572,0.292776567,0.29275449,0.292709695,0.292648194,0.292574826,0.292499444,0.292415769,0.292329732,0.292239361,0.292151481,0.292063601,China,Wheat -11,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,14,12,0.025773137,0.025773362,0.025772817,0.025772848,0.025772922,0.025772854,0.025772893,0.025772864,0.025772849,0.025772853,0.025772848,0.025772887,0.025772904,0.025772822,0.025772833,0.025772876,0.025772803,0.025772843,0.025772874,0.025772791,0.025772708,China,FodderGrass -11,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,15,1,0.322380112,0.322380763,0.322379865,0.31895425,0.315742585,0.312643041,0.309745549,0.307882985,0.306118433,0.304358596,0.302605273,0.302603163,0.3026026,0.302599585,0.30259889,0.302596768,0.302593798,0.302591368,0.302590597,0.30258776,0.302584923,China,Corn -11,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,15,3,0.429376825,0.42938114,0.429366576,0.426271744,0.423288242,0.420416617,0.4175489,0.417549883,0.417656007,0.417655968,0.417655765,0.417655831,0.417655468,0.417655109,0.417655827,0.417655685,0.417655935,0.41765544,0.417656,0.417654857,0.417653714,China,FiberCrop -11,15,4,0.17973974,0.179739558,0.179739677,0.185091696,0.190036136,0.194540764,0.198713231,0.200728911,0.202688902,0.204521757,0.206296202,0.206294287,0.206292607,0.206290721,0.20628794,0.206286299,0.206283437,0.206281112,0.206278273,0.206275375,0.206272477,China,MiscCrop -11,15,5,0.049551778,0.049551882,0.049551961,0.05193031,0.054195134,0.056325669,0.058345104,0.059218214,0.060078017,0.060875206,0.061657878,0.061642043,0.061623191,0.061602119,0.061580721,0.061561017,0.061542487,0.061525237,0.061508296,0.061492811,0.061477326,China,OilCrop -11,15,6,0.102345858,0.102345947,0.102345887,0.100750041,0.099292994,0.097930356,0.096659018,0.09627284,0.095886632,0.095501099,0.095117009,0.095118354,0.095118612,0.095117463,0.095115338,0.095112827,0.095109364,0.095105815,0.095102067,0.095098263,0.095094459,China,OtherGrain -11,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,15,8,0.053041732,0.053041876,0.053041984,0.053800512,0.054459096,0.05503636,0.055528909,0.055872783,0.056217967,0.056541975,0.056867445,0.056867136,0.056866602,0.056865994,0.056864977,0.056864162,0.056862943,0.05686224,0.056860818,0.056859581,0.056858344,China,Root_Tuber -11,15,9,0.004886682,0.004886507,0.004886214,0.005071307,0.005249762,0.005420462,0.005587081,0.005778409,0.005963439,0.006138556,0.006307856,0.006307861,0.006307887,0.006307862,0.006307864,0.006307858,0.006307862,0.006307862,0.006307863,0.006307862,0.006307861,China,SugarCrop -11,15,10,0.793294627,0.793294217,0.793294877,0.779688145,0.767648496,0.757035155,0.747461291,0.742282741,0.737194562,0.732208801,0.727331482,0.727316608,0.727289232,0.727251569,0.727204915,0.727157453,0.727105979,0.727052382,0.726994562,0.726940449,0.726886336,China,Wheat -11,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,15,12,0.041622695,0.041623011,0.041623608,0.041623463,0.041623445,0.041623522,0.041623484,0.041623511,0.041623471,0.041623585,0.041623583,0.041623469,0.041623526,0.041623559,0.041623419,0.041623599,0.041623416,0.041623409,0.041623615,0.041623497,0.041623379,China,FodderGrass -11,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,16,1,0.204239884,0.204239821,0.20423972,0.201651102,0.19925937,0.196962873,0.194821064,0.19345157,0.192156446,0.190865589,0.189581845,0.189576918,0.189570362,0.18956165,0.189553035,0.189544913,0.189534856,0.18952669,0.189517372,0.189509035,0.189500698,China,Corn -11,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,16,3,0.16549399,0.165499287,0.165512089,0.163594605,0.16175292,0.159987105,0.158236844,0.158469258,0.158701085,0.158876214,0.159108929,0.159109094,0.159108655,0.159108868,0.159109049,0.159109393,0.159108957,0.159108787,0.159109051,0.1591091,0.159109149,China,FiberCrop -11,16,4,0.077769143,0.077769248,0.077769264,0.080641123,0.083312457,0.08579342,0.088132892,0.089364296,0.090539454,0.091692525,0.0927853,0.09278448,0.092783526,0.092782656,0.09278143,0.092780156,0.092778891,0.09277759,0.092776268,0.092775211,0.092774154,China,MiscCrop -11,16,5,0.112698736,0.112698812,0.112698813,0.117562115,0.122120261,0.126359888,0.13028457,0.131428001,0.132528498,0.133536374,0.134552431,0.134514836,0.134470556,0.134420719,0.13437132,0.13432571,0.134283171,0.134243785,0.134205171,0.134169838,0.134134505,China,OilCrop -11,16,6,0.053784049,0.053783981,0.053784392,0.053847857,0.053913449,0.05395608,0.053996499,0.053540999,0.053085778,0.052633507,0.052183868,0.052186807,0.052186958,0.052185067,0.052180715,0.052175726,0.052168947,0.052161273,0.052153483,0.052145516,0.052137549,China,OtherGrain -11,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,16,8,0.02129374,0.0212939,0.021294065,0.021617924,0.021900674,0.022140657,0.022354992,0.022517541,0.022671072,0.022825901,0.022971701,0.02297156,0.022971143,0.02297087,0.02297043,0.022969936,0.02296946,0.022969077,0.022968359,0.02296765,0.022966941,China,Root_Tuber -11,16,9,0.871878894,0.87189492,0.871898999,0.87382104,0.875605823,0.877181714,0.878600581,0.880739319,0.882664861,0.884385773,0.885953046,0.885950258,0.885946412,0.885941329,0.885935744,0.885929856,0.88592323,0.885916366,0.885909304,0.88590136,0.885893416,China,SugarCrop -11,16,10,0.405096574,0.405096591,0.405096574,0.385612767,0.369334389,0.355669883,0.343848138,0.337693458,0.331765536,0.326076069,0.320615782,0.320588982,0.320538049,0.320466247,0.32038,0.32029182,0.320193983,0.320094674,0.319989481,0.31988638,0.319783279,China,Wheat -11,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -11,17,1,0.019581394,0.019583083,0.019582168,0.019259397,0.018973548,0.018701517,0.01844883,0.018289612,0.018138743,0.017988695,0.017839802,0.01783752,0.017834588,0.017830783,0.017826882,0.017823023,0.017818906,0.017814956,0.017811174,0.017807342,0.01780351,China,Corn -11,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,biomass -11,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FiberCrop -11,17,4,0.007415109,0.007417666,0.007416144,0.007822054,0.008211378,0.008583143,0.008937107,0.009132013,0.009323062,0.009509898,0.009696242,0.009696144,0.009696058,0.009695954,0.00969584,0.009695746,0.009695586,0.009695441,0.009695353,0.009695201,0.009695049,China,MiscCrop -11,17,5,0.065756824,0.065757924,0.06575703,0.069771932,0.07367485,0.077382872,0.080907654,0.082896064,0.084825155,0.086692698,0.088528138,0.088489624,0.088445007,0.088393379,0.088342192,0.088295057,0.088250153,0.08820853,0.088166895,0.08812891,0.088090925,China,OilCrop -11,17,6,0.015098495,0.015099502,0.015097074,0.014931106,0.014779952,0.014642503,0.014518286,0.01444717,0.01437566,0.014304457,0.014233177,0.014233954,0.014233947,0.014233508,0.0142325,0.014231387,0.014229723,0.014227995,0.014226113,0.014224265,0.014222417,China,OtherGrain -11,17,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,China,Rice -11,17,8,0.011350688,0.011352055,0.011348393,0.01155611,0.011732727,0.01189175,0.012027457,0.012120776,0.012214573,0.01230364,0.012387822,0.012387756,0.012387408,0.012387015,0.012386395,0.012385782,0.012385035,0.01238442,0.01238361,0.012382805,0.012382,China,Root_Tuber -11,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,SugarCrop -11,17,10,0.208327828,0.208327595,0.208327078,0.195089904,0.184322608,0.17547522,0.16795179,0.164126813,0.160469161,0.15698631,0.153667777,0.153641852,0.153592481,0.153522437,0.153439243,0.153353888,0.153260158,0.153162884,0.153061616,0.152961342,0.152861068,China,Wheat -11,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderHerb -11,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,FodderGrass -11,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,China,PalmFruit -12,8,1,0.10894305,0.108942468,0.108942801,0.108945276,0.108996952,0.109054249,0.109111202,0.109187368,0.109260422,0.10933241,0.109360699,0.109350957,0.109337299,0.109321068,0.109303381,0.109286036,0.109268616,0.10925039,0.109232631,0.109214491,0.109196351,EU-12,Corn -12,8,2,0,0,0,0,0.049557868,0.049652864,0.049729499,0.049801082,0.049868238,0.049929932,0.049933308,0.050038678,0.049695582,0.049502877,0.049311306,0.049116942,0.04891982,0.048721601,0.048522828,0.048325037,0.048127246,EU-12,biomass -12,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,8,4,0.098681088,0.098681185,0.098681024,0.099677379,0.100565474,0.101382488,0.102086645,0.10208327,0.102079055,0.102074939,0.102030016,0.102026959,0.10202357,0.102019492,0.102015402,0.102010749,0.102006219,0.102001379,0.10199651,0.101991406,0.101986302,EU-12,MiscCrop -12,8,5,0.148227041,0.148227146,0.14822747,0.12748477,0.106177654,0.083886747,0.060183926,0.05900743,0.057897807,0.056831223,0.055830078,0.055786559,0.055735152,0.055677297,0.055619151,0.055564677,0.055513483,0.055465073,0.055416931,0.055370722,0.055324513,EU-12,OilCrop -12,8,6,0.056415323,0.056415282,0.056415204,0.058118758,0.059676774,0.061125062,0.062479644,0.060935786,0.059451656,0.058025138,0.056654067,0.056654302,0.056654184,0.056654004,0.056653757,0.056653202,0.056652581,0.056651853,0.05665105,0.056650269,0.056649488,EU-12,OtherGrain -12,8,7,0.933701116,0.933694987,0.93369995,0.933703025,0.933664784,0.933613266,0.93354447,0.933503551,0.933451096,0.933387798,0.93330891,0.933306569,0.933286366,0.933251418,0.933199722,0.933134713,0.933054394,0.932960434,0.932852201,0.932730296,0.932608391,EU-12,Rice -12,8,8,0.364414146,0.364416158,0.364415491,0.364394951,0.364371049,0.364346993,0.364321725,0.364316709,0.364308555,0.364298767,0.364287143,0.364285849,0.364282703,0.364276621,0.364269751,0.36426182,0.364253232,0.364245254,0.364234733,0.364225058,0.364215383,EU-12,Root_Tuber -12,8,9,0.224665714,0.224664495,0.224665661,0.224628418,0.224611913,0.224595144,0.224575784,0.224561716,0.224545102,0.22452833,0.224586214,0.224583887,0.224580014,0.224576096,0.224570985,0.224565571,0.22456035,0.224554188,0.224547566,0.224540431,0.224533296,EU-12,SugarCrop -12,8,10,0.11184685,0.111846752,0.111846629,0.111794916,0.111719173,0.111637296,0.111548923,0.111524514,0.111497329,0.111468211,0.111435353,0.111427494,0.111412188,0.111392155,0.111367921,0.111342875,0.111314627,0.11128566,0.111254137,0.111221985,0.111189833,EU-12,Wheat -12,8,11,0.106947659,0.106947993,0.106948016,0.107034153,0.107118461,0.107202571,0.107286743,0.107374484,0.107462159,0.107549005,0.107593694,0.107595762,0.107596962,0.107597337,0.107597428,0.107597411,0.107597224,0.107596317,0.107595226,0.107593418,0.10759161,EU-12,FodderHerb -12,8,12,0.011951078,0.011950668,0.011950503,0.011950544,0.011950509,0.011950518,0.011950494,0.011950478,0.011950502,0.011950527,0.011950512,0.011950523,0.011950482,0.011950504,0.011950503,0.011950544,0.011950508,0.011950483,0.011950515,0.011950477,0.011950439,EU-12,FodderGrass -12,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,9,1,0.052079873,0.052079895,0.052079958,0.052053608,0.052070786,0.052092778,0.052114749,0.05215093,0.052185153,0.052218436,0.052229848,0.052222734,0.052213066,0.052200953,0.052188313,0.052175383,0.052161559,0.052147854,0.052134047,0.052120013,0.052105979,EU-12,Corn -12,9,2,0,0,0,0,0.019717233,0.019761199,0.019796314,0.019828466,0.019858538,0.0198859,0.019906515,0.019936902,0.019815608,0.019737684,0.019660122,0.01958135,0.019500921,0.019419907,0.019338606,0.019257656,0.019176706,EU-12,biomass -12,9,3,0.85425153,0.854251005,0.854253314,0.854287212,0.854287601,0.854286749,0.85428401,0.854279004,0.854274178,0.854269153,0.854264081,0.854271921,0.854276701,0.854278026,0.854278815,0.854277726,0.854275132,0.854269793,0.85426417,0.854257661,0.854251152,EU-12,FiberCrop -12,9,4,0.094265749,0.094265792,0.094265735,0.095035988,0.095699843,0.096292613,0.096813222,0.096809766,0.096805665,0.096801035,0.096795884,0.09679279,0.096789096,0.096784959,0.096780417,0.096775682,0.096770651,0.096765957,0.096760665,0.09675546,0.096750255,EU-12,MiscCrop -12,9,5,0.056345193,0.056345276,0.056345042,0.04849443,0.040724482,0.032886026,0.024905698,0.024495952,0.02411274,0.02375556,0.02341394,0.023396643,0.023376127,0.023352886,0.02332965,0.023308055,0.023287251,0.023267716,0.02324818,0.023229498,0.023210816,EU-12,OilCrop -12,9,6,0.017543964,0.017543924,0.017543935,0.018094436,0.018606722,0.019076566,0.019524824,0.019019905,0.018535395,0.018070625,0.017624791,0.017625126,0.017625123,0.01762491,0.017624475,0.017623857,0.017623092,0.017622218,0.017621226,0.017620241,0.017619256,EU-12,OtherGrain -12,9,7,0.169569564,0.169568896,0.169569567,0.169537689,0.169472047,0.169384177,0.169267332,0.169199218,0.169112185,0.169008227,0.168877999,0.168876028,0.168845256,0.168789067,0.168705833,0.168599794,0.168467272,0.168311511,0.16813335,0.167932942,0.167732534,EU-12,Rice -12,9,8,0.073847496,0.073847313,0.073847717,0.073836524,0.073821917,0.073807557,0.073792551,0.073790033,0.073784682,0.073779386,0.073772856,0.073771501,0.073768826,0.073766244,0.073761564,0.073757016,0.073752264,0.073747041,0.073741555,0.07373525,0.073728945,EU-12,Root_Tuber -12,9,9,0.083702621,0.083703282,0.08370184,0.083689132,0.083683628,0.083678047,0.083671712,0.083666745,0.0836613,0.083655651,0.083683122,0.083681991,0.08368114,0.083679866,0.083677738,0.083676376,0.083674171,0.083672559,0.083670551,0.083668275,0.083665999,EU-12,SugarCrop -12,9,10,0.035020293,0.035020299,0.035020148,0.034999332,0.034974367,0.034946799,0.034917408,0.034909532,0.034900535,0.034890769,0.034880203,0.03487777,0.034873224,0.034866701,0.034858901,0.034850688,0.03484154,0.034831842,0.034821346,0.034810611,0.034799876,EU-12,Wheat -12,9,11,0.061447777,0.061447914,0.061447789,0.061499803,0.061550632,0.061601534,0.061652308,0.06170537,0.061758208,0.061810601,0.061837979,0.06183894,0.061839649,0.061840045,0.061840019,0.061839984,0.061839753,0.061839254,0.061838624,0.061837981,0.061837338,EU-12,FodderHerb -12,9,12,0.004766934,0.004766882,0.004766992,0.004766983,0.004766986,0.004766981,0.004766998,0.004766985,0.004766991,0.004766996,0.004766986,0.004766981,0.004766986,0.004766991,0.004766983,0.004766983,0.004767,0.004766997,0.004766989,0.004766979,0.004766969,EU-12,FodderGrass -12,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,10,1,0.022113475,0.022113466,0.022113481,0.022114794,0.02212698,0.022140394,0.022153758,0.022170857,0.022187471,0.02220389,0.022210621,0.022208792,0.022206234,0.022203059,0.022199713,0.022196321,0.022192744,0.022189209,0.022185615,0.022181964,0.022178313,EU-12,Corn -12,10,2,0,0,0,0,0.00525521,0.005266196,0.00527505,0.005283216,0.005290901,0.00529794,0.005289334,0.005308327,0.005311867,0.00524469,0.005212214,0.00519082,0.005169111,0.005147224,0.005125298,0.005103497,0.005081696,EU-12,biomass -12,10,3,0.032763667,0.032763998,0.032762595,0.032787586,0.032787701,0.032787282,0.032785663,0.032782376,0.032779027,0.032775698,0.032772388,0.032777159,0.032780064,0.032781351,0.032781579,0.032780703,0.032778759,0.032775917,0.032772266,0.032767639,0.032763012,EU-12,FiberCrop -12,10,4,0.033843138,0.033843226,0.033843056,0.033546488,0.033293372,0.033069557,0.032888162,0.032887001,0.032885916,0.032884555,0.032883084,0.032882284,0.032881015,0.032880044,0.032878731,0.032877181,0.032875973,0.03287423,0.032872913,0.032871287,0.032869661,EU-12,MiscCrop -12,10,5,0.019950951,0.019950896,0.01995087,0.018067037,0.01623002,0.014411326,0.012607717,0.012533029,0.012458589,0.012390043,0.012327167,0.012323538,0.012319313,0.012314471,0.012309625,0.012305183,0.012300987,0.012297011,0.012292991,0.012289278,0.012285565,EU-12,OilCrop -12,10,6,0.007665477,0.007665509,0.007665513,0.0077693,0.007861013,0.007940112,0.008016459,0.00792886,0.007841966,0.007755973,0.007670783,0.007671071,0.007671069,0.007670904,0.007670489,0.00766998,0.007669299,0.007668558,0.007667699,0.007666825,0.007665951,EU-12,OtherGrain -12,10,7,0.687396058,0.687396961,0.687396609,0.687372883,0.687305037,0.68721483,0.68709542,0.687024541,0.686934134,0.686826082,0.686690382,0.686687917,0.686655337,0.686597346,0.686509128,0.686398746,0.686261235,0.686097842,0.685911304,0.685702092,0.68549288,EU-12,Rice -12,10,8,0.019360469,0.019360462,0.019360403,0.019359714,0.019358818,0.019358042,0.019356886,0.019356886,0.019356569,0.019356184,0.019355787,0.019355725,0.019355606,0.019355356,0.01935511,0.019354829,0.019354486,0.019354172,0.019353822,0.01935348,0.019353138,EU-12,Root_Tuber -12,10,9,0.050191324,0.050191274,0.050191362,0.050186944,0.050185199,0.050182834,0.050180711,0.050179118,0.050177284,0.050175255,0.050194003,0.050193809,0.050193534,0.050192907,0.050192528,0.050191802,0.050191103,0.050190634,0.050189903,0.050188979,0.050188055,EU-12,SugarCrop -12,10,10,0.007426171,0.007426159,0.007426166,0.007423788,0.00742092,0.007417803,0.007414422,0.007413522,0.007412487,0.007411375,0.007410169,0.007409874,0.007409352,0.007408626,0.007407723,0.007406802,0.007405725,0.007404643,0.007403428,0.007402178,0.007400928,EU-12,Wheat -12,10,11,0.029869232,0.02986917,0.0298692,0.02989486,0.029920241,0.029945695,0.029971129,0.029997085,0.030023156,0.030049103,0.030062211,0.030062627,0.030062664,0.030062922,0.030062987,0.030062888,0.030062802,0.030062606,0.030062564,0.030062366,0.030062168,EU-12,FodderHerb -12,10,12,0.008712378,0.008712403,0.008712367,0.00871236,0.00871237,0.008712408,0.008712359,0.008712399,0.008712386,0.008712365,0.008712391,0.008712445,0.008712375,0.008712388,0.008712375,0.00871241,0.008712396,0.008712391,0.008712387,0.008712379,0.008712371,EU-12,FodderGrass -12,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,11,1,0.005767165,0.005767156,0.005767149,0.005768316,0.005771879,0.00577571,0.005779506,0.005784129,0.005788658,0.005793114,0.005795045,0.005794635,0.005794096,0.005793407,0.005792687,0.005791959,0.005791163,0.00579039,0.005789607,0.005788806,0.005788005,EU-12,Corn -12,11,2,0,0,0,0,0.003885053,0.003893104,0.003899629,0.003905618,0.003864047,0.003772844,0.003725877,0.003739198,0.003757964,0.003791939,0.003824589,0.003847185,0.003831031,0.003814804,0.003798551,0.00378235,0.003766149,EU-12,biomass -12,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,11,4,0.034899289,0.034899356,0.034899366,0.034449087,0.034046918,0.03369131,0.033366825,0.033380378,0.033393896,0.033407459,0.033420574,0.033420074,0.033419392,0.033418907,0.03341806,0.033417328,0.03341646,0.03341569,0.03341478,0.03341389,0.033413,EU-12,MiscCrop -12,11,5,0.009706261,0.009706248,0.009706242,0.008653903,0.007624541,0.006615694,0.005622168,0.005555383,0.005491728,0.005433482,0.005378192,0.00537698,0.005375593,0.005373963,0.00537236,0.005370846,0.005369452,0.005368084,0.005366751,0.005365474,0.005364197,EU-12,OilCrop -12,11,6,0.013831132,0.013831132,0.013831109,0.014181109,0.014496643,0.014787551,0.015058516,0.014749109,0.014452023,0.014160671,0.013880965,0.013881325,0.013881333,0.01388113,0.013880668,0.013880039,0.013879298,0.0138784,0.013877401,0.013876421,0.013875441,EU-12,OtherGrain -12,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,11,8,0.024795911,0.024795952,0.024795908,0.024793952,0.02479141,0.024788884,0.024786264,0.024785839,0.024784961,0.024783983,0.024782789,0.024782573,0.02478212,0.024781568,0.024780861,0.024780052,0.024779166,0.024778238,0.024777315,0.024776161,0.024775007,EU-12,Root_Tuber -12,11,9,0.009889494,0.009889529,0.009889862,0.009889434,0.009889253,0.009889071,0.009888873,0.00988872,0.00988854,0.009888358,0.009892444,0.009892407,0.009892401,0.00989235,0.009892286,0.009892237,0.009892156,0.009892115,0.009892037,0.00989198,0.009891923,EU-12,SugarCrop -12,11,10,0.005774788,0.005774784,0.005774799,0.005772728,0.005770097,0.005767256,0.00576415,0.005763315,0.005762364,0.00576135,0.005760227,0.005759966,0.005759486,0.005758802,0.00575797,0.005757081,0.00575614,0.005755101,0.005754011,0.005752893,0.005751775,EU-12,Wheat -12,11,11,0.019237693,0.019237741,0.019237734,0.019254567,0.019271095,0.019287676,0.019304272,0.019321376,0.019338382,0.019355368,0.019364127,0.019364323,0.019364504,0.019364575,0.019364602,0.019364606,0.019364518,0.019364411,0.019364277,0.0193641,0.019363923,EU-12,FodderHerb -12,11,12,0.003185305,0.003185296,0.003185172,0.003185173,0.003185174,0.003185171,0.003185173,0.00318517,0.003185177,0.003185178,0.003185169,0.003185176,0.00318517,0.003185177,0.003185172,0.00318518,0.003185166,0.003185177,0.003185172,0.003185174,0.003185176,EU-12,FodderGrass -12,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Corn -12,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,biomass -12,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,MiscCrop -12,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OilCrop -12,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OtherGrain -12,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Root_Tuber -12,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,SugarCrop -12,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Wheat -12,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderHerb -12,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderGrass -12,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -12,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Corn -12,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,biomass -12,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FiberCrop -12,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,MiscCrop -12,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OilCrop -12,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,OtherGrain -12,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Rice -12,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Root_Tuber -12,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,SugarCrop -12,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,Wheat -12,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderHerb -12,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,FodderGrass -12,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-12,PalmFruit -13,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Corn -13,4,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,4,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,MiscCrop -13,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OilCrop -13,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OtherGrain -13,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Rice -13,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Root_Tuber -13,4,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,SugarCrop -13,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Wheat -13,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderHerb -13,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderGrass -13,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,8,1,0.75926029,0.75925655,0.759258217,0.758832143,0.758765169,0.758647463,0.758527571,0.758490063,0.758438702,0.758381366,0.75832303,0.75827962,0.758222638,0.758151554,0.758078176,0.758004328,0.75792555,0.757848646,0.75777231,0.757693503,0.757614696,EU-15,Corn -13,8,2,0,0,0,0,0.057163122,0.056830767,0.056384388,0.05655103,0.057042218,0.058919255,0.059686002,0.060214303,0.060285101,0.060126066,0.060117912,0.060186162,0.060230703,0.060262612,0.060288083,0.060311948,0.060335813,EU-15,biomass -13,8,3,0.694443982,0.694446145,0.694444245,0.694482092,0.694477958,0.694471377,0.694454243,0.694429764,0.694403795,0.694379326,0.694355854,0.694398944,0.694428574,0.694445928,0.694451431,0.694447244,0.694432007,0.694408151,0.694376148,0.694337925,0.694299702,EU-15,FiberCrop -13,8,4,0.266665323,0.266666022,0.266665628,0.268339269,0.269848064,0.271275599,0.272536079,0.272177518,0.271815924,0.271455527,0.271091564,0.27108096,0.271067667,0.271053224,0.271037127,0.27102107,0.271004303,0.270986759,0.27096907,0.270950514,0.270931958,EU-15,MiscCrop -13,8,5,0.212254531,0.212254858,0.212254853,0.211835954,0.211702817,0.211581685,0.211532942,0.211498541,0.21146027,0.211422402,0.211386465,0.211294821,0.211186418,0.211063252,0.210940853,0.210826943,0.21071935,0.210618679,0.2105178,0.210422324,0.210326848,EU-15,OilCrop -13,8,6,0.100020767,0.100020631,0.100020352,0.101051985,0.102018284,0.102859676,0.103609451,0.102483725,0.101296619,0.10007432,0.098814083,0.09883683,0.098831162,0.098806531,0.098758184,0.098701455,0.098629699,0.098553798,0.098467941,0.098380864,0.098293787,EU-15,OtherGrain -13,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,EU-15,Rice -13,8,8,0.150217043,0.150217727,0.150216757,0.150199735,0.150180471,0.150161136,0.150140857,0.150137096,0.150130485,0.150123191,0.150114125,0.150112908,0.150109566,0.150105338,0.150099535,0.150093861,0.150087049,0.150080356,0.150073023,0.150064482,0.150055941,EU-15,Root_Tuber -13,8,9,0.497872786,0.497873132,0.497875942,0.497749056,0.497694551,0.497637044,0.497574104,0.497524705,0.497472191,0.497414197,0.497246412,0.497237879,0.497225704,0.497210692,0.497194667,0.497178144,0.497158314,0.497138598,0.49711817,0.497095048,0.497071926,EU-15,SugarCrop -13,8,10,0.05314205,0.053142287,0.053142203,0.05310208,0.053057999,0.053010222,0.052958655,0.052945194,0.052928677,0.052911185,0.052892036,0.05288683,0.052877847,0.052865665,0.052851216,0.052836616,0.052820612,0.052804246,0.052786669,0.052768899,0.052751129,EU-15,Wheat -13,8,11,0.174269512,0.174268623,0.174268688,0.174275431,0.174340563,0.174343158,0.174345546,0.174357052,0.174367659,0.174376867,0.17438559,0.174390016,0.174393103,0.174394915,0.17439592,0.174395148,0.174393476,0.174391443,0.174389563,0.174385717,0.174381871,EU-15,FodderHerb -13,8,12,0.064458945,0.064459087,0.064459862,0.061060632,0.058017968,0.055275933,0.052807309,0.054433884,0.056177533,0.058046078,0.060047364,0.060047387,0.060047319,0.060047176,0.060047335,0.060047258,0.060047189,0.060047279,0.060047151,0.060047271,0.060047391,EU-15,FodderGrass -13,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,9,1,0.624922618,0.624924493,0.624924012,0.624544066,0.624516564,0.624412207,0.624308279,0.624274756,0.624229155,0.624179496,0.6241261,0.624088845,0.624039805,0.62397715,0.623911314,0.623846702,0.623779674,0.623710104,0.623641789,0.623572782,0.623503775,EU-15,Corn -13,9,2,0,0,0,0,0.058381871,0.058294396,0.058107594,0.058150939,0.058507398,0.05922379,0.059968243,0.060452824,0.060492093,0.060318389,0.060295583,0.060352692,0.060390425,0.060417628,0.060438459,0.060458834,0.060479209,EU-15,biomass -13,9,3,0.918281716,0.918282043,0.918282207,0.918315588,0.918313207,0.918307485,0.918294916,0.918274436,0.91825451,0.918235432,0.918216083,0.918250558,0.918273561,0.918286408,0.91829022,0.918286709,0.918274988,0.918255708,0.918230788,0.918201433,0.918172078,EU-15,FiberCrop -13,9,4,0.308324181,0.308324798,0.308325386,0.314899972,0.320887675,0.326463382,0.331606825,0.331304298,0.330999493,0.330695513,0.330388,0.33037746,0.330365132,0.330350952,0.330335242,0.330320036,0.330303364,0.330286473,0.330269457,0.330250943,0.330232429,EU-15,MiscCrop -13,9,5,0.251732313,0.251732348,0.251731932,0.250825701,0.250591898,0.250389144,0.250102773,0.250013543,0.249832958,0.249651638,0.249559821,0.249341564,0.249086518,0.248796071,0.248505352,0.24823514,0.247980065,0.24774033,0.24750089,0.247274116,0.247047342,EU-15,OilCrop -13,9,6,0.108542053,0.108541942,0.108542135,0.109776856,0.110949013,0.112077241,0.113113813,0.111747938,0.110326783,0.108913587,0.107507213,0.107528252,0.107523994,0.107503798,0.107462437,0.107412734,0.107349898,0.10728256,0.107206225,0.10712919,0.107052155,EU-15,OtherGrain -13,9,7,0.992221398,0.992221402,0.992221404,0.992283323,0.992344088,0.992403466,0.992457983,0.992517206,0.992575142,0.992631935,0.992684118,0.992715643,0.992745893,0.992775081,0.992803098,0.992830169,0.992856203,0.992881321,0.992905487,0.992928767,0.992952047,EU-15,Rice -13,9,8,0.377353911,0.37735411,0.377353996,0.377318921,0.377280119,0.37724024,0.377199935,0.377191948,0.377178548,0.377163296,0.377146377,0.377142834,0.37713637,0.377128386,0.377115031,0.377104149,0.377090401,0.377076554,0.377061975,0.377044462,0.377026949,EU-15,Root_Tuber -13,9,9,0.703466886,0.70346681,0.703466361,0.703362624,0.703317836,0.703270322,0.703219631,0.703178688,0.703133534,0.703086248,0.702946236,0.702939725,0.702930425,0.702918091,0.702905105,0.702891088,0.702875441,0.702858844,0.702841565,0.702822039,0.702802513,EU-15,SugarCrop -13,9,10,0.056081018,0.056080832,0.056080997,0.056027997,0.055970845,0.055908967,0.055842114,0.055824413,0.055803097,0.055780385,0.055755847,0.055749252,0.055737847,0.055721943,0.055703324,0.055684352,0.055663984,0.055642381,0.05561977,0.05559619,0.05557261,EU-15,Wheat -13,9,11,0.268557476,0.268556835,0.268558016,0.268566516,0.268655678,0.268658369,0.268661526,0.268677977,0.268690357,0.268703004,0.268714905,0.268720913,0.268724489,0.268726743,0.268727773,0.268727176,0.268725497,0.268722508,0.268718705,0.268714398,0.268710091,EU-15,FodderHerb -13,9,12,0.036380921,0.036380926,0.036380967,0.034407942,0.032647194,0.031064792,0.0296435,0.030579576,0.031584692,0.032663438,0.033820962,0.033820965,0.033821026,0.033821014,0.033820982,0.033821054,0.033821056,0.033821119,0.033821083,0.033821117,0.033821151,EU-15,FodderGrass -13,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,10,1,0.419918499,0.419918172,0.419918412,0.419647035,0.419661247,0.419587352,0.419511743,0.419488294,0.419456026,0.419420574,0.419383748,0.419358317,0.419322792,0.419279542,0.419234154,0.419188045,0.419139183,0.419090577,0.419042138,0.418991993,0.418941848,EU-15,Corn -13,10,2,0,0,0,0,0.021872379,0.021991998,0.022087827,0.021762956,0.021491617,0.021666886,0.021903991,0.022055364,0.022047788,0.021971767,0.021943274,0.021957165,0.021966331,0.021972878,0.02197798,0.021982901,0.021987822,EU-15,biomass -13,10,3,0.948658053,0.948657804,0.948657591,0.948675173,0.948673689,0.948670383,0.948664015,0.948652439,0.948641585,0.948631038,0.948620652,0.948639728,0.948652451,0.9486593,0.948661664,0.948659746,0.948653413,0.948642934,0.94862953,0.948613258,0.948596986,EU-15,FiberCrop -13,10,4,0.215007391,0.21500737,0.215007492,0.21770728,0.220133125,0.222355682,0.224367651,0.224131519,0.223894517,0.223656571,0.223417793,0.223410633,0.223402363,0.223392756,0.223382634,0.223371986,0.223360428,0.22334955,0.223337003,0.223324989,0.223312975,EU-15,MiscCrop -13,10,5,0.152056706,0.152056846,0.152056557,0.151907081,0.152013195,0.152075273,0.152136934,0.150592414,0.149111599,0.147753068,0.146515161,0.146436897,0.146345414,0.146242542,0.146140274,0.146045848,0.14595793,0.145876101,0.145795145,0.145718784,0.145642423,EU-15,OilCrop -13,10,6,0.051318445,0.051318397,0.051318345,0.051582,0.051829943,0.052077375,0.052302349,0.052049393,0.051794075,0.051538949,0.05126201,0.051265802,0.051265627,0.05126321,0.051257324,0.051250176,0.051240679,0.051230428,0.051218926,0.051206971,0.051195016,EU-15,OtherGrain -13,10,7,0.983296542,0.983296623,0.983296576,0.983429456,0.98355985,0.98368775,0.983805784,0.983933111,0.984057952,0.984180578,0.984293927,0.984361024,0.984426023,0.98448912,0.984550148,0.98460951,0.984667073,0.984723155,0.984777398,0.984830169,0.98488294,EU-15,Rice -13,10,8,0.339254382,0.339254541,0.339255239,0.339242973,0.339231376,0.339218203,0.339205096,0.339202152,0.339198589,0.339193786,0.339187999,0.339187099,0.339184304,0.339182693,0.339178513,0.339174196,0.339169983,0.339165831,0.339160497,0.339156104,0.339151711,EU-15,Root_Tuber -13,10,9,0.250442356,0.250442246,0.250442696,0.250405404,0.250389511,0.250372711,0.250354778,0.25034091,0.250325132,0.250308481,0.250210228,0.250207277,0.250203953,0.25020007,0.250195725,0.250191512,0.250185147,0.250179585,0.250173498,0.250167773,0.250162048,EU-15,SugarCrop -13,10,10,0.030298142,0.030298074,0.030298128,0.030284812,0.030271526,0.030257239,0.03024169,0.030237771,0.030232879,0.030227691,0.030222235,0.030220994,0.030218474,0.030214979,0.030210907,0.030206645,0.030201804,0.030196742,0.03019146,0.030185927,0.030180394,EU-15,Wheat -13,10,11,0.085786879,0.085786799,0.08578672,0.08578947,0.085824481,0.085825489,0.085826337,0.085830974,0.085834863,0.085838377,0.085841612,0.085843367,0.085844497,0.085845103,0.085845352,0.08584521,0.085844623,0.085844047,0.085843013,0.085841617,0.085840221,EU-15,FodderHerb -13,10,12,0.044924739,0.044924677,0.044924744,0.044924789,0.04492479,0.044924657,0.044924726,0.044924701,0.044924675,0.044924654,0.044924707,0.044924902,0.044924683,0.044924807,0.044924691,0.044924631,0.04492468,0.044924711,0.044924722,0.044924696,0.04492467,EU-15,FodderGrass -13,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,11,1,0.440649679,0.440649061,0.440649825,0.440477223,0.440525055,0.440477293,0.440429089,0.440413951,0.440393296,0.440370676,0.440346874,0.440330348,0.440307566,0.440279684,0.440250142,0.440220319,0.440188758,0.440157358,0.440125937,0.440093444,0.440060951,EU-15,Corn -13,11,2,0,0,0,0,0.027979174,0.027838446,0.027682127,0.02743971,0.027462581,0.028118982,0.02844138,0.028601641,0.028567765,0.028458794,0.028423062,0.028432434,0.02843866,0.028443197,0.028446646,0.028450007,0.028453368,EU-15,biomass -13,11,3,0.248754285,0.248754227,0.248754645,0.248880202,0.248878729,0.248871276,0.248846018,0.248798754,0.248748208,0.248700884,0.248651122,0.248729176,0.24877909,0.24880501,0.248812431,0.24880189,0.24877397,0.248733209,0.248676885,0.248609547,0.248542209,EU-15,FiberCrop -13,11,4,0.241265884,0.241266152,0.241266007,0.24363809,0.245706522,0.247625247,0.249392912,0.249223851,0.249053601,0.248883712,0.248794293,0.24878897,0.248783246,0.248776216,0.248769722,0.248762033,0.248754072,0.248745609,0.248738234,0.24872885,0.248719466,EU-15,MiscCrop -13,11,5,0.159333961,0.159333957,0.159333895,0.159359889,0.159545561,0.159677378,0.159809655,0.157448051,0.155170058,0.153088446,0.151086592,0.151054059,0.151017233,0.150974931,0.150932811,0.150893178,0.150857563,0.150823302,0.15078905,0.150756859,0.150724668,EU-15,OilCrop -13,11,6,0.052776963,0.052777119,0.052777081,0.054168273,0.055528556,0.056803822,0.058034382,0.056793441,0.055552502,0.054291192,0.053034348,0.053036292,0.05303623,0.053034936,0.053032136,0.053028855,0.05302452,0.053019578,0.053014224,0.053008906,0.053003588,EU-15,OtherGrain -13,11,7,0.992213828,0.992213787,0.992213819,0.992276942,0.992339084,0.992400328,0.992457221,0.992517874,0.992577553,0.992636463,0.992691301,0.99272285,0.992753734,0.99278397,0.992813644,0.992842769,0.992871321,0.992899401,0.992926927,0.992953917,0.992980907,EU-15,Rice -13,11,8,0.36064676,0.360646335,0.360646904,0.360637273,0.360627206,0.360616652,0.360605115,0.360603916,0.36060012,0.360596098,0.360591155,0.360590023,0.360587213,0.360585626,0.36058237,0.360579792,0.360576242,0.360572234,0.360567964,0.360563725,0.360559486,EU-15,Root_Tuber -13,11,9,0.173394512,0.173394705,0.17339467,0.173377172,0.173369678,0.173361358,0.173353212,0.173346406,0.173339114,0.173331721,0.173261034,0.173259935,0.173258382,0.173256933,0.173254938,0.173252012,0.173249911,0.173247398,0.173244434,0.173241346,0.173238258,EU-15,SugarCrop -13,11,10,0.018206896,0.018206879,0.018206899,0.018200559,0.018194478,0.01818786,0.018180732,0.018178862,0.018176642,0.018174344,0.01817179,0.018171248,0.018170186,0.018168633,0.018166789,0.018164889,0.018162645,0.018160333,0.018157784,0.018155237,0.01815269,EU-15,Wheat -13,11,11,0.201219567,0.201219274,0.201219369,0.201223391,0.201295165,0.201296517,0.201297596,0.201304706,0.201310599,0.201316055,0.201320385,0.20132372,0.201325442,0.201326599,0.201326536,0.201325993,0.201326274,0.20132416,0.201323851,0.20132167,0.201319489,EU-15,FodderHerb -13,11,12,0.060787161,0.060786957,0.060787136,0.057569441,0.054690842,0.052097259,0.049763226,0.051301181,0.052949958,0.054717162,0.056610788,0.056610706,0.056610818,0.056610762,0.056610681,0.056610756,0.056610714,0.056610705,0.056610797,0.056610605,0.056610413,EU-15,FodderGrass -13,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,12,1,0.352160314,0.352161236,0.35216077,0.352011417,0.352059757,0.352017745,0.351975605,0.351961856,0.351944433,0.351923641,0.351902474,0.351887987,0.351868154,0.351841384,0.351815744,0.351789179,0.351759813,0.351731327,0.351702099,0.351673692,0.351645285,EU-15,Corn -13,12,2,0,0,0,0,0.02320074,0.023086631,0.022958613,0.022690337,0.022623737,0.023218354,0.023688889,0.023724089,0.02371797,0.023628027,0.023568857,0.023577318,0.023583041,0.023586904,0.02359006,0.02359312,0.02359618,EU-15,biomass -13,12,3,0.191270152,0.191270635,0.191270958,0.191374837,0.191374429,0.191369661,0.191351712,0.191314992,0.191276029,0.191239443,0.191202038,0.191259915,0.191297538,0.19131668,0.191321863,0.191312832,0.191291403,0.191261696,0.191219239,0.191168936,0.191118633,EU-15,FiberCrop -13,12,4,0.159092774,0.159092809,0.159093025,0.160886095,0.162518615,0.163986003,0.1652849,0.165218817,0.165151528,0.165083615,0.165014655,0.165009305,0.165002749,0.164994999,0.164986736,0.164978669,0.164969981,0.164960795,0.164950734,0.16494061,0.164930486,EU-15,MiscCrop -13,12,5,0.098717539,0.098717368,0.098717343,0.098678432,0.098718007,0.098722217,0.098764628,0.096773821,0.094892205,0.093153272,0.091479311,0.091453199,0.091421742,0.091387243,0.091351515,0.091318284,0.09128715,0.091257992,0.091228597,0.091201419,0.091174241,EU-15,OilCrop -13,12,6,0.042270748,0.042270727,0.042270705,0.043305007,0.04431108,0.045263438,0.04617665,0.045270594,0.044360886,0.043449704,0.042538022,0.042539759,0.042539921,0.042538845,0.042536003,0.042532788,0.042528283,0.042523248,0.0425177,0.042512007,0.042506314,EU-15,OtherGrain -13,12,7,0.99100848,0.991013584,0.991008854,0.991082339,0.991154998,0.991226978,0.991294404,0.991365337,0.991435581,0.991505166,0.991570314,0.991606763,0.991642864,0.991678652,0.991714122,0.991749314,0.991784183,0.991818821,0.99185314,0.991887195,0.99192125,EU-15,Rice -13,12,8,0.308673113,0.308673436,0.308673851,0.308664719,0.308655466,0.308645907,0.308636003,0.308633072,0.308630301,0.308626324,0.308622135,0.308620625,0.308619736,0.308618702,0.308614419,0.308611049,0.308607902,0.308605288,0.308600153,0.308596619,0.308593085,EU-15,Root_Tuber -13,12,9,0.037535881,0.037535881,0.037535615,0.037525827,0.037521639,0.037517283,0.037512594,0.037508971,0.037504715,0.037500283,0.037480138,0.037479512,0.037478566,0.037477383,0.037476415,0.037475104,0.037473411,0.037472177,0.037470488,0.03746884,0.037467192,EU-15,SugarCrop -13,12,10,0.006317806,0.006317809,0.006317801,0.006316207,0.006314648,0.006312942,0.006311076,0.006310567,0.006309987,0.006309362,0.00630868,0.006308522,0.006308232,0.006307835,0.006307333,0.006306791,0.006306193,0.006305528,0.006304823,0.006304098,0.006303373,EU-15,Wheat -13,12,11,0.225533064,0.225533316,0.225533655,0.225538449,0.225616235,0.225618254,0.225619227,0.225628703,0.225636971,0.225643551,0.225649727,0.225652809,0.225655385,0.225656969,0.225656487,0.225656834,0.225655585,0.22565438,0.225652205,0.225649091,0.225645977,EU-15,FodderHerb -13,12,12,0.017312035,0.017312012,0.017312055,0.016355569,0.015503824,0.014739635,0.014054482,0.014505695,0.014990646,0.015511648,0.016071553,0.016071489,0.016071518,0.016071546,0.016071437,0.016071468,0.016071455,0.01607155,0.016071509,0.016071468,0.016071427,EU-15,FodderGrass -13,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Corn -13,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,MiscCrop -13,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OilCrop -13,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,OtherGrain -13,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Rice -13,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Root_Tuber -13,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,SugarCrop -13,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,Wheat -13,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderHerb -13,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FodderGrass -13,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,14,1,0.11464041,0.114639945,0.114639395,0.114639411,0.114683435,0.114683371,0.114683436,0.114683326,0.114683336,0.114683564,0.114683582,0.114683395,0.114683544,0.114683591,0.114683386,0.114683563,0.114683362,0.11468346,0.11468336,0.114683384,0.114683408,EU-15,Corn -13,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,14,4,0.10670136,0.106702033,0.106701889,0.107359125,0.107977445,0.108515216,0.109014472,0.108969311,0.108923655,0.108878152,0.108832251,0.108830043,0.108827289,0.108824435,0.108821159,0.108817904,0.108814306,0.108810869,0.108807239,0.108803415,0.108799591,EU-15,MiscCrop -13,14,5,0.017327555,0.017329628,0.017326708,0.017356283,0.017378596,0.01740833,0.017430685,0.01781654,0.018202836,0.018597461,0.018992364,0.018992434,0.018992303,0.018992348,0.018992343,0.018992336,0.018992356,0.018992419,0.018992407,0.018992388,0.018992369,EU-15,OilCrop -13,14,6,0.045947463,0.045948699,0.045946034,0.047421591,0.048802849,0.050118978,0.051341513,0.050068261,0.048762486,0.047428765,0.046071345,0.046072148,0.046072294,0.046071419,0.046069923,0.046067818,0.046065065,0.046062072,0.046058845,0.046055597,0.046052349,EU-15,OtherGrain -13,14,7,0.723845672,0.723853738,0.723851151,0.725507067,0.727157174,0.728800659,0.730351323,0.731982914,0.733607642,0.735226139,0.736752773,0.737600299,0.738445027,0.739287488,0.74012838,0.740966944,0.741803226,0.742638111,0.743470739,0.744300512,0.745130285,EU-15,Rice -13,14,8,0.158244519,0.158225575,0.158213188,0.158213135,0.15821324,0.158213145,0.158213081,0.158212942,0.158212862,0.158212352,0.158212777,0.158213353,0.158213055,0.158212908,0.15821318,0.158212501,0.158213304,0.15821257,0.158213096,0.158212886,0.158212676,EU-15,Root_Tuber -13,14,9,0.010717058,0.010712184,0.010717874,0.010715879,0.010715034,0.01071413,0.010713128,0.010712372,0.010711523,0.010710617,0.010705077,0.010704929,0.010704781,0.010704567,0.01070432,0.010704001,0.010703751,0.010703442,0.010703096,0.010702718,0.01070234,EU-15,SugarCrop -13,14,10,0.001978187,0.001980587,0.00198154,0.001981543,0.001981537,0.00198154,0.001981534,0.00198154,0.001981544,0.001981537,0.001981536,0.001981542,0.001981535,0.001981537,0.001981531,0.001981541,0.001981538,0.001981541,0.001981541,0.001981545,0.001981549,EU-15,Wheat -13,14,11,0.07023088,0.070229956,0.070230517,0.070231805,0.070260806,0.070261064,0.070261458,0.070263685,0.070265777,0.070267851,0.070269543,0.070270498,0.070271066,0.070271668,0.070271376,0.070271529,0.070270941,0.070271055,0.070270015,0.070269707,0.070269399,EU-15,FodderHerb -13,14,12,0.038568304,0.038567647,0.038567819,0.038567869,0.038567899,0.038567846,0.038567772,0.038567819,0.038567737,0.038567778,0.038567813,0.038567822,0.038567833,0.038567879,0.038567835,0.038567838,0.038567855,0.038567803,0.038567842,0.038567772,0.038567702,EU-15,FodderGrass -13,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,15,1,0.01501876,0.015018856,0.015018871,0.015018387,0.015024639,0.01502451,0.015024411,0.015024356,0.015024269,0.015024213,0.015024181,0.015024149,0.015024054,0.015024015,0.015023896,0.015023851,0.015023756,0.015023666,0.015023573,0.015023516,0.015023459,EU-15,Corn -13,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,15,4,0.042184103,0.042184231,0.042184149,0.043081066,0.043869684,0.044580263,0.045208986,0.045189119,0.04516891,0.045148968,0.045128715,0.045127709,0.045126696,0.045125342,0.04512399,0.045122659,0.045121425,0.045119987,0.045118494,0.045117112,0.04511573,EU-15,MiscCrop -13,15,5,0.004437221,0.0044373,0.004437247,0.004448258,0.004457757,0.004467265,0.00447486,0.004453447,0.004432137,0.004412824,0.004395515,0.004395408,0.004395269,0.004395113,0.004394957,0.004394821,0.004394694,0.004394575,0.004394451,0.004394332,0.004394213,EU-15,OilCrop -13,15,6,0.00591348,0.005913484,0.005913489,0.006078509,0.006229412,0.006370379,0.006503337,0.006368304,0.00623059,0.006090477,0.005943042,0.005943059,0.005943079,0.00594304,0.005943024,0.005942984,0.005942938,0.005942857,0.005942797,0.005942756,0.005942715,EU-15,OtherGrain -13,15,7,0.900024249,0.900025705,0.900023153,0.90076704,0.901505518,0.902238596,0.902926896,0.903651055,0.904370358,0.905083235,0.905753845,0.906126654,0.906496979,0.906864962,0.907232004,0.907597048,0.907960584,0.908321609,0.908681812,0.909039475,0.909397138,EU-15,Rice -13,15,8,0.137168453,0.137168741,0.137168232,0.13716559,0.137162758,0.137159929,0.137157523,0.137155909,0.137155577,0.137153915,0.137153377,0.137151935,0.137151907,0.137151098,0.137150851,0.137149827,0.137148992,0.13714836,0.137146995,0.137145566,0.137144137,EU-15,Root_Tuber -13,15,9,0.113992689,0.113992711,0.11399292,0.113987753,0.11398562,0.113983415,0.113981146,0.113979289,0.113977286,0.113974937,0.11392847,0.113928263,0.113927637,0.113927113,0.113926519,0.113925914,0.113925145,0.11392429,0.113923542,0.113922678,0.113921814,EU-15,SugarCrop -13,15,10,0.000118297,0.00011833,0.000118342,0.000118339,0.000118336,0.000118332,0.000118328,0.000118327,0.000118326,0.000118324,0.000118323,0.000118323,0.000118322,0.000118321,0.00011832,0.000118319,0.000118318,0.000118316,0.000118315,0.000118313,0.000118311,EU-15,Wheat -13,15,11,0.022608154,0.022608303,0.022608178,0.022608693,0.022618369,0.022618591,0.022618738,0.022619608,0.022620368,0.022621061,0.022621717,0.02262206,0.022622199,0.02262236,0.022622431,0.022622379,0.022622247,0.022622195,0.022621919,0.022621671,0.022621423,EU-15,FodderHerb -13,15,12,0.002587178,0.002587192,0.002587182,0.002442222,0.002313335,0.002197861,0.002094454,0.002162531,0.002235764,0.002314522,0.002399216,0.002399214,0.002399213,0.002399216,0.002399216,0.002399212,0.002399214,0.002399217,0.002399218,0.002399218,0.002399218,EU-15,FodderGrass -13,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -13,16,1,0.02147455,0.021475247,0.021474757,0.021470825,0.021478551,0.021477553,0.02147644,0.021476032,0.021475585,0.021475235,0.021474597,0.021474249,0.021473706,0.021473157,0.021472534,0.021471903,0.021471254,0.021470524,0.021469795,0.021469061,0.021468327,EU-15,Corn -13,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,biomass -13,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,FiberCrop -13,16,4,0.002988486,0.002988218,0.002988047,0.002978878,0.002969717,0.002961841,0.002955256,0.002955153,0.002955047,0.002954933,0.002954799,0.002954712,0.002954624,0.002954518,0.002954396,0.002954275,0.00295414,0.002953994,0.002953862,0.002953731,0.0029536,EU-15,MiscCrop -13,16,5,0.006574946,0.006574886,0.006574965,0.006591576,0.006608512,0.006622727,0.006639754,0.006495199,0.006364613,0.006247443,0.00614032,0.00614024,0.006140138,0.006139981,0.006139879,0.006139768,0.006139655,0.006139578,0.006139489,0.006139374,0.006139259,EU-15,OilCrop -13,16,6,0.002464624,0.002464685,0.002464612,0.002567824,0.002666168,0.002761097,0.002853243,0.002760975,0.002669296,0.002577255,0.002485085,0.002485109,0.002485121,0.002485099,0.002485055,0.002484999,0.002484941,0.00248487,0.002484785,0.0024847,0.002484615,EU-15,OtherGrain -13,16,7,0.841856922,0.841863117,0.841864276,0.842964013,0.844055894,0.845140035,0.846159655,0.847232989,0.848298452,0.849357202,0.850352159,0.850907073,0.851458105,0.852006895,0.852551253,0.853092689,0.853631525,0.854167005,0.854699219,0.855228351,0.855757483,EU-15,Rice -13,16,8,0.02957087,0.02957102,0.029570592,0.029570049,0.029569522,0.029569045,0.029568423,0.029568255,0.029568144,0.029567872,0.029567628,0.029567619,0.029567599,0.029567451,0.029567192,0.029567065,0.029566829,0.029566774,0.029566443,0.029566278,0.029566113,EU-15,Root_Tuber -13,16,9,0.229533253,0.229531175,0.229531443,0.229523409,0.229519618,0.229515833,0.229512019,0.229509009,0.229505487,0.229501863,0.229421449,0.22942113,0.229420725,0.229418983,0.229418286,0.229416794,0.229415545,0.22941466,0.229413117,0.229411743,0.229410369,EU-15,SugarCrop -13,16,10,0.000124188,0.000124301,0.000124289,0.000124278,0.000124267,0.000124255,0.000124243,0.00012424,0.000124235,0.000124232,0.000124227,0.000124226,0.000124224,0.000124222,0.000124218,0.000124215,0.000124211,0.000124207,0.000124202,0.000124198,0.000124194,EU-15,Wheat -13,16,11,0.017208138,0.017207608,0.017207885,0.017208268,0.017215719,0.017215809,0.017215946,0.017216602,0.017217231,0.017217737,0.017218194,0.017218431,0.017218653,0.0172187,0.01721871,0.017218734,0.017218667,0.017218562,0.01721838,0.017218241,0.017218102,EU-15,FodderHerb -13,16,12,0.003045603,0.003045526,0.003045514,0.002874959,0.002723296,0.002587402,0.00246571,0.002545824,0.00263201,0.002724684,0.002824342,0.002824349,0.002824337,0.002824341,0.002824349,0.002824347,0.002824347,0.002824343,0.00282434,0.002824345,0.00282435,EU-15,FodderGrass -13,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,EU-15,PalmFruit -14,8,1,0.28059522,0.280596644,0.2805964,0.280128888,0.279970097,0.27984044,0.2797091,0.279666919,0.27961544,0.2795568,0.27949686,0.279456023,0.279399824,0.279329865,0.279253954,0.27917704,0.279093919,0.279008117,0.278921866,0.278834276,0.278746686,Europe_Eastern,Corn -14,8,2,0,0,0,0,0.03539149,0.035381611,0.03535522,0.035323395,0.035302884,0.035336795,0.035433204,0.035443089,0.034965751,0.034640484,0.034916493,0.035191622,0.035168188,0.035128197,0.035087247,0.035060966,0.035034685,Europe_Eastern,biomass -14,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,8,4,0.167115024,0.167115448,0.167115286,0.167047673,0.166979104,0.166910112,0.1668411,0.166776131,0.166710605,0.16664496,0.166578536,0.16657456,0.166570758,0.166565461,0.166560111,0.166555011,0.166548917,0.166543065,0.166537296,0.166531095,0.166524894,Europe_Eastern,MiscCrop -14,8,5,0.041806618,0.041806553,0.041806669,0.041431793,0.041101309,0.040792307,0.040485548,0.040233428,0.039965803,0.039716746,0.039469192,0.039456625,0.039441704,0.03942475,0.039407732,0.039391648,0.039376614,0.039362215,0.039347737,0.039334093,0.039320449,Europe_Eastern,OilCrop -14,8,6,0.073399486,0.073398833,0.073399208,0.073144648,0.07290027,0.07265349,0.072434557,0.072503441,0.072539083,0.072602771,0.072634872,0.072641352,0.072641408,0.072639213,0.07263217,0.072622426,0.072610588,0.072595902,0.072579782,0.072563521,0.07254726,Europe_Eastern,OtherGrain -14,8,7,0.98685145,0.986851447,0.986851566,0.986909936,0.986980269,0.987038048,0.987074912,0.987143193,0.987202206,0.987251108,0.987280445,0.987336563,0.987376337,0.987402395,0.987412809,0.987410609,0.987393282,0.987361701,0.987316253,0.987257473,0.987198693,Europe_Eastern,Rice -14,8,8,0.157234675,0.157234319,0.157233659,0.157204409,0.15717183,0.15713888,0.157104255,0.157098898,0.1570873,0.157074597,0.157059867,0.157057443,0.157052012,0.157045026,0.157035293,0.157025196,0.157013953,0.157002304,0.156990059,0.156975631,0.156961203,Europe_Eastern,Root_Tuber -14,8,9,0.230428183,0.230427455,0.230428105,0.229925909,0.229446146,0.229043535,0.228639246,0.228240247,0.227839869,0.227438649,0.227037906,0.227035284,0.22703219,0.227026357,0.227022408,0.227016093,0.227010145,0.227003589,0.226997637,0.226989373,0.226981109,Europe_Eastern,SugarCrop -14,8,10,0.085877107,0.085877252,0.085877069,0.085832661,0.085786474,0.0857711,0.085717626,0.085703036,0.085686797,0.085669461,0.085650385,0.085646348,0.085638463,0.085627163,0.085612539,0.08559802,0.085581951,0.085563697,0.085544173,0.085524683,0.085505193,Europe_Eastern,Wheat -14,8,11,0.147987878,0.147987929,0.147988025,0.147995049,0.147997616,0.148000125,0.148002326,0.148014161,0.148024703,0.148033941,0.148042569,0.148047076,0.148049831,0.148051619,0.148052064,0.148051944,0.148050621,0.148048739,0.148046022,0.148042501,0.14803898,Europe_Eastern,FodderHerb -14,8,12,0.147736496,0.147736382,0.147736554,0.147736689,0.14773652,0.147736137,0.147736497,0.147736531,0.14773649,0.147736635,0.147736182,0.147736274,0.147736368,0.147736372,0.147736762,0.147735704,0.147735898,0.147736452,0.147736123,0.147736493,0.147736863,Europe_Eastern,FodderGrass -14,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,9,1,0.384476009,0.3844753,0.384475919,0.3843733,0.384337958,0.384310061,0.384281082,0.384271749,0.384260129,0.384247964,0.384234543,0.384225617,0.384213304,0.384197827,0.384181021,0.38416416,0.384146363,0.38412737,0.38410858,0.384089462,0.384070344,Europe_Eastern,Corn -14,9,2,0,0,0,0,0.049109436,0.04892116,0.048742239,0.048499638,0.048275639,0.048128856,0.048104195,0.048292345,0.048211437,0.04818003,0.048550344,0.048698617,0.048865087,0.04882755,0.048769183,0.048731058,0.048692933,Europe_Eastern,biomass -14,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,9,4,0.409149136,0.409149614,0.409149405,0.407983133,0.406920916,0.405858669,0.404902964,0.403638046,0.402477445,0.401319387,0.400264884,0.400260908,0.400255552,0.400250387,0.400243669,0.400235995,0.400229847,0.400222299,0.400216205,0.400208083,0.400199961,Europe_Eastern,MiscCrop -14,9,5,0.105197281,0.105197343,0.105197089,0.104434843,0.103694552,0.102999417,0.102308777,0.101742958,0.101140166,0.100579801,0.100021654,0.100016713,0.100010151,0.100003024,0.099996508,0.09998938,0.099983155,0.099977533,0.099971477,0.099965203,0.099958929,Europe_Eastern,OilCrop -14,9,6,0.056165381,0.056165345,0.05616547,0.056077913,0.055994356,0.055909797,0.055824581,0.055863276,0.055900488,0.055959955,0.055996071,0.055998207,0.055998796,0.055997714,0.055994752,0.055991568,0.055986792,0.055981175,0.055974922,0.05596865,0.055962378,Europe_Eastern,OtherGrain -14,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,9,8,0.14436128,0.144361716,0.144361506,0.144347503,0.144331614,0.144315532,0.144299133,0.14429552,0.14429073,0.144284487,0.144277167,0.144276337,0.144273351,0.144269904,0.144265572,0.144260223,0.14425471,0.14424973,0.144243334,0.144236269,0.144229204,Europe_Eastern,Root_Tuber -14,9,9,0.143444632,0.143444673,0.143444501,0.143103074,0.142773003,0.142496877,0.142219655,0.141945896,0.141672094,0.141397301,0.141122643,0.141120816,0.141119023,0.141116428,0.141113712,0.141110466,0.141107526,0.141103822,0.141100768,0.141096488,0.141092208,Europe_Eastern,SugarCrop -14,9,10,0.153408478,0.153408688,0.153408678,0.153386756,0.153363854,0.153395748,0.153368527,0.153362233,0.153354319,0.153345368,0.153335964,0.153333941,0.15332961,0.153324103,0.153317215,0.153310457,0.153301329,0.15329268,0.153282844,0.153273327,0.15326381,Europe_Eastern,Wheat -14,9,11,0.093053121,0.093053331,0.093053271,0.09305643,0.093057651,0.0930587,0.093059768,0.093064921,0.093069512,0.093073794,0.093077535,0.093079507,0.09308087,0.093081526,0.093081744,0.093081573,0.093081017,0.093080242,0.093079063,0.093077589,0.093076115,Europe_Eastern,FodderHerb -14,9,12,0.062187773,0.062187516,0.062187786,0.062188042,0.062187769,0.062187662,0.0621877,0.062187708,0.062187674,0.062187883,0.062187798,0.062187792,0.062188005,0.06218768,0.062187829,0.062188041,0.062187827,0.062187945,0.062187915,0.062187855,0.062187795,Europe_Eastern,FodderGrass -14,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,10,1,0.187714908,0.187714871,0.187714578,0.187655176,0.187635243,0.187618652,0.187602162,0.187596626,0.187590354,0.187583009,0.18757505,0.187569877,0.187562699,0.187554038,0.187544401,0.187534672,0.1875238,0.187512786,0.187501602,0.187490621,0.18747964,Europe_Eastern,Corn -14,10,2,0,0,0,0,0.014879219,0.014805085,0.014734776,0.014632371,0.014561335,0.014552075,0.014524625,0.0145501,0.014604987,0.014619851,0.014754594,0.014832652,0.014916929,0.014937027,0.014944048,0.014951079,0.01495811,Europe_Eastern,biomass -14,10,3,0.006076395,0.006076441,0.006076358,0.006080395,0.006079894,0.006079083,0.006077556,0.006075083,0.006072872,0.006070806,0.006068654,0.006072722,0.006075423,0.006076891,0.006077405,0.006076956,0.006075522,0.006073276,0.006070269,0.006066717,0.006063165,Europe_Eastern,FiberCrop -14,10,4,0.107840337,0.107840381,0.107840663,0.107335093,0.106872795,0.106412263,0.105994352,0.10545649,0.104961578,0.104468556,0.103977286,0.103975512,0.103973499,0.103971252,0.103968731,0.103966142,0.103963573,0.103960751,0.103957889,0.103954946,0.103952003,Europe_Eastern,MiscCrop -14,10,5,0.088078595,0.088078513,0.08807811,0.086819975,0.085649829,0.084494542,0.083419368,0.082357787,0.081308132,0.080335067,0.079404433,0.079403144,0.079401678,0.07940004,0.079398295,0.079396658,0.079395291,0.079393871,0.079392508,0.07939107,0.079389632,Europe_Eastern,OilCrop -14,10,6,0.017116076,0.017116095,0.017116095,0.017140423,0.017165691,0.017190762,0.017208241,0.017257841,0.017299744,0.017341644,0.017383412,0.017384068,0.017384152,0.017383864,0.017383118,0.017382152,0.017380847,0.017379301,0.017377543,0.017375789,0.017374035,Europe_Eastern,OtherGrain -14,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,10,8,0.016894923,0.016894942,0.016894989,0.016893448,0.016891808,0.016890161,0.016888472,0.01688819,0.016887496,0.016886822,0.016886082,0.01688609,0.016885727,0.016885486,0.01688484,0.016884476,0.016883789,0.016883236,0.016882543,0.016881825,0.016881107,Europe_Eastern,Root_Tuber -14,10,9,0.04498085,0.044980746,0.044980628,0.044858834,0.044743026,0.044645482,0.044548163,0.044451928,0.044355481,0.044258968,0.044162494,0.044161733,0.044160899,0.044159895,0.044158712,0.044157598,0.044155976,0.044154721,0.044153196,0.044151273,0.04414935,Europe_Eastern,SugarCrop -14,10,10,0.034607274,0.034607355,0.034607317,0.034604224,0.034600709,0.034611628,0.034607658,0.034606545,0.034605386,0.034604035,0.034602629,0.034602355,0.034601686,0.034600854,0.034599889,0.03459872,0.034597424,0.034596087,0.034594694,0.034593244,0.034591794,Europe_Eastern,Wheat -14,10,11,0.045567579,0.04556749,0.045567524,0.045569857,0.045570823,0.045571772,0.045572528,0.045576615,0.045580176,0.045583616,0.045586475,0.04558783,0.045589185,0.045589545,0.045589805,0.045589773,0.045589254,0.04558863,0.04558762,0.045586457,0.045585294,Europe_Eastern,FodderHerb -14,10,12,0.031579506,0.031579582,0.03157968,0.031579582,0.031579782,0.031579829,0.031579763,0.031579607,0.031579583,0.031579751,0.031579602,0.031579719,0.031579627,0.031579729,0.031579811,0.031579591,0.031579736,0.031579725,0.031579702,0.031579665,0.031579628,Europe_Eastern,FodderGrass -14,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -14,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Corn -14,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,biomass -14,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FiberCrop -14,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,MiscCrop -14,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OilCrop -14,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,OtherGrain -14,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Rice -14,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Root_Tuber -14,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,SugarCrop -14,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,Wheat -14,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderHerb -14,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,FodderGrass -14,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Eastern,PalmFruit -15,7,1,0.424285708,0.425093625,0.424908417,0.421754398,0.420504427,0.419496232,0.418463716,0.416550398,0.414616752,0.412632619,0.41073265,0.410316048,0.409772358,0.409108901,0.408414451,0.407715443,0.406987071,0.406278979,0.40556909,0.404844934,0.404120778,Europe_Non_EU,Corn -15,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,7,4,0.283698569,0.28369765,0.283697504,0.283229832,0.282759482,0.282287402,0.281814411,0.280565064,0.279316275,0.278157285,0.276998212,0.276984749,0.276968545,0.27695046,0.276930792,0.276910883,0.276890068,0.276868294,0.276844861,0.276822242,0.276799623,Europe_Non_EU,MiscCrop -15,7,5,0.273354587,0.27334848,0.273356814,0.272669564,0.272446023,0.272155661,0.27194857,0.27391952,0.275806964,0.277441522,0.278997954,0.278837744,0.278646613,0.278428213,0.278207609,0.278002027,0.277804863,0.277615715,0.277426449,0.277246125,0.277065801,Europe_Non_EU,OilCrop -15,7,6,0.119142236,0.119141901,0.119142388,0.121445604,0.123598832,0.125639316,0.127560502,0.129925494,0.132123202,0.134200104,0.136148989,0.136154933,0.136154351,0.136149971,0.136140031,0.136127972,0.136112152,0.136094675,0.136074546,0.136054301,0.136034056,Europe_Non_EU,OtherGrain -15,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,7,8,0.70952547,0.709435978,0.709557684,0.7110527,0.712452565,0.713671413,0.714798619,0.714615717,0.714518785,0.714332545,0.71414315,0.714142187,0.714138258,0.714133259,0.714127016,0.714120661,0.71411322,0.714105802,0.71409768,0.714087945,0.71407821,Europe_Non_EU,Root_Tuber -15,7,9,0.748597632,0.748600009,0.748596471,0.748716074,0.748955119,0.749105666,0.74925199,0.749336192,0.749331658,0.749322163,0.749389464,0.749376246,0.749359242,0.749335382,0.749309131,0.749281134,0.749249941,0.749218404,0.749185696,0.74914575,0.749105804,Europe_Non_EU,SugarCrop -15,7,10,0.627500038,0.627500166,0.627499563,0.631575518,0.635009089,0.637822087,0.640213848,0.640463475,0.640704316,0.640940617,0.641170031,0.641150334,0.6411166,0.641070186,0.641013536,0.640955837,0.640890215,0.640822227,0.640748242,0.640673187,0.640598132,Europe_Non_EU,Wheat -15,7,11,0.216409304,0.216417197,0.216413699,0.216424022,0.216428535,0.216432568,0.216436465,0.216455651,0.21647202,0.216486848,0.216500718,0.21650765,0.216512227,0.216514594,0.216515182,0.216515876,0.216513524,0.216510133,0.216506131,0.216500078,0.216494025,Europe_Non_EU,FodderHerb -15,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,8,1,0.141705093,0.14170519,0.141705148,0.141504928,0.141426304,0.141363418,0.141299115,0.140487161,0.139723306,0.138960282,0.138250515,0.138225579,0.138192592,0.138152847,0.138111186,0.138069576,0.138025964,0.137983921,0.137941435,0.137899056,0.137856677,Europe_Non_EU,Corn -15,8,2,0,0,0,0,0.067364862,0.067727312,0.068043578,0.066780029,0.067638467,0.067199429,0.066907849,0.067156792,0.067371312,0.067819596,0.068271376,0.068661263,0.069043177,0.069280971,0.069319612,0.069357434,0.069395256,Europe_Non_EU,biomass -15,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,8,4,0.206895539,0.206895754,0.206894512,0.206810367,0.206724334,0.20656544,0.20647752,0.206183676,0.205889123,0.205593974,0.205369385,0.205362158,0.205353655,0.205344403,0.205334956,0.205324369,0.205313275,0.205302334,0.205291071,0.205278349,0.205265627,Europe_Non_EU,MiscCrop -15,8,5,0.134900087,0.134900104,0.134900096,0.134057238,0.133784901,0.133537238,0.133288689,0.134176221,0.134959715,0.135697513,0.136391848,0.136199907,0.135974194,0.135717403,0.135460278,0.135219911,0.134991603,0.134775906,0.134559816,0.134354529,0.134149242,Europe_Non_EU,OilCrop -15,8,6,0.028109021,0.028109126,0.028109042,0.028701387,0.029256316,0.029783117,0.030279546,0.030887276,0.031464888,0.032011991,0.032526148,0.032528981,0.032528801,0.032526631,0.032522071,0.032516464,0.032509045,0.032501209,0.032491952,0.032482677,0.032473402,Europe_Non_EU,OtherGrain -15,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,Rice -15,8,8,0.453105513,0.453105119,0.453104888,0.454895785,0.456575386,0.458041144,0.459400113,0.459175548,0.459052821,0.458820751,0.45858516,0.458582832,0.458575949,0.458567729,0.458555872,0.458544116,0.458530359,0.458517474,0.458502428,0.458485597,0.458468766,Europe_Non_EU,Root_Tuber -15,8,9,0.625712529,0.62571343,0.625713197,0.625854163,0.626147758,0.626331879,0.62650845,0.626610443,0.626599421,0.626582511,0.626660813,0.626644155,0.626620724,0.626590098,0.626555853,0.626519923,0.626479825,0.626438017,0.626393881,0.626344559,0.626295237,Europe_Non_EU,SugarCrop -15,8,10,0.166866398,0.166866531,0.166866636,0.169276769,0.17132463,0.173013414,0.174455988,0.1746006,0.174737092,0.174870183,0.174997947,0.174981633,0.174953512,0.174913955,0.174866778,0.17481793,0.174763812,0.174707155,0.174646496,0.174584956,0.174523416,Europe_Non_EU,Wheat -15,8,11,0.09448227,0.094482368,0.094482372,0.094486894,0.094488843,0.094490568,0.094492135,0.093941639,0.093429909,0.092920077,0.092448893,0.092451768,0.092453802,0.092454958,0.092455405,0.092455301,0.092454329,0.09245306,0.09245125,0.09244887,0.09244649,Europe_Non_EU,FodderHerb -15,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,9,1,0.104802691,0.104802383,0.104802509,0.104307557,0.103944494,0.103637769,0.103290552,0.102786708,0.102277907,0.101767794,0.101298691,0.101275045,0.101243556,0.101205087,0.10116497,0.101124185,0.101081751,0.101039786,0.10099839,0.10095609,0.10091379,Europe_Non_EU,Corn -15,9,2,0,0,0,0,0.076908324,0.076850693,0.076740216,0.077076383,0.076874021,0.076317408,0.076510263,0.076790227,0.077031563,0.077475996,0.077986132,0.078426296,0.078858011,0.079254004,0.079616921,0.079916336,0.080215751,Europe_Non_EU,biomass -15,9,3,0.998800253,0.998800249,0.998800258,0.999085053,0.999369779,0.999662385,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,9,4,0.142598535,0.142598545,0.142598921,0.142371011,0.142142408,0.141966349,0.141789683,0.141410315,0.140977057,0.140596651,0.140216792,0.14020928,0.140199642,0.140189983,0.140178416,0.140167963,0.140156521,0.140144687,0.140131761,0.140119428,0.140107095,Europe_Non_EU,MiscCrop -15,9,5,0.131080297,0.13108025,0.131080139,0.13011145,0.12977754,0.129469711,0.129161345,0.129567214,0.129916397,0.130169051,0.130426387,0.130224652,0.129986908,0.129717678,0.129447549,0.129195759,0.128957459,0.128733268,0.128509686,0.128296652,0.128083618,Europe_Non_EU,OilCrop -15,9,6,0.028235278,0.028235453,0.028235284,0.028828088,0.029383461,0.029910303,0.030406311,0.030989601,0.031541113,0.032060985,0.032547263,0.032550208,0.032549954,0.032547787,0.032542731,0.032536535,0.032528613,0.032519586,0.03250971,0.032499517,0.032489324,Europe_Non_EU,OtherGrain -15,9,7,0.992091279,0.992091359,0.992091365,0.992156729,0.992217754,0.992277102,0.992331177,0.992436591,0.992536245,0.992633665,0.992725371,0.99275653,0.992786067,0.99281429,0.992841012,0.99286655,0.992890826,0.992913929,0.992935856,0.992956639,0.992977422,Europe_Non_EU,Rice -15,9,8,0.430994456,0.430994644,0.43099481,0.433718738,0.436122736,0.438316309,0.440299197,0.438995693,0.437687644,0.436377656,0.435065353,0.435062347,0.435054557,0.435044588,0.435030873,0.435017972,0.435001154,0.434985525,0.434968619,0.434948562,0.434928505,Europe_Non_EU,Root_Tuber -15,9,9,0.736005355,0.736004823,0.736004459,0.736459808,0.736955982,0.737360676,0.737759803,0.737590532,0.737412947,0.737229418,0.737125453,0.73711282,0.737092964,0.737067339,0.737039505,0.73700924,0.736976552,0.736941658,0.736905086,0.736863408,0.73682173,Europe_Non_EU,SugarCrop -15,9,10,0.184292589,0.184292857,0.184292486,0.187496286,0.190257375,0.1925721,0.19462686,0.194719736,0.194804258,0.194885323,0.194960666,0.194945272,0.19491679,0.194877273,0.194830294,0.194781151,0.194727277,0.194670768,0.194609586,0.194547625,0.194485664,Europe_Non_EU,Wheat -15,9,11,0.093253184,0.093253007,0.09325308,0.092891189,0.092527298,0.092200536,0.091874981,0.091775736,0.091711558,0.091610316,0.091508625,0.091512201,0.091514789,0.091516106,0.091516632,0.091516352,0.091515391,0.091513638,0.091511341,0.091508591,0.091505841,Europe_Non_EU,FodderHerb -15,9,12,0,0.018369087,0.018371156,0.018371144,0.01837115,0.018371151,0.018371162,0.018371144,0.018371139,0.018371176,0.018371152,0.018371166,0.018371148,0.018371155,0.018371148,0.018371147,0.018371145,0.018371172,0.018371152,0.018371128,0.018371104,Europe_Non_EU,FodderGrass -15,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,10,1,0.063717098,0.063717085,0.063717163,0.062848421,0.062092354,0.061377806,0.060695124,0.060511229,0.06032406,0.060136524,0.059948725,0.059938075,0.059923518,0.059905694,0.059886296,0.059866726,0.059845347,0.05982397,0.059802309,0.059780504,0.059758699,Europe_Non_EU,Corn -15,10,2,0,0,0,0,0.072609506,0.072637505,0.072617134,0.072786652,0.0729454,0.072793958,0.072681581,0.072974588,0.073201893,0.073386994,0.073572757,0.073988792,0.074397178,0.074742149,0.074934121,0.074883469,0.074832817,Europe_Non_EU,biomass -15,10,3,0.999974715,0.999974723,0.999974706,0.999980757,0.999986766,0.999992917,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Europe_Non_EU,FiberCrop -15,10,4,0.14943606,0.149435942,0.149436515,0.149641668,0.149844773,0.150047812,0.150250408,0.149850919,0.149450981,0.149051721,0.148706508,0.148697491,0.148687527,0.148676597,0.148663672,0.148651498,0.148638035,0.148623858,0.148610465,0.148595483,0.148580501,Europe_Non_EU,MiscCrop -15,10,5,0.117093957,0.117093963,0.117094005,0.115467987,0.114244785,0.113135178,0.112035293,0.11199687,0.111955343,0.111915025,0.111877588,0.11177299,0.111650385,0.111511891,0.111373263,0.111244752,0.111123227,0.111008558,0.110894682,0.11078642,0.110678158,Europe_Non_EU,OilCrop -15,10,6,0.040383987,0.040384193,0.040384124,0.041044007,0.041664054,0.042239427,0.042785884,0.043458091,0.044101924,0.044698789,0.045264754,0.045267259,0.045267549,0.045265949,0.045262209,0.045257366,0.045251339,0.045244343,0.045236428,0.045228455,0.045220482,Europe_Non_EU,OtherGrain -15,10,7,0.996391139,0.996391066,0.996390837,0.996420935,0.996448977,0.996476267,0.99650116,0.996551,0.996598175,0.996644291,0.996687777,0.996702016,0.996715535,0.996728462,0.996740735,0.996752482,0.996763663,0.996774344,0.996784484,0.996794098,0.996803712,Europe_Non_EU,Rice -15,10,8,0.223971504,0.22397118,0.223971442,0.227879416,0.231444639,0.234816207,0.237983743,0.234507655,0.231137966,0.227800283,0.224569359,0.22456692,0.224558962,0.224550209,0.224537274,0.224524778,0.224510097,0.224495595,0.224478943,0.224460901,0.224442859,Europe_Non_EU,Root_Tuber -15,10,9,0.292997453,0.292997813,0.292997912,0.295053678,0.297143637,0.299145476,0.301058501,0.299791667,0.298427098,0.297154025,0.295969371,0.295957318,0.295940281,0.295917548,0.295892388,0.295866351,0.29583708,0.295807303,0.295775057,0.295739191,0.295703325,Europe_Non_EU,SugarCrop -15,10,10,0.298297533,0.298296314,0.29829712,0.308190182,0.316946802,0.324597577,0.331473207,0.331232688,0.330983556,0.330732063,0.330473028,0.330458373,0.330429307,0.330388361,0.330339625,0.330289499,0.330232263,0.33017343,0.330109023,0.330041665,0.329974307,Europe_Non_EU,Wheat -15,10,11,0.055479002,0.055479077,0.055478953,0.055073852,0.054691543,0.05433381,0.053978162,0.053918831,0.05383627,0.05375315,0.053691987,0.053694748,0.053696616,0.053697673,0.053697963,0.053697829,0.053697054,0.053695774,0.053694135,0.053692055,0.053689975,Europe_Non_EU,FodderHerb -15,10,12,0,0.012284081,0.012278773,0.01227878,0.012278788,0.012278753,0.012278784,0.012278773,0.012278774,0.012278729,0.012278728,0.012278769,0.012278793,0.012278815,0.012278759,0.012278766,0.012278812,0.012278817,0.012278798,0.012278807,0.012278816,Europe_Non_EU,FodderGrass -15,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,11,1,0.006565293,0.006565298,0.006565301,0.006549255,0.006540023,0.00653145,0.006522833,0.006521904,0.006517872,0.006516513,0.006515129,0.006514162,0.006512825,0.006511168,0.006509403,0.006507588,0.006505642,0.006503687,0.00650171,0.006499679,0.006497648,Europe_Non_EU,Corn -15,11,2,0,0,0,0,0.005482013,0.005477956,0.00547288,0.005491218,0.0054927,0.005484347,0.005504783,0.005516795,0.005518504,0.005514499,0.005510514,0.005506321,0.00550671,0.005516572,0.005531157,0.005545812,0.005560467,Europe_Non_EU,biomass -15,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,11,4,0.046227849,0.046227662,0.046227938,0.046336951,0.046426085,0.046534417,0.046642745,0.046639024,0.04665371,0.046648968,0.046643291,0.046639772,0.046635842,0.046631216,0.04662619,0.046621082,0.04661575,0.04661018,0.046604493,0.046598354,0.046592215,Europe_Non_EU,MiscCrop -15,11,5,0.015833772,0.015833779,0.015833713,0.015452558,0.015125924,0.014826006,0.014544509,0.014300592,0.014078353,0.013871407,0.013679302,0.013671668,0.013662613,0.013652371,0.013642004,0.013632474,0.013623411,0.013614732,0.01360625,0.013598027,0.013589804,Europe_Non_EU,OilCrop -15,11,6,0.017452808,0.017452779,0.017452781,0.017370298,0.017295657,0.017221375,0.017154648,0.017073757,0.017000624,0.016927767,0.016862321,0.016862426,0.016862443,0.016862352,0.016862273,0.016862141,0.016862061,0.01686192,0.016861727,0.016861504,0.016861281,Europe_Non_EU,OtherGrain -15,11,7,0.999999991,0.999999992,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999993,0.999999992,0.999999992,0.999999992,0.999999992,Europe_Non_EU,Rice -15,11,8,0.038881417,0.038881334,0.038881319,0.039155407,0.039430974,0.039691823,0.039937489,0.039653849,0.039404429,0.03915637,0.038925716,0.038925591,0.038924973,0.038924111,0.038923035,0.038922006,0.038920724,0.038919476,0.038917983,0.038916511,0.038915039,Europe_Non_EU,Root_Tuber -15,11,9,0.046584531,0.046584747,0.046584664,0.046881488,0.047179848,0.047459154,0.047719849,0.047489674,0.047239893,0.047010221,0.046781085,0.046779197,0.046776341,0.046772682,0.046768313,0.046764049,0.046759419,0.046754499,0.046749652,0.046743485,0.046737318,Europe_Non_EU,SugarCrop -15,11,10,0.011929458,0.011929435,0.011929472,0.012728718,0.013500074,0.014244439,0.014958816,0.014912933,0.014873305,0.014833789,0.014794201,0.014793907,0.014793358,0.014792518,0.014791509,0.014790527,0.014789367,0.014788186,0.014786859,0.014785483,0.014784107,Europe_Non_EU,Wheat -15,11,11,0.012730756,0.012730702,0.012730733,0.01272697,0.012727658,0.012722817,0.01272338,0.012726378,0.012728906,0.012731264,0.012733444,0.012734522,0.012735277,0.012735703,0.012735832,0.01273575,0.012735436,0.012734923,0.012734255,0.012733416,0.012732577,Europe_Non_EU,FodderHerb -15,11,12,0,0.005258726,0.005265562,0.005265549,0.005265547,0.005265565,0.005265569,0.005265576,0.005265573,0.005265546,0.005265559,0.005265564,0.005265554,0.005265574,0.005265554,0.00526554,0.005265551,0.005265556,0.005265555,0.005265564,0.005265573,Europe_Non_EU,FodderGrass -15,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,12,1,0.001762995,0.001762856,0.001762856,0.001762066,0.001761786,0.001761556,0.001761329,0.001761256,0.001761153,0.001761046,0.001760931,0.001760857,0.001760747,0.001760609,0.001760465,0.001760318,0.00176016,0.001759995,0.001759832,0.001759668,0.001759504,Europe_Non_EU,Corn -15,12,2,0,0,0,0,0.00196816,0.001945228,0.001922546,0.001903429,0.001891059,0.001882866,0.001877976,0.001875563,0.001873145,0.001869085,0.001856107,0.001844825,0.001836007,0.001828823,0.001823247,0.001818485,0.001813723,Europe_Non_EU,biomass -15,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,12,4,0.027291998,0.027292159,0.027292453,0.027291005,0.027277726,0.027275927,0.027262496,0.027250123,0.027237384,0.027224767,0.027211846,0.027211066,0.027210017,0.027208966,0.027207635,0.027206425,0.027204974,0.027203691,0.027202273,0.027200612,0.027198951,Europe_Non_EU,MiscCrop -15,12,5,0.002310126,0.002310368,0.002310421,0.002232734,0.002162852,0.002097874,0.002038381,0.001970373,0.001907909,0.001851436,0.001799726,0.001799575,0.001799387,0.001799175,0.001798962,0.001798764,0.001798575,0.001798389,0.001798213,0.00179803,0.001797847,Europe_Non_EU,OilCrop -15,12,6,0.0130307,0.013029699,0.013029638,0.012834696,0.012653554,0.012480288,0.012309341,0.012114742,0.011928313,0.01175476,0.011588711,0.011588745,0.011588742,0.011588728,0.011588724,0.01158869,0.011588645,0.011588596,0.011588518,0.011588467,0.011588416,Europe_Non_EU,OtherGrain -15,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,12,8,0.05497176,0.054971589,0.054971332,0.054968481,0.054965146,0.054962023,0.054958207,0.054957398,0.054956444,0.054954972,0.054953285,0.054953209,0.054952634,0.054951733,0.054950806,0.054949539,0.054948483,0.054947079,0.054945572,0.054944088,0.054942604,Europe_Non_EU,Root_Tuber -15,12,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,SugarCrop -15,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Wheat -15,12,11,0.000364279,0.000364247,0.000364719,0.000364724,0.000364727,0.000364728,0.00036473,0.000364739,0.000364747,0.000364754,0.00036476,0.000364763,0.000364767,0.000364767,0.000364766,0.000364767,0.000364768,0.000364764,0.000364763,0.00036476,0.000364757,Europe_Non_EU,FodderHerb -15,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,14,1,0.008812884,0.008812184,0.008811688,0.008776282,0.008762454,0.008751283,0.008739971,0.008679971,0.008622726,0.008565198,0.008511583,0.008507145,0.008501405,0.008494361,0.008487079,0.008479708,0.008472088,0.00846471,0.008457393,0.0084498,0.008442207,Europe_Non_EU,Corn -15,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,14,4,0.012153027,0.012152802,0.012153038,0.012151755,0.012150306,0.012148868,0.012147278,0.012151749,0.012150889,0.012155163,0.012154145,0.012153458,0.01215269,0.012151826,0.012150783,0.012149855,0.0121488,0.01214779,0.012146646,0.012145546,0.012144446,Europe_Non_EU,MiscCrop -15,14,5,0.015796845,0.015797239,0.015797245,0.015664971,0.015635959,0.01560476,0.015580052,0.015727638,0.015861748,0.015990338,0.01610008,0.016065166,0.016023887,0.01597709,0.015929988,0.015886256,0.015844488,0.015804949,0.015765461,0.015727698,0.015689935,Europe_Non_EU,OilCrop -15,14,6,0.005411569,0.005411593,0.005411649,0.005530456,0.005642135,0.005748541,0.005849246,0.005970793,0.006084149,0.006194267,0.006298148,0.00629838,0.00629835,0.006298169,0.006297767,0.00629727,0.00629661,0.006295877,0.006295086,0.006294262,0.006293438,Europe_Non_EU,OtherGrain -15,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,14,8,0.057996939,0.05799502,0.057995864,0.058389246,0.058759302,0.059083889,0.059385568,0.059334107,0.059306025,0.059252287,0.059198113,0.059197151,0.059194928,0.059192537,0.059189095,0.059185501,0.059181201,0.059177266,0.059172548,0.059167256,0.059161964,Europe_Non_EU,Root_Tuber -15,14,9,0.254704663,0.254705578,0.254704093,0.254818732,0.255056782,0.255206596,0.255350004,0.255432364,0.255423298,0.255409559,0.25547305,0.255460248,0.255441289,0.255415656,0.255388971,0.255358921,0.255326597,0.255291835,0.255257938,0.25521607,0.255174202,Europe_Non_EU,SugarCrop -15,14,10,0.030229233,0.030229245,0.03022934,0.030720192,0.031131346,0.031465383,0.031745053,0.031768597,0.03178895,0.031808119,0.031825088,0.031819028,0.031808073,0.03179317,0.031775106,0.031756666,0.031736006,0.031714666,0.031691542,0.031668053,0.031644564,Europe_Non_EU,Wheat -15,14,11,0.005550073,0.005550491,0.00555034,0.005550671,0.005550819,0.005550944,0.005551042,0.005515615,0.005482726,0.005449969,0.005419726,0.005419938,0.005420079,0.005420169,0.005420176,0.005420156,0.005420094,0.005420001,0.00541989,0.005419707,0.005419524,Europe_Non_EU,FodderHerb -15,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,15,1,0.000383584,0.000383527,0.00038368,0.00038368,0.000383681,0.00038368,0.000383681,0.000381178,0.000378858,0.000376551,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.000374422,0.000374422,0.000374422,0.000374422,0.000374421,0.00037442,Europe_Non_EU,Corn -15,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,15,4,0.010951571,0.010951514,0.010951334,0.0109405,0.010924844,0.010913762,0.010902692,0.010883086,0.010868069,0.010852941,0.010837761,0.010837052,0.010836133,0.010835237,0.010834142,0.010833112,0.010831942,0.010830816,0.01082961,0.010828417,0.010827224,Europe_Non_EU,MiscCrop -15,15,5,0.005936697,0.005937083,0.005935989,0.005911913,0.005892879,0.005873971,0.005852604,0.005892273,0.005929613,0.00596205,0.005994701,0.00599393,0.005993006,0.00599195,0.005990895,0.005989915,0.005988994,0.005988113,0.005987243,0.005986412,0.005985581,Europe_Non_EU,OilCrop -15,15,6,0.004387846,0.00438774,0.004387704,0.004485448,0.004577454,0.004665325,0.004748724,0.00484821,0.00494125,0.005029543,0.005112822,0.005112839,0.005112829,0.00511282,0.005112773,0.005112776,0.005112736,0.005112711,0.005112673,0.005112645,0.005112617,Europe_Non_EU,OtherGrain -15,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,15,8,0.010763294,0.010766585,0.01076276,0.010840728,0.010914562,0.010979551,0.01104009,0.011030419,0.011025434,0.011015569,0.011005719,0.011005653,0.011005504,0.011005391,0.011005187,0.011004949,0.011004696,0.011004436,0.01100417,0.011003874,0.011003578,Europe_Non_EU,Root_Tuber -15,15,9,0.134702337,0.134702084,0.134707948,0.134778157,0.134924195,0.135016769,0.135104722,0.135155595,0.135150137,0.135141691,0.135180962,0.135172917,0.135161013,0.135145146,0.135128636,0.135110755,0.135090691,0.135069637,0.135047323,0.135022608,0.134997893,Europe_Non_EU,SugarCrop -15,15,10,0.018838686,0.018838571,0.018838409,0.019171421,0.019460537,0.019703984,0.01991663,0.019940875,0.019964888,0.019988858,0.02001267,0.020012135,0.020011224,0.020010034,0.020008574,0.020007086,0.020005426,0.020003667,0.020001811,0.019999872,0.019997933,Europe_Non_EU,Wheat -15,15,11,0.0049264,0.004927861,0.004928344,0.00492861,0.004928704,0.004928805,0.004928885,0.004929355,0.004929753,0.004930132,0.00493046,0.00493064,0.004930759,0.004930817,0.004930856,0.004930834,0.004930792,0.004930712,0.004930597,0.004930461,0.004930325,Europe_Non_EU,FodderHerb -15,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -15,16,1,0.008052062,0.008051943,0.008051338,0.007922191,0.007806021,0.007698912,0.007593215,0.007565959,0.007541803,0.007517587,0.00749339,0.007492425,0.0074911,0.007489419,0.007487622,0.007485786,0.007483803,0.007481778,0.007479736,0.007477649,0.007475562,Europe_Non_EU,Corn -15,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,biomass -15,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FiberCrop -15,16,4,0.008770089,0.008769448,0.008770805,0.0087923,0.008813698,0.008835096,0.008856448,0.008809859,0.008763338,0.008720815,0.008678359,0.008677695,0.0086769,0.008676037,0.008675061,0.008674087,0.008673066,0.008672,0.008670938,0.008669783,0.008668628,Europe_Non_EU,MiscCrop -15,16,5,0.009497983,0.009497822,0.009498882,0.009271501,0.009064343,0.008869521,0.008682576,0.008681483,0.008684136,0.008683034,0.008685752,0.008684853,0.008683795,0.008682644,0.008681467,0.008680391,0.008679327,0.008678358,0.008677385,0.008676416,0.008675447,Europe_Non_EU,OilCrop -15,16,6,0.002215748,0.002215955,0.002215313,0.002257777,0.002299289,0.002338109,0.002373987,0.002421288,0.002464463,0.002504909,0.002542309,0.002543438,0.002543558,0.002542978,0.002541482,0.002539606,0.00253706,0.002534187,0.002530942,0.002527627,0.002524312,Europe_Non_EU,OtherGrain -15,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,Rice -15,16,8,0.052432481,0.052429741,0.052433462,0.053554879,0.054586085,0.055545304,0.056450875,0.055524243,0.054632792,0.053732352,0.052844855,0.052844079,0.05284223,0.052840089,0.052836732,0.052833564,0.052829786,0.052826105,0.052822008,0.052817335,0.052812662,Europe_Non_EU,Root_Tuber -15,16,9,0.037101779,0.037104335,0.037091089,0.037537783,0.037979627,0.038393862,0.038795198,0.038537292,0.038263612,0.038006867,0.037766824,0.037764628,0.037761364,0.037757073,0.037752378,0.037747306,0.037741893,0.037736147,0.037730217,0.037723351,0.037716485,Europe_Non_EU,SugarCrop -15,16,10,0.020938662,0.020938798,0.020938344,0.02239022,0.02377041,0.025071369,0.026304384,0.0262218,0.026137161,0.026051787,0.025964882,0.025960642,0.025952043,0.025939722,0.025924675,0.025908758,0.025890425,0.025871014,0.025850094,0.025828444,0.025806794,Europe_Non_EU,Wheat -15,16,11,0.001423208,0.001423468,0.001422958,0.001388733,0.001356471,0.001325528,0.001296413,0.001281911,0.001267553,0.001253896,0.001240375,0.00124042,0.001240449,0.001240466,0.001240473,0.001240469,0.001240458,0.001240437,0.001240409,0.001240376,0.001240343,Europe_Non_EU,FodderHerb -15,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,FodderGrass -15,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Europe_Non_EU,PalmFruit -16,10,1,0.08869169,0.088691812,0.088691659,0.088690577,0.088689726,0.088690489,0.088690131,0.088689776,0.088689584,0.088689396,0.088689475,0.088689256,0.088688635,0.088688736,0.088688349,0.088688504,0.088688013,0.088687915,0.088688258,0.088687937,0.088687616,European Free Trade Association,Corn -16,10,2,0,0,0,0,0.029116145,0.02904236,0.028968862,0.028968824,0.028968933,0.028784971,0.028846118,0.028907548,0.028846248,0.028785253,0.029055234,0.029278023,0.029277925,0.029340066,0.029439754,0.0295022,0.029564646,European Free Trade Association,biomass -16,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,10,4,0.069303596,0.069303661,0.069303513,0.069556517,0.069810077,0.070036317,0.070263177,0.070120282,0.069977421,0.06983472,0.06969265,0.069692471,0.069692264,0.069692024,0.069691717,0.069691553,0.069691306,0.069691359,0.069690768,0.069690573,0.069690378,European Free Trade Association,MiscCrop -16,10,5,1.75E-05,1.75E-05,1.75E-05,1.62E-05,1.51E-05,1.41E-05,1.33E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,1.32E-05,European Free Trade Association,OilCrop -16,10,6,0.114804205,0.114804399,0.114804582,0.117031796,0.119161087,0.121184569,0.123143695,0.123049397,0.122954756,0.122860329,0.122766862,0.122766999,0.122766037,0.122766467,0.122767012,0.12276677,0.122766153,0.122766098,0.122766422,0.122766753,0.122767084,European Free Trade Association,OtherGrain -16,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,10,8,0.18384132,0.183841646,0.1838416,0.183706947,0.183572026,0.18343655,0.183366811,0.183301175,0.183169256,0.183037267,0.182905162,0.182904192,0.182904116,0.18290317,0.182901282,0.182900215,0.182898516,0.182897302,0.182894872,0.182893519,0.182892166,European Free Trade Association,Root_Tuber -16,10,9,0.126446724,0.126446054,0.126445786,0.127316118,0.128191466,0.129022656,0.129858678,0.131646041,0.133402866,0.135128447,0.136872819,0.136872855,0.136873534,0.136872805,0.136872487,0.13687343,0.136872438,0.136873186,0.136873098,0.136872454,0.13687181,European Free Trade Association,SugarCrop -16,10,10,0.036628061,0.036627853,0.036627987,0.036184378,0.035761148,0.035357235,0.034957752,0.034562739,0.034186258,0.033828284,0.033473682,0.033473783,0.033473465,0.033473604,0.033473503,0.033473602,0.033473635,0.033473576,0.033473605,0.033473601,0.033473597,European Free Trade Association,Wheat -16,10,11,0.085059557,0.085059391,0.085059272,0.085059363,0.085059242,0.085059322,0.085059326,0.085059389,0.085059406,0.085059471,0.085059455,0.085059417,0.085059362,0.085059526,0.085059475,0.085059554,0.085059385,0.085059498,0.085059305,0.085059317,0.085059329,European Free Trade Association,FodderHerb -16,10,12,0.027999805,0.027999227,0.027999781,0.027411981,0.026858997,0.026327941,0.025818059,0.025664634,0.025511966,0.025360311,0.025209503,0.025209309,0.025209527,0.025209263,0.025209337,0.025209335,0.025209383,0.025209455,0.025209439,0.025209419,0.025209399,European Free Trade Association,FodderGrass -16,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,13,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn -16,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,13,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,MiscCrop -16,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OtherGrain -16,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Root_Tuber -16,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop -16,13,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb -16,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderGrass -16,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,14,1,0.463347164,0.463339583,0.463344269,0.463344276,0.463344528,0.463344316,0.463344308,0.463344016,0.463344082,0.463344213,0.46334418,0.463344436,0.463344337,0.463344253,0.463344131,0.463344285,0.463344116,0.463344166,0.463344201,0.463344122,0.463344043,European Free Trade Association,Corn -16,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,14,4,0.074082384,0.074107177,0.074108325,0.073988095,0.073867946,0.073747794,0.073627995,0.073419187,0.073240714,0.073062454,0.072884491,0.072884154,0.072883732,0.07288362,0.072882924,0.07288242,0.072881856,0.072881435,0.072880955,0.072880152,0.072879349,European Free Trade Association,MiscCrop -16,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,14,6,0.0024257,0.002424254,0.002424385,0.002542427,0.002655909,0.00276493,0.002868481,0.002855962,0.002843511,0.002831097,0.002818742,0.002818733,0.00281873,0.002818732,0.002818703,0.002818691,0.002818668,0.00281866,0.002818629,0.002818602,0.002818575,European Free Trade Association,OtherGrain -16,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,14,8,0.29153139,0.29151038,0.291510675,0.291960546,0.292411252,0.292862586,0.29331297,0.293764663,0.294217012,0.29457838,0.294941511,0.294941758,0.294940218,0.294940964,0.29494011,0.294939922,0.294941024,0.294940496,0.2949402,0.294940362,0.294940524,European Free Trade Association,Root_Tuber -16,14,9,0.361286254,0.361292651,0.361286058,0.363099523,0.364918101,0.366640474,0.368365232,0.372029806,0.37560747,0.379096172,0.382597334,0.382597072,0.382596649,0.382596655,0.382596545,0.382596556,0.382596625,0.382595786,0.382595922,0.382595959,0.382595996,European Free Trade Association,SugarCrop -16,14,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,14,11,0.469517209,0.469519343,0.469522117,0.469522003,0.469522364,0.469521727,0.469522015,0.469522021,0.46952268,0.469522736,0.46952211,0.469522352,0.469522292,0.469522816,0.469522996,0.469522657,0.469522334,0.469522785,0.469522268,0.469522861,0.469523454,European Free Trade Association,FodderHerb -16,14,12,0.003203282,0.003216881,0.003224073,0.003161544,0.003101592,0.003044101,0.002988952,0.002968177,0.002947538,0.002927057,0.002906722,0.002906726,0.002906721,0.002906722,0.002906732,0.002906722,0.00290671,0.002906735,0.002906727,0.00290672,0.002906713,European Free Trade Association,FodderGrass -16,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,15,1,0.180229498,0.180230222,0.180230297,0.180230724,0.180230416,0.180230624,0.180229829,0.180230165,0.180229896,0.180230015,0.180229874,0.180230538,0.180229875,0.180230168,0.180230439,0.18022989,0.180230379,0.180229959,0.180230614,0.180230271,0.180229928,European Free Trade Association,Corn -16,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,15,4,0.135398606,0.135398099,0.135398681,0.137499994,0.139576633,0.141520926,0.143434768,0.141775284,0.140078973,0.138399494,0.136737144,0.136736492,0.136735942,0.136735102,0.136734534,0.136734045,0.136733223,0.136732186,0.136731514,0.136730605,0.136729696,European Free Trade Association,MiscCrop -16,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,15,6,0.155630121,0.155630741,0.155630127,0.159029089,0.162252727,0.165289602,0.168189008,0.168006084,0.167822474,0.167639821,0.167456217,0.167456395,0.167456111,0.167455966,0.167456358,0.167456152,0.167456624,0.167456863,0.167456524,0.167456316,0.167456108,European Free Trade Association,OtherGrain -16,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,15,8,0.211067856,0.211067677,0.211067872,0.210986145,0.210903869,0.210820561,0.210809829,0.210734417,0.210731111,0.210655083,0.210576679,0.210576516,0.210575212,0.210573037,0.210569704,0.210566355,0.210562608,0.210558347,0.2105544,0.210550535,0.21054667,European Free Trade Association,Root_Tuber -16,15,9,0.162053583,0.162053487,0.16205444,0.163123442,0.164198599,0.165220279,0.166246059,0.168436475,0.170587414,0.172698219,0.174829929,0.174830342,0.174830408,0.17483005,0.174830421,0.174829432,0.174830175,0.174830065,0.174829387,0.17482887,0.174828353,European Free Trade Association,SugarCrop -16,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,15,11,0.181216094,0.181216432,0.181217349,0.181217603,0.18121739,0.181217445,0.181217682,0.181217361,0.181218077,0.181218302,0.181217763,0.181218386,0.18121756,0.181217961,0.181217802,0.181218464,0.181217637,0.181217515,0.181217283,0.18121777,0.181218257,European Free Trade Association,FodderHerb -16,15,12,0.028181418,0.028181456,0.028181366,0.027648308,0.027136657,0.026645401,0.026173948,0.025996336,0.025819796,0.025644402,0.025470156,0.025470268,0.025470198,0.025470273,0.02547017,0.025470186,0.025470234,0.025470208,0.025470176,0.02547025,0.025470324,European Free Trade Association,FodderGrass -16,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -16,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Corn -16,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,biomass -16,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FiberCrop -16,16,4,0.185161842,0.185163986,0.1851771,0.184911487,0.184711262,0.184510313,0.184310798,0.184047017,0.183782548,0.183519294,0.183255471,0.18325446,0.183252593,0.183250378,0.18324796,0.183246177,0.183244092,0.183241958,0.183239608,0.183237053,0.183234498,European Free Trade Association,MiscCrop -16,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,OilCrop -16,16,6,0.045623191,0.045623086,0.045622998,0.046463499,0.047279633,0.04804991,0.048791411,0.048832166,0.048872633,0.04891343,0.048954386,0.048954185,0.048954248,0.048954123,0.048954119,0.048954229,0.048954166,0.048954129,0.048954333,0.048953968,0.048953603,European Free Trade Association,OtherGrain -16,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Rice -16,16,8,0.174287587,0.174288578,0.17428599,0.174283066,0.174278478,0.174274834,0.174270261,0.17427009,0.174268696,0.174267298,0.174264531,0.174264474,0.174264047,0.174262752,0.174260943,0.174260462,0.174259001,0.174257318,0.174256097,0.174254323,0.174252549,European Free Trade Association,Root_Tuber -16,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,SugarCrop -16,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,Wheat -16,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,FodderHerb -16,16,12,0.016075214,0.016077764,0.016074563,0.015766804,0.015471528,0.015188182,0.014916308,0.014813882,0.01471215,0.014611089,0.014510734,0.014510708,0.014510718,0.014510767,0.014510702,0.014510727,0.014510774,0.014510753,0.014510726,0.014510716,0.014510706,European Free Trade Association,FodderGrass -16,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,European Free Trade Association,PalmFruit -17,1,1,0.000153175,0.000153233,0.00014971,0.000152211,0.000154653,0.000156954,0.000159225,0.000161463,0.000163547,0.00016551,0.00016735,0.00016732,0.000167279,0.000167228,0.000167174,0.000167119,0.000167061,0.000167003,0.000166945,0.000166885,0.000166825,India,Corn -17,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,1,3,0.070431746,0.070431798,0.070431784,0.070091185,0.069706033,0.069351633,0.069026348,0.068763772,0.068475652,0.068215697,0.067984681,0.068001902,0.068012877,0.068018145,0.068018757,0.068015623,0.068008455,0.067997941,0.067983887,0.067967517,0.067951147,India,FiberCrop -17,1,4,0.054965609,0.054965679,0.054965546,0.056679895,0.058204566,0.059597803,0.060873646,0.06201665,0.063124868,0.064172053,0.065181254,0.065170137,0.065157241,0.06514291,0.065126579,0.065110435,0.065093334,0.065076161,0.065058082,0.065039528,0.065020974,India,MiscCrop -17,1,5,0.021637612,0.021637674,0.021637668,0.021368173,0.021292377,0.021228582,0.021169166,0.02108,0.020960393,0.020841061,0.020731909,0.020659983,0.020575074,0.020478452,0.020381003,0.020289707,0.020203103,0.020121664,0.020039972,0.01996196,0.019883948,India,OilCrop -17,1,6,0.020240985,0.020241062,0.020240968,0.020126977,0.01995673,0.019784031,0.019611833,0.019651337,0.019601013,0.019536094,0.019461595,0.019479153,0.019475257,0.019457048,0.019420141,0.019375672,0.019318702,0.019257135,0.019187645,0.019116551,0.019045457,India,OtherGrain -17,1,7,0.904748896,0.90474787,0.904747648,0.905382069,0.90597504,0.906490404,0.906967637,0.90711457,0.907261285,0.907407323,0.907553241,0.907553637,0.907553151,0.907553224,0.907552734,0.907552481,0.90755175,0.907550952,0.907550598,0.907549423,0.907548248,India,Rice -17,1,8,0.68110444,0.681105048,0.681104865,0.681870853,0.682624461,0.683281608,0.683841505,0.684296859,0.68473343,0.685075449,0.685406302,0.685399892,0.685384647,0.685365816,0.685336447,0.685307468,0.685274213,0.685241758,0.68520523,0.685163979,0.685122728,India,Root_Tuber -17,1,9,0.370773881,0.370774517,0.370775771,0.380966144,0.389956191,0.397991247,0.40514901,0.408497312,0.411641716,0.414687932,0.417527758,0.417525343,0.417523858,0.417520834,0.417515902,0.417512642,0.417506977,0.417503521,0.417497746,0.417492618,0.41748749,India,SugarCrop -17,1,10,0.657327287,0.657327406,0.657327497,0.661828682,0.665326794,0.668378414,0.67101009,0.672804511,0.674189884,0.675453247,0.676578844,0.676465649,0.676269347,0.676004006,0.675687296,0.675357634,0.674993177,0.674617577,0.674207489,0.673789757,0.673372025,India,Wheat -17,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,2,1,0.160880924,0.160880677,0.160880932,0.162830799,0.164906415,0.166870182,0.168801183,0.170777433,0.172560908,0.17422609,0.175775235,0.175714083,0.175631968,0.175529873,0.175422512,0.175313051,0.175196948,0.175080995,0.174964286,0.174845782,0.174727278,India,Corn -17,2,2,0,0,0,0,0.13977739,0.141145325,0.14228226,0.142561142,0.145848479,0.148627926,0.151046864,0.150661008,0.150098326,0.150163162,0.150286935,0.150644857,0.151013937,0.151357461,0.151462957,0.151509925,0.151556893,India,biomass -17,2,3,0.283334253,0.283334129,0.283333685,0.282658834,0.281504808,0.28044557,0.279472657,0.278720952,0.277763745,0.276899005,0.276118106,0.276251055,0.276336133,0.276376764,0.276384796,0.276358378,0.276300984,0.276220344,0.27611198,0.275984363,0.275856746,India,FiberCrop -17,2,4,0.215655759,0.215655727,0.215655498,0.21973179,0.223478839,0.22689284,0.229956365,0.232555856,0.23508824,0.237480644,0.239725986,0.239695552,0.239658838,0.239618778,0.239574197,0.239528898,0.239480958,0.239433171,0.239382954,0.239330583,0.239278212,India,MiscCrop -17,2,5,0.105875279,0.105875305,0.105875184,0.105222622,0.10546894,0.105689311,0.105887201,0.106313485,0.106573754,0.106794189,0.106937983,0.106597522,0.106196962,0.105742945,0.105287413,0.104862463,0.104459529,0.104081848,0.103703676,0.103343729,0.102983782,India,OilCrop -17,2,6,0.179791179,0.179791077,0.17979123,0.178510836,0.177235485,0.176092133,0.17501912,0.174828461,0.174612424,0.174454397,0.174225632,0.174240024,0.174235997,0.174219421,0.174185497,0.174145424,0.174095574,0.174041501,0.173980203,0.173918258,0.173856313,India,OtherGrain -17,2,7,0.728730107,0.728729607,0.728730317,0.730420272,0.731742325,0.732869212,0.733885964,0.734275822,0.734481879,0.73465914,0.734796732,0.734779334,0.734718668,0.734619626,0.734480208,0.734308208,0.734100701,0.733863208,0.733590053,0.733284271,0.732978489,India,Rice -17,2,8,0.825333569,0.825333032,0.82533306,0.824599976,0.823921605,0.823302295,0.822679548,0.825770075,0.828746187,0.831558804,0.834269824,0.834266602,0.834257932,0.834247822,0.834232622,0.834218309,0.834200821,0.834183234,0.834164486,0.834142399,0.834120312,India,Root_Tuber -17,2,9,0.865404868,0.865405166,0.865404893,0.869720842,0.873681198,0.877058979,0.879934483,0.881158555,0.882248175,0.883269308,0.884177354,0.884138619,0.88408214,0.884009282,0.883926723,0.883840494,0.883744517,0.883644699,0.883540005,0.883419704,0.883299403,India,SugarCrop -17,2,10,0.744162738,0.744162604,0.744162553,0.747625528,0.749948786,0.751873001,0.753435814,0.754992303,0.755915519,0.75672459,0.757393342,0.757218799,0.75692081,0.756513437,0.75602842,0.755527143,0.754973674,0.75440165,0.753780322,0.753146521,0.75251272,India,Wheat -17,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,3,1,0.249632414,0.249632533,0.249631971,0.252805412,0.2558443,0.258681567,0.261460089,0.264162354,0.266671304,0.269020673,0.271209211,0.271180653,0.271140238,0.271090788,0.271039387,0.270987056,0.27093037,0.27087488,0.270818287,0.270761564,0.270704841,India,Corn -17,3,2,0,0,0,0,0.196799689,0.198096453,0.199155545,0.200783642,0.204424083,0.207823975,0.210802793,0.210135603,0.210233718,0.210267008,0.210302792,0.210438394,0.211036438,0.211609803,0.21165937,0.211633913,0.211608456,India,biomass -17,3,3,0.322217648,0.322218561,0.322218248,0.321764108,0.320969483,0.320178227,0.319479919,0.319096571,0.318556339,0.318018245,0.317572943,0.317682194,0.317752012,0.317785419,0.317792391,0.317771986,0.317725805,0.317660455,0.31757154,0.317468095,0.31736465,India,FiberCrop -17,3,4,0.188592729,0.188593256,0.188592793,0.191547647,0.19419195,0.19658802,0.198798083,0.200651457,0.202296613,0.203949659,0.205538784,0.20551109,0.205479671,0.205444299,0.205405299,0.205365993,0.205324052,0.205282148,0.205238551,0.205192905,0.205147259,India,MiscCrop -17,3,5,0.106948796,0.106948828,0.106948775,0.10719538,0.107784801,0.108360227,0.108862125,0.109451858,0.109908972,0.110326598,0.110663448,0.110513719,0.110337624,0.110138089,0.109937567,0.109751081,0.109574138,0.109407738,0.109241527,0.109083407,0.108925287,India,OilCrop -17,3,6,0.094593844,0.094594031,0.094594033,0.093505843,0.092481053,0.091538004,0.090711506,0.090105158,0.089547345,0.089026381,0.088541003,0.088544901,0.088543446,0.08853862,0.08852948,0.088518562,0.088504736,0.088489993,0.08847354,0.088456752,0.088439964,India,OtherGrain -17,3,7,0.504781344,0.504781343,0.504781322,0.506836334,0.508533619,0.509993293,0.511324493,0.511805581,0.512118292,0.512405647,0.512656704,0.512641227,0.512585139,0.512495165,0.512367821,0.51221076,0.512021784,0.511805382,0.511556948,0.511278274,0.5109996,India,Rice -17,3,8,0.491815777,0.491815561,0.491814409,0.49189725,0.492084996,0.492162124,0.492240501,0.494632632,0.496909789,0.499186565,0.501353079,0.501351602,0.501345964,0.501340077,0.501330548,0.501321772,0.501310913,0.501300013,0.501288776,0.50127637,0.501263964,India,Root_Tuber -17,3,9,0.836474432,0.836474883,0.836475005,0.84213271,0.847029331,0.851254464,0.854897609,0.856540801,0.858053201,0.859495891,0.860815887,0.860803644,0.860785901,0.86076331,0.860738713,0.860712228,0.860682839,0.860651721,0.860619454,0.860583329,0.860547204,India,SugarCrop -17,3,10,0.738170221,0.738169952,0.738170003,0.742011192,0.744979311,0.747566516,0.749798747,0.751323,0.752497779,0.753569879,0.754526184,0.754431119,0.754268179,0.754046489,0.753783202,0.753510312,0.753210458,0.752901588,0.752566689,0.75222585,0.751885011,India,Wheat -17,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,4,1,0.402246969,0.402246855,0.402246369,0.406521156,0.410468652,0.414122308,0.417682739,0.421073543,0.424241093,0.427200363,0.429952268,0.429938507,0.429920993,0.429899428,0.42987596,0.429852277,0.429827565,0.429802281,0.429777456,0.4297519,0.429726344,India,Corn -17,4,2,0,0,0,0,0.193504448,0.195026984,0.196282314,0.199496065,0.203144281,0.206493013,0.209057196,0.209764976,0.209594488,0.209242797,0.20889394,0.208578363,0.208295384,0.208062166,0.207601355,0.207497829,0.207394303,India,biomass -17,4,3,0.203124144,0.203124038,0.203123889,0.205496254,0.207631838,0.209637602,0.21150713,0.213749247,0.215778634,0.217749092,0.21958356,0.219626677,0.219656001,0.219671562,0.219677495,0.219673089,0.219658375,0.219634371,0.219602887,0.219565513,0.219528139,India,FiberCrop -17,4,4,0.109123036,0.109123034,0.109122888,0.110670958,0.112106149,0.113426496,0.114671411,0.115724768,0.116693404,0.11766819,0.118557348,0.118545508,0.118531637,0.118516225,0.118498987,0.118481759,0.118463217,0.118444578,0.118425552,0.118405236,0.11838492,India,MiscCrop -17,4,5,0.129501217,0.129501182,0.129501048,0.13001154,0.130796973,0.131556468,0.132177443,0.132635522,0.132954741,0.133226621,0.133501599,0.133392982,0.133266978,0.133123887,0.132981914,0.13284957,0.132725553,0.132609131,0.132493674,0.132384131,0.132274588,India,OilCrop -17,4,6,0.095373944,0.095373812,0.095374179,0.094876126,0.094369993,0.093902456,0.093474945,0.093472864,0.093457975,0.093441686,0.09342455,0.093426766,0.093426613,0.093423756,0.093417856,0.093411499,0.093402607,0.093394244,0.093383391,0.093373122,0.093362853,India,OtherGrain -17,4,7,0.451561977,0.45156176,0.451562376,0.453520967,0.455218216,0.456688533,0.458039322,0.458500818,0.458856817,0.459196839,0.45951347,0.459504067,0.459468618,0.459412325,0.45933183,0.459233159,0.459114019,0.458977753,0.458821509,0.458645853,0.458470197,India,Rice -17,4,8,0.209158041,0.209158113,0.209157689,0.209079797,0.209001379,0.20899421,0.208915567,0.210794223,0.212610773,0.21443831,0.216203412,0.216202916,0.216201587,0.216200088,0.216197915,0.216196164,0.216193292,0.216191036,0.216188492,0.216185025,0.216181558,India,Root_Tuber -17,4,9,0.721029005,0.72102857,0.721027798,0.729463341,0.736794452,0.74317535,0.748719792,0.751245318,0.753581361,0.755816816,0.757874769,0.757860865,0.757841779,0.757816058,0.757788021,0.757759214,0.757725368,0.757691623,0.757654984,0.757613947,0.75757291,India,SugarCrop -17,4,10,0.703794892,0.703795075,0.703795283,0.708068217,0.711512499,0.71455611,0.717221505,0.71885039,0.720213117,0.721470482,0.722613504,0.722540505,0.722417192,0.7222481,0.722046621,0.721840278,0.721611789,0.721376592,0.721122475,0.720862348,0.720602221,India,Wheat -17,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,5,1,0.125151629,0.125151014,0.125151298,0.127029326,0.128822939,0.130503492,0.132156105,0.133762933,0.135263906,0.136673438,0.137992234,0.137975877,0.137954966,0.137928407,0.137900606,0.137872306,0.137842692,0.137812328,0.137782133,0.137751629,0.137721125,India,Corn -17,5,2,0,0,0,0,0.08298918,0.083409493,0.083770863,0.085297665,0.087098404,0.088916647,0.08945788,0.090464057,0.091071348,0.090865518,0.090588974,0.090337389,0.090074072,0.089840422,0.089674812,0.089615846,0.08955688,India,biomass -17,5,3,0.100669608,0.100669532,0.100669485,0.101989554,0.103229035,0.104358388,0.105456037,0.106726027,0.10792279,0.109048041,0.110140872,0.110160827,0.110174333,0.11018165,0.110184387,0.110182468,0.11017578,0.110164926,0.110150416,0.110133342,0.110116268,India,FiberCrop -17,5,4,0.033069601,0.033069521,0.033069689,0.033370796,0.033645865,0.033894287,0.03413028,0.034357968,0.034571356,0.03477157,0.034972371,0.034969443,0.034965952,0.034962101,0.03495786,0.034953538,0.034948958,0.034944265,0.034939423,0.034934389,0.034929355,India,MiscCrop -17,5,5,0.027855681,0.027855705,0.027855693,0.027758562,0.027758407,0.027765288,0.027775025,0.027728163,0.027651373,0.027574885,0.027510887,0.027475238,0.027433462,0.027386244,0.027339018,0.027295079,0.027253939,0.027215602,0.02717757,0.027141422,0.027105274,India,OilCrop -17,5,6,0.05562943,0.055629754,0.055629599,0.05498416,0.054378701,0.053801257,0.053273836,0.053011412,0.05273568,0.0524818,0.0522489,0.052251581,0.052250551,0.052247902,0.052242247,0.052235636,0.052227447,0.052218959,0.052208729,0.05219858,0.052188431,India,OtherGrain -17,5,7,0.310221777,0.310221962,0.310222203,0.311863206,0.313344154,0.314635119,0.315830545,0.316220016,0.316562007,0.316895746,0.317218743,0.317214663,0.317198445,0.317171567,0.317135523,0.317087939,0.317032847,0.316968597,0.31689725,0.316814155,0.31673106,India,Rice -17,5,8,0.072643964,0.072644341,0.072644068,0.072118478,0.071654208,0.071249376,0.070846262,0.072649507,0.074464759,0.076290119,0.078124646,0.078125011,0.078124582,0.078123889,0.078123544,0.078123144,0.078121729,0.078121206,0.07811965,0.078119108,0.078118566,India,Root_Tuber -17,5,9,0.688449025,0.688449589,0.688449831,0.697430734,0.70526917,0.712103525,0.718054063,0.720762921,0.72326869,0.725669513,0.727879256,0.727863204,0.727839486,0.727809736,0.72777613,0.727740394,0.727702075,0.727661261,0.727618029,0.727570328,0.727522627,India,SugarCrop -17,5,10,0.295379838,0.295379616,0.295380048,0.299893198,0.303811378,0.307383885,0.31060743,0.312302443,0.313913911,0.315430931,0.316849837,0.316824965,0.316781945,0.316724069,0.316655347,0.316584234,0.316506578,0.316426504,0.316339788,0.316251584,0.31616338,India,Wheat -17,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,6,1,0.010975896,0.01097587,0.010975888,0.011175688,0.011359583,0.01153162,0.011701306,0.011863275,0.012017163,0.012162617,0.012299257,0.012299206,0.012299203,0.012299241,0.012299243,0.012299235,0.012299218,0.012299231,0.012299237,0.012299215,0.012299193,India,Corn -17,6,2,0,0,0,0,0.040435966,0.040654693,0.040869322,0.041497866,0.042502624,0.043024392,0.043535262,0.043950171,0.043830567,0.043524666,0.043492319,0.043477264,0.043461144,0.043462538,0.043372866,0.043283316,0.043193766,India,biomass -17,6,3,0.009035057,0.009035061,0.009035099,0.009197114,0.009348609,0.009490294,0.009625689,0.009746059,0.009859103,0.009969266,0.010067634,0.010069093,0.010070085,0.01007063,0.010070829,0.010070681,0.010070171,0.010069364,0.010068299,0.010067029,0.010065759,India,FiberCrop -17,6,4,0.014944398,0.014944428,0.014944418,0.015460172,0.015932227,0.016362757,0.016769027,0.01712258,0.017468121,0.017797588,0.018117485,0.018115983,0.018114221,0.018112176,0.018109952,0.018107629,0.018105214,0.018102689,0.018100022,0.018097201,0.01809438,India,MiscCrop -17,6,5,0.005628774,0.005628763,0.005628753,0.005545667,0.005505603,0.005468363,0.005434844,0.005413839,0.005385422,0.005361668,0.005335838,0.005321212,0.00530394,0.005284333,0.005264515,0.005245912,0.00522836,0.005211954,0.005195509,0.00517978,0.005164051,India,OilCrop -17,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain -17,6,7,0.118122931,0.118122632,0.118123122,0.118906322,0.119632903,0.120270474,0.120863183,0.121051901,0.121230005,0.121406354,0.121580502,0.121580344,0.121576064,0.121570437,0.121562555,0.121551862,0.121540755,0.121526255,0.121510196,0.121492212,0.121474228,India,Rice -17,6,8,0.048614581,0.048614784,0.048614694,0.048775055,0.048895675,0.049036649,0.049157917,0.049341446,0.049505085,0.049669268,0.049833932,0.049833722,0.049833808,0.04983367,0.049833503,0.049833459,0.049833362,0.049833096,0.049833006,0.049832755,0.049832504,India,Root_Tuber -17,6,9,0.156917884,0.156918039,0.15691772,0.162769276,0.168013562,0.172779622,0.177086398,0.179123912,0.181051283,0.182929922,0.184692925,0.18469273,0.184693107,0.184693233,0.184693252,0.18469305,0.184692816,0.184693216,0.184692586,0.184692763,0.18469294,India,SugarCrop -17,6,10,0.083876054,0.083876435,0.08387659,0.085572175,0.087079381,0.088470631,0.089738575,0.090383792,0.091018086,0.091618604,0.092185379,0.09218188,0.092174078,0.092164398,0.092152253,0.092139801,0.092127298,0.092112695,0.092097791,0.092081755,0.092065719,India,Wheat -17,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,7,1,0.720953284,0.720949604,0.720950229,0.723653124,0.726609134,0.729371751,0.732047887,0.734793534,0.737207344,0.739426524,0.74146106,0.741360534,0.741224972,0.741056575,0.740878658,0.740698194,0.74050482,0.740312616,0.740118102,0.739920408,0.739722714,India,Corn -17,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop -17,7,4,0.182760849,0.182761784,0.182760817,0.181368895,0.180161772,0.179085049,0.178074404,0.17754312,0.17700093,0.176520994,0.176038091,0.176010733,0.175979829,0.175944845,0.175905918,0.175867056,0.175825582,0.175784984,0.175741994,0.175697009,0.175652024,India,MiscCrop -17,7,5,0.085241757,0.085241379,0.085241576,0.084110699,0.083572958,0.083074387,0.082625603,0.082548723,0.082370356,0.082191646,0.082015323,0.081803225,0.081553304,0.081268889,0.080982143,0.080713491,0.080459233,0.080221149,0.079982471,0.079754694,0.079526917,India,OilCrop -17,7,6,0.05386952,0.05386952,0.053869566,0.054708573,0.055427353,0.056060162,0.056630548,0.05654982,0.056365779,0.056175329,0.055997915,0.056017671,0.056013095,0.05599238,0.055950382,0.055900146,0.055835617,0.055766064,0.05568753,0.055607239,0.055526948,India,OtherGrain -17,7,7,0.838234794,0.838234825,0.838235198,0.839407138,0.840310772,0.841076161,0.841765061,0.842033485,0.842165044,0.842276538,0.84235712,0.842345095,0.842298844,0.842225595,0.842122122,0.841993452,0.84183899,0.841662421,0.841458252,0.841230043,0.841001834,India,Rice -17,7,8,0.46289473,0.462894783,0.462894892,0.4638017,0.464700183,0.465490537,0.46617015,0.466700072,0.467216772,0.467622853,0.468022102,0.468017516,0.468005065,0.467989383,0.467966879,0.467944982,0.467918688,0.46789318,0.467864273,0.467831457,0.467798641,India,Root_Tuber -17,7,9,0.827680136,0.827680672,0.827680541,0.833292902,0.838290454,0.842585898,0.846273223,0.84789712,0.849370844,0.850768235,0.852032858,0.852003646,0.851961785,0.851907898,0.851847726,0.851783877,0.851713279,0.851640664,0.851563306,0.851475407,0.851387508,India,SugarCrop -17,7,10,0.881524399,0.881524319,0.881524152,0.883660667,0.885371801,0.886873519,0.888178925,0.88897635,0.889639473,0.890249613,0.890801916,0.890766134,0.890704274,0.890620035,0.890519361,0.890415196,0.890299978,0.890180727,0.890051148,0.889918623,0.889786098,India,Wheat -17,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,8,1,0.133653583,0.133653537,0.133653486,0.135309934,0.137086188,0.13876912,0.14042569,0.14212676,0.143660986,0.145093639,0.146426859,0.146372223,0.146298609,0.146207176,0.146110955,0.146013309,0.145909012,0.145805362,0.145701253,0.145595203,0.145489153,India,Corn -17,8,2,0,0,0,0,0.326094359,0.328193001,0.32992689,0.333110936,0.337884955,0.340433322,0.343352838,0.344987883,0.346457703,0.347219695,0.348085667,0.348984349,0.349814214,0.350407695,0.350481743,0.350552075,0.350622407,India,biomass -17,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,India,FiberCrop -17,8,4,0.279082083,0.279083098,0.279082423,0.281229178,0.283204919,0.285012099,0.286645684,0.287962245,0.2891866,0.290410925,0.291547025,0.29152525,0.29149997,0.291473543,0.291442238,0.291411087,0.291378923,0.291345642,0.291310755,0.291274758,0.291238761,India,MiscCrop -17,8,5,0.105848682,0.105848901,0.105848887,0.104700707,0.104246534,0.103799309,0.103411876,0.103435218,0.10334164,0.103209474,0.103081534,0.102830234,0.102534951,0.102200875,0.101865962,0.10155382,0.10125944,0.100984939,0.100711314,0.100450795,0.100190276,India,OilCrop -17,8,6,0.165679439,0.165679589,0.165679458,0.166431408,0.167063428,0.167574105,0.168027501,0.168018916,0.167914246,0.167803968,0.167624201,0.167642396,0.167637887,0.167618918,0.167581079,0.16753543,0.167477388,0.167415185,0.167344916,0.167273205,0.167201494,India,OtherGrain -17,8,7,0.897670185,0.897669984,0.897670061,0.89843161,0.899048192,0.899574445,0.900051579,0.900226148,0.90033371,0.900430235,0.900512362,0.900506326,0.9004833,0.90044751,0.900396445,0.900333437,0.90025709,0.90016962,0.900069908,0.89995738,0.899844852,India,Rice -17,8,8,0.368821942,0.368822514,0.368822399,0.369691273,0.37055625,0.371320315,0.371982438,0.372483898,0.372977447,0.373367624,0.373754188,0.373750741,0.373743275,0.373733768,0.373719691,0.373706083,0.373690081,0.37367409,0.373655914,0.373635767,0.37361562,India,Root_Tuber -17,8,9,0.840144993,0.840145086,0.840145368,0.845616065,0.850389589,0.854500696,0.858040103,0.859624225,0.86107697,0.862457999,0.863719029,0.863702712,0.863678736,0.863647681,0.863613026,0.863576805,0.863536359,0.863493922,0.863449833,0.863398715,0.863347597,India,SugarCrop -17,8,10,0.876870526,0.876870429,0.876870377,0.879131281,0.880998637,0.882654955,0.884111718,0.884926326,0.885651337,0.886324146,0.886942201,0.886918881,0.886878991,0.886824956,0.886760489,0.886694105,0.88662106,0.8865458,0.886464392,0.886381867,0.886299342,India,Wheat -17,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,9,1,0.13477267,0.134773312,0.13477268,0.136760483,0.138665742,0.14045181,0.1422065,0.143915751,0.145509418,0.147006028,0.148405954,0.148387572,0.148363494,0.148334413,0.148302542,0.14827108,0.148236192,0.148202956,0.148168261,0.148133917,0.148099573,India,Corn -17,9,2,0,0,0,0,0.293986801,0.296411959,0.298408974,0.300413462,0.302816343,0.305496173,0.309179532,0.309788188,0.311174732,0.312549032,0.313932283,0.314877738,0.314722155,0.314153382,0.313658616,0.314101115,0.314543614,India,biomass -17,9,3,0.773284153,0.773284207,0.773284524,0.773360323,0.772897944,0.772514985,0.772128652,0.772088533,0.771775193,0.771541729,0.771305342,0.771436574,0.771520127,0.771560371,0.771568245,0.771543124,0.771486781,0.771408402,0.771301632,0.77117551,0.771049388,India,FiberCrop -17,9,4,0.339155327,0.339154777,0.339154918,0.342432457,0.345424484,0.348232661,0.350754193,0.352621666,0.354387365,0.356155806,0.357825612,0.357806766,0.357783117,0.357756364,0.357729269,0.357698982,0.35766808,0.357637322,0.357606004,0.357571675,0.357537346,India,MiscCrop -17,9,5,0.093311201,0.093311476,0.093311046,0.09387123,0.0945189,0.095144746,0.095702516,0.096469804,0.097146191,0.09775161,0.09828541,0.098218388,0.098138489,0.09804794,0.097957705,0.097873459,0.097793504,0.09771776,0.097642465,0.097570193,0.097497921,India,OilCrop -17,9,6,0.149328562,0.149328465,0.149328469,0.150177457,0.150948971,0.151667871,0.152334527,0.152163998,0.151954775,0.15174349,0.151529109,0.151535821,0.151534064,0.151526678,0.15151144,0.151493571,0.151470701,0.151446431,0.151418646,0.151390588,0.15136253,India,OtherGrain -17,9,7,0.729774183,0.72977366,0.729773418,0.731372884,0.73270783,0.733855419,0.734902514,0.735272467,0.735527395,0.735764078,0.735976401,0.735964467,0.735926005,0.735865666,0.735776921,0.735668049,0.735538388,0.735388076,0.735217881,0.735026672,0.734835463,India,Rice -17,9,8,0.395013179,0.395013433,0.395013438,0.395920919,0.396826316,0.397628281,0.398326461,0.398843754,0.399356244,0.399763291,0.400167493,0.400165678,0.400161076,0.400154918,0.400145867,0.400137587,0.40012714,0.400117061,0.40010594,0.40009299,0.40008004,India,Root_Tuber -17,9,9,0.80777484,0.80777473,0.807774819,0.814150202,0.819705819,0.824504532,0.828645797,0.830508755,0.832219282,0.833850288,0.835341719,0.83532454,0.835299694,0.835268224,0.835232529,0.835195358,0.835153632,0.83511026,0.835064641,0.835013143,0.834961645,India,SugarCrop -17,9,10,0.791674174,0.791674641,0.791674089,0.795027155,0.797696692,0.800042844,0.802087815,0.803365713,0.80441453,0.80537925,0.806251922,0.80619042,0.806084827,0.805941563,0.805771148,0.805595398,0.805401585,0.805202141,0.80498599,0.804766121,0.804546252,India,Wheat -17,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,10,1,0.180021044,0.180021363,0.180021006,0.182672076,0.185129438,0.187419652,0.189666366,0.191814982,0.193837591,0.195738882,0.197516102,0.197509968,0.19750077,0.197489559,0.19747815,0.197466269,0.197454122,0.197441072,0.197428564,0.197415806,0.197403048,India,Corn -17,10,2,0,0,0,0,0.266200948,0.267242434,0.268169665,0.270182383,0.274048112,0.277825631,0.280954836,0.281494001,0.281947293,0.282299635,0.282653561,0.283073998,0.283472464,0.283947822,0.283971103,0.283994526,0.284017949,India,biomass -17,10,3,0.996869393,0.996870524,0.996871093,0.996950797,0.996987607,0.997021589,0.997053719,0.997102269,0.997132703,0.997161869,0.997188079,0.997196818,0.997202315,0.99720498,0.997205477,0.997203798,0.997200126,0.997194845,0.997187762,0.997179293,0.997170824,India,FiberCrop -17,10,4,0.384818898,0.384818402,0.384818989,0.3853876,0.38584654,0.386305291,0.386659218,0.38756353,0.388458634,0.389354217,0.390039872,0.390014549,0.389986085,0.389951945,0.389917541,0.389880795,0.389841364,0.389802945,0.389762605,0.389719223,0.389675841,India,MiscCrop -17,10,5,0.095632053,0.095632001,0.095632409,0.09458366,0.093808722,0.09312868,0.0924969,0.092445125,0.092350627,0.092256452,0.092165662,0.092084884,0.091991996,0.091886549,0.091782273,0.091685979,0.091595258,0.091511136,0.091428382,0.09134991,0.091271438,India,OilCrop -17,10,6,0.221617828,0.221617899,0.221618198,0.219590756,0.217786204,0.216137664,0.214571026,0.214569077,0.2145499,0.214529535,0.214507849,0.214511296,0.214510585,0.214506585,0.21449988,0.214491303,0.214481138,0.214469541,0.214456429,0.214443449,0.214430469,India,OtherGrain -17,10,7,0.78915628,0.789156366,0.789156163,0.790527649,0.791648484,0.792608685,0.793480669,0.793797117,0.793998314,0.794181307,0.794340112,0.794329528,0.794290756,0.794229175,0.794141429,0.794033734,0.793903389,0.793754193,0.793582784,0.793389975,0.793197166,India,Rice -17,10,8,0.371393457,0.371393354,0.371393397,0.372284747,0.373174334,0.373961329,0.374647946,0.375154053,0.37565766,0.3760558,0.37645444,0.376452929,0.376447628,0.37644261,0.376436451,0.376429668,0.376421272,0.376412529,0.376401972,0.376392612,0.376383252,India,Root_Tuber -17,10,9,0.393221329,0.393221977,0.393221455,0.40342381,0.412500168,0.420584816,0.427760009,0.431082349,0.434184586,0.437178959,0.43996097,0.439945838,0.439924489,0.439896433,0.439866194,0.439835169,0.43979892,0.439761485,0.43972401,0.439679509,0.439635008,India,SugarCrop -17,10,10,0.519028396,0.519028829,0.519028226,0.524422337,0.529067663,0.533271011,0.537036973,0.539001203,0.540866886,0.542617049,0.544250465,0.544222928,0.54417704,0.544113338,0.544038362,0.54396116,0.543875939,0.543788449,0.543693534,0.54359716,0.543500786,India,Wheat -17,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,11,1,0.054085089,0.054084961,0.054084874,0.055014856,0.055875551,0.056680453,0.057472795,0.058231538,0.058949151,0.059626757,0.060262204,0.060260694,0.060259154,0.060256825,0.060254482,0.06025228,0.060249777,0.060247257,0.060244721,0.060242277,0.060239833,India,Corn -17,11,2,0,0,0,0,0.081890351,0.082345265,0.082728183,0.084001347,0.085476228,0.086858997,0.088514175,0.088579113,0.088577749,0.088679819,0.088817957,0.088983849,0.08914157,0.089330462,0.089339264,0.089348033,0.089356802,India,biomass -17,11,3,0.094832927,0.094833225,0.094832697,0.096263174,0.097630855,0.098900437,0.10010457,0.101478295,0.10274803,0.103992779,0.105127194,0.105136836,0.105143606,0.105146895,0.105148356,0.105147434,0.105144984,0.105139241,0.105132015,0.105124162,0.105116309,India,FiberCrop -17,11,4,0.067118633,0.067118487,0.067118548,0.068468788,0.069674286,0.0707857,0.071768455,0.072691632,0.073593743,0.074445411,0.075244344,0.075235126,0.075224181,0.075212385,0.075199174,0.075185401,0.075170944,0.075156288,0.075141309,0.075125232,0.075109155,India,MiscCrop -17,11,5,0.034452004,0.034452135,0.034452245,0.034034862,0.033713575,0.033428293,0.033161886,0.032840774,0.032548189,0.032285054,0.03205151,0.032024132,0.031992046,0.031955786,0.031919503,0.031885928,0.031854343,0.031825056,0.031796134,0.031768355,0.031740576,India,OilCrop -17,11,6,0.020860358,0.02086039,0.020860265,0.020893105,0.020915601,0.020946683,0.020969158,0.020968964,0.020966017,0.020963053,0.020950751,0.020951303,0.02095116,0.020950719,0.020949521,0.020948323,0.020946809,0.020945029,0.020943037,0.02094118,0.020939323,India,OtherGrain -17,11,7,0.306881134,0.306880057,0.306880298,0.30851083,0.309983312,0.311267008,0.312454807,0.312842565,0.313182677,0.313515978,0.313840094,0.313836208,0.313819105,0.313794145,0.313757876,0.313712611,0.313658077,0.313597273,0.313526048,0.313446623,0.313367198,India,Rice -17,11,8,0.040541409,0.040541337,0.040541298,0.040673328,0.040788585,0.040903918,0.041002599,0.041139465,0.041275629,0.041395106,0.041514674,0.041514604,0.041513835,0.041513193,0.041511952,0.041511042,0.041509772,0.041508264,0.041506951,0.041505478,0.041504005,India,Root_Tuber -17,11,9,0.080975254,0.080975534,0.080975621,0.084272982,0.087250109,0.089969816,0.092441102,0.093613997,0.094724532,0.095809903,0.09683045,0.096829539,0.096829,0.096828593,0.0968283,0.096827412,0.096826604,0.096825917,0.096824596,0.096823638,0.09682268,India,SugarCrop -17,11,10,0.191707304,0.191707583,0.191707419,0.195095089,0.19806943,0.200796937,0.203271381,0.204551725,0.205787811,0.206956486,0.208053435,0.208039795,0.20801601,0.20798391,0.20794545,0.20790605,0.207862262,0.207817768,0.207769276,0.207720686,0.207672096,India,Wheat -17,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,12,1,0.00079486,0.000794874,0.000794913,0.000809178,0.000822508,0.000835003,0.000847331,0.000859201,0.00087042,0.000881017,0.000890969,0.000890925,0.000890864,0.000890789,0.000890711,0.000890632,0.000890545,0.000890459,0.000890373,0.000890284,0.000890195,India,Corn -17,12,2,0,0,0,0,0.084375977,0.084666045,0.08494934,0.085538868,0.087333415,0.08923008,0.091021746,0.091146888,0.091049474,0.090946343,0.09087926,0.090847063,0.090669478,0.090851681,0.090672718,0.090494057,0.090315396,India,biomass -17,12,3,0.010852953,0.010852151,0.010852688,0.010991818,0.01111545,0.011230718,0.011337326,0.011415619,0.011483397,0.011551767,0.011610525,0.011612107,0.01161322,0.01161384,0.011613931,0.011613727,0.011613168,0.011612263,0.011610963,0.011609541,0.011608119,India,FiberCrop -17,12,4,0.022880996,0.022880977,0.022881058,0.023603314,0.024266078,0.02486295,0.02540994,0.025896588,0.026369405,0.026816442,0.02724763,0.027245355,0.027242685,0.027239731,0.02723638,0.027233109,0.027229395,0.027225652,0.027221856,0.027217715,0.027213574,India,MiscCrop -17,12,5,0.008178401,0.00817827,0.008178206,0.008032583,0.00792859,0.007831482,0.007743233,0.007687346,0.007631471,0.007579173,0.007533746,0.00752224,0.007508696,0.007493278,0.007477729,0.007463195,0.007449495,0.007436764,0.007424032,0.007411882,0.007399732,India,OilCrop -17,12,6,0.000401905,0.000401565,0.000401787,0.000398491,0.000395563,0.000392998,0.000390447,0.000391465,0.000392317,0.000393168,0.000394021,0.000394023,0.000394019,0.000394022,0.000394022,0.000394023,0.000394023,0.000394021,0.000394022,0.000394022,0.000394022,India,OtherGrain -17,12,7,0.347482659,0.347482902,0.347481974,0.349203616,0.350773678,0.352145298,0.353415876,0.353825145,0.35419585,0.354561763,0.354919231,0.354914873,0.354901982,0.35488158,0.354852974,0.354816793,0.35477373,0.354722859,0.354666434,0.354602869,0.354539304,India,Rice -17,12,8,0.045880659,0.04588144,0.045881162,0.045937681,0.045994204,0.046031837,0.046088437,0.046415228,0.046744033,0.047055421,0.047368812,0.047368828,0.047368748,0.047368616,0.047368523,0.047368225,0.047368107,0.047367995,0.04736758,0.047367365,0.04736715,India,Root_Tuber -17,12,9,0.146194668,0.146197316,0.146200034,0.151722837,0.15667818,0.161184742,0.165261015,0.167190697,0.169016023,0.17079511,0.172465462,0.172465041,0.172464752,0.172465305,0.172465334,0.172465291,0.172466112,0.17246518,0.172465096,0.172465305,0.172465514,India,SugarCrop -17,12,10,0.164967638,0.164967537,0.164967835,0.168023635,0.17075229,0.173269303,0.175565128,0.176703555,0.177841831,0.178921371,0.179941733,0.179939902,0.179936707,0.179932995,0.179928447,0.179923816,0.179918477,0.179912757,0.179906725,0.17990103,0.179895335,India,Wheat -17,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,13,1,0.00233684,0.002339133,0.002343852,0.00238689,0.002426533,0.002463616,0.002500196,0.002535145,0.002568344,0.002599717,0.00262921,0.002629224,0.002629218,0.002629221,0.002629213,0.002629218,0.002629217,0.002629213,0.002629222,0.002629208,0.002629194,India,Corn -17,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,13,4,0.003544614,0.003540749,0.003542055,0.003600567,0.003650377,0.003696082,0.003737469,0.003782227,0.003823926,0.003862662,0.00389999,0.003899136,0.00389811,0.003896977,0.003895731,0.003894455,0.003893108,0.003891751,0.003890348,0.003888865,0.003887382,India,MiscCrop -17,13,5,0,0,4.52E-05,4.45E-05,4.39E-05,4.33E-05,4.28E-05,4.32E-05,4.37E-05,4.41E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,4.44E-05,India,OilCrop -17,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,OtherGrain -17,13,7,0.898086376,0.898079741,0.898074192,0.898779792,0.899403588,0.899942953,0.900437941,0.900601045,0.90073834,0.900871737,0.900999417,0.900997048,0.90098853,0.900974951,0.900955591,0.900931836,0.900903139,0.900870338,0.900832827,0.900790477,0.900748127,India,Rice -17,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,Root_Tuber -17,13,9,0.01048951,0.010797708,0.010588475,0.011054817,0.011478091,0.011866997,0.012222136,0.012391343,0.012552073,0.012709469,0.012857772,0.01285777,0.012857791,0.012857755,0.012857766,0.012857789,0.012857764,0.012857786,0.012857757,0.012857759,0.012857761,India,SugarCrop -17,13,10,0.011830134,0.01182484,0.011820945,0.012080192,0.012312476,0.012527677,0.012724834,0.012823886,0.012922458,0.013016097,0.013104703,0.013104404,0.013103755,0.013102974,0.013102009,0.013100973,0.013099875,0.013098723,0.013097538,0.013096259,0.01309498,India,Wheat -17,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,14,1,0.043774291,0.043771873,0.04377034,0.044513835,0.045211787,0.045865867,0.046510081,0.047131692,0.04771725,0.048269671,0.048787598,0.048784346,0.048780166,0.048775007,0.048769407,0.048763889,0.048758094,0.04875205,0.048746017,0.048740052,0.048734087,India,Corn -17,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,14,4,0.047072965,0.04708407,0.047080872,0.047103364,0.047122745,0.047141447,0.047159073,0.047365252,0.047548991,0.047713471,0.047856777,0.047847519,0.047836588,0.047824309,0.047810511,0.047797181,0.047782592,0.047767976,0.047752968,0.047737138,0.047721308,India,MiscCrop -17,14,5,0.004480494,0.004494756,0.00450376,0.004450791,0.004410437,0.0043729,0.004337774,0.004343257,0.004349187,0.004353221,0.004357312,0.00435434,0.004350859,0.004346889,0.004342937,0.004339243,0.00433578,0.004332568,0.004329374,0.004326325,0.004323276,India,OilCrop -17,14,6,0.01991325,0.019911523,0.019910766,0.019880395,0.019846685,0.01982135,0.019796155,0.019812423,0.019815186,0.019817606,0.019828015,0.019828977,0.019828758,0.019827748,0.019825724,0.019823197,0.019820076,0.019816668,0.01981284,0.019808929,0.019805018,India,OtherGrain -17,14,7,0.87085755,0.870855129,0.870853348,0.8717001,0.872470657,0.87313967,0.873756014,0.87395244,0.874133254,0.874311248,0.874485913,0.87448441,0.874479371,0.87447106,0.874459214,0.874444798,0.874427295,0.874407447,0.874384474,0.874359111,0.874333748,India,Rice -17,14,8,0.088780237,0.088746972,0.088703563,0.089019584,0.089336694,0.08961954,0.089867765,0.090045972,0.090224562,0.090367786,0.090511077,0.090511095,0.0905111,0.090510668,0.09051102,0.090511381,0.090511055,0.090511072,0.090511055,0.090511038,0.090511021,India,Root_Tuber -17,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,14,10,0.022305886,0.022307677,0.022308611,0.022791917,0.023224216,0.023624331,0.023990777,0.02417538,0.024358645,0.02453282,0.024697331,0.02469649,0.024695075,0.024693413,0.024691143,0.024688918,0.024686606,0.024683934,0.024681345,0.024678497,0.024675649,India,Wheat -17,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,15,1,0.028125727,0.028125636,0.028125896,0.028620149,0.029079501,0.029509724,0.029933731,0.030340579,0.03072535,0.031088816,0.031429929,0.031428785,0.031427444,0.03142578,0.031424007,0.031422198,0.031420218,0.031418261,0.031416332,0.03141441,0.031412488,India,Corn -17,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,15,4,0.118806381,0.118805799,0.118806288,0.118639159,0.118467476,0.118339452,0.118209542,0.118418724,0.118577439,0.118735087,0.11884447,0.118827151,0.118806533,0.118784566,0.118758519,0.118733287,0.118706862,0.118679301,0.118651373,0.118622031,0.118592689,India,MiscCrop -17,15,5,0.046628377,0.046631502,0.046630586,0.046206117,0.045933704,0.045690363,0.045452088,0.045401616,0.045327698,0.04525399,0.045200173,0.045153246,0.045097904,0.04503576,0.044973326,0.044915226,0.044860662,0.044809888,0.044759064,0.044711077,0.04466309,India,OilCrop -17,15,6,0.111191426,0.111191138,0.111192621,0.109509982,0.107997183,0.106665955,0.105471622,0.10542821,0.10531619,0.105202771,0.105086933,0.105092135,0.105090766,0.105085401,0.105074473,0.105061631,0.10504482,0.105026849,0.105006694,0.10498629,0.104965886,India,OtherGrain -17,15,7,0.475527092,0.475528147,0.475528004,0.477564186,0.479261258,0.480722997,0.482058398,0.482535989,0.482856964,0.483154365,0.483417828,0.483403626,0.483351231,0.483267886,0.483149365,0.483003031,0.482827082,0.48262583,0.482394584,0.482135591,0.481876598,India,Rice -17,15,8,0.217679944,0.217692354,0.217692841,0.218342606,0.218991935,0.21956789,0.220070089,0.220441171,0.220809632,0.221102386,0.221394309,0.221393303,0.22139008,0.221386361,0.221380629,0.221375222,0.22136883,0.221362683,0.221355427,0.221347527,0.221339627,India,Root_Tuber -17,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,15,10,0.183499576,0.183500429,0.183500197,0.186719208,0.189487204,0.192010471,0.194285915,0.195532416,0.196683975,0.197767491,0.198776985,0.19874869,0.198701101,0.198636287,0.198558955,0.198479624,0.198391779,0.198301829,0.198205654,0.198107004,0.198008354,India,Wheat -17,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -17,16,1,0.129924984,0.129925526,0.129925876,0.131464356,0.133169983,0.134790725,0.136386665,0.138049284,0.139535205,0.140920953,0.142208837,0.14214586,0.142061525,0.141956323,0.141845022,0.141732556,0.141611816,0.14149215,0.141371595,0.141248625,0.141125655,India,Corn -17,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,biomass -17,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FiberCrop -17,16,4,0.140337385,0.140338229,0.140336379,0.140617941,0.14084264,0.141014163,0.141183536,0.141377138,0.141564896,0.141751512,0.141936009,0.141918619,0.141897795,0.141874378,0.141848966,0.141822981,0.141795351,0.141767719,0.141738791,0.141708833,0.141678875,India,MiscCrop -17,16,5,0.037062418,0.037037037,0.037043273,0.036290127,0.035767349,0.035295889,0.034867711,0.034620839,0.034357898,0.034125701,0.033910364,0.033845051,0.03376908,0.033684001,0.033599504,0.033521223,0.03344885,0.033382722,0.033317263,0.033255566,0.033193869,India,OilCrop -17,16,6,0.040497852,0.040497348,0.040496393,0.040887132,0.04123776,0.041539362,0.041808761,0.041754998,0.041686118,0.041616388,0.041562593,0.041565459,0.041564742,0.04156178,0.04155573,0.041548435,0.041539147,0.041529117,0.041517748,0.04150627,0.041494792,India,OtherGrain -17,16,7,0.253591317,0.253591647,0.253591243,0.255307661,0.256572451,0.257644954,0.258607436,0.259009081,0.259158494,0.259267679,0.259322565,0.25929836,0.259212963,0.259076977,0.258882957,0.258643175,0.258355031,0.258024151,0.257645885,0.257219401,0.256792917,India,Rice -17,16,8,0.111793522,0.111784105,0.111791333,0.112163542,0.112534779,0.112863455,0.113149037,0.113364925,0.113577556,0.113746121,0.11391317,0.113911896,0.113908805,0.113904864,0.113899248,0.113893649,0.113887173,0.113880541,0.11387339,0.113865337,0.113857284,India,Root_Tuber -17,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,SugarCrop -17,16,10,0.279052202,0.279051552,0.279051672,0.28338855,0.287128865,0.290533747,0.293599612,0.29524591,0.296786532,0.298235062,0.29958653,0.299555594,0.299501941,0.299430165,0.299344608,0.299256542,0.299159045,0.299059451,0.298951468,0.298841677,0.298731886,India,Wheat -17,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderHerb -17,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,FodderGrass -17,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,India,PalmFruit -18,4,1,0.140252998,0.140253232,0.140253222,0.140407088,0.14068187,0.140912593,0.141142749,0.14123762,0.141329519,0.141419883,0.141509455,0.141497029,0.141480773,0.141460471,0.141439399,0.141418102,0.141395576,0.141373753,0.141351518,0.141329194,0.14130687,Indonesia,Corn -18,4,2,0,0,0,0,0.094980883,0.095093229,0.095243009,0.09516795,0.095092934,0.095093115,0.095393441,0.095318194,0.09524301,0.095167769,0.095093001,0.095018008,0.094904722,0.094829885,0.094755261,0.094642551,0.094529841,Indonesia,biomass -18,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,4,4,0.056593915,0.056594139,0.056593981,0.058681916,0.060643929,0.062465567,0.064155475,0.064126342,0.064122261,0.064117384,0.064112699,0.064109922,0.064106468,0.064102206,0.064097271,0.064093388,0.064088398,0.064083787,0.064078593,0.064073304,0.064068015,Indonesia,MiscCrop -18,4,5,0.160767596,0.160767918,0.160767951,0.162468476,0.164374409,0.166135193,0.167729614,0.169956421,0.171959368,0.173735547,0.175343294,0.175226417,0.175089317,0.174934383,0.174778434,0.174634402,0.174497311,0.174367334,0.174238221,0.174115775,0.173993329,Indonesia,OilCrop -18,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,4,7,0.875967971,0.875967755,0.87596827,0.876627091,0.877226227,0.877818768,0.8783574,0.878577814,0.878794848,0.879008089,0.879216257,0.87921519,0.879208626,0.879197704,0.879181523,0.879161732,0.879137823,0.879109447,0.879077145,0.879041149,0.879005153,Indonesia,Rice -18,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,4,9,0.985989841,0.985990676,0.985990572,0.986212148,0.986434428,0.986646987,0.986855857,0.98713521,0.98740268,0.987659034,0.9879047,0.987903796,0.987902451,0.987900765,0.987898824,0.987896811,0.98789457,0.98789223,0.987889775,0.987887013,0.987884251,Indonesia,SugarCrop -18,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -18,5,1,0.115645999,0.115645981,0.115645959,0.115784699,0.116020977,0.116218861,0.116416532,0.116497847,0.116576711,0.116654343,0.116731737,0.116722002,0.11670907,0.116693368,0.116676893,0.11666015,0.116642451,0.116625302,0.116608087,0.116590538,0.116572989,Indonesia,Corn -18,5,2,0,0,0,0,0.164157336,0.164455934,0.164754727,0.164215815,0.164096143,0.164096131,0.164574899,0.164454692,0.164335041,0.164215517,0.164095341,0.16397536,0.163796624,0.163676763,0.163557166,0.163378058,0.16319895,Indonesia,biomass -18,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,5,4,0.114448991,0.1144488,0.114449073,0.118722623,0.122761133,0.12648768,0.129967188,0.13010927,0.13025068,0.130391657,0.130532193,0.130527121,0.130521469,0.130514877,0.130507843,0.130500551,0.130492499,0.130484778,0.130476689,0.130468367,0.130460045,Indonesia,MiscCrop -18,5,5,0.067885694,0.067886156,0.067885696,0.068408154,0.069155058,0.069838174,0.070441641,0.071319647,0.072089606,0.072752202,0.073334679,0.073232999,0.073112995,0.072976672,0.07283976,0.072711721,0.072589939,0.072474146,0.072358204,0.072247948,0.072137692,Indonesia,OilCrop -18,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,5,7,0.815231394,0.815231054,0.815231395,0.816145812,0.816977262,0.817799162,0.818546569,0.818853001,0.819153659,0.819449324,0.819738403,0.819736681,0.819726791,0.819710725,0.819687778,0.819660152,0.819625378,0.819584065,0.819538926,0.819486629,0.819434332,Indonesia,Rice -18,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,5,9,0.967347343,0.967347033,0.967347418,0.967799575,0.968286477,0.968750292,0.969205435,0.969829009,0.970424599,0.970994574,0.97154005,0.971535021,0.971527747,0.971518363,0.971507798,0.971496722,0.971484442,0.971471654,0.971458214,0.971442892,0.97142757,Indonesia,SugarCrop -18,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -18,6,1,0.070459202,0.070458662,0.070458819,0.070572725,0.070733696,0.070868092,0.071002472,0.071057459,0.071110791,0.071164393,0.071217871,0.071214464,0.071209991,0.071204705,0.07119852,0.071192742,0.071186626,0.07118061,0.071173832,0.071167553,0.071161274,Indonesia,Corn -18,6,2,0,0,0,0,0.040790128,0.041029116,0.041269683,0.040994657,0.040484193,0.040450328,0.040585903,0.040551928,0.040518117,0.040484102,0.040450255,0.040416155,0.040365384,0.040331738,0.040297921,0.040247321,0.040196721,Indonesia,biomass -18,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FiberCrop -18,6,4,0.019597924,0.01959786,0.019597983,0.020402857,0.021168638,0.021879099,0.022546004,0.022593033,0.022639959,0.022686807,0.02272407,0.022723162,0.022722199,0.022720992,0.022719713,0.022718414,0.022716984,0.022715583,0.022714048,0.022712454,0.02271086,Indonesia,MiscCrop -18,6,5,0.01676839,0.016768354,0.016768293,0.017221095,0.017699542,0.018154901,0.018589839,0.019247569,0.019860283,0.020431606,0.020966121,0.020941954,0.020913408,0.020880609,0.020847546,0.020816538,0.020786647,0.020758248,0.020729599,0.020702217,0.020674835,Indonesia,OilCrop -18,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,OtherGrain -18,6,7,0.350462668,0.35046217,0.35046198,0.351846343,0.35310645,0.354356503,0.355495224,0.355960174,0.356416349,0.356863203,0.357297309,0.357293681,0.357274733,0.35724342,0.357198473,0.357141911,0.357073054,0.356992805,0.356900131,0.356796746,0.356693361,Indonesia,Rice -18,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Root_Tuber -18,6,9,0.859502245,0.859502102,0.859502092,0.859789765,0.860092876,0.86034246,0.860643455,0.860998042,0.861350798,0.861702467,0.862052232,0.862050893,0.862048266,0.862045623,0.862041445,0.862038149,0.862033766,0.862029836,0.862025138,0.862020455,0.862015772,Indonesia,SugarCrop -18,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,Wheat -18,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderHerb -18,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,FodderGrass -18,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Indonesia,PalmFruit -19,9,1,0.005813356,0.005818041,0.00582555,0.005825264,0.005825158,0.005825081,0.005825009,0.00582498,0.005824949,0.005824919,0.005824889,0.005824859,0.005824835,0.005824777,0.005824739,0.005824693,0.005824654,0.005824589,0.005824553,0.00582449,0.005824427,Japan,Corn -19,9,2,0,0,0,0,0.097543337,0.096742806,0.095947389,0.090885588,0.093413749,0.094755819,0.094197515,0.094199304,0.09420061,0.094201483,0.094201526,0.094202342,0.094202698,0.094202658,0.094203365,0.09420326,0.094203155,Japan,biomass -19,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,9,4,0.056593273,0.056593592,0.056593601,0.056523945,0.056454964,0.056385555,0.056316249,0.056363194,0.056409834,0.056456423,0.056526922,0.056526673,0.056526907,0.056526475,0.056526441,0.056526637,0.056526393,0.056526453,0.056526474,0.056526344,0.056526214,Japan,MiscCrop -19,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,9,6,0.512952798,0.512952018,0.512953469,0.513600456,0.514141159,0.514573449,0.515005001,0.515330804,0.51554702,0.515870884,0.516087441,0.516088227,0.51608808,0.516088027,0.516088332,0.516088694,0.516087995,0.516088417,0.516087749,0.516088917,0.516090085,Japan,OtherGrain -19,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,9,8,0.026510967,0.026509928,0.026508195,0.02650785,0.02650737,0.026506982,0.026517788,0.026517676,0.026517538,0.026528622,0.026539574,0.026539738,0.026539549,0.026539458,0.026539239,0.026539333,0.026539163,0.026538957,0.026538779,0.026538619,0.026538459,Japan,Root_Tuber -19,9,9,0.071620836,0.071624016,0.071625546,0.071076034,0.070559358,0.070074286,0.069592423,0.069113606,0.068666144,0.068221109,0.067806199,0.0678056,0.067805538,0.067805681,0.067805517,0.067805794,0.067805558,0.067805133,0.067805154,0.067805082,0.06780501,Japan,SugarCrop -19,9,10,0.099075656,0.099076126,0.099076407,0.099622395,0.100131057,0.100603281,0.101117333,0.101633444,0.102112421,0.102593799,0.10307605,0.103075777,0.103076466,0.103075682,0.103076051,0.103075583,0.103074613,0.103075014,0.103074805,0.103073916,0.103073027,Japan,Wheat -19,9,11,0.011050972,0.011050309,0.01105092,0.011051368,0.011051568,0.011051759,0.011051913,0.011052768,0.011053497,0.011054183,0.011054779,0.011055119,0.011055324,0.011055436,0.011055485,0.011055475,0.011055384,0.011055235,0.011055045,0.011054788,0.011054531,Japan,FodderHerb -19,9,12,0.000111567,0.000112671,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,0.000112928,Japan,FodderGrass -19,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,10,1,0.049191244,0.049191667,0.04919141,0.049188881,0.049188198,0.049187464,0.049186878,0.04918668,0.049186396,0.049186046,0.049185767,0.049185624,0.04918534,0.049184973,0.049184575,0.049184182,0.049183773,0.049183212,0.04918296,0.049182523,0.049182086,Japan,Corn -19,10,2,0,0,0,0,0.257976913,0.25623208,0.254494349,0.244909071,0.249388008,0.251933876,0.248740544,0.249561331,0.250381372,0.250710534,0.250711192,0.250712519,0.250712727,0.250713487,0.250713741,0.250713791,0.250713841,Japan,biomass -19,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,10,4,0.334113397,0.334113257,0.334113701,0.335271482,0.336333728,0.337302275,0.338175243,0.335819078,0.333277652,0.33074347,0.328122804,0.328123953,0.328122616,0.328123362,0.328122468,0.328123886,0.32812281,0.328123151,0.328122515,0.328122655,0.328122795,Japan,MiscCrop -19,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,10,6,0.458756508,0.458756483,0.458756552,0.458971576,0.459185233,0.459400289,0.459615578,0.45983013,0.459937321,0.459936833,0.46004413,0.460044774,0.460044482,0.460044907,0.460044896,0.460044959,0.460044867,0.460044609,0.460044756,0.460044928,0.4600451,Japan,OtherGrain -19,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,10,8,0.190803972,0.190803833,0.190803764,0.190802873,0.190801682,0.190867774,0.190866406,0.190866009,0.190865681,0.190865405,0.190864689,0.190864709,0.190864428,0.190864239,0.190863897,0.190863545,0.19086301,0.190862948,0.19086249,0.190861734,0.190860978,Japan,Root_Tuber -19,10,9,0.494512238,0.494511649,0.494513125,0.492437914,0.490476091,0.488622504,0.486768895,0.484916753,0.483173843,0.481430645,0.479797013,0.479797096,0.47979679,0.479796505,0.479795681,0.479795484,0.479794981,0.47979475,0.479794157,0.479794177,0.479794197,Japan,SugarCrop -19,10,10,0.372067878,0.372067204,0.3720672,0.373494641,0.374821874,0.376048553,0.377378409,0.378712159,0.379945297,0.38117881,0.38241412,0.382414198,0.382414052,0.382413995,0.382412595,0.382412801,0.382411778,0.382412235,0.382410629,0.382410337,0.382410045,Japan,Wheat -19,10,11,0.060332175,0.060331945,0.060332051,0.060334469,0.060335556,0.060336554,0.060337368,0.060341902,0.060346019,0.060349714,0.060352916,0.060354642,0.060355836,0.060356446,0.060356654,0.060356468,0.06035613,0.060355248,0.06035417,0.060352971,0.060351772,Japan,FodderHerb -19,10,12,0.00080021,0.000800108,0.000800105,0.000800104,0.000800104,0.000800107,0.000800106,0.000800103,0.000800106,0.000800109,0.000800106,0.000800104,0.000800105,0.000800108,0.000800108,0.000800106,0.000800106,0.000800105,0.000800107,0.000800104,0.000800101,Japan,FodderGrass -19,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,11,1,0.113074219,0.113073988,0.113074297,0.113068778,0.113066751,0.113065526,0.113063917,0.113063226,0.113062705,0.113062119,0.113061525,0.113060899,0.113060441,0.113059488,0.113058537,0.11305781,0.113056573,0.11305563,0.113054752,0.113053855,0.113052958,Japan,Corn -19,11,2,0,0,0,0,0.34283928,0.340890115,0.339039135,0.341792614,0.337404041,0.333331193,0.32735766,0.327367811,0.327373548,0.326608462,0.325651513,0.324697826,0.323741843,0.322787873,0.321833905,0.320882387,0.319930869,Japan,biomass -19,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,11,4,0.706975001,0.706974969,0.706975105,0.714123931,0.720645032,0.726731606,0.732393923,0.721553511,0.710624129,0.699534273,0.688296683,0.688297495,0.688296859,0.688296945,0.688296435,0.688296898,0.68829614,0.688296144,0.688295855,0.688296078,0.688296301,Japan,MiscCrop -19,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,11,6,0.762133705,0.762132541,0.762132384,0.762837186,0.763540191,0.764164203,0.764710141,0.7650991,0.765488094,0.765798641,0.766109438,0.766110071,0.766109392,0.766110097,0.766110409,0.766110083,0.766110562,0.766110389,0.766110265,0.766109457,0.766108649,Japan,OtherGrain -19,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,11,8,0.387114853,0.387115768,0.387115299,0.387215569,0.387215223,0.387212482,0.387211209,0.387313783,0.387415904,0.387415762,0.387414561,0.387414645,0.387414564,0.387414169,0.387413205,0.387412764,0.387411687,0.38741124,0.38741094,0.387410684,0.387410428,Japan,Root_Tuber -19,11,9,0.994295112,0.994295322,0.994295239,0.994235453,0.994177647,0.994119232,0.994062825,0.994162534,0.994258124,0.994352093,0.994444582,0.994444549,0.994444553,0.994444536,0.994444512,0.994444496,0.994444488,0.994444465,0.994444415,0.994444413,0.994444411,Japan,SugarCrop -19,11,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Wheat -19,11,11,0.113925746,0.113925803,0.113925546,0.113930114,0.113932379,0.113934144,0.113935403,0.113944204,0.113951474,0.113958522,0.113964603,0.113968,0.113970231,0.113971347,0.113971606,0.113971454,0.113970476,0.113969123,0.113967148,0.113964804,0.11396246,Japan,FodderHerb -19,11,12,0.001733625,0.001733642,0.001733598,0.001733603,0.001733595,0.001733597,0.001733604,0.0017336,0.001733597,0.001733601,0.001733604,0.001733605,0.001733601,0.001733597,0.001733601,0.001733605,0.001733601,0.001733596,0.0017336,0.0017336,0.0017336,Japan,FodderGrass -19,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,12,1,0.085968595,0.085968274,0.085967513,0.08596191,0.085960442,0.085958762,0.085957437,0.085956931,0.085956416,0.085955622,0.085955663,0.085954603,0.08595418,0.085953224,0.085952334,0.085951272,0.08595058,0.085949356,0.085948954,0.085947639,0.085946324,Japan,Corn -19,12,2,0,0,0,0,0.380143767,0.378613437,0.377184964,0.372393777,0.369749673,0.370568578,0.371388262,0.370377888,0.369365546,0.368351365,0.367340105,0.366325839,0.365314902,0.364303601,0.363293895,0.36329351,0.363293125,Japan,biomass -19,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,12,4,0.567711109,0.567711532,0.567711145,0.571111885,0.574296098,0.577262647,0.579908486,0.574236246,0.56832817,0.562292673,0.556129251,0.556130352,0.556129982,0.556129578,0.55613012,0.556130522,0.556128399,0.556129156,0.556129469,0.556129118,0.556128767,Japan,MiscCrop -19,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,12,6,0.731956201,0.731956775,0.731956529,0.732718382,0.733479547,0.734155972,0.734746778,0.735252643,0.73567395,0.736010686,0.736347627,0.736346761,0.736347492,0.736347525,0.736346592,0.736347635,0.736347167,0.736346605,0.736346569,0.736346615,0.736346661,Japan,OtherGrain -19,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Japan,Rice -19,12,8,0.292320886,0.292321018,0.292320951,0.29241044,0.292499726,0.292588706,0.292677546,0.292767851,0.292856557,0.292947344,0.292945825,0.292945915,0.292946668,0.292946121,0.292945408,0.292944749,0.2929448,0.292943913,0.292944034,0.292942997,0.29294196,Japan,Root_Tuber -19,12,9,0.73742955,0.737430621,0.737429831,0.73641212,0.735394842,0.734458802,0.733521388,0.73369074,0.733860006,0.734028525,0.734196602,0.734197001,0.734196021,0.734196258,0.734195646,0.734195669,0.734194224,0.734193902,0.734193251,0.734192309,0.734191367,Japan,SugarCrop -19,12,10,0.974694087,0.974694118,0.974693806,0.974843701,0.974982078,0.975109011,0.975245703,0.975382275,0.975507483,0.975632133,0.975756162,0.975756074,0.975756125,0.975755767,0.975755763,0.975755515,0.975755372,0.975755288,0.97575503,0.975754781,0.975754532,Japan,Wheat -19,12,11,0.090529573,0.090529328,0.09052972,0.090534063,0.090535922,0.090537602,0.090538868,0.090547869,0.090555526,0.09056118,0.090567506,0.090570865,0.090572728,0.09057438,0.090574526,0.090573996,0.090573224,0.09057205,0.090570488,0.090568246,0.090566004,Japan,FodderHerb -19,12,12,0.001391123,0.001391201,0.001391256,0.001391253,0.001391254,0.001391254,0.001391255,0.001391255,0.001391254,0.001391254,0.001391254,0.001391254,0.001391255,0.001391253,0.001391254,0.001391256,0.001391255,0.001391255,0.001391253,0.001391254,0.001391255,Japan,FodderGrass -19,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -19,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Corn -19,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,biomass -19,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FiberCrop -19,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,MiscCrop -19,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OilCrop -19,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,OtherGrain -19,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Rice -19,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Root_Tuber -19,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,SugarCrop -19,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,Wheat -19,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderHerb -19,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,FodderGrass -19,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Japan,PalmFruit -20,1,1,0.751467134,0.751466696,0.751467224,0.74749572,0.744224746,0.741302419,0.738604133,0.73828612,0.737949867,0.737605322,0.73725556,0.737182958,0.737086125,0.736967679,0.736843075,0.736717155,0.736585252,0.73645433,0.736322842,0.736189224,0.736055606,Mexico,Corn -20,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass -20,1,3,0.862389162,0.862389066,0.862389979,0.861035134,0.859666346,0.858384543,0.857183733,0.855847894,0.854615966,0.853487176,0.852403826,0.852498902,0.852563261,0.852598976,0.852612473,0.852603731,0.852571391,0.85251959,0.852450529,0.852369208,0.852287887,Mexico,FiberCrop -20,1,4,0.644642657,0.644642638,0.644642517,0.653844737,0.661779098,0.668672106,0.674832859,0.676811896,0.678592128,0.680271066,0.681849788,0.681833688,0.681814597,0.68179307,0.681768657,0.681744632,0.6817187,0.681692574,0.681665186,0.681637138,0.68160909,Mexico,MiscCrop -20,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop -20,1,6,0.791489456,0.791489227,0.79149012,0.793209178,0.794806374,0.796248454,0.797603915,0.798672769,0.799657101,0.800565061,0.801464214,0.801481254,0.801483492,0.801476893,0.801457468,0.801432726,0.801397143,0.801358086,0.801312082,0.801266208,0.801220334,Mexico,OtherGrain -20,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,1,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,1,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,1,10,0.761878578,0.761878664,0.761878745,0.761012747,0.760143705,0.759321092,0.758462575,0.75787985,0.757363075,0.756837065,0.756297677,0.756267852,0.756208108,0.756123857,0.756018909,0.755910195,0.755784842,0.755650813,0.755504562,0.755355003,0.755205444,Mexico,Wheat -20,1,11,0.774442848,0.774446009,0.774445676,0.776421482,0.778230533,0.779879369,0.781445519,0.78257663,0.783701112,0.784746811,0.785787786,0.785794377,0.785799235,0.78580131,0.785802634,0.785801845,0.785800364,0.785797284,0.785792891,0.785788217,0.785783543,Mexico,FodderHerb -20,1,12,0.772892453,0.77289295,0.772892354,0.771636927,0.770611009,0.769725606,0.768908837,0.766997522,0.765383308,0.763984872,0.762818987,0.76285853,0.762894272,0.762925423,0.762957121,0.762986556,0.763013112,0.763034413,0.76305036,0.763059762,0.763069164,Mexico,FodderGrass -20,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,2,1,0.705671394,0.705671071,0.705671439,0.70129266,0.697678401,0.694453089,0.691481016,0.691133581,0.690767166,0.690391312,0.690011278,0.689935602,0.689834992,0.689711938,0.689581932,0.689450929,0.689313033,0.689177528,0.689042008,0.68890298,0.688763952,Mexico,Corn -20,2,2,0,0,0,0,0.40889513,0.413187084,0.416717247,0.41940489,0.42194967,0.424185387,0.426548045,0.42757575,0.428106989,0.428060549,0.428022198,0.427859061,0.427568783,0.427207424,0.426806629,0.426401447,0.425996265,Mexico,biomass -20,2,3,0.905720376,0.905723032,0.905714707,0.904752228,0.903762701,0.902833151,0.901955959,0.900975271,0.900069855,0.899239527,0.898440408,0.898536431,0.898600607,0.898636548,0.898650306,0.898641037,0.898608639,0.898557078,0.898487257,0.898405205,0.898323153,Mexico,FiberCrop -20,2,4,0.61347191,0.613471568,0.613471257,0.625329533,0.635550178,0.644274058,0.652026946,0.654860725,0.657485219,0.659905474,0.662121223,0.662105823,0.662087967,0.662067267,0.66204628,0.66202319,0.661999462,0.661975342,0.661950352,0.661924107,0.661897862,Mexico,MiscCrop -20,2,5,0.038270641,0.038270562,0.038270677,0.035254305,0.033595704,0.032193231,0.030956,0.030682179,0.030386,0.030077835,0.029775111,0.029470042,0.029109206,0.028696915,0.028281399,0.027892403,0.027519153,0.027161492,0.026801976,0.026458677,0.026115378,Mexico,OilCrop -20,2,6,0.694314823,0.694314877,0.694314951,0.696410979,0.69838483,0.700155298,0.70181393,0.703067333,0.704295877,0.705424065,0.706539103,0.706574766,0.706580931,0.706566491,0.706526422,0.706474724,0.706402144,0.706319902,0.706225996,0.70613046,0.706034924,Mexico,OtherGrain -20,2,7,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,Mexico,Rice -20,2,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,2,10,0.761878288,0.76187831,0.761878067,0.761127721,0.760376406,0.759686345,0.758977504,0.758436733,0.757967021,0.757492711,0.757010591,0.756992332,0.756957575,0.756907201,0.756845504,0.756781532,0.756707999,0.756630505,0.756545873,0.756459988,0.756374103,Mexico,Wheat -20,2,11,0.75102128,0.751023022,0.751023648,0.753139503,0.75507724,0.756844029,0.758522547,0.759736352,0.760943339,0.76206524,0.763182798,0.763190174,0.763194403,0.763197204,0.763198604,0.763197769,0.763196329,0.763193028,0.763188308,0.763183154,0.763178,Mexico,FodderHerb -20,2,12,0.768745957,0.76874609,0.768745727,0.768745782,0.768746084,0.768745942,0.768745487,0.76874541,0.768746058,0.768745788,0.768745802,0.76874566,0.768745625,0.76874555,0.768745443,0.76874605,0.768745883,0.768745721,0.768745634,0.768746065,0.768746496,Mexico,FodderGrass -20,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,3,1,0.21555741,0.215556979,0.215557514,0.212554519,0.209878717,0.207512456,0.205377462,0.205161835,0.204945473,0.20472993,0.20451376,0.204512006,0.204509796,0.204506555,0.204503469,0.204500166,0.204496706,0.204493427,0.20448969,0.204486528,0.204483366,Mexico,Corn -20,3,2,0,0,0,0,0.236895088,0.239283215,0.241253223,0.242960473,0.244516024,0.245968161,0.247411547,0.248098094,0.248436195,0.248458134,0.248567079,0.248689369,0.248824011,0.248918732,0.248992694,0.249063639,0.249134584,Mexico,biomass -20,3,3,0.555657022,0.555656419,0.555653305,0.556175329,0.556044173,0.555843135,0.55546754,0.554876159,0.554348673,0.553856011,0.553343862,0.554347012,0.555017814,0.555389943,0.555525317,0.555428543,0.555089188,0.554544556,0.553816825,0.552956072,0.552095319,Mexico,FiberCrop -20,3,4,0.580711071,0.580711838,0.580711368,0.586539015,0.59171585,0.596351888,0.600452356,0.603858197,0.607043276,0.610009538,0.612760085,0.612735302,0.612704507,0.612671676,0.612634869,0.612597682,0.612558646,0.612519128,0.612476621,0.612434083,0.612391545,Mexico,MiscCrop -20,3,5,0.020945078,0.02094504,0.020944932,0.019984945,0.019225984,0.018590597,0.018051689,0.018635724,0.019173036,0.01966748,0.020132049,0.020117497,0.020100299,0.02008071,0.020060921,0.020042514,0.020024873,0.020008013,0.019991129,0.019974982,0.019958835,Mexico,OilCrop -20,3,6,0.426019315,0.426018663,0.426018141,0.428641072,0.431113102,0.433364197,0.435496869,0.437222795,0.438824014,0.440419848,0.441902188,0.441932974,0.441938482,0.441925508,0.441890286,0.441846539,0.441785772,0.441714389,0.441634989,0.441552146,0.441469303,Mexico,OtherGrain -20,3,7,0.792176452,0.792176726,0.792177001,0.791796157,0.791377814,0.791010307,0.790543448,0.789902707,0.789244505,0.788712314,0.788155615,0.788148843,0.788116118,0.788059241,0.787978032,0.787876004,0.787751354,0.787606782,0.78743998,0.787253032,0.787066084,Mexico,Rice -20,3,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,3,10,0.761878742,0.761878073,0.761877944,0.761107161,0.760335959,0.759624882,0.75889204,0.75834542,0.757868086,0.757385834,0.75689528,0.756875392,0.756836771,0.756781315,0.75671376,0.756642497,0.756561967,0.756476415,0.756383239,0.756288579,0.756193919,Mexico,Wheat -20,3,11,0.365728633,0.365728625,0.36572802,0.366948739,0.368063845,0.369180052,0.370196438,0.372149816,0.374104832,0.375958783,0.377714594,0.377723548,0.377729708,0.377731442,0.377733728,0.377732676,0.377731118,0.377727257,0.377721325,0.377716422,0.377711519,Mexico,FodderHerb -20,3,12,0.42901852,0.429018902,0.42901817,0.427271912,0.425848165,0.424622829,0.423497629,0.420886164,0.418695318,0.416810987,0.415248819,0.415299161,0.415344784,0.415384198,0.415425377,0.415462358,0.415496055,0.415523201,0.41554374,0.415555629,0.415567518,Mexico,FodderGrass -20,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,4,1,0.092268341,0.092268193,0.092268836,0.090784897,0.089468164,0.088308318,0.087264274,0.087159124,0.087054221,0.086948972,0.086843806,0.086842523,0.086841326,0.086839855,0.086839028,0.086837228,0.086835801,0.086834329,0.086832924,0.086831342,0.08682976,Mexico,Corn -20,4,2,0,0,0,0,0.098780345,0.098841599,0.098739267,0.1001268,0.102284592,0.104337119,0.106258593,0.106347545,0.106277644,0.106020788,0.105808763,0.1056395,0.105470642,0.105320665,0.105199214,0.105117402,0.10503559,Mexico,biomass -20,4,3,0.256639617,0.25664194,0.256641134,0.257133985,0.257009771,0.25682032,0.256465261,0.255906476,0.255408705,0.254942388,0.254458968,0.255406721,0.256040865,0.256392932,0.256520991,0.256428828,0.25610927,0.255593873,0.254907644,0.254093711,0.253279778,Mexico,FiberCrop -20,4,4,0.356632932,0.356633076,0.356632829,0.359847572,0.362672165,0.365106731,0.367244559,0.371155976,0.374774287,0.37819978,0.381430024,0.381400508,0.381363657,0.381325479,0.381281725,0.381238369,0.381190538,0.381143316,0.381095148,0.381043173,0.380991198,Mexico,MiscCrop -20,4,5,0.21046409,0.210463849,0.210463789,0.202905473,0.196564786,0.191167905,0.186599206,0.194287183,0.201516951,0.208377188,0.214897462,0.214895628,0.214894572,0.214892494,0.214891331,0.214890026,0.214888563,0.214887631,0.214886025,0.214884664,0.214883303,Mexico,OilCrop -20,4,6,0.289714015,0.289713985,0.289714286,0.29201333,0.294171162,0.296152297,0.297953123,0.299274482,0.300497459,0.301630271,0.302668351,0.302683453,0.302685814,0.302679705,0.302663218,0.302641713,0.302611439,0.302576914,0.302537822,0.302498339,0.302458856,Mexico,OtherGrain -20,4,7,0.707098929,0.707098835,0.707098988,0.706629634,0.706129605,0.705703433,0.705163677,0.704389011,0.703598778,0.702975178,0.702331213,0.702326189,0.702299181,0.702253889,0.702187836,0.702104966,0.702003688,0.70188597,0.701751173,0.701599586,0.701447999,Mexico,Rice -20,4,8,0.953489503,0.953486736,0.953487313,0.952789541,0.952159496,0.951580444,0.9510748,0.951999913,0.952888021,0.953741248,0.954560176,0.954560141,0.954559169,0.954558377,0.954557066,0.954555765,0.954554124,0.954552602,0.954550954,0.954548917,0.95454688,Mexico,Root_Tuber -20,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,4,10,0.761877939,0.761877964,0.761878379,0.760765327,0.759649366,0.758561309,0.757416186,0.756755592,0.756150404,0.755532216,0.754890213,0.754838309,0.754736252,0.754590598,0.754411906,0.754224138,0.754010786,0.753782925,0.753535167,0.7532833,0.753031433,Mexico,Wheat -20,4,11,0.196946917,0.196946625,0.196947455,0.196270769,0.195659981,0.195118226,0.19464402,0.196375108,0.198045271,0.199656097,0.201274409,0.201280827,0.201286392,0.201287706,0.201288952,0.201288901,0.201287278,0.201284354,0.201279446,0.201275103,0.20127076,Mexico,FodderHerb -20,4,12,0.273687154,0.273687172,0.273687103,0.272269971,0.27112042,0.270132186,0.269226569,0.267121453,0.265361709,0.263850158,0.262599187,0.262640986,0.262679014,0.262712804,0.262745726,0.262777994,0.262804469,0.262828806,0.262845044,0.262855112,0.26286518,Mexico,FodderGrass -20,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,5,1,0.055998618,0.055998733,0.055998586,0.055059903,0.054229431,0.053498453,0.052841524,0.052775173,0.052708606,0.052642193,0.052575694,0.052574819,0.052573647,0.052572286,0.052570814,0.052569301,0.052567691,0.05256615,0.052564619,0.052563162,0.052561705,Mexico,Corn -20,5,2,0,0,0,0,0.092175436,0.093207202,0.094096807,0.094697247,0.095425575,0.095782726,0.0958233,0.095606697,0.095304146,0.09490096,0.094538304,0.094192548,0.093862789,0.09344787,0.093064437,0.092718487,0.092372537,Mexico,biomass -20,5,3,0.199907224,0.199907145,0.199907965,0.200395599,0.200273932,0.200085464,0.199734366,0.199179441,0.198685072,0.198221662,0.197740477,0.198682823,0.199313434,0.199661548,0.199788437,0.199697394,0.199379347,0.198869246,0.198185211,0.197374978,0.196564745,Mexico,FiberCrop -20,5,4,0.209365124,0.209365596,0.209365283,0.206991224,0.204982858,0.203194984,0.20162352,0.202939259,0.204187104,0.205297955,0.206411283,0.206394872,0.206375999,0.206355049,0.206331858,0.206308212,0.206283013,0.206257193,0.206230881,0.206202952,0.206175023,Mexico,MiscCrop -20,5,5,0.649936773,0.64993773,0.649937133,0.639471094,0.630273596,0.622290079,0.615254197,0.625968194,0.63566298,0.644456987,0.652468383,0.652466184,0.652462761,0.652460664,0.652457795,0.652453734,0.652451907,0.652449489,0.652446098,0.652443753,0.652441408,Mexico,OilCrop -20,5,6,0.39566033,0.39566113,0.395661281,0.398761746,0.401668088,0.404266624,0.406765723,0.408545608,0.41021992,0.41189839,0.413474618,0.413474704,0.413475572,0.413475681,0.413472095,0.413469083,0.413465147,0.413459476,0.413453928,0.413449153,0.413444378,Mexico,OtherGrain -20,5,7,0.484449413,0.484449576,0.484449809,0.483896473,0.483328479,0.482860982,0.482273759,0.48137983,0.480479234,0.47978825,0.479088015,0.479085472,0.479072454,0.479049479,0.479016558,0.478975101,0.47892515,0.478866631,0.478799118,0.478723783,0.478648448,Mexico,Rice -20,5,8,0.930951116,0.93095056,0.930952865,0.932359696,0.933606552,0.934700119,0.935699245,0.936195628,0.936662734,0.937126702,0.937562127,0.937561596,0.937561633,0.937561838,0.937561809,0.937561825,0.937561771,0.937561787,0.93756154,0.937561643,0.937561746,Mexico,Root_Tuber -20,5,9,0.54101573,0.541015823,0.541015864,0.54308672,0.544877227,0.546452638,0.547812268,0.548538775,0.549263429,0.549878651,0.550600134,0.550596098,0.550590644,0.550582863,0.5505745,0.550565723,0.55055587,0.550545743,0.550534977,0.550522798,0.550510619,Mexico,SugarCrop -20,5,10,0.758220781,0.758220442,0.758220796,0.757535878,0.756850699,0.756233971,0.755603792,0.755082297,0.754634315,0.754183106,0.753726369,0.753715038,0.753692657,0.753661148,0.75362132,0.753580458,0.753533544,0.75348373,0.7534297,0.75337506,0.75332042,Mexico,Wheat -20,5,11,0.081480877,0.081485768,0.081483088,0.08233681,0.083129898,0.083862948,0.084568595,0.085084644,0.085602397,0.086087989,0.086575424,0.086578861,0.086581165,0.086582632,0.086582945,0.086582963,0.086581893,0.086580424,0.086578249,0.086575366,0.086572483,Mexico,FodderHerb -20,5,12,0.077916836,0.077916864,0.077916723,0.077916667,0.077916912,0.07791673,0.077916757,0.077916889,0.077916773,0.077916592,0.077916699,0.07791664,0.077916867,0.077916756,0.077916842,0.077916834,0.077916686,0.07791688,0.077916793,0.077916791,0.077916789,Mexico,FodderGrass -20,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,6,1,0.01446133,0.014461385,0.014461331,0.014210231,0.013987373,0.013791431,0.013615521,0.013597946,0.013580357,0.013562643,0.013545036,0.013545115,0.013545035,0.013544953,0.013544869,0.013544825,0.013544679,0.013544617,0.013544546,0.013544494,0.013544442,Mexico,Corn -20,6,2,0,0,0,0,0.052555944,0.05260619,0.052603464,0.052366125,0.052377572,0.052350856,0.052269357,0.052242964,0.05250239,0.05271625,0.052909946,0.053049974,0.053092029,0.053304639,0.053470341,0.053613842,0.053757343,Mexico,biomass -20,6,3,0.042922606,0.042923956,0.042923622,0.043029781,0.04300313,0.04296235,0.042885764,0.042765611,0.04265854,0.04255883,0.04245507,0.042658162,0.042794543,0.042870119,0.042897554,0.042877876,0.042809024,0.042698583,0.042550867,0.042376529,0.042202191,Mexico,FiberCrop -20,6,4,0.188948441,0.188948607,0.188949197,0.188642119,0.188331375,0.188083133,0.187832567,0.188206462,0.188574627,0.188875906,0.189172465,0.189148917,0.189121071,0.189089342,0.189054044,0.189018648,0.188979472,0.188939649,0.188899167,0.188854219,0.188809271,Mexico,MiscCrop -20,6,5,0.155858891,0.155858932,0.155859131,0.150163939,0.14538529,0.141303188,0.137826697,0.142790536,0.147414311,0.151773211,0.155895391,0.155894589,0.155894456,0.155893826,0.155892854,0.155892548,0.155891743,0.155890835,0.155890263,0.155889642,0.155889021,Mexico,OilCrop -20,6,6,0.378349457,0.378349405,0.378348457,0.381344776,0.3840586,0.386570754,0.388879712,0.390507365,0.392029048,0.393446989,0.394864429,0.394873127,0.394873926,0.394871214,0.39486068,0.394847883,0.394829798,0.394807995,0.394784014,0.394760125,0.394736236,Mexico,OtherGrain -20,6,7,0.4834353,0.483434248,0.483434726,0.482849558,0.48219687,0.481614383,0.480874022,0.47988779,0.478870503,0.478039179,0.477163077,0.477151955,0.477090465,0.476986553,0.476835032,0.4766453,0.476413346,0.476142996,0.475831999,0.475481509,0.475131019,Mexico,Rice -20,6,8,0.257050897,0.257050671,0.257050976,0.261290859,0.265154338,0.268631037,0.271964699,0.273606842,0.275167956,0.276734575,0.278218781,0.278218733,0.278218028,0.278217179,0.278216134,0.278214997,0.278213932,0.278212283,0.278210876,0.278209487,0.278208098,Mexico,Root_Tuber -20,6,9,0.229646051,0.229646576,0.229646606,0.231128557,0.232416007,0.23355174,0.234537512,0.235065764,0.235593026,0.236040985,0.236569336,0.236566342,0.236562509,0.236557085,0.236550862,0.23654484,0.236537531,0.236530375,0.236522874,0.236514455,0.236506036,Mexico,SugarCrop -20,6,10,0.746228315,0.746228458,0.746227969,0.745535589,0.744839686,0.744213956,0.743574632,0.743037092,0.742577514,0.742113725,0.741644251,0.741633183,0.741610598,0.741578706,0.741539,0.741498748,0.741451007,0.741400257,0.741343938,0.741287854,0.74123177,Mexico,Wheat -20,6,11,0.03956167,0.039561735,0.03956178,0.038960418,0.038414017,0.0379219,0.037482459,0.037740444,0.037983455,0.038227453,0.038472686,0.038474525,0.038475839,0.038476531,0.03847673,0.038476721,0.038476168,0.038475273,0.038474151,0.03847276,0.038471369,Mexico,FodderHerb -20,6,12,0.042032811,0.042032865,0.042032846,0.042032788,0.042032826,0.042032837,0.0420328,0.04203275,0.042032835,0.042032736,0.042032761,0.042032826,0.04203287,0.042032881,0.042032757,0.042032714,0.042032879,0.042032853,0.042032753,0.042032757,0.042032761,Mexico,FodderGrass -20,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,7,1,0.347770736,0.347770425,0.347768767,0.341928855,0.337680922,0.333961061,0.330538077,0.330071394,0.329559151,0.329020597,0.328472234,0.328276736,0.328017988,0.327697957,0.32736096,0.327021932,0.326660048,0.32630555,0.325948547,0.325584751,0.325220955,Mexico,Corn -20,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,biomass -20,7,3,0.836775887,0.836776285,0.836775738,0.835266937,0.833678534,0.832183714,0.830762841,0.829163919,0.827691893,0.826341813,0.825041973,0.825263862,0.825413147,0.825497356,0.825528123,0.825507384,0.825432356,0.825311736,0.825150941,0.824961832,0.824772723,Mexico,FiberCrop -20,7,4,0.291379349,0.291379031,0.291379012,0.299528724,0.306799237,0.313333038,0.319191855,0.322488535,0.325608502,0.328552378,0.331314297,0.331297489,0.331277972,0.331256225,0.331232858,0.331208871,0.331182558,0.331156772,0.331130315,0.331101221,0.331072127,Mexico,MiscCrop -20,7,5,0.044340641,0.044341095,0.044340864,0.038247842,0.035543751,0.033243765,0.031161181,0.030752128,0.030216122,0.02958308,0.028881908,0.027917734,0.026764627,0.025430204,0.02406639,0.022772566,0.021510574,0.02028172,0.019028746,0.01781418,0.016599614,Mexico,OilCrop -20,7,6,0.320798015,0.320797696,0.320797919,0.322527491,0.324234775,0.325718112,0.327064762,0.328498684,0.32977939,0.330946072,0.331987328,0.332082919,0.33210008,0.332061792,0.331952507,0.331811056,0.331614996,0.331389788,0.331133406,0.330871107,0.330608808,Mexico,OtherGrain -20,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Root_Tuber -20,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,7,10,0.759043346,0.759042956,0.759044287,0.757992511,0.756934917,0.755905825,0.754820131,0.754171904,0.753581218,0.752976806,0.752350499,0.752302855,0.752209387,0.752073108,0.751908259,0.751732404,0.751532107,0.751319374,0.75108491,0.750846816,0.750608722,Mexico,Wheat -20,7,11,0.289128684,0.289128072,0.289128522,0.288783372,0.288521511,0.288259002,0.287995134,0.289270053,0.290454081,0.291549961,0.292647413,0.292656065,0.292661296,0.292664587,0.292665352,0.292664872,0.292662256,0.292659133,0.292654358,0.292647694,0.29264103,Mexico,FodderHerb -20,7,12,0.360092526,0.360092096,0.360091563,0.358447852,0.357112459,0.355964715,0.354910958,0.352458241,0.350404625,0.348637928,0.34717296,0.347223222,0.347267593,0.347307206,0.347346984,0.347383872,0.347416866,0.347444279,0.347463864,0.347475838,0.347487812,Mexico,FodderGrass -20,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,8,1,0.266486512,0.266486077,0.266486073,0.26222762,0.258852939,0.255886669,0.253185017,0.252859743,0.252515641,0.252159877,0.251799068,0.251713797,0.251600493,0.2514608,0.25131577,0.251168273,0.251011872,0.250859223,0.250706745,0.250550655,0.250394565,Mexico,Corn -20,8,2,0,0,0,0,0.150511443,0.152303769,0.153596137,0.155279687,0.156486287,0.157863546,0.159968244,0.161106935,0.161944756,0.162366377,0.162853918,0.163323976,0.163775976,0.16418449,0.164328656,0.164409735,0.164490814,Mexico,biomass -20,8,3,0.852291393,0.852291252,0.852291461,0.850814799,0.849374399,0.848033118,0.846792507,0.845428862,0.844169528,0.843017327,0.841915299,0.841927682,0.841935595,0.841941336,0.841942891,0.841941329,0.841937439,0.84193039,0.841921469,0.841910738,0.841900007,Mexico,FiberCrop -20,8,4,0.214725192,0.214725338,0.214724755,0.219018371,0.222921607,0.226494713,0.229724916,0.231244286,0.232610143,0.233902315,0.235195906,0.235174413,0.235148459,0.23512109,0.235088974,0.23505763,0.235023699,0.23499002,0.234955179,0.234918636,0.234882093,Mexico,MiscCrop -20,8,5,0.224065407,0.22406543,0.224065394,0.216243675,0.20989418,0.204459161,0.199814697,0.204175748,0.208109015,0.211668297,0.214980847,0.214894007,0.214791254,0.214673539,0.214555766,0.214445746,0.214338834,0.214239134,0.214137118,0.214040559,0.213944,Mexico,OilCrop -20,8,6,0.492099024,0.492099159,0.492099086,0.494561438,0.496914087,0.499137988,0.501011783,0.503116475,0.505076752,0.506917218,0.508630999,0.50868857,0.508698512,0.508675676,0.508610236,0.508525948,0.508409179,0.508274719,0.508122594,0.507967331,0.507812068,Mexico,OtherGrain -20,8,7,0.999999999,0.999999998,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999996,0.999999996,0.999999996,Mexico,Rice -20,8,8,0.911558693,0.911558732,0.911559283,0.913468059,0.915169419,0.916674929,0.918057344,0.918607573,0.919149449,0.919655117,0.920155381,0.920153396,0.920148647,0.920142365,0.920133402,0.920124601,0.920114215,0.920104173,0.920092554,0.920079635,0.920066716,Mexico,Root_Tuber -20,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,8,10,0.761878599,0.761878398,0.761877958,0.760419705,0.758956911,0.757489153,0.755926057,0.755150306,0.754414995,0.753658217,0.752862508,0.752778975,0.752612558,0.752374557,0.752082718,0.751775932,0.751426678,0.751054556,0.750649893,0.750236972,0.749824051,Mexico,Wheat -20,8,11,0.294140926,0.29414146,0.294141575,0.291462084,0.289057619,0.286839374,0.284806421,0.28589386,0.286981421,0.288070401,0.289070595,0.289077029,0.289081961,0.289085482,0.28908649,0.289085196,0.289083907,0.289080289,0.289076259,0.289069791,0.289063323,Mexico,FodderHerb -20,8,12,0.440045955,0.440046655,0.440047103,0.438290091,0.436856533,0.435623795,0.434491809,0.431863162,0.429658468,0.427759541,0.426187059,0.426237584,0.426283288,0.426323297,0.426364226,0.426401649,0.426435507,0.42646325,0.426484031,0.426495642,0.426507253,Mexico,FodderGrass -20,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,9,1,0.270316119,0.2703157,0.270316427,0.266731268,0.263574128,0.260779351,0.258251792,0.257991402,0.257729074,0.257464567,0.257201158,0.257189923,0.257176305,0.257158912,0.257140418,0.257122257,0.257103235,0.257084453,0.257066745,0.257047508,0.257028271,Mexico,Corn -20,9,2,0,0,0,0,0.199506078,0.200304514,0.200811095,0.200920658,0.202210646,0.204952456,0.208655126,0.209311176,0.209692942,0.209386924,0.209015144,0.208717859,0.208422934,0.208303289,0.208739399,0.209174084,0.209608769,Mexico,biomass -20,9,3,0.799932351,0.79993232,0.799932679,0.798056476,0.796228501,0.794528719,0.792957951,0.791233693,0.78964282,0.788188638,0.786799247,0.786814535,0.786825537,0.786831141,0.786833003,0.786832074,0.786826712,0.786818386,0.786807396,0.786793719,0.786780042,Mexico,FiberCrop -20,9,4,0.394675052,0.394676691,0.394676001,0.401761171,0.408054212,0.413539369,0.418521227,0.422304076,0.425876222,0.42924376,0.432400917,0.43237294,0.432339516,0.432303404,0.432262843,0.432222326,0.432178963,0.432135388,0.432090115,0.432041924,0.431993733,Mexico,MiscCrop -20,9,5,0.274811032,0.274811708,0.274810845,0.265019543,0.257602523,0.251251916,0.245718457,0.24644702,0.247008656,0.24741319,0.247745683,0.247419698,0.247033728,0.246593969,0.246150729,0.245735712,0.245338818,0.24495702,0.24457419,0.244209683,0.243845176,Mexico,OilCrop -20,9,6,0.417612211,0.417612547,0.417612018,0.419813779,0.421966539,0.423900672,0.425719667,0.427015478,0.428295519,0.429464296,0.430519407,0.430547218,0.430552842,0.4305417,0.430509274,0.430469323,0.430411985,0.430346517,0.430272231,0.430197131,0.430122031,Mexico,OtherGrain -20,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,Rice -20,9,8,0.640924989,0.640924594,0.640925021,0.64646833,0.651479807,0.655970509,0.660142542,0.661798105,0.663445716,0.664991437,0.666531666,0.666530496,0.666526008,0.666520976,0.666512831,0.666505166,0.666496198,0.666486919,0.666477174,0.666466311,0.666455448,Mexico,Root_Tuber -20,9,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,9,10,0.761877845,0.761878484,0.761877744,0.760891739,0.759905169,0.758958975,0.757969938,0.757352199,0.75679606,0.756229533,0.755644897,0.755605635,0.755527778,0.755417031,0.755280607,0.755137795,0.754975624,0.754803098,0.754615279,0.754424055,0.754232831,Mexico,Wheat -20,9,11,0.490494894,0.490494734,0.490494257,0.486722689,0.483266878,0.48024274,0.477326961,0.477897141,0.478573321,0.479248432,0.479921038,0.479930724,0.479936659,0.479940513,0.479941874,0.479941593,0.479939285,0.47993446,0.479928058,0.479921273,0.479914488,Mexico,FodderHerb -20,9,12,0.619861774,0.619861167,0.619862408,0.618180344,0.61680351,0.615618738,0.614528223,0.611988239,0.609851242,0.608005682,0.606472552,0.606521737,0.606566223,0.606605319,0.606645807,0.60668214,0.606715088,0.606742541,0.60676229,0.60677428,0.60678627,Mexico,FodderGrass -20,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,10,1,0.202993939,0.202994203,0.202994271,0.200127276,0.197570643,0.195311241,0.193271844,0.193066351,0.192861057,0.192655725,0.192449959,0.192448708,0.192447077,0.192445017,0.192443284,0.192440766,0.192438574,0.192436414,0.192434259,0.192431936,0.192429613,Mexico,Corn -20,10,2,0,0,0,0,0.156602102,0.159009398,0.160977575,0.160588675,0.160228042,0.158984959,0.157649498,0.157998974,0.158752447,0.159513538,0.160340242,0.160977855,0.161480722,0.162416579,0.16285541,0.163292417,0.163729424,Mexico,biomass -20,10,3,0.44240658,0.442404661,0.442402647,0.443038399,0.44287953,0.442634193,0.442176616,0.441452462,0.440807306,0.440203512,0.439576009,0.440805123,0.441626756,0.442081573,0.442246334,0.442128531,0.441713647,0.441048153,0.440156927,0.439099766,0.438042605,Mexico,FiberCrop -20,10,4,0.388720293,0.388720254,0.388719478,0.391737465,0.394348847,0.396554771,0.398452101,0.403324018,0.408000083,0.41237294,0.416440506,0.416413762,0.416378958,0.41633976,0.416295439,0.416253285,0.416206553,0.416162574,0.416113636,0.416062208,0.41601078,Mexico,MiscCrop -20,10,5,0.450855385,0.450854777,0.450857378,0.439805925,0.430893639,0.423100101,0.41628432,0.415824395,0.415356592,0.41489323,0.414541629,0.414338053,0.414097122,0.413825879,0.413551915,0.413297272,0.413054157,0.41282306,0.412590861,0.412369565,0.412148269,Mexico,OilCrop -20,10,6,0.404957363,0.404957243,0.40495715,0.406737157,0.408500261,0.41001743,0.411280626,0.412749149,0.4140485,0.41522214,0.416365223,0.416469838,0.416487845,0.416446556,0.416327576,0.416174856,0.415962446,0.41571861,0.415442409,0.415160327,0.414878245,Mexico,OtherGrain -20,10,7,0.927048456,0.927047621,0.927049741,0.926895872,0.926730853,0.926589176,0.926410008,0.926153803,0.925892068,0.925684198,0.925468954,0.925467135,0.92545739,0.925440876,0.925416829,0.925387039,0.925350295,0.925307909,0.925259019,0.925204181,0.925149343,Mexico,Rice -20,10,8,0.534391617,0.53439162,0.534391679,0.540405148,0.5458698,0.550789371,0.555378099,0.557202726,0.559022551,0.560733279,0.562439424,0.562438626,0.562434621,0.562429443,0.562422905,0.562416111,0.562408309,0.562400363,0.562391465,0.562381372,0.562371279,Mexico,Root_Tuber -20,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Mexico,SugarCrop -20,10,10,0.761877902,0.761878017,0.761878288,0.760280325,0.758676348,0.757050452,0.755310176,0.754485183,0.753693571,0.752876145,0.752014706,0.751915954,0.751721417,0.751442595,0.751100464,0.750742142,0.750332761,0.749895305,0.749419196,0.748932354,0.748445512,Mexico,Wheat -20,10,11,0.37640469,0.376405032,0.376404806,0.373576538,0.370949985,0.368531161,0.366318119,0.367560187,0.368699063,0.369837344,0.371077579,0.371087022,0.371093238,0.371096934,0.371098308,0.371097423,0.37109477,0.371090716,0.371084678,0.371077858,0.371071038,Mexico,FodderHerb -20,10,12,0.472148065,0.472147374,0.472148214,0.472147589,0.472146602,0.472148305,0.472146628,0.472147259,0.472148988,0.472147973,0.472147362,0.472147882,0.472146474,0.472146836,0.472147638,0.472147289,0.472148846,0.472147802,0.472149092,0.472148152,0.472147212,Mexico,FodderGrass -20,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,11,1,0.153313985,0.15331406,0.153314215,0.15102521,0.148981974,0.147178229,0.145553881,0.145391206,0.145228001,0.145065056,0.144902837,0.144902116,0.144902106,0.144901938,0.144902417,0.144901983,0.144902432,0.144902239,0.144902349,0.14490228,0.144902211,Mexico,Corn -20,11,2,0,0,0,0,0.093448818,0.094407586,0.095148763,0.094173804,0.093748529,0.0933685,0.093250691,0.094064449,0.094682385,0.095108795,0.095539648,0.095892261,0.096203426,0.096528419,0.096803488,0.097077184,0.09735088,Mexico,biomass -20,11,3,0.23104693,0.230605736,0.230694978,0.231236103,0.231100837,0.2308921,0.230501901,0.229886439,0.229337613,0.228823489,0.228288878,0.229335004,0.230035204,0.23042129,0.230561782,0.230461384,0.230108462,0.229542424,0.228782456,0.227882903,0.22698335,Mexico,FiberCrop -20,11,4,0.137960618,0.137960452,0.137960489,0.131207597,0.125981485,0.121883111,0.118518063,0.120599578,0.122614892,0.124515648,0.126294955,0.126273796,0.126248684,0.126220993,0.126190168,0.126159062,0.126125423,0.126092023,0.126057052,0.126020366,0.12598368,Mexico,MiscCrop -20,11,5,0.201388124,0.201379359,0.201387666,0.195020181,0.189659523,0.185057989,0.181115026,0.180476797,0.17990282,0.179393682,0.178949111,0.178948838,0.178949054,0.178948897,0.178949063,0.178949196,0.178949067,0.178948713,0.17894915,0.178949191,0.178949232,Mexico,OilCrop -20,11,6,0.57403958,0.574039766,0.574039767,0.571432676,0.569541367,0.567331032,0.564759649,0.563561759,0.562045368,0.560414328,0.558611796,0.559116012,0.55920429,0.559007082,0.55843351,0.55769584,0.556665696,0.555478663,0.554123614,0.552732482,0.55134135,Mexico,OtherGrain -20,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,11,8,0.303332056,0.303320312,0.303339115,0.308418368,0.313069848,0.317291647,0.321257364,0.322857894,0.324450489,0.325946857,0.327441053,0.327434504,0.327420204,0.327402027,0.327374083,0.327348055,0.32731833,0.327286408,0.327251093,0.327213024,0.327174955,Mexico,Root_Tuber -20,11,9,0.741328837,0.741323276,0.741325282,0.742697538,0.743979425,0.745088023,0.746022948,0.746495181,0.74695623,0.747329651,0.747778476,0.747762567,0.747739467,0.747709686,0.747675881,0.747640334,0.74760062,0.747560235,0.747516995,0.747468434,0.747419873,Mexico,SugarCrop -20,11,10,0.761877567,0.761880424,0.761880273,0.760985887,0.760090264,0.75924298,0.758361579,0.757773387,0.757250874,0.756719247,0.756173672,0.756142423,0.756080946,0.755993657,0.755885735,0.75577261,0.755644001,0.755507221,0.755358586,0.755207337,0.755056088,Mexico,Wheat -20,11,11,0.229739898,0.229739602,0.229738838,0.22837271,0.227080899,0.225945815,0.224888924,0.224908872,0.225002176,0.225094772,0.225183933,0.225190955,0.225196802,0.22519983,0.225200962,0.225200458,0.225198517,0.225195083,0.225190325,0.225184683,0.225179041,Mexico,FodderHerb -20,11,12,0.305398223,0.305397886,0.305395455,0.305395568,0.305394733,0.305395859,0.305395924,0.305395799,0.305395934,0.305395694,0.305395595,0.305395485,0.305395284,0.305395652,0.305395279,0.305395283,0.305395608,0.305395238,0.305395608,0.30539545,0.305395292,Mexico,FodderGrass -20,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -20,12,1,0.0024005,0.002400714,0.002400394,0.002358276,0.002320881,0.002288014,0.002258523,0.002255569,0.002252624,0.002249677,0.002246733,0.002246733,0.002246731,0.002246733,0.002246731,0.002246735,0.00224673,0.002246733,0.002246729,0.002246731,0.002246733,Mexico,Corn -20,12,2,0,0,0,0,0.041369765,0.041646397,0.041836573,0.041244488,0.040910593,0.040598852,0.040307789,0.040852209,0.041326667,0.041715431,0.042091976,0.042433849,0.042758145,0.042875536,0.042987064,0.043044058,0.043101052,Mexico,biomass -20,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FiberCrop -20,12,4,0.167766166,0.167765737,0.16776604,0.167609737,0.167509533,0.167346592,0.167240983,0.167280329,0.167314695,0.167347381,0.167376651,0.167356619,0.167332815,0.167305587,0.167275651,0.167245089,0.16721207,0.167178201,0.16714308,0.167105568,0.167068056,Mexico,MiscCrop -20,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,OilCrop -20,12,6,0.002627294,0.002629221,0.002628729,0.002607109,0.002589664,0.00257193,0.002554927,0.00254411,0.002532706,0.002522228,0.002511469,0.002512464,0.002512641,0.002512255,0.002511122,0.002509669,0.002507646,0.002505317,0.002502675,0.002499976,0.002497277,Mexico,OtherGrain -20,12,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,Rice -20,12,8,0.006435783,0.006438363,0.006434508,0.006591317,0.006737434,0.006872059,0.007000332,0.007051955,0.007103877,0.007153146,0.007202754,0.007202761,0.007202693,0.007202631,0.007202496,0.007202433,0.007202357,0.00720225,0.007202137,0.007201967,0.007201797,Mexico,Root_Tuber -20,12,9,0.008515654,0.008514024,0.008506839,0.008577552,0.008639183,0.008693764,0.008741206,0.008766689,0.008792145,0.008813823,0.008839331,0.008839184,0.008838972,0.008838708,0.008838403,0.008838098,0.008837744,0.008837387,0.008836997,0.008836555,0.008836113,Mexico,SugarCrop -20,12,10,0.761879121,0.761878493,0.761878369,0.761179686,0.760478313,0.75983956,0.759183565,0.758657241,0.758202164,0.757744021,0.757278626,0.757264189,0.757235507,0.757195132,0.757145674,0.757093529,0.757033927,0.75696961,0.756899876,0.756828101,0.756756326,Mexico,Wheat -20,12,11,0.000536337,0.000533618,0.000533646,0.00052429,0.000515971,0.000508659,0.0005021,0.000501484,0.000500864,0.000500242,0.000499614,0.00049963,0.000499641,0.000499647,0.000499649,0.000499648,0.000499644,0.000499635,0.000499626,0.000499615,0.000499604,Mexico,FodderHerb -20,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,FodderGrass -20,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Mexico,PalmFruit -21,1,1,0.953321639,0.953321793,0.953321835,0.948137201,0.943813643,0.939966008,0.936480079,0.934060787,0.931812104,0.929707449,0.927740746,0.927666894,0.927565792,0.927439121,0.927304172,0.92716641,0.927017655,0.926867564,0.926715735,0.926560106,0.926404477,Middle East,Corn -21,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,1,3,0.995535001,0.995534542,0.995535288,0.996063669,0.996466342,0.996789431,0.997053308,0.99719373,0.997319605,0.997434472,0.997539023,0.997542842,0.997545299,0.997546529,0.997546803,0.997546136,0.997544561,0.997542295,0.997539257,0.997535664,0.997532071,Middle East,FiberCrop -21,1,4,0.854970271,0.854970149,0.854970153,0.858100321,0.860858036,0.863313643,0.86552799,0.8718091,0.876825001,0.880910336,0.884351099,0.884324074,0.884292117,0.884256828,0.884217187,0.884177448,0.884134718,0.884091684,0.88404698,0.883999919,0.883952858,Middle East,MiscCrop -21,1,5,0.26729784,0.267297907,0.267297842,0.26105207,0.258030215,0.255395054,0.25283341,0.251819001,0.250758,0.249694743,0.24856113,0.247441477,0.246114069,0.244593506,0.243049634,0.24159773,0.240207317,0.238885911,0.237553003,0.236273161,0.234993319,Middle East,OilCrop -21,1,6,0.607347612,0.607348073,0.607347723,0.604891178,0.603030345,0.601068619,0.59909075,0.596743355,0.594549799,0.592506921,0.59058943,0.590804828,0.590829776,0.590725477,0.590450993,0.590102969,0.589625798,0.589083274,0.588465617,0.587831712,0.587197807,Middle East,OtherGrain -21,1,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,1,8,0.996890346,0.996890849,0.996890632,0.996938685,0.996983264,0.997023317,0.997060244,0.997210538,0.997348391,0.997475069,0.997591421,0.997591342,0.997591138,0.997590895,0.997590525,0.997590162,0.997589739,0.997589312,0.997588842,0.997588307,0.997587772,Middle East,Root_Tuber -21,1,9,0.503524381,0.503520756,0.503525196,0.50738762,0.511614645,0.515708785,0.519669217,0.525987563,0.532048416,0.537864962,0.543542164,0.545659691,0.547751943,0.549821557,0.551770506,0.553496982,0.555101052,0.55648411,0.557643595,0.55867688,0.559710165,Middle East,SugarCrop -21,1,10,0.594833886,0.594834096,0.594834069,0.595116212,0.595312329,0.595402724,0.595270279,0.58609472,0.578266228,0.571418994,0.565441946,0.565344517,0.565145607,0.564859761,0.564503859,0.564128882,0.5636967,0.563232557,0.562724589,0.562204464,0.561684339,Middle East,Wheat -21,1,11,0.463572998,0.463573403,0.463573114,0.464845176,0.465695789,0.466441882,0.466978676,0.4674308,0.467772936,0.468114565,0.468455849,0.468464624,0.468470539,0.468474511,0.468476179,0.468475946,0.468472675,0.468467804,0.468462581,0.468455339,0.468448097,Middle East,FodderHerb -21,1,12,0.299520368,0.299521255,0.299520593,0.299520219,0.299520096,0.299520622,0.29952077,0.299520277,0.299520556,0.299520845,0.299520241,0.29952057,0.2995205,0.299520567,0.299520614,0.299520219,0.299520407,0.299520192,0.299520496,0.299520301,0.299520106,Middle East,FodderGrass -21,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Corn -21,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FiberCrop -21,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,MiscCrop -21,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OilCrop -21,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,OtherGrain -21,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Root_Tuber -21,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop -21,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Wheat -21,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderHerb -21,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,3,1,0.184606572,0.184603578,0.184605943,0.184094612,0.183923729,0.183784877,0.183644486,0.183076122,0.18249884,0.181915537,0.181397355,0.181353673,0.181294272,0.181218997,0.181138627,0.18105681,0.180967558,0.180877288,0.180785839,0.18069236,0.180598881,Middle East,Corn -21,3,2,0,0,0,0,0.041523267,0.041072615,0.040604609,0.04131205,0.04204409,0.042781107,0.042348543,0.042403528,0.042229129,0.042158197,0.04208772,0.042012909,0.041933725,0.041817176,0.041699791,0.041599704,0.041499617,Middle East,biomass -21,3,3,0.005730968,0.005733159,0.005731205,0.005733762,0.005733483,0.005733003,0.005731991,0.005730396,0.005728919,0.005727563,0.005726137,0.005728708,0.005730434,0.005731301,0.005731632,0.00573126,0.005730324,0.005728877,0.005726928,0.00572463,0.005722332,Middle East,FiberCrop -21,3,4,0.278378676,0.278378122,0.278378252,0.280369138,0.282102923,0.283755409,0.285324562,0.281429347,0.277737792,0.274248021,0.271042198,0.2710335,0.271022029,0.271009578,0.270996154,0.27098268,0.270968821,0.270954147,0.270939188,0.270923323,0.270907458,Middle East,MiscCrop -21,3,5,0.108681169,0.10868118,0.108681376,0.119508218,0.128320159,0.135469961,0.141355207,0.142609416,0.143761374,0.144814681,0.145770372,0.145616796,0.145436882,0.145232753,0.145027957,0.144837615,0.14465725,0.144487736,0.144318747,0.144158022,0.143997297,Middle East,OilCrop -21,3,6,0.113774356,0.113773335,0.113775054,0.11268197,0.111642009,0.110695235,0.10979701,0.10451139,0.099684166,0.095317303,0.091301276,0.09130137,0.091301416,0.091301099,0.091300931,0.091300556,0.091300455,0.091299735,0.091299245,0.091298775,0.091298305,Middle East,OtherGrain -21,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,3,8,0.244791175,0.244789524,0.244792735,0.244716875,0.244632109,0.244545962,0.244456533,0.244440784,0.244410943,0.244379238,0.244338961,0.244333385,0.244319124,0.244301009,0.244274606,0.244249636,0.244219391,0.244189839,0.244156821,0.244118999,0.244081177,Middle East,Root_Tuber -21,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,SugarCrop -21,3,10,0.007455328,0.007455983,0.007456085,0.007112936,0.006802983,0.006520732,0.00625824,0.006147386,0.006042599,0.005941586,0.005846289,0.005843918,0.005839272,0.005832628,0.005824506,0.005816004,0.005806351,0.005796096,0.005784973,0.005773665,0.005762357,Middle East,Wheat -21,3,11,0.000339743,0.00033867,0.000344637,0.000344638,0.000344637,0.000344637,0.000344637,0.000344637,0.000344637,0.000344638,0.000344638,0.000344638,0.000344636,0.000344637,0.000344638,0.000344636,0.000344637,0.000344638,0.000344638,0.000344638,0.000344638,Middle East,FodderHerb -21,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,7,1,0.984627352,0.984627349,0.984627483,0.984889459,0.985176809,0.985445041,0.985695951,0.98589581,0.986073304,0.986241679,0.986396119,0.986388876,0.986379114,0.986367084,0.986354324,0.986341421,0.986327724,0.986314172,0.986300318,0.986286419,0.98627252,Middle East,Corn -21,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,biomass -21,7,3,0.972564947,0.972564935,0.972565044,0.972790126,0.972959015,0.97311384,0.973240536,0.973225777,0.97321222,0.973199759,0.973186465,0.973209393,0.973224404,0.973232188,0.973234302,0.97323098,0.973222131,0.973208912,0.973191452,0.973170541,0.97314963,Middle East,FiberCrop -21,7,4,0.907403118,0.907402902,0.907402895,0.907174188,0.906940015,0.906738409,0.906533888,0.910356204,0.913660098,0.91655496,0.919070428,0.919048385,0.919022731,0.918993959,0.918962483,0.918930199,0.918895288,0.918860431,0.91882421,0.918786536,0.918748862,Middle East,MiscCrop -21,7,5,0.421057846,0.42105816,0.421058388,0.42235398,0.425848261,0.42893187,0.431681786,0.433070802,0.434196135,0.435102617,0.435909433,0.434807091,0.433506556,0.432024483,0.430524069,0.429114521,0.427786303,0.426553392,0.425316523,0.424133014,0.422949505,Middle East,OilCrop -21,7,6,0.717124083,0.717123965,0.717123885,0.71644509,0.715843074,0.715311202,0.714758258,0.71675055,0.718530069,0.720117574,0.721687346,0.721713584,0.721705737,0.721676758,0.721618752,0.721548967,0.721460095,0.721364917,0.721256874,0.721146219,0.721035564,Middle East,OtherGrain -21,7,7,0.999993942,0.999993937,0.999993947,0.999994165,0.999994362,0.999994542,0.999994707,0.999994946,0.99999516,0.999995354,0.999995528,0.999995547,0.999995563,0.999995577,0.99999559,0.9999956,0.999995609,0.999995616,0.999995621,0.999995625,0.999995629,Middle East,Rice -21,7,8,0.985671296,0.985671268,0.985671338,0.985889677,0.986092199,0.986279823,0.986453122,0.986388041,0.98632718,0.986265746,0.986209162,0.986208636,0.986207335,0.986205754,0.986203278,0.986200952,0.986198263,0.986195498,0.986192349,0.986188879,0.986185409,Middle East,Root_Tuber -21,7,9,0.922900249,0.922900202,0.922900163,0.924180542,0.925539358,0.926839864,0.928055499,0.929786171,0.931414523,0.932976075,0.934446386,0.934966944,0.935478423,0.935981289,0.936451639,0.936866057,0.937249338,0.937578561,0.937853552,0.938097988,0.938342424,Middle East,SugarCrop -21,7,10,0.545558786,0.545557971,0.54555917,0.547716951,0.549820613,0.551809442,0.553776506,0.557247731,0.560449635,0.563299636,0.565671947,0.565554439,0.565332126,0.565015087,0.564627379,0.564221999,0.563762175,0.563274996,0.562742963,0.562198062,0.561653161,Middle East,Wheat -21,7,11,0.2933221,0.293322722,0.293322025,0.293322607,0.29332276,0.293322984,0.293232066,0.293233684,0.293233977,0.293325019,0.293325632,0.293326388,0.293327042,0.293326752,0.293326037,0.293326265,0.293325277,0.293325061,0.293325384,0.293324373,0.293323362,Middle East,FodderHerb -21,7,12,0.47625303,0.476252649,0.476253128,0.476253116,0.476253087,0.476253186,0.476253534,0.476252315,0.476253268,0.476253608,0.476253163,0.476252641,0.476252585,0.476253935,0.476252398,0.476251423,0.476252946,0.476253432,0.476254216,0.476251531,0.476248846,Middle East,FodderGrass -21,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,8,1,0.929012073,0.929012118,0.929012004,0.929358654,0.929819359,0.930264316,0.930677655,0.931075223,0.931437991,0.931795445,0.932122471,0.932098856,0.93206757,0.932028618,0.931987663,0.931946095,0.931902541,0.931859999,0.93181701,0.931773223,0.931729436,Middle East,Corn -21,8,2,0,0,0,0,0.340006597,0.344248641,0.348077158,0.347200036,0.346369876,0.346054911,0.353216127,0.355795025,0.358202261,0.360396395,0.362501972,0.362541283,0.362128665,0.361690459,0.361236562,0.360782702,0.360328842,Middle East,biomass -21,8,3,0.982632094,0.982632105,0.9826321,0.982686937,0.982729669,0.982764023,0.982788869,0.982781393,0.982774813,0.98276856,0.982762167,0.982773986,0.982781951,0.982786273,0.982787605,0.982786128,0.982781814,0.982775187,0.982766176,0.982755664,0.982745152,Middle East,FiberCrop -21,8,4,0.73735967,0.737359663,0.737359593,0.737210505,0.73705482,0.736895443,0.736730908,0.738123627,0.739336886,0.740543832,0.741658955,0.741625093,0.741586236,0.741541731,0.74149358,0.741443608,0.741391341,0.741338517,0.74128448,0.741227318,0.741170156,Middle East,MiscCrop -21,8,5,0.338925997,0.338927389,0.33892679,0.340525246,0.34327254,0.345717166,0.347867918,0.34941957,0.350749943,0.35188592,0.352931801,0.352261364,0.351475782,0.3505913,0.349703943,0.348877857,0.348110923,0.347410731,0.34671314,0.346051104,0.345389068,Middle East,OilCrop -21,8,6,0.430086548,0.43008665,0.430086619,0.427992242,0.426209028,0.424740567,0.423368285,0.427144805,0.430706235,0.433952999,0.436986761,0.436996259,0.436993218,0.436982866,0.436962393,0.436936784,0.436903881,0.436870332,0.436832403,0.436792711,0.436753019,Middle East,OtherGrain -21,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,8,8,0.93268815,0.932688121,0.932688391,0.933293305,0.933864182,0.934430089,0.934938014,0.935667238,0.936308309,0.936891902,0.937417907,0.937416727,0.937412862,0.937408233,0.937401509,0.937394994,0.937387159,0.937379328,0.93737082,0.937361123,0.937351426,Middle East,Root_Tuber -21,8,9,0.887722522,0.887723149,0.887722758,0.890768574,0.893783729,0.896596386,0.899256275,0.902150398,0.904847296,0.907398439,0.909774207,0.910473156,0.911160245,0.911836006,0.912468868,0.913026653,0.913543148,0.913986855,0.914358064,0.9146882,0.915018336,Middle East,SugarCrop -21,8,10,0.320971678,0.32097194,0.320972221,0.319461013,0.317892301,0.316250589,0.314528404,0.316300155,0.317849131,0.319195502,0.320320074,0.320224381,0.320050205,0.319805679,0.319511289,0.319203503,0.318859536,0.318499254,0.318109799,0.317711798,0.317313797,Middle East,Wheat -21,8,11,0.014975096,0.014975114,0.014975104,0.014976292,0.014976768,0.0149772,0.014971142,0.014973241,0.014975034,0.014983096,0.014984603,0.01498537,0.01498586,0.014986165,0.014986343,0.014986279,0.014985972,0.014985703,0.01498519,0.014984587,0.014983984,Middle East,FodderHerb -21,8,12,0.000280821,0.000280794,0.000280792,0.000280792,0.000280792,0.000280793,0.000280792,0.000280792,0.000280792,0.000280792,0.000280793,0.000280791,0.000280793,0.000280791,0.000280791,0.000280793,0.000280792,0.000280791,0.000280792,0.000280793,0.000280794,Middle East,FodderGrass -21,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,9,1,0.831448417,0.831448741,0.831448995,0.832437979,0.833749683,0.835030722,0.836300854,0.838024957,0.839545812,0.841047979,0.842420156,0.842367057,0.842294392,0.842203215,0.842107144,0.842008381,0.841903381,0.841797551,0.8416913,0.841582968,0.841474636,Middle East,Corn -21,9,2,0,0,0,0,0.259994451,0.26534674,0.270180147,0.268968609,0.267788664,0.266705131,0.26770953,0.267863342,0.267834598,0.268275184,0.268890684,0.269461189,0.269983926,0.270394811,0.270618249,0.270753674,0.270889099,Middle East,biomass -21,9,3,0.969462326,0.969462478,0.9694624,0.970351613,0.971150523,0.971867631,0.972529129,0.972351891,0.972175127,0.971997945,0.971831309,0.9718537,0.97186879,0.971876829,0.971879923,0.971877607,0.971869908,0.97185763,0.971841254,0.971822001,0.971802748,Middle East,FiberCrop -21,9,4,0.599260186,0.599260535,0.599260852,0.599093486,0.599024596,0.59884712,0.598770536,0.597170624,0.595769683,0.594469307,0.593265737,0.593233355,0.593195044,0.593152113,0.593104307,0.59305731,0.593005721,0.592954332,0.592900812,0.592844761,0.59278871,Middle East,MiscCrop -21,9,5,0.492144297,0.492145511,0.492144746,0.500017789,0.508092648,0.515043173,0.521127049,0.523405456,0.525450816,0.527282098,0.529014382,0.528547016,0.527996682,0.527369998,0.526741784,0.526152839,0.525594784,0.525069918,0.524545803,0.524044243,0.523542683,Middle East,OilCrop -21,9,6,0.085436407,0.085436626,0.08543654,0.085469495,0.085492875,0.08547159,0.085437295,0.089114224,0.092657769,0.096056553,0.099323289,0.099343877,0.099336724,0.099313198,0.099265506,0.099209177,0.099138212,0.09906149,0.098975767,0.098888447,0.098801127,Middle East,OtherGrain -21,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,Rice -21,9,8,0.932990452,0.932990521,0.932990474,0.934669512,0.936205069,0.937605293,0.938877358,0.939098499,0.939317159,0.939485525,0.939652441,0.939651798,0.93964978,0.939647448,0.939643991,0.939640503,0.93963667,0.939632762,0.939628217,0.939623238,0.939618259,Middle East,Root_Tuber -21,9,9,0.831878739,0.831878023,0.831878087,0.838459368,0.844591897,0.850252321,0.855470069,0.858823631,0.862001793,0.865015025,0.867918629,0.868907896,0.869886502,0.870855051,0.871767162,0.872575202,0.873328229,0.873980496,0.874532666,0.875031679,0.875530692,Middle East,SugarCrop -21,9,10,0.28186793,0.28186831,0.28186772,0.283098919,0.284242469,0.285256882,0.286134366,0.287027631,0.287811579,0.288496682,0.289072591,0.289023066,0.288926584,0.288787531,0.288619278,0.288442422,0.288241524,0.288028242,0.287796964,0.287561585,0.287326206,Middle East,Wheat -21,9,11,0.123631175,0.123631128,0.12363124,0.129360258,0.134952589,0.14043378,0.145829459,0.152641459,0.159303368,0.165837342,0.172211678,0.172221515,0.172228311,0.172231477,0.1722323,0.172231675,0.17222939,0.172224227,0.172219076,0.172212525,0.172205974,Middle East,FodderHerb -21,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -21,10,1,0.585941547,0.585941464,0.585941247,0.595707648,0.606316385,0.616348404,0.625767608,0.636910558,0.647270925,0.656978802,0.666066469,0.665891314,0.665644844,0.665330575,0.664994071,0.664646376,0.664265904,0.663874849,0.663478266,0.663071322,0.662664378,Middle East,Corn -21,10,2,0,0,0,0,0.189772271,0.195896867,0.201479493,0.205640965,0.209141144,0.212431031,0.21560559,0.216078534,0.216286493,0.216180376,0.216079682,0.215910907,0.21567404,0.215472691,0.215397767,0.214729302,0.214060837,Middle East,biomass -21,10,3,0.997935896,0.997936051,0.997935919,0.998032304,0.998118194,0.998196329,0.998267212,0.998266294,0.99826547,0.998264708,0.998263913,0.998265464,0.998266503,0.998267077,0.99826728,0.998267129,0.998266602,0.998265754,0.998264628,0.998263293,0.998261958,Middle East,FiberCrop -21,10,4,0.468020452,0.468020877,0.468019951,0.468605822,0.469078625,0.46943882,0.469797025,0.470411564,0.471019175,0.471515988,0.472008119,0.471977345,0.471940488,0.471901776,0.471856782,0.471812123,0.471761298,0.47171334,0.471661313,0.471609436,0.471557559,Middle East,MiscCrop -21,10,5,0.35460555,0.354604815,0.354605262,0.352107722,0.350644331,0.349415584,0.348284937,0.347391547,0.346492536,0.345696314,0.344809588,0.344559245,0.344266459,0.343934122,0.343602079,0.343293017,0.343001193,0.342722657,0.342445475,0.342182731,0.341919987,Middle East,OilCrop -21,10,6,0.000516251,0.000516254,0.000516236,0.000505566,0.000495655,0.000486258,0.000477079,0.000461902,0.000446328,0.000430937,0.000415302,0.000415683,0.000415552,0.000415091,0.000414186,0.00041311,0.000411753,0.000410303,0.000408676,0.000407016,0.000405356,Middle East,OtherGrain -21,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,Rice -21,10,8,0.685580796,0.685580457,0.685580832,0.695973089,0.705353986,0.713858847,0.721603973,0.72679294,0.731568873,0.735952968,0.739950247,0.739944625,0.739932519,0.73991648,0.739891555,0.739869862,0.739842054,0.739815055,0.739785887,0.739751524,0.739717161,Middle East,Root_Tuber -21,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Middle East,SugarCrop -21,10,10,0.204994772,0.204994552,0.204995206,0.206384166,0.207579147,0.208689068,0.209567957,0.212679312,0.215595395,0.218387263,0.220972559,0.220953277,0.220913952,0.220855415,0.220783458,0.22070741,0.220620688,0.220526628,0.220424944,0.220321792,0.22021864,Middle East,Wheat -21,10,11,0.23204932,0.232048922,0.232048936,0.241416873,0.25046061,0.259227518,0.26776524,0.278417634,0.288699095,0.298656367,0.308250614,0.308264608,0.308274491,0.308279649,0.308281878,0.308281552,0.308276763,0.308270371,0.30826129,0.308251143,0.308240996,Middle East,FodderHerb -21,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,FodderGrass -21,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Middle East,PalmFruit -22,1,1,0.633188825,0.633196126,0.633196547,0.568336691,0.535477132,0.503442722,0.462692405,0.458852691,0.445474973,0.423999189,0.394401037,0.357106045,0.300210493,0.212389408,0.079796692,0,0,0,0,0,0,Pakistan,Corn -22,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,1,3,0.896612245,0.89661225,0.896612425,0.897901585,0.898971817,0.900024796,0.901010604,0.911190407,0.919350447,0.92603645,0.931636607,0.931693731,0.931729816,0.931747003,0.931749849,0.931738315,0.931713298,0.93167794,0.931631253,0.931575659,0.931520065,Pakistan,FiberCrop -22,1,4,0.383223393,0.383223595,0.383223648,0.389442111,0.394551984,0.398964415,0.402665488,0.402395803,0.40200755,0.401718993,0.401421647,0.401364954,0.4012953,0.401219475,0.401134846,0.401049654,0.400959984,0.400869837,0.400777183,0.400680429,0.400583675,Pakistan,MiscCrop -22,1,5,0.468893699,0.468893211,0.46889331,0.467676064,0.46741474,0.467193604,0.466858855,0.467427193,0.467769275,0.468004177,0.468138139,0.467788044,0.467373122,0.466900517,0.466423202,0.465974198,0.465548445,0.465145878,0.464742333,0.464356181,0.463970029,Pakistan,OilCrop -22,1,6,0.198840705,0.198840959,0.198841194,0.196725537,0.194111845,0.19130061,0.188241937,0.180947319,0.174171534,0.167961796,0.162111983,0.162338551,0.16222988,0.161903873,0.161286955,0.160558628,0.159646939,0.158678896,0.157584881,0.156463345,0.155341809,Pakistan,OtherGrain -22,1,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,1,8,0.664999999,0.665017383,0.664962205,0.676222152,0.685887767,0.69430158,0.701686152,0.705745011,0.709490552,0.712939382,0.716091173,0.716085192,0.716069874,0.716052493,0.716025906,0.715999925,0.715969854,0.715940049,0.715906894,0.715869212,0.71583153,Pakistan,Root_Tuber -22,1,9,0.87621524,0.876214718,0.876215283,0.884235317,0.891379178,0.897609995,0.903061944,0.906060651,0.908856184,0.91146529,0.913896402,0.914563653,0.915217857,0.915860827,0.916461439,0.916990561,0.917478813,0.917897995,0.918246497,0.918555554,0.918864611,Pakistan,SugarCrop -22,1,10,0.922938699,0.922938818,0.92293873,0.920466017,0.918080598,0.915865851,0.913722851,0.91260793,0.911567203,0.91059507,0.909639035,0.909494136,0.909262791,0.908956983,0.908595955,0.90822347,0.907819291,0.907409034,0.906961645,0.906501185,0.906040725,Pakistan,Wheat -22,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Corn -22,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,7,4,0.744983728,0.744982869,0.744982469,0.746373745,0.747498092,0.74845386,0.749242287,0.75227253,0.755030767,0.757446097,0.759682661,0.759636731,0.759583683,0.759526329,0.759460975,0.75939441,0.7593254,0.759256659,0.759185893,0.759111365,0.759036837,Pakistan,MiscCrop -22,7,5,0.527654826,0.52765326,0.527653566,0.525352369,0.524369721,0.523550036,0.522724523,0.522500318,0.522259687,0.522018732,0.521676538,0.521192773,0.520621592,0.519967867,0.51930555,0.518685273,0.518093346,0.517533786,0.516969802,0.516432013,0.515894224,Pakistan,OilCrop -22,7,6,0.548519933,0.548520681,0.548520506,0.549139168,0.548685251,0.547551432,0.545778249,0.537215008,0.528970018,0.521205828,0.513746884,0.514046333,0.513893373,0.513443902,0.512598907,0.511602796,0.510355354,0.509030549,0.507528557,0.50598739,0.504446223,Pakistan,OtherGrain -22,7,7,0.999569802,0.999569802,0.999569803,0.999608098,0.999638545,0.999664091,0.999685661,0.999702801,0.999717865,0.999731082,0.9997428,0.999743812,0.999744587,0.999745168,0.999745534,0.99974573,0.999745746,0.999745604,0.999745275,0.999744758,0.999744241,Pakistan,Rice -22,7,8,0.992611168,0.992611138,0.992611169,0.992973056,0.993274308,0.993529685,0.993748711,0.993865898,0.993975394,0.994075243,0.99416571,0.994165578,0.994165208,0.994164774,0.994164129,0.994163501,0.994162754,0.994162021,0.994161194,0.994160268,0.994159342,Pakistan,Root_Tuber -22,7,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,7,10,0.966270331,0.966270314,0.966270357,0.965206191,0.964223082,0.963335221,0.962500412,0.962032011,0.961605176,0.961214162,0.960837728,0.960792541,0.960719926,0.96062451,0.960512032,0.960396006,0.960270659,0.960143777,0.96000571,0.959864073,0.959722436,Pakistan,Wheat -22,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,8,1,0.861455552,0.861455374,0.861455432,0.863626286,0.865875722,0.867971044,0.869987254,0.876051353,0.88101371,0.885148459,0.888647821,0.888605243,0.888550522,0.888485122,0.888416927,0.888349081,0.888279565,0.888213496,0.888147392,0.888080427,0.888013462,Pakistan,Corn -22,8,2,0,0,0,0,0.919845414,0.923156321,0.925949787,0.927574123,0.928821593,0.930176234,0.931391536,0.931724033,0.931857316,0.931888142,0.931921157,0.931931449,0.93189151,0.931866654,0.931835226,0.931774828,0.93171443,Pakistan,biomass -22,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,8,4,0.791222585,0.791221945,0.791221679,0.797264794,0.802148006,0.806205701,0.809669428,0.809564727,0.809451935,0.809334751,0.809213699,0.809177052,0.809134498,0.809087141,0.809035577,0.808982521,0.808927433,0.808873135,0.808817243,0.808757599,0.808697955,Pakistan,MiscCrop -22,8,5,0.462044681,0.462044863,0.462044494,0.456271001,0.452001658,0.448202563,0.444724066,0.439839705,0.435794942,0.432388499,0.429410432,0.429122881,0.428783616,0.428398043,0.42801159,0.427650497,0.427307958,0.426987179,0.426663715,0.426359015,0.426054315,Pakistan,OilCrop -22,8,6,0.631944577,0.631944979,0.631945565,0.634646363,0.636679106,0.638262658,0.639485961,0.633891722,0.628671069,0.623896015,0.619358134,0.619422415,0.619384486,0.619281138,0.619090378,0.618865837,0.618586555,0.61829449,0.6179657,0.617628736,0.617291772,Pakistan,OtherGrain -22,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,8,8,0.978133333,0.978133505,0.978133415,0.979376895,0.980419396,0.981300183,0.982058772,0.982496745,0.982894632,0.983262029,0.983600478,0.983600261,0.983599621,0.983598894,0.983597717,0.983596596,0.983595338,0.983593981,0.983592537,0.983590913,0.983589289,Pakistan,Root_Tuber -22,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,8,10,0.960981527,0.96098149,0.960981493,0.959863461,0.958904584,0.958082865,0.957354115,0.956886736,0.956478669,0.956117839,0.95578448,0.955764134,0.955731673,0.955689132,0.955639389,0.955588701,0.955534162,0.955479536,0.955420557,0.955360666,0.955300775,Pakistan,Wheat -22,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,9,1,0.426707659,0.426707304,0.426707584,0.431525953,0.436385699,0.440968266,0.445451441,0.459041478,0.470660214,0.480703007,0.489475607,0.489416756,0.489341602,0.489251132,0.48915742,0.48906456,0.488968437,0.488877854,0.488787344,0.488695721,0.488604098,Pakistan,Corn -22,9,2,0,0,0,0,0.784707576,0.792702439,0.799583565,0.803587621,0.80449415,0.806550676,0.809364712,0.810100433,0.810285528,0.810297057,0.810312081,0.810289897,0.810162456,0.810080324,0.809985661,0.80982333,0.809660999,Pakistan,biomass -22,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,9,4,0.508891966,0.508891732,0.508891815,0.518347108,0.526171624,0.532810568,0.538582196,0.538200361,0.537804969,0.537512499,0.537212332,0.537155548,0.537088953,0.537015408,0.536934342,0.536853442,0.536767861,0.536682282,0.536594593,0.536502305,0.536410017,Pakistan,MiscCrop -22,9,5,0.370937891,0.37093765,0.370937653,0.369287749,0.368138944,0.36700306,0.36606865,0.365256168,0.364640351,0.364123688,0.363509508,0.363412074,0.363297018,0.363164744,0.363033442,0.36291153,0.362795357,0.362684775,0.362576621,0.362472049,0.362367477,Pakistan,OilCrop -22,9,6,0.517850333,0.517850089,0.517850006,0.526744048,0.534344335,0.540833635,0.546528961,0.548443322,0.550192968,0.551711887,0.553097951,0.553135686,0.553113841,0.553051702,0.552937494,0.552805147,0.552641283,0.552469945,0.552276284,0.552079981,0.551883678,Pakistan,OtherGrain -22,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,9,8,0.631758926,0.631758469,0.631758509,0.645967865,0.6583785,0.669246111,0.678904725,0.684650037,0.689961452,0.694947498,0.699520272,0.699517667,0.699510358,0.69950228,0.699489735,0.699478045,0.699463769,0.699449301,0.699434107,0.699416247,0.699398387,Pakistan,Root_Tuber -22,9,9,0.850224623,0.850224836,0.850224976,0.859897517,0.868416005,0.875878975,0.88243539,0.886068661,0.889469072,0.89265199,0.895627775,0.896431652,0.897226055,0.89801084,0.898748681,0.899401605,0.900009331,0.900534546,0.900978494,0.901378363,0.901778232,Pakistan,SugarCrop -22,9,10,0.908839676,0.90883958,0.90883946,0.906461692,0.90449136,0.902843939,0.901421982,0.900452062,0.899620548,0.898896624,0.898240159,0.898217828,0.898182549,0.898136369,0.898082294,0.898027392,0.897968293,0.897909135,0.897845457,0.897780781,0.897716105,Pakistan,Wheat -22,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,9,12,0.029850746,0.029371584,0.029669261,0.029669223,0.029669345,0.029669343,0.02966924,0.029669255,0.029669288,0.02966928,0.029669145,0.029669183,0.02966918,0.029669278,0.029669311,0.029669329,0.029669276,0.0296693,0.029669364,0.029669172,0.02966898,Pakistan,FodderGrass -22,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,10,1,0.685538146,0.685537966,0.685538021,0.689762833,0.693980341,0.697917684,0.701733514,0.713088011,0.722547913,0.730547683,0.737404829,0.737358873,0.737300334,0.73722926,0.737156399,0.737083022,0.737008098,0.73693704,0.736865968,0.73679388,0.736721792,Pakistan,Corn -22,10,2,0,0,0,0,0.780258865,0.788238656,0.795211335,0.799069324,0.799859367,0.801973528,0.804781332,0.8053615,0.805482115,0.805463062,0.805445903,0.805399346,0.805253528,0.805158553,0.805054081,0.804880058,0.804706035,Pakistan,biomass -22,10,3,0.992818978,0.992818995,0.992818995,0.992906012,0.992988519,0.993069966,0.993147175,0.993918888,0.994525866,0.995015655,0.995420947,0.995421851,0.995422418,0.995422703,0.995422761,0.99542258,0.995422174,0.995421623,0.995420848,0.99541995,0.995419052,Pakistan,FiberCrop -22,10,4,0.499802468,0.499802148,0.49980055,0.509579756,0.517731451,0.524590375,0.530369577,0.530418277,0.530343214,0.530262677,0.530173907,0.530115804,0.530046215,0.529970364,0.52988585,0.529801376,0.529711774,0.52962268,0.52953076,0.529433711,0.529336662,Pakistan,MiscCrop -22,10,5,0.28498796,0.284988395,0.28498795,0.280357779,0.276665753,0.273441107,0.270579443,0.266430649,0.263062172,0.26021368,0.257796481,0.257708977,0.257605388,0.25749039,0.257374989,0.257266567,0.257166308,0.257070697,0.256976142,0.256886292,0.256796442,Pakistan,OilCrop -22,10,6,0.319458368,0.319458293,0.319458503,0.321770563,0.3236569,0.325156187,0.326354672,0.321852385,0.317722139,0.314076411,0.310714653,0.310736887,0.310723865,0.310688029,0.310620699,0.310544213,0.310447355,0.310347181,0.310232869,0.310117844,0.310002819,Pakistan,OtherGrain -22,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,10,8,0.704270264,0.704269757,0.704269545,0.716947024,0.727930918,0.737482226,0.74591838,0.75090673,0.755505517,0.759807919,0.763743851,0.763743405,0.763739374,0.763734551,0.76372759,0.763720586,0.763712185,0.763705314,0.763697284,0.763687164,0.763677044,Pakistan,Root_Tuber -22,10,9,0.752112296,0.752112738,0.752113058,0.766411055,0.779167787,0.790484817,0.800540662,0.806161492,0.811452654,0.816433045,0.821114729,0.822381039,0.82363493,0.824876314,0.826044815,0.827080923,0.828047438,0.828884435,0.829593032,0.830233211,0.83087339,Pakistan,SugarCrop -22,10,10,0.832403279,0.832403352,0.83240354,0.828460986,0.825245135,0.822587637,0.8203212,0.818740819,0.817396414,0.816233622,0.815187761,0.815163317,0.815125088,0.815074637,0.815015736,0.814955755,0.814891363,0.814826606,0.814757716,0.814687243,0.81461677,Pakistan,Wheat -22,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,11,1,0.391935973,0.391936647,0.391936569,0.39662167,0.401358858,0.405833608,0.410215465,0.423548964,0.434989492,0.444908162,0.453594044,0.453533486,0.453455399,0.453359808,0.453262039,0.453165462,0.453064268,0.452968927,0.452874176,0.452777567,0.452680958,Pakistan,Corn -22,11,2,0,0,0,0,0.546393289,0.55821483,0.568794072,0.57485498,0.576093191,0.578240428,0.583456371,0.585124231,0.585643338,0.584888077,0.584238796,0.583673221,0.583082112,0.582691256,0.582397025,0.582102533,0.581808041,Pakistan,biomass -22,11,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,FiberCrop -22,11,4,0.225376534,0.225377268,0.2253774,0.233118957,0.239552297,0.245075449,0.249796403,0.250157724,0.250427804,0.250695727,0.25095723,0.25091507,0.250865072,0.250809394,0.250749563,0.250686893,0.250620979,0.250556837,0.250488546,0.250417125,0.250345704,Pakistan,MiscCrop -22,11,5,0.125132608,0.125132641,0.125132371,0.122602888,0.120437136,0.118573678,0.116955794,0.114499045,0.112553615,0.110931067,0.10957824,0.10957754,0.109576666,0.109575541,0.10957438,0.109573646,0.109571998,0.109571334,0.109570707,0.109569286,0.109567865,Pakistan,OilCrop -22,11,6,0.123006116,0.123006467,0.123005986,0.126619935,0.129551171,0.13198816,0.134048689,0.131632532,0.129468026,0.127517007,0.125721459,0.125739578,0.125729149,0.125698776,0.125643122,0.125577664,0.125496555,0.125411216,0.1253156,0.125218397,0.125121194,Pakistan,OtherGrain -22,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,11,8,0.284361218,0.284359425,0.284359459,0.297088682,0.308675484,0.319198824,0.328864983,0.334742874,0.34028187,0.345570032,0.350503421,0.350502855,0.350501608,0.350499394,0.350498355,0.350496199,0.350494256,0.350491352,0.350489667,0.350487365,0.350485063,Pakistan,Root_Tuber -22,11,9,0.431666012,0.431664299,0.431664113,0.451066105,0.469165614,0.485939824,0.501446958,0.510384828,0.518981063,0.527235841,0.535145906,0.537303992,0.539452932,0.541594099,0.54362155,0.545429589,0.547124597,0.54860124,0.549858858,0.551001765,0.552144672,Pakistan,SugarCrop -22,11,10,0.535532378,0.535532786,0.535530615,0.528730693,0.523388055,0.519098126,0.515546443,0.512960117,0.510801262,0.50896329,0.507339482,0.507338536,0.507334651,0.507331827,0.507327071,0.507323263,0.507320837,0.507314773,0.507310848,0.507305304,0.50729976,Pakistan,Wheat -22,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,12,1,0.3249524,0.324952382,0.324952422,0.329279213,0.333660082,0.337806167,0.341877457,0.354324456,0.36507854,0.374460039,0.382718853,0.382659806,0.382583788,0.38249261,0.382397506,0.382302371,0.382204596,0.382110944,0.382017918,0.381921525,0.381825132,Pakistan,Corn -22,12,2,0,0,0,0,0.45744014,0.469218946,0.47987049,0.485990208,0.487203258,0.489358549,0.494665888,0.49629509,0.497858699,0.499125387,0.498429671,0.497825192,0.497203447,0.49668242,0.496372615,0.496063357,0.495754099,Pakistan,biomass -22,12,3,0.931495819,0.93149626,0.931496488,0.932245158,0.932986498,0.933720288,0.934419875,0.941422627,0.946996627,0.95153754,0.955325176,0.955325073,0.955325075,0.955325024,0.955325065,0.955325028,0.955325087,0.955325011,0.955325013,0.955325078,0.955325143,Pakistan,FiberCrop -22,12,4,0.240541192,0.240540875,0.2405411,0.247982839,0.254180134,0.259570567,0.264194678,0.264387387,0.264565995,0.264656183,0.264736255,0.264677291,0.264608474,0.264530721,0.264443768,0.26435639,0.264262689,0.264168252,0.26407038,0.263966026,0.263861672,Pakistan,MiscCrop -22,12,5,0.13174463,0.131744477,0.131744727,0.129056536,0.126794574,0.124847234,0.123156899,0.120588963,0.118511064,0.116813922,0.115399612,0.115399175,0.115399942,0.115399303,0.115399027,0.115399166,0.11539861,0.115398969,0.115398714,0.115398421,0.115398128,Pakistan,OilCrop -22,12,6,0.252706421,0.252706505,0.252706607,0.266203048,0.277663085,0.287557537,0.296019697,0.295362786,0.294748444,0.294120171,0.293468891,0.293499987,0.293479447,0.293425306,0.293325528,0.293208546,0.293063705,0.292912704,0.292742855,0.292569153,0.292395451,Pakistan,OtherGrain -22,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,12,8,0.398846708,0.398845941,0.398846855,0.413738684,0.427110167,0.439106837,0.450003372,0.456575103,0.462727569,0.46856721,0.47398306,0.473983397,0.473980455,0.473979775,0.47397731,0.473975419,0.473973387,0.473970655,0.473966981,0.473964585,0.473962189,Pakistan,Root_Tuber -22,12,9,0.548063767,0.548064735,0.548063864,0.567509011,0.585313744,0.601549952,0.616338084,0.6247692,0.632814258,0.64048244,0.647776677,0.6497553,0.651723006,0.653680383,0.655530555,0.657178709,0.658721147,0.660064299,0.661207215,0.66224568,0.663284145,Pakistan,SugarCrop -22,12,10,0.544725772,0.544725794,0.544726072,0.537948391,0.532625362,0.528349326,0.524812279,0.522231882,0.520077588,0.518244312,0.516624612,0.516623982,0.51662276,0.516621425,0.516619901,0.516618253,0.516616727,0.516614872,0.516613097,0.516611345,0.516609593,Pakistan,Wheat -22,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,13,1,0.046063171,0.046059446,0.046061747,0.046681607,0.047465346,0.048227481,0.04897825,0.051566312,0.05385625,0.055895906,0.057724793,0.057666898,0.05759266,0.057503574,0.057411042,0.057318718,0.057224261,0.057134353,0.057044834,0.056953586,0.056862338,Pakistan,Corn -22,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FiberCrop -22,13,4,0.529459234,0.529457456,0.52946045,0.540131793,0.548850851,0.556272105,0.562609521,0.568474689,0.573573545,0.578024675,0.581826308,0.581764627,0.581691458,0.581610818,0.581521035,0.581430466,0.581334181,0.581237655,0.581137324,0.58103199,0.580926656,Pakistan,MiscCrop -22,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,OilCrop -22,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,OtherGrain -22,13,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,13,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,Root_Tuber -22,13,9,0.999999981,0.999999987,0.999999988,0.999999986,0.999999986,0.999999986,0.999999986,0.999999985,0.999999985,0.999999984,0.999999984,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,0.999999983,Pakistan,SugarCrop -22,13,10,0.964837823,0.964833812,0.964836247,0.963772801,0.962820938,0.961979518,0.961206232,0.960747833,0.960337824,0.959967461,0.959616516,0.95958248,0.959527947,0.959456159,0.959371742,0.959284869,0.959191104,0.959096543,0.958993799,0.958888681,0.958783563,Pakistan,Wheat -22,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,13,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -22,14,1,0.291158993,0.291159369,0.291159406,0.295126621,0.299214549,0.303095364,0.306909032,0.318687856,0.328898073,0.337828074,0.345708818,0.345638585,0.345548424,0.345440883,0.345329122,0.345217918,0.345103457,0.344995251,0.34488735,0.344777937,0.344668524,Pakistan,Corn -22,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,biomass -22,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FiberCrop -22,14,4,0.427069645,0.427070797,0.427071792,0.437503228,0.446179861,0.453512933,0.45968982,0.465415061,0.470497036,0.474940256,0.478840506,0.478782831,0.478714334,0.478636641,0.478553922,0.478468759,0.478377359,0.478289047,0.478194712,0.478098229,0.478001746,Pakistan,MiscCrop -22,14,5,0.874829684,0.874795356,0.874783876,0.870863701,0.867481617,0.86447661,0.861771545,0.857537312,0.85404353,0.851071649,0.848544517,0.84854357,0.848542383,0.848541548,0.848540158,0.848539491,0.848538307,0.84853709,0.848536319,0.848535204,0.848534089,Pakistan,OilCrop -22,14,6,0.598520248,0.598521916,0.598516076,0.622746974,0.64103285,0.655648233,0.667192548,0.670649721,0.672972426,0.674820133,0.675967803,0.676402524,0.676057766,0.675212961,0.673686619,0.671899737,0.66969079,0.667362764,0.664708333,0.661960064,0.659211795,Pakistan,OtherGrain -22,14,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,Rice -22,14,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,Root_Tuber -22,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Pakistan,SugarCrop -22,14,10,0.954693158,0.954694018,0.954694358,0.953488154,0.95251334,0.951712629,0.951036277,0.950546804,0.950133043,0.949777036,0.949459049,0.949456367,0.949452019,0.949446482,0.949439883,0.949433209,0.949426078,0.949418927,0.949411253,0.949403427,0.949395601,Pakistan,Wheat -22,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderHerb -22,14,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,FodderGrass -22,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Pakistan,PalmFruit -23,7,1,0.128376189,0.128376518,0.128376185,0.127366,0.126987386,0.126678733,0.126365241,0.126262651,0.126133284,0.125941013,0.125790802,0.125679608,0.12553155,0.125347703,0.125153446,0.124957088,0.12474853,0.124541216,0.124332423,0.124119976,0.123907529,Russia,Corn -23,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,7,3,0.040000021,0.039999932,0.039999504,0.039999476,0.039999504,0.039999523,0.039999471,0.039999437,0.039999576,0.039999543,0.039999469,0.039999576,0.039999468,0.03999954,0.039999511,0.039999531,0.039999529,0.039999466,0.039999503,0.039999437,0.039999371,Russia,FiberCrop -23,7,4,0.768403813,0.768403091,0.768403748,0.768398801,0.76839352,0.768387934,0.768381838,0.768379066,0.768375123,0.768372154,0.768445369,0.768442614,0.768439679,0.768436544,0.768432564,0.76842936,0.768424971,0.768420822,0.768416741,0.76841249,0.768408239,Russia,MiscCrop -23,7,5,2.15E-05,2.15E-05,2.16E-05,2.11E-05,2.06E-05,2.02E-05,1.97E-05,1.90E-05,1.84E-05,1.78E-05,1.73E-05,1.69E-05,1.65E-05,1.62E-05,1.58E-05,1.56E-05,1.53E-05,1.52E-05,1.50E-05,1.49E-05,1.48E-05,Russia,OilCrop -23,7,6,0.053771117,0.053771179,0.053770974,0.052827902,0.051982677,0.051203524,0.050464273,0.050075494,0.049693904,0.049309737,0.048920355,0.048942022,0.048943813,0.048931749,0.048902311,0.048865032,0.048814768,0.048758163,0.048693836,0.048628122,0.048562408,Russia,OtherGrain -23,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,7,8,0.103132581,0.103132366,0.103133011,0.103127331,0.103121599,0.103115575,0.103109498,0.103108573,0.103106064,0.103104091,0.103101089,0.103100646,0.103099629,0.103098212,0.103096881,0.103095361,0.103093487,0.103091168,0.10308856,0.103085509,0.103082458,Russia,Root_Tuber -23,7,9,0.996244939,0.996245528,0.996244609,0.996327199,0.996405596,0.996480798,0.996552877,0.996625075,0.996694283,0.996759237,0.996821529,0.996821446,0.996821329,0.996821212,0.996821038,0.996820883,0.996820714,0.996820522,0.996820337,0.996820115,0.996819893,Russia,SugarCrop -23,7,10,0.01105985,0.011059858,0.011059857,0.010900734,0.010752795,0.010607474,0.010459749,0.010357081,0.010258218,0.010163743,0.010068544,0.010065285,0.010058521,0.010048654,0.010036443,0.010023582,0.010008703,0.009992738,0.00997528,0.009957453,0.009939626,Russia,Wheat -23,7,11,0.137516315,0.137516026,0.137516015,0.137527396,0.137532683,0.137536805,0.137541025,0.137562411,0.137580964,0.137546134,0.137561594,0.137569537,0.137575013,0.137577749,0.137579072,0.137578388,0.13757631,0.137572907,0.137567926,0.137561525,0.137555124,Russia,FodderHerb -23,7,12,0.088596071,0.088596202,0.088594666,0.088594731,0.088594624,0.088594764,0.088594821,0.088594718,0.088594728,0.088594671,0.088594635,0.088594397,0.088594619,0.088594417,0.088594631,0.088594785,0.088594766,0.088594476,0.088594624,0.088594716,0.088594808,Russia,FodderGrass -23,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,8,1,0.095921721,0.09592189,0.09592164,0.095472681,0.095305043,0.095168522,0.095029898,0.094985125,0.094927541,0.094827233,0.094761217,0.094712493,0.094647236,0.094566262,0.094481748,0.094395858,0.094304554,0.094214269,0.094122841,0.09403082,0.093938799,Russia,Corn -23,8,2,0,0,0,0,0.011325906,0.011373153,0.011404648,0.011431029,0.011453957,0.011467051,0.011418986,0.011456549,0.011452679,0.011390276,0.011309075,0.011210897,0.011115358,0.011028566,0.010984069,0.011015581,0.011047093,Russia,biomass -23,8,3,0.795669674,0.795670798,0.795667154,0.795667314,0.79566736,0.795667396,0.795666655,0.795667,0.795667123,0.795666973,0.795667192,0.795667649,0.795667183,0.795667265,0.795666893,0.795667261,0.795667279,0.795667321,0.79566694,0.795666753,0.795666566,Russia,FiberCrop -23,8,4,0.147826703,0.147826878,0.147826893,0.146893317,0.145963975,0.145093415,0.144227117,0.143473992,0.142724045,0.141976021,0.141285723,0.14128391,0.141283121,0.141281028,0.141279576,0.141278199,0.141276662,0.141274644,0.141273482,0.141270995,0.141268508,Russia,MiscCrop -23,8,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,8,6,0.01027677,0.010276784,0.010276754,0.010120917,0.009983469,0.009850626,0.009726031,0.009688716,0.009648941,0.009612777,0.00957135,0.00957477,0.009575114,0.009573217,0.009568503,0.009562589,0.009554608,0.009545644,0.009535555,0.009525172,0.009514789,Russia,OtherGrain -23,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,8,8,0.13769487,0.137695031,0.137695024,0.137692188,0.137689104,0.137685684,0.137681927,0.137681067,0.137680295,0.137679315,0.137677588,0.137677536,0.137677035,0.137676173,0.137675118,0.137674532,0.137673289,0.137672738,0.137671016,0.137670175,0.137669334,Russia,Root_Tuber -23,8,9,0.18421554,0.184215221,0.184215489,0.184158148,0.184133209,0.184105786,0.184077997,0.184055585,0.184030691,0.184004218,0.183976638,0.183972629,0.183967508,0.183960797,0.183952864,0.183945057,0.183935899,0.183926914,0.183917467,0.183906152,0.183894837,Russia,SugarCrop -23,8,10,0.018250505,0.018250463,0.01825048,0.018034156,0.017835747,0.01764526,0.017454809,0.017299193,0.017151482,0.017011843,0.016872582,0.016870884,0.016867455,0.016862394,0.016856208,0.016849688,0.016842177,0.016834151,0.016825405,0.016816494,0.016807583,Russia,Wheat -23,8,11,0.097176569,0.097176471,0.097176673,0.097184834,0.097188308,0.097191385,0.097194199,0.097209279,0.09722247,0.097195738,0.09720664,0.097212312,0.097216126,0.097218166,0.097219196,0.097218774,0.097217119,0.09721465,0.097211008,0.097206873,0.097202738,Russia,FodderHerb -23,8,12,0.075165502,0.075165364,0.075165317,0.075165487,0.075165004,0.075165517,0.075165655,0.075165155,0.075165152,0.075165103,0.075165385,0.07516546,0.075165307,0.075165653,0.075165638,0.075165389,0.075165113,0.075165234,0.075165393,0.075165238,0.075165083,Russia,FodderGrass -23,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,9,1,0.105400765,0.10540098,0.105401269,0.104967238,0.104805238,0.104673592,0.104540791,0.104496174,0.104441606,0.104339521,0.104276097,0.10422886,0.104166213,0.104088354,0.104006203,0.103923151,0.103835451,0.103748181,0.103660146,0.103571109,0.103482072,Russia,Corn -23,9,2,0,0,0,0,0.015421495,0.015473106,0.015507522,0.015536346,0.015561406,0.015581185,0.015503975,0.015478403,0.015406732,0.015287353,0.015175718,0.015074632,0.014977436,0.01489184,0.01483764,0.014872884,0.014908128,Russia,biomass -23,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,9,4,0.132277326,0.132277513,0.132277523,0.131277156,0.13033303,0.129443623,0.128558865,0.127777981,0.127049356,0.126276017,0.125553817,0.125553052,0.125551961,0.125550446,0.125549321,0.125547712,0.125545975,0.125544699,0.125542937,0.125541201,0.125539465,Russia,MiscCrop -23,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,9,6,0.007359,0.007358997,0.007359032,0.007247512,0.007148963,0.007059944,0.006974009,0.006948707,0.0069221,0.006895106,0.006870423,0.006872436,0.006872666,0.00687153,0.006868811,0.00686534,0.006860663,0.006855362,0.006849438,0.006843298,0.006837158,Russia,OtherGrain -23,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,9,8,0.100616395,0.100616606,0.100616302,0.100615169,0.100614082,0.100612681,0.100611321,0.100610859,0.100610567,0.10061024,0.100609818,0.100609463,0.10060932,0.100609,0.100608513,0.10060831,0.100607459,0.100607224,0.100606952,0.100606364,0.100605776,Russia,Root_Tuber -23,9,9,0.097075274,0.097075207,0.09707555,0.09704153,0.097027314,0.097011148,0.096994884,0.096981675,0.096967118,0.096951808,0.096935089,0.096933266,0.096930486,0.096926824,0.096922299,0.096916995,0.096912318,0.096907287,0.096900842,0.096895119,0.096889396,Russia,SugarCrop -23,9,10,0.021435985,0.02143593,0.021436018,0.021190391,0.020965576,0.020750518,0.020536034,0.020355841,0.020185094,0.020024029,0.019863551,0.019862165,0.019859366,0.019855167,0.0198501,0.01984475,0.019838562,0.019831893,0.019824812,0.019817463,0.019810114,Russia,Wheat -23,9,11,0.105195904,0.105195556,0.105195581,0.105204565,0.105207874,0.105211324,0.105214359,0.105230613,0.105244447,0.105216195,0.105228054,0.105234127,0.105237809,0.105240336,0.105240929,0.105240736,0.105238992,0.105236511,0.105232599,0.105228036,0.105223473,Russia,FodderHerb -23,9,12,0.065834923,0.065834874,0.065834836,0.065834826,0.065835058,0.065834731,0.065834986,0.065834882,0.065834611,0.06583484,0.065834791,0.06583514,0.065834787,0.065834919,0.065834901,0.065835135,0.065834981,0.065835057,0.065834981,0.065835038,0.065835095,Russia,FodderGrass -23,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,10,1,0.117839511,0.117839448,0.117839295,0.117443652,0.11729441,0.11717395,0.117051122,0.117010952,0.116960458,0.116859759,0.116800798,0.116757891,0.116699827,0.116628001,0.116552563,0.116476401,0.116394269,0.116313992,0.11623268,0.116150526,0.116068372,Russia,Corn -23,10,2,0,0,0,0,0.025145647,0.02524122,0.025304876,0.025358168,0.02540458,0.02530104,0.025075453,0.025043722,0.024967377,0.02483173,0.024718303,0.024526077,0.024350058,0.024182277,0.024034286,0.024112189,0.024190092,Russia,biomass -23,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,10,4,0.186656832,0.186657249,0.186657165,0.184742278,0.182972862,0.181215813,0.179535804,0.177934425,0.176406695,0.174889507,0.173444127,0.173443101,0.173441265,0.173439389,0.173437182,0.173435172,0.173432487,0.173430306,0.173427582,0.173424988,0.173422394,Russia,MiscCrop -23,10,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,10,6,0.010795697,0.010795682,0.01079569,0.010617512,0.010454481,0.010301249,0.010161838,0.010093944,0.010028693,0.009958683,0.009892469,0.009895568,0.009895877,0.009894205,0.009890021,0.009884817,0.00987766,0.009869696,0.009860655,0.009851428,0.009842201,Russia,OtherGrain -23,10,7,0.991975605,0.991975525,0.991975703,0.992042283,0.992106222,0.992169108,0.99222759,0.992289946,0.992351354,0.99241196,0.992471497,0.992503934,0.992535651,0.992566673,0.992597066,0.992626911,0.992656126,0.992684856,0.992712912,0.9927405,0.992768088,Russia,Rice -23,10,8,0.095911774,0.095911858,0.095911813,0.095910719,0.0959093,0.09590827,0.09590683,0.095906788,0.095906149,0.095905763,0.095905237,0.095904906,0.095904639,0.095904428,0.095904107,0.095903919,0.095903225,0.095902758,0.095902414,0.09590195,0.095901486,Russia,Root_Tuber -23,10,9,0.185973359,0.185973659,0.185973563,0.185918971,0.185895844,0.185871452,0.185845508,0.185824724,0.185802078,0.185778684,0.185754041,0.185750498,0.185745127,0.185739429,0.185732865,0.185725025,0.185717116,0.185709422,0.185700367,0.185690903,0.185681439,Russia,SugarCrop -23,10,10,0.023583871,0.023583922,0.023583822,0.023308219,0.023055532,0.02281294,0.022570657,0.022371192,0.022181983,0.022002999,0.021824652,0.02182266,0.021818587,0.021812591,0.021805189,0.021797586,0.02178854,0.021779035,0.02176866,0.021758103,0.021747546,Russia,Wheat -23,10,11,0.116928157,0.11692815,0.116928677,0.116938326,0.116942819,0.116946782,0.116950157,0.116968881,0.116984269,0.116954054,0.116967662,0.116974273,0.116978905,0.116981486,0.116982358,0.116981891,0.116980086,0.11697721,0.116972652,0.116967792,0.116962932,Russia,FodderHerb -23,10,12,0.066039019,0.066039149,0.066039263,0.066039212,0.066039256,0.066039363,0.066039226,0.066039662,0.066039255,0.066039291,0.066039607,0.066039335,0.066039413,0.0660393,0.06603956,0.066039288,0.066039595,0.066039234,0.066039489,0.066039539,0.066039589,Russia,FodderGrass -23,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,11,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Corn -23,11,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,11,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,MiscCrop -23,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OtherGrain -23,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Root_Tuber -23,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,SugarCrop -23,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Wheat -23,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FodderHerb -23,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FodderGrass -23,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,13,1,0.066999951,0.067000071,0.067000251,0.066666874,0.066541896,0.066440448,0.066337531,0.066303382,0.06626117,0.066186563,0.06613722,0.066100571,0.066052152,0.065991591,0.065927926,0.065863369,0.065795209,0.065726862,0.06565884,0.065589204,0.065519568,Russia,Corn -23,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,13,4,0.02162901,0.021629061,0.021629033,0.021683723,0.021738621,0.02178428,0.02183926,0.021922905,0.022006704,0.02208151,0.0221564,0.022156016,0.022155603,0.02215503,0.02215444,0.022153905,0.022153401,0.022152672,0.022152094,0.022151423,0.022150752,Russia,MiscCrop -23,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,13,6,0.00194614,0.001946152,0.001946137,0.001907801,0.001873481,0.001841722,0.001811544,0.001801298,0.001791219,0.001781748,0.001771205,0.001772126,0.001772203,0.00177172,0.001770482,0.00176893,0.001766825,0.001764452,0.001761762,0.00175901,0.001756258,Russia,OtherGrain -23,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,13,8,0.034800082,0.034800058,0.034799871,0.034798205,0.034796679,0.03479488,0.03479305,0.034792683,0.034792066,0.03479142,0.034790668,0.034790597,0.034790337,0.034789823,0.034789341,0.034788887,0.034788306,0.034787663,0.034786927,0.034786084,0.034785241,Russia,Root_Tuber -23,13,9,0.013825161,0.013826059,0.013825539,0.013820451,0.01381827,0.013815939,0.013813433,0.013811455,0.013809343,0.01380702,0.01380461,0.013804304,0.013803823,0.013803237,0.013802586,0.013801862,0.013801102,0.013800328,0.013799498,0.013798545,0.013797592,Russia,SugarCrop -23,13,10,0.003726419,0.00372643,0.003726437,0.003676595,0.003630501,0.003585628,0.003540291,0.00350662,0.003474418,0.00344377,0.003413049,0.003412262,0.00341067,0.003408353,0.00340546,0.003402407,0.003398909,0.003395134,0.00339101,0.003386811,0.003382612,Russia,Wheat -23,13,11,0.065102855,0.065102761,0.065102731,0.065108765,0.065111413,0.065113821,0.06511588,0.065126958,0.065136565,0.065118906,0.065126974,0.065131028,0.065133574,0.065135337,0.06513593,0.065135525,0.065134296,0.065132506,0.065129913,0.06512678,0.065123647,Russia,FodderHerb -23,13,12,0.043424937,0.043424688,0.043425191,0.043425134,0.043425239,0.043425187,0.043425293,0.043425201,0.043425246,0.043425285,0.043425113,0.043425221,0.043425196,0.043425132,0.043425105,0.043425174,0.043425293,0.043425285,0.043425109,0.043425256,0.043425403,Russia,FodderGrass -23,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,14,1,0.080062568,0.080062244,0.080062378,0.079786989,0.079684301,0.079600558,0.079515806,0.079488025,0.079453245,0.079382491,0.079342096,0.079312249,0.079272389,0.079223052,0.079171105,0.079118405,0.079062374,0.079007024,0.078951531,0.07889482,0.078838109,Russia,Corn -23,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,14,3,0.067287789,0.067282768,0.067290368,0.067290406,0.067290306,0.06729034,0.067290316,0.067290277,0.067290318,0.067290324,0.067290297,0.067290409,0.067290307,0.067290403,0.067290268,0.067290347,0.067290408,0.067290343,0.067290343,0.067290317,0.067290291,Russia,FiberCrop -23,14,4,0.107836453,0.107836316,0.107836374,0.106913614,0.106038858,0.10521138,0.104430123,0.103736765,0.103087767,0.102481939,0.101879433,0.10187805,0.101875958,0.101873946,0.101871978,0.101869606,0.101867304,0.101864962,0.101862546,0.10185967,0.101856794,Russia,MiscCrop -23,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,14,6,0.006302385,0.006302395,0.006302391,0.006167889,0.006045974,0.005935835,0.005834246,0.005777267,0.005721956,0.005669196,0.00561626,0.005618127,0.005618303,0.005617316,0.005614805,0.005611658,0.005607402,0.005602596,0.005597175,0.005591632,0.005586089,Russia,OtherGrain -23,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,Rice -23,14,8,0.07194602,0.071945803,0.071945974,0.071945056,0.071944283,0.071943117,0.071942303,0.071941916,0.071941635,0.071941337,0.071940965,0.07194093,0.071940723,0.071940518,0.071940288,0.071940008,0.071939716,0.071939409,0.071939037,0.07193861,0.071938183,Russia,Root_Tuber -23,14,9,0.27546253,0.275463648,0.275463284,0.275386396,0.275352851,0.275318306,0.275280757,0.275251129,0.275216939,0.275182129,0.275146179,0.275140369,0.27513325,0.27512461,0.275113468,0.275103514,0.275091949,0.275079894,0.275067397,0.275052346,0.275037295,Russia,SugarCrop -23,14,10,0.006326043,0.006326056,0.006326053,0.00625036,0.006180932,0.006114357,0.006047801,0.005993337,0.005941658,0.005892776,0.005844066,0.005843486,0.005842302,0.005840592,0.005838468,0.00583622,0.005833708,0.005830957,0.005827958,0.005824941,0.005821924,Russia,Wheat -23,14,11,0.082897513,0.082897706,0.082897799,0.08290492,0.082908007,0.082910568,0.082913045,0.082926018,0.082937316,0.082914408,0.082924014,0.082928831,0.082932075,0.082934233,0.082934795,0.082934226,0.082932918,0.082930757,0.082927665,0.082924016,0.082920367,Russia,FodderHerb -23,14,12,0.066512719,0.066512804,0.066513146,0.066513143,0.066513201,0.066513092,0.066513157,0.066513033,0.066513047,0.066513129,0.066513234,0.066513144,0.066513153,0.066513163,0.066513215,0.06651312,0.066513179,0.066513212,0.06651316,0.066513105,0.06651305,Russia,FodderGrass -23,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,15,1,0.070926333,0.070926435,0.07092631,0.070716136,0.07063691,0.070573474,0.070508771,0.070487564,0.070460831,0.07040286,0.070371627,0.07034934,0.070318124,0.070280819,0.070241181,0.070200752,0.070158501,0.070115695,0.070073508,0.07002992,0.069986332,Russia,Corn -23,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,15,3,0.0027627,0.002762217,0.002763513,0.002493942,0.002274772,0.00209264,0.001939145,0.001939158,0.001939155,0.001939157,0.001939157,0.001939149,0.001939142,0.001939152,0.001939155,0.001939155,0.001939158,0.001939153,0.001939154,0.001939158,0.001939162,Russia,FiberCrop -23,15,4,0.214887208,0.214886759,0.214886781,0.212977033,0.211149714,0.209406418,0.207674065,0.206239245,0.204811737,0.203462668,0.202119742,0.202117137,0.202114738,0.202112425,0.20210914,0.202105778,0.202102567,0.202099101,0.202095239,0.2020914,0.202087561,Russia,MiscCrop -23,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,15,6,0.008058353,0.008058362,0.008058344,0.007893755,0.007748185,0.007614048,0.007487447,0.007398475,0.007312025,0.007229179,0.007149521,0.007151845,0.007152038,0.007150784,0.007147691,0.007143712,0.0071384,0.007132371,0.007125596,0.007118649,0.007111702,Russia,OtherGrain -23,15,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,15,8,0.043021127,0.043021129,0.043021314,0.043021071,0.043020798,0.043020496,0.043020548,0.043020253,0.043020237,0.04302038,0.043020173,0.04302021,0.043019922,0.043020201,0.04302011,0.043020104,0.043019777,0.043019805,0.043019585,0.043019736,0.043019887,Russia,Root_Tuber -23,15,9,0.315253411,0.315253447,0.315253419,0.315170639,0.315134439,0.315096297,0.315055909,0.315023667,0.314987247,0.314949566,0.314909654,0.314904701,0.314896566,0.314887245,0.314875739,0.3148646,0.314851578,0.314838449,0.314824214,0.314808658,0.314793102,Russia,SugarCrop -23,15,10,0.004430945,0.004430921,0.004430907,0.004378279,0.004330036,0.004283785,0.004237638,0.004199523,0.004163399,0.004129268,0.004095259,0.00409489,0.004094137,0.004093029,0.004091662,0.004090231,0.004088614,0.004086855,0.004084928,0.004082987,0.004081046,Russia,Wheat -23,15,11,0.07508606,0.075085955,0.075085927,0.075092808,0.075095613,0.075097731,0.075100051,0.075111958,0.075122297,0.07510145,0.075110129,0.075114548,0.075117624,0.075119124,0.075119832,0.075119605,0.075118249,0.075116399,0.07511362,0.075110214,0.075106808,Russia,FodderHerb -23,15,12,0.032809515,0.032809467,0.032809666,0.03280964,0.032809718,0.032809711,0.03280968,0.032809703,0.032809707,0.032809548,0.032809665,0.032809679,0.032809716,0.032809545,0.032809683,0.032809781,0.032809698,0.032809734,0.032809694,0.032809665,0.032809636,Russia,FodderGrass -23,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -23,16,1,0.16259729,0.162603329,0.162604833,0.162202188,0.162051711,0.161929715,0.161804713,0.161763709,0.161713116,0.161597135,0.161537259,0.161492959,0.161434538,0.161362035,0.161284684,0.161207132,0.161124464,0.161042792,0.160960934,0.160876831,0.160792728,Russia,Corn -23,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,biomass -23,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,FiberCrop -23,16,4,0.039148736,0.039143065,0.039146058,0.038558868,0.037996114,0.037456758,0.036940328,0.036507774,0.036095152,0.03570201,0.035327718,0.035327251,0.035326589,0.035325947,0.035325157,0.0353244,0.035323574,0.035322773,0.035321931,0.035321012,0.035320093,Russia,MiscCrop -23,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,OilCrop -23,16,6,0.006339222,0.006338689,0.006338772,0.006268895,0.006203656,0.006143866,0.006086661,0.006074498,0.006061496,0.006045605,0.006031967,0.006033182,0.006033281,0.006032627,0.006030985,0.00602894,0.006026159,0.006023025,0.006019483,0.00601586,0.006012237,Russia,OtherGrain -23,16,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Russia,Rice -23,16,8,0.072188814,0.07218779,0.072186793,0.072186384,0.072186177,0.072185466,0.0721849,0.072184763,0.072184822,0.072184588,0.07218439,0.072184305,0.072184557,0.072184297,0.072184338,0.07218384,0.072183843,0.072183656,0.072183184,0.072183246,0.072183308,Russia,Root_Tuber -23,16,9,0.045737123,0.045739762,0.045742594,0.045727072,0.045720396,0.045713278,0.045705877,0.045699836,0.045693412,0.045686461,0.045679237,0.045678351,0.045676907,0.045675183,0.045673172,0.045671142,0.0456688,0.045666467,0.045663946,0.045661305,0.045658664,Russia,SugarCrop -23,16,10,0.012440601,0.012439929,0.012440318,0.012298638,0.012169124,0.012045309,0.011922157,0.011817303,0.011718031,0.011624506,0.011531339,0.011530671,0.011529373,0.011527429,0.011524976,0.011522474,0.011519604,0.011516458,0.011513114,0.011509619,0.011506124,Russia,Wheat -23,16,11,0.162105168,0.162108106,0.162104812,0.162118069,0.1621238,0.162129024,0.162133401,0.162158099,0.162178783,0.162139423,0.162157452,0.162166405,0.162172486,0.162175746,0.16217682,0.162175891,0.162174021,0.162168758,0.162163906,0.162156652,0.162149398,Russia,FodderHerb -23,16,12,0.149731199,0.149732969,0.149701411,0.149701925,0.14970151,0.149700959,0.149701148,0.149701796,0.149701363,0.149701216,0.149701927,0.149701874,0.149701786,0.14970089,0.149701258,0.149700996,0.149701734,0.149701187,0.149701382,0.149701119,0.149700856,Russia,FodderGrass -23,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Russia,PalmFruit -24,1,1,0.02718526,0.027189112,0.027178117,0.027134017,0.027115287,0.027099134,0.027082468,0.027077054,0.027070185,0.027062451,0.027054495,0.027048709,0.027040949,0.027031271,0.027021105,0.027010766,0.026999792,0.026988802,0.026977656,0.026966316,0.026954976,South Africa,Corn -24,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass -24,1,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,1,4,0.885781874,0.885782078,0.885782939,0.886964421,0.888091148,0.889207293,0.890313402,0.891287356,0.892253039,0.893210598,0.894118946,0.8941153,0.894111612,0.894107093,0.894102334,0.894097194,0.894091845,0.894086661,0.894081195,0.894075049,0.894068903,South Africa,MiscCrop -24,1,5,0.079453592,0.079453265,0.07945386,0.077550684,0.076273121,0.075203322,0.074290368,0.073904116,0.073513935,0.073155424,0.072829166,0.07270183,0.072551118,0.072379742,0.072206064,0.072043864,0.071888747,0.071741025,0.071592313,0.071449738,0.071307163,South Africa,OilCrop -24,1,6,0.21422047,0.214217758,0.214221223,0.213902127,0.213579308,0.213254022,0.212926156,0.212471537,0.21208832,0.211703717,0.211317354,0.211322131,0.211322528,0.211320618,0.211314664,0.211307104,0.211296811,0.211284702,0.211271569,0.211257669,0.211243769,South Africa,OtherGrain -24,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,1,8,0.47368421,0.473676761,0.47367766,0.475577807,0.477419498,0.479256537,0.480973508,0.48300338,0.484995761,0.486981062,0.488835772,0.488820322,0.488778505,0.488729093,0.488655411,0.488584663,0.488501213,0.488418776,0.488325853,0.488221986,0.488118119,South Africa,Root_Tuber -24,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,1,10,0.45273213,0.452731976,0.452732067,0.452846898,0.452839412,0.452778973,0.452665873,0.452519532,0.452352263,0.452173998,0.451977189,0.451936732,0.45185465,0.451736783,0.45159113,0.451438205,0.451262697,0.451074734,0.450868545,0.450657535,0.450446525,South Africa,Wheat -24,1,11,0.317060367,0.317066222,0.317066768,0.317084494,0.317091542,0.31709706,0.317102143,0.317132359,0.317158131,0.3171805,0.317202299,0.317212413,0.317220705,0.317225349,0.317226471,0.317225414,0.31722174,0.317217782,0.317211005,0.31720213,0.317193255,South Africa,FodderHerb -24,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,2,1,0.504386105,0.504382214,0.504386193,0.504283921,0.504246543,0.50421482,0.504182395,0.504172122,0.50415897,0.504144222,0.504129756,0.504119004,0.504105307,0.504086942,0.504068343,0.504048486,0.504028116,0.504007538,0.503985288,0.503963831,0.503942374,South Africa,Corn -24,2,2,0,0,0,0,0.163245472,0.164793376,0.166107866,0.170121852,0.170901977,0.171609732,0.172675844,0.172935027,0.173327869,0.173507609,0.173691033,0.173390311,0.172856301,0.172358834,0.171972561,0.171647062,0.171321563,South Africa,biomass -24,2,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,2,4,0.977739286,0.977737399,0.977738443,0.978197414,0.978628506,0.979042287,0.979439248,0.979578633,0.979708109,0.97983675,0.979964449,0.979963522,0.97996233,0.979961162,0.979959772,0.979958392,0.97995695,0.979955444,0.979953943,0.979952311,0.979950679,South Africa,MiscCrop -24,2,5,0.117473094,0.117472727,0.117472996,0.115248049,0.113632173,0.112296261,0.111142067,0.111493175,0.111801274,0.112067287,0.112292466,0.112227363,0.112150821,0.112063932,0.111976328,0.111895326,0.111817848,0.111744348,0.111671116,0.111601105,0.111531094,South Africa,OilCrop -24,2,6,0.102660879,0.102661194,0.1026602,0.102762567,0.102658312,0.102555996,0.102385187,0.116085207,0.137647064,0.176911492,0.273511565,0.273607427,0.273609933,0.273549079,0.273405764,0.273228759,0.272992576,0.272730829,0.27243198,0.272128302,0.271824624,South Africa,OtherGrain -24,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,2,8,0.48741693,0.487411437,0.487424883,0.475753384,0.465043704,0.455112995,0.445854121,0.436939601,0.428686687,0.420888577,0.4136476,0.413639737,0.413620361,0.413597677,0.413563064,0.413531949,0.413492542,0.413454321,0.413412616,0.413364216,0.413315816,South Africa,Root_Tuber -24,2,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop -24,2,10,0.281280385,0.281281172,0.281281502,0.28155472,0.281800076,0.282032557,0.282256257,0.282221185,0.282181538,0.282139124,0.282094092,0.282084526,0.282065251,0.28203762,0.282005043,0.281968748,0.281928843,0.281886079,0.281838651,0.281791128,0.281743605,South Africa,Wheat -24,2,11,0.439265055,0.439458688,0.439248432,0.439266963,0.439274906,0.439281279,0.439286867,0.439318602,0.439347531,0.439372828,0.439396507,0.439407302,0.439415526,0.43941874,0.439421307,0.439420008,0.439416561,0.439411396,0.439403914,0.439394879,0.439385844,South Africa,FodderHerb -24,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,3,1,0.666168008,0.666167384,0.666167866,0.666131969,0.66611731,0.666104512,0.666091715,0.666087711,0.666082453,0.66607671,0.666070616,0.666066217,0.666060343,0.666053281,0.666045439,0.666037769,0.666029235,0.666020703,0.666012714,0.666004134,0.665995554,South Africa,Corn -24,3,2,0,0,0,0,0.183021768,0.184375294,0.18556369,0.190059245,0.190776102,0.191442209,0.192482133,0.192548444,0.192826641,0.192954256,0.193084813,0.192706234,0.192092114,0.191528275,0.191090212,0.190719117,0.190348022,South Africa,biomass -24,3,3,0.798211631,0.7982106,0.798212925,0.799920436,0.801522385,0.803106838,0.804669535,0.805525097,0.806381979,0.807238463,0.808090091,0.808151747,0.80819256,0.808215578,0.808223426,0.808218713,0.808198023,0.808165898,0.808122064,0.80807035,0.808018636,South Africa,FiberCrop -24,3,4,0.996087703,0.996087503,0.996087858,0.996145023,0.996201305,0.996255108,0.996306519,0.996344754,0.996382559,0.996418404,0.996453862,0.996453688,0.996453527,0.996453337,0.996453102,0.996452891,0.996452675,0.996452428,0.996452196,0.996451946,0.996451696,South Africa,MiscCrop -24,3,5,0.058673229,0.058673052,0.058673108,0.057199087,0.056059526,0.055143619,0.054350954,0.054142462,0.053956055,0.053792371,0.053651882,0.053626242,0.053596104,0.053561906,0.053527603,0.053495805,0.053465423,0.053436749,0.053407894,0.053380487,0.05335308,South Africa,OilCrop -24,3,6,0.079628917,0.07962975,0.079630384,0.079460445,0.079246221,0.079019976,0.078783788,0.081299865,0.084287739,0.08787216,0.092297595,0.092317788,0.092319014,0.09230746,0.092279173,0.092243996,0.092196647,0.092143683,0.092083638,0.092022292,0.091960946,South Africa,OtherGrain -24,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,3,8,0.861395608,0.861395493,0.861396954,0.85681065,0.852421685,0.84819972,0.844163842,0.840114396,0.836214548,0.832479379,0.828860109,0.828859174,0.828856034,0.828852275,0.828846444,0.828841196,0.828834936,0.828828796,0.828821467,0.82881393,0.828806393,South Africa,Root_Tuber -24,3,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,SugarCrop -24,3,10,0.179803118,0.179802779,0.179802635,0.180049937,0.180293671,0.180536197,0.180777379,0.180773558,0.180768835,0.180763674,0.180757587,0.180756429,0.180754231,0.180750767,0.180746444,0.18074225,0.180737233,0.180731732,0.180725942,0.180719966,0.18071399,South Africa,Wheat -24,3,11,0.260039045,0.26004013,0.260037992,0.260052527,0.260058516,0.260063351,0.260068413,0.260093105,0.260114896,0.260134438,0.260152324,0.260161621,0.260168048,0.260171507,0.260173231,0.26017256,0.260169355,0.260165415,0.260159831,0.260152906,0.260145981,South Africa,FodderHerb -24,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,4,1,0.119026818,0.119026816,0.119027367,0.118996141,0.118983088,0.118971866,0.118959949,0.11895637,0.118951553,0.118946074,0.118940513,0.118936688,0.118931158,0.118924386,0.118917593,0.11891024,0.118902713,0.118895026,0.118887058,0.118879273,0.118871488,South Africa,Corn -24,4,2,0,0,0,0,0.074192065,0.074728494,0.075218229,0.075146534,0.075765128,0.076962132,0.077871427,0.077519537,0.076976777,0.076394448,0.075816838,0.075264674,0.074736859,0.074237396,0.073768003,0.073330607,0.072893211,South Africa,biomass -24,4,3,1,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,FiberCrop -24,4,4,0.96364856,0.963648285,0.963647222,0.963980038,0.964309306,0.964635456,0.964958796,0.965280915,0.965599714,0.965901342,0.966200184,0.966198991,0.966197214,0.96619545,0.966193345,0.966191341,0.966189251,0.966187095,0.96618491,0.966182308,0.966179706,South Africa,MiscCrop -24,4,5,0.097449271,0.09744982,0.097449506,0.094072179,0.091536814,0.08941993,0.087618696,0.085647674,0.083813861,0.082114702,0.080545787,0.080456194,0.080351569,0.080232865,0.080114915,0.080005794,0.079902736,0.079805852,0.0797089,0.07961746,0.07952602,South Africa,OilCrop -24,4,6,0.015019307,0.015015949,0.015013271,0.014908196,0.014788518,0.014665377,0.014546033,0.012897222,0.011151776,0.009301441,0.007327029,0.007329643,0.007329668,0.007327987,0.007324016,0.007319117,0.007312605,0.00730538,0.007297182,0.007288814,0.007280446,South Africa,OtherGrain -24,4,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,4,8,0.011517906,0.011517525,0.011502978,0.01150229,0.011501353,0.011500429,0.011499402,0.011499218,0.011498921,0.011498543,0.011498061,0.011498019,0.01149788,0.011497661,0.011497386,0.011497085,0.011496756,0.011496399,0.011496052,0.011495646,0.01149524,South Africa,Root_Tuber -24,4,9,0.189241263,0.189241418,0.189242668,0.189232707,0.189228317,0.189223643,0.18921865,0.189214753,0.189210182,0.189205813,0.18920131,0.189200341,0.189199906,0.189198519,0.189197348,0.189195612,0.189194512,0.189192676,0.189191541,0.189189338,0.189187135,South Africa,SugarCrop -24,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat -24,4,11,0.045460889,0.045459095,0.045461034,0.045464442,0.045465806,0.045467095,0.045468192,0.045474226,0.045479083,0.045483686,0.04548793,0.045490112,0.045491688,0.045492356,0.045492635,0.045492628,0.04549197,0.045490981,0.045489592,0.045487947,0.045486302,South Africa,FodderHerb -24,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,5,1,0.014209265,0.014213762,0.014212052,0.014209074,0.014207783,0.014206723,0.0142056,0.014205226,0.014204773,0.014204253,0.014203734,0.01420334,0.014202812,0.014202158,0.014201491,0.014200778,0.01420004,0.014199289,0.014198532,0.014197775,0.014197018,South Africa,Corn -24,5,2,0,0,0,0,0.022254416,0.022254379,0.022254369,0.022254384,0.022378396,0.022522395,0.022667345,0.022541801,0.022369081,0.022197636,0.021999265,0.021812,0.021644905,0.021488003,0.021341312,0.02124125,0.021141188,South Africa,biomass -24,5,3,1,0.999999999,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,South Africa,FiberCrop -24,5,4,0.076309219,0.076308392,0.076311671,0.077422638,0.078547227,0.079654677,0.080775442,0.081915344,0.083067998,0.084201667,0.085349149,0.085346223,0.085342661,0.085339393,0.08533467,0.085330266,0.085325526,0.085320784,0.085315813,0.085310534,0.085305255,South Africa,MiscCrop -24,5,5,0.00203768,0.002037804,0.002038381,0.00201902,0.002005147,0.001993973,0.00198454,0.001987181,0.001989806,0.001992443,0.001994239,0.001993566,0.001992773,0.001991883,0.001990983,0.001990158,0.001989362,0.001988613,0.001987863,0.001987143,0.001986423,South Africa,OilCrop -24,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,OtherGrain -24,5,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Root_Tuber -24,5,9,0.065601615,0.065601885,0.065601886,0.065595716,0.065592977,0.065590316,0.06558716,0.065585011,0.065582365,0.065579645,0.065576763,0.065576402,0.065575785,0.065575022,0.065574382,0.065573548,0.065572743,0.065571588,0.065570675,0.065569679,0.065568683,South Africa,SugarCrop -24,5,10,0.11109645,0.111094527,0.111089288,0.111261331,0.111433747,0.11160639,0.111779259,0.111779266,0.111779233,0.111779423,0.11177937,0.111779407,0.111779317,0.111779305,0.111779084,0.111779228,0.111779463,0.111779463,0.11177941,0.111779117,0.111778824,South Africa,Wheat -24,5,11,0.008804553,0.008802478,0.008805031,0.008805772,0.008806045,0.008806305,0.008806539,0.008807792,0.00880887,0.00880983,0.008810763,0.008811201,0.008811498,0.008811674,0.008811767,0.008811722,0.008811612,0.0088114,0.008811118,0.008810751,0.008810384,South Africa,FodderHerb -24,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,6,1,0.717532726,0.717530605,0.717532734,0.717502406,0.717489836,0.717479868,0.717468347,0.717464986,0.717460535,0.717455691,0.7174499,0.717446364,0.717441376,0.71743474,0.717427498,0.717420832,0.717413495,0.71740597,0.717398177,0.717390683,0.717383189,South Africa,Corn -24,6,2,0,0,0,0,0.017295555,0.017415558,0.017520951,0.01771565,0.018034423,0.018191148,0.018272185,0.018150658,0.017985328,0.017814525,0.017652981,0.017506564,0.017374657,0.017250216,0.017133618,0.017024999,0.01691638,South Africa,biomass -24,6,3,1,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,6,4,0.853231573,0.853230957,0.853231244,0.854418561,0.855595271,0.856763243,0.857868911,0.858976411,0.860074761,0.861165574,0.862196011,0.862188629,0.862179812,0.862170237,0.862159189,0.862147877,0.862135929,0.862123723,0.862110784,0.862097442,0.8620841,South Africa,MiscCrop -24,6,5,0.005825454,0.005825256,0.005825344,0.005719962,0.005640056,0.005573172,0.005518723,0.005535778,0.005550451,0.005565172,0.00557755,0.005575828,0.005573777,0.005571444,0.005569087,0.005566867,0.005564764,0.005562744,0.005560727,0.005558783,0.005556839,South Africa,OilCrop -24,6,6,0.016762148,0.016763205,0.016758122,0.016760783,0.016745919,0.016735759,0.016723186,0.017010846,0.017315696,0.01765561,0.018032007,0.018035512,0.018035665,0.018033535,0.018028471,0.018021972,0.018013456,0.018003934,0.017993036,0.017981828,0.01797062,South Africa,OtherGrain -24,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,6,8,0.141044467,0.141046877,0.1410434,0.141032229,0.141015849,0.140999956,0.140982131,0.140979549,0.140973473,0.140967665,0.140959483,0.140958412,0.140955119,0.140951939,0.140946299,0.140941979,0.140935946,0.140929493,0.1409226,0.140915634,0.140908668,South Africa,Root_Tuber -24,6,9,0.035863315,0.035863311,0.035863265,0.035861489,0.035860636,0.035859665,0.035858786,0.035858032,0.035857117,0.035856345,0.03585538,0.03585536,0.035855115,0.035854879,0.035854583,0.035854373,0.035854115,0.035853877,0.035853456,0.035853134,0.035852812,South Africa,SugarCrop -24,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Wheat -24,6,11,0.061423403,0.061423079,0.061422693,0.061428562,0.061430888,0.061432925,0.061434804,0.061444498,0.061452983,0.06146055,0.061467526,0.061471157,0.061473539,0.06147485,0.061475335,0.061475174,0.06147411,0.061472524,0.061470337,0.061467607,0.061464877,South Africa,FodderHerb -24,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,7,1,0.103841982,0.103842021,0.103841813,0.103731406,0.103684311,0.103644048,0.10360258,0.103588777,0.103571904,0.103552969,0.103532667,0.103518052,0.103499249,0.103475131,0.103449354,0.10342405,0.103396387,0.103369153,0.103341408,0.103312775,0.103284142,South Africa,Corn -24,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,biomass -24,7,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,7,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop -24,7,5,0.079436648,0.07943601,0.079436544,0.076905396,0.075122564,0.073622654,0.0723474,0.071303223,0.070325025,0.069387002,0.068545706,0.068424033,0.068280341,0.068116488,0.06795066,0.067795332,0.067646695,0.067504518,0.067362325,0.06722584,0.067089355,South Africa,OilCrop -24,7,6,0.126190626,0.126191522,0.126191167,0.125835237,0.125465109,0.125074924,0.124664976,0.124499595,0.124308859,0.124110094,0.123898661,0.123934637,0.123939285,0.123922295,0.123877183,0.123820095,0.12374181,0.123652922,0.123551825,0.123448219,0.123344613,South Africa,OtherGrain -24,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,7,8,0.754142408,0.754142775,0.754142448,0.754088703,0.754018046,0.753946579,0.753789973,0.753775131,0.753750557,0.75372407,0.753690014,0.753684928,0.753672207,0.75365662,0.753634413,0.753612665,0.753587364,0.753561527,0.753532913,0.75350091,0.753468907,South Africa,Root_Tuber -24,7,9,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,0.999999998,South Africa,SugarCrop -24,7,10,0.162691198,0.162691345,0.16269096,0.162725561,0.162680906,0.162602698,0.162490404,0.162395855,0.162289547,0.162175566,0.162048456,0.162022246,0.16197063,0.161894763,0.161801413,0.161703214,0.161591772,0.161470933,0.161339085,0.161205007,0.161070929,South Africa,Wheat -24,7,11,0.347975478,0.347975488,0.347975939,0.347993686,0.348001052,0.348007481,0.348012947,0.348044029,0.348071054,0.348095161,0.3481174,0.348128879,0.348136007,0.348141115,0.348142183,0.348141774,0.348138737,0.348133257,0.348126488,0.348117804,0.34810912,South Africa,FodderHerb -24,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,8,1,0.03232911,0.032328951,0.032329022,0.03230245,0.032291141,0.032281583,0.032271549,0.032268401,0.032264331,0.032259635,0.032254942,0.032251548,0.032246901,0.032241217,0.03223511,0.032228933,0.032222493,0.032216015,0.032209368,0.032202661,0.032195954,South Africa,Corn -24,8,2,0,0,0,0,0.044359018,0.044725503,0.045045443,0.045733047,0.046457337,0.046863256,0.047085422,0.046812024,0.046406481,0.04596155,0.045540438,0.045151553,0.044775297,0.04443413,0.044129334,0.043917882,0.04370643,South Africa,biomass -24,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,8,4,0.999764037,0.999764005,0.999764141,0.999767092,0.999769903,0.999772678,0.999775322,0.999777558,0.99977977,0.999781864,0.999783937,0.999783928,0.999783917,0.999783906,0.999783892,0.99978388,0.999783865,0.999783851,0.999783836,0.99978382,0.999783804,South Africa,MiscCrop -24,8,5,0.051591979,0.051591712,0.051591699,0.050316716,0.049337291,0.048516391,0.047844243,0.047337477,0.046853921,0.046413725,0.045997285,0.045968961,0.045935765,0.04589809,0.045859973,0.045824784,0.045791297,0.045759118,0.045727065,0.045696667,0.045666269,South Africa,OilCrop -24,8,6,0.152111411,0.152111799,0.15211169,0.152175165,0.152206922,0.152174002,0.152190359,0.155411994,0.158916231,0.16266059,0.166778798,0.16679044,0.166790903,0.166783698,0.166765618,0.166743334,0.166712885,0.166679591,0.166641895,0.16660353,0.166565165,South Africa,OtherGrain -24,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,8,8,0.884287041,0.884287351,0.884286902,0.884150289,0.884012406,0.883874117,0.88378124,0.883646358,0.883509469,0.883418063,0.883326744,0.883326672,0.883325688,0.883324628,0.883323497,0.883322493,0.883321731,0.883320055,0.883319004,0.883317217,0.88331543,South Africa,Root_Tuber -24,8,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,8,10,0.132801348,0.132801903,0.132801646,0.132877416,0.132906612,0.132916759,0.132911236,0.132854874,0.132791694,0.132725009,0.132651729,0.132636759,0.132606488,0.132563208,0.13250967,0.132452748,0.132388561,0.132320151,0.132245826,0.132169881,0.132093936,South Africa,Wheat -24,8,11,0.266897356,0.266896992,0.266897677,0.266912241,0.266918161,0.266923271,0.266927776,0.266953173,0.266975122,0.266995537,0.267013579,0.267022656,0.267029549,0.267032708,0.267034097,0.267034095,0.267030832,0.267027261,0.267020542,0.267013553,0.267006564,South Africa,FodderHerb -24,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,9,1,0.059810907,0.059811011,0.059811088,0.059752,0.059726874,0.059705606,0.059683321,0.059676222,0.059667158,0.059656884,0.059646263,0.059638709,0.059628414,0.059615791,0.059602233,0.05958869,0.059574178,0.059559561,0.059545061,0.059530122,0.059515183,South Africa,Corn -24,9,2,0,0,0,0,0.085251886,0.085913223,0.086493391,0.086735713,0.087413703,0.088316116,0.088887658,0.088559604,0.087994176,0.087358215,0.086761877,0.086153441,0.085567125,0.085009316,0.084483703,0.084331272,0.084178841,South Africa,biomass -24,9,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,9,4,0.99829692,0.99829697,0.998296903,0.998324023,0.998350702,0.99837623,0.998400668,0.998416562,0.998432285,0.998447849,0.998463249,0.998463184,0.998463107,0.998463025,0.99846293,0.998462836,0.998462735,0.998462634,0.998462531,0.998462423,0.998462315,South Africa,MiscCrop -24,9,5,0.06190677,0.061906654,0.061906628,0.060418667,0.059343434,0.05843219,0.057649041,0.057253117,0.056904394,0.056581037,0.056260919,0.056205111,0.05613958,0.056065184,0.055990586,0.055920955,0.055854754,0.055792036,0.055729293,0.055669255,0.055609217,South Africa,OilCrop -24,9,6,0.077869953,0.077869799,0.077869829,0.077843739,0.077802228,0.077753914,0.077699533,0.07759907,0.077459226,0.077317335,0.07717185,0.07718275,0.077183681,0.077178139,0.07716369,0.077145514,0.077120943,0.077093137,0.077061787,0.077029725,0.076997663,South Africa,OtherGrain -24,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,9,8,0.817268547,0.817268466,0.817269098,0.817059457,0.816844796,0.816630158,0.816480528,0.81628015,0.81607736,0.815873934,0.815734125,0.81573268,0.815729269,0.815724876,0.815718733,0.815714376,0.815706917,0.815701044,0.815694028,0.815686112,0.815678196,South Africa,Root_Tuber -24,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,SugarCrop -24,9,10,0.364497455,0.364496995,0.36449742,0.36478595,0.365031649,0.365260376,0.365473517,0.365422363,0.365364466,0.365303519,0.365236008,0.365222134,0.365193956,0.365153719,0.365104495,0.365052786,0.364994148,0.364930525,0.364862432,0.364792432,0.364722432,South Africa,Wheat -24,9,11,0.344172145,0.344173219,0.344171626,0.344189712,0.344196367,0.344202622,0.344207764,0.344237444,0.344262528,0.344285931,0.344305131,0.344317118,0.344324403,0.344329368,0.34432968,0.344329489,0.344326463,0.344321636,0.344314922,0.344307252,0.344299582,South Africa,FodderHerb -24,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,10,1,0.060711864,0.060712039,0.060712054,0.060697875,0.060691828,0.060686727,0.060681318,0.060679558,0.06067746,0.060674986,0.060672406,0.060670564,0.060668067,0.060665017,0.060661677,0.060658438,0.060654911,0.060651308,0.060647739,0.060644081,0.060640423,South Africa,Corn -24,10,2,0,0,0,0,0.098949853,0.099287981,0.099565747,0.099079131,0.099361624,0.099704286,0.100217325,0.100440695,0.100816542,0.101060466,0.101385405,0.10165983,0.101683027,0.10150016,0.101274026,0.101087658,0.10090129,South Africa,biomass -24,10,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,FiberCrop -24,10,4,0.980903535,0.980903626,0.980903615,0.981177698,0.981439561,0.981690089,0.981936869,0.982074738,0.982211285,0.982346637,0.982480837,0.98247981,0.982478419,0.982477103,0.982475491,0.982473803,0.982472168,0.982470415,0.982468562,0.982466737,0.982464912,South Africa,MiscCrop -24,10,5,0.059552851,0.059552875,0.059553103,0.058242337,0.057267895,0.056447606,0.055750173,0.055490644,0.055231842,0.055019269,0.054808134,0.054782225,0.054752104,0.054717744,0.054683545,0.05465161,0.05462161,0.054593345,0.054565092,0.054538343,0.054511594,South Africa,OilCrop -24,10,6,0.033283945,0.033283959,0.033283979,0.033258665,0.033241108,0.033206434,0.033183375,0.03281751,0.032452144,0.032076012,0.031702355,0.031707006,0.031707493,0.031705081,0.031699044,0.031691483,0.03168116,0.031669703,0.031656618,0.031643131,0.031629644,South Africa,OtherGrain -24,10,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,10,8,0.826824092,0.826824137,0.826824167,0.826757643,0.826690197,0.826685316,0.826617159,0.826553295,0.826488813,0.826486801,0.826485063,0.826484776,0.826483408,0.826481991,0.82648148,0.826478937,0.826477798,0.826475264,0.826473975,0.826471487,0.826468999,South Africa,Root_Tuber -24,10,9,0.895837521,0.895837364,0.895837564,0.895825069,0.89581964,0.895813857,0.895807904,0.895802978,0.895797772,0.895792256,0.895786355,0.895785703,0.895784627,0.895783233,0.895781709,0.895780085,0.895778282,0.895776235,0.895774145,0.895771989,0.895769833,South Africa,SugarCrop -24,10,10,0.32906907,0.329069528,0.329069509,0.329404648,0.329721749,0.330031211,0.330334152,0.33031276,0.330288052,0.330260796,0.330231723,0.330226129,0.330213936,0.330196907,0.330175277,0.33015281,0.33012767,0.330099602,0.330070515,0.330039923,0.330009331,South Africa,Wheat -24,10,11,0.268261591,0.26826168,0.268261551,0.268278193,0.26828407,0.268289174,0.268294236,0.268320246,0.268343789,0.268364155,0.268383485,0.268393335,0.268399996,0.268404048,0.268404961,0.268404506,0.268402055,0.26839779,0.268390875,0.26838357,0.268376265,South Africa,FodderHerb -24,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -24,11,1,0.731672556,0.731673219,0.731673003,0.731630895,0.731612828,0.731597535,0.731581441,0.73157597,0.731569903,0.73156208,0.731554859,0.731549173,0.731541817,0.731532329,0.731522466,0.731512568,0.731501825,0.731491399,0.731480774,0.731469559,0.731458344,South Africa,Corn -24,11,2,0,0,0,0,0.264481301,0.263749717,0.263036518,0.264673633,0.265110259,0.265526872,0.266980673,0.267139003,0.267333035,0.267811319,0.268462511,0.269016897,0.269557037,0.26957535,0.26958903,0.269603932,0.269618834,South Africa,biomass -24,11,3,1,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,South Africa,FiberCrop -24,11,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Africa,MiscCrop -24,11,5,0.077915547,0.077915794,0.077915889,0.076757757,0.075891916,0.075186168,0.074603618,0.074712105,0.074759936,0.074838292,0.074887707,0.074853055,0.074812196,0.074766019,0.074719774,0.074676824,0.074636121,0.074597383,0.0745585,0.074521782,0.074485064,South Africa,OilCrop -24,11,6,0.165980449,0.165978842,0.165979236,0.165651506,0.165313777,0.164909307,0.164555861,0.16492844,0.16529019,0.165649715,0.166004501,0.166019315,0.166020862,0.166013592,0.165995039,0.165971095,0.165938918,0.16590151,0.165859936,0.165817479,0.165775022,South Africa,OtherGrain -24,11,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,Rice -24,11,8,0.946860159,0.946858196,0.946865583,0.946226315,0.945587585,0.94496252,0.944350403,0.943762879,0.943182798,0.942618571,0.942066722,0.942062461,0.942051057,0.942037456,0.942017086,0.941997778,0.941974615,0.941951713,0.941926136,0.941897364,0.941868592,South Africa,Root_Tuber -24,11,9,0.359782332,0.359783081,0.359783686,0.359759711,0.359749539,0.359739327,0.359728023,0.359718854,0.359708673,0.359698972,0.359688951,0.35968666,0.359684842,0.359682088,0.359679959,0.35967594,0.359673645,0.359669995,0.359666072,0.359661694,0.359657316,South Africa,SugarCrop -24,11,10,0.859613053,0.859614317,0.859613378,0.859766281,0.859896943,0.860019163,0.860132838,0.860107303,0.860079203,0.860048036,0.860014057,0.860006852,0.859993132,0.859973021,0.8599485,0.859921996,0.859892764,0.859860627,0.859826437,0.859791318,0.859756199,South Africa,Wheat -24,11,11,0.441149291,0.441149479,0.441149297,0.44116985,0.441178644,0.441185689,0.441192043,0.441227565,0.441257736,0.441284934,0.441310516,0.441323655,0.441332394,0.44133729,0.441339038,0.441338609,0.441334764,0.441328589,0.441320575,0.441311086,0.441301597,South Africa,FodderHerb -24,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,FodderGrass -24,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Africa,PalmFruit -25,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,biomass -25,1,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,1,4,0.221856123,0.221757322,0.221841835,0.223452264,0.211628075,0.198050769,0.182038181,0.173367537,0.161857123,0.148965968,0.133763983,0.120522175,0.104477285,0.086157135,0.064755806,0.041511523,0.014810099,0,0,0,0,South America_Northern,MiscCrop -25,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop -25,1,6,0.008682709,0.00867052,0.008740205,0.008450897,0.008215427,0.008020275,0.00785629,0.007855799,0.007855197,0.007854564,0.00785385,0.007853877,0.007853752,0.00785354,0.007853273,0.007852947,0.007852587,0.007852233,0.007851881,0.007851501,0.007851121,South America_Northern,OtherGrain -25,1,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber -25,1,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,SugarCrop -25,1,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,1,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,2,2,0,0,0,0,0.035659885,0.036421278,0.037134231,0.03784461,0.03852491,0.039118955,0.039137079,0.039175998,0.039176612,0.039132482,0.03908899,0.039068984,0.039038681,0.039019599,0.039013661,0.03900737,0.039001079,South America_Northern,biomass -25,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,2,4,0.453185907,0.453187784,0.453186366,0.454390448,0.455190424,0.45585495,0.456272359,0.457041752,0.457848522,0.458526192,0.459156747,0.458843602,0.45847695,0.458077382,0.457633324,0.457193566,0.456732124,0.456278577,0.455816197,0.455325308,0.454834419,South America_Northern,MiscCrop -25,2,5,0.059053498,0.059024925,0.059060133,0.058129154,0.058433509,0.058653205,0.058767129,0.060362607,0.061771717,0.063027743,0.064181179,0.063575149,0.062862906,0.062055223,0.061243178,0.060485025,0.05977058,0.059103081,0.058436659,0.057801428,0.057166197,South America_Northern,OilCrop -25,2,6,0.009844113,0.009839855,0.009849014,0.009517694,0.009236943,0.009001323,0.008800072,0.008791623,0.008780931,0.008769616,0.008757333,0.008757315,0.008755205,0.008751875,0.008746834,0.008741325,0.008735165,0.008729256,0.008722706,0.008716062,0.008709418,South America_Northern,OtherGrain -25,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,2,8,0.182794457,0.182793844,0.182810849,0.179421898,0.176451894,0.17370484,0.17129537,0.177443135,0.183622156,0.189832487,0.196059608,0.196056262,0.196045477,0.19603281,0.196013852,0.195996307,0.195974548,0.195952957,0.195928735,0.19590251,0.195876285,South America_Northern,Root_Tuber -25,2,9,0.529603287,0.52959899,0.529598944,0.530784884,0.532779268,0.53462362,0.536425173,0.5385794,0.540567883,0.542410421,0.544215355,0.544124084,0.543993528,0.543825178,0.543637607,0.543440654,0.543220633,0.542992591,0.542751972,0.542477381,0.54220279,South America_Northern,SugarCrop -25,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,3,2,0,0,0,0,0.115898776,0.116441853,0.116803794,0.11710733,0.117371284,0.117578626,0.117821006,0.117576303,0.117195663,0.116656251,0.11621077,0.115866315,0.115799284,0.116161144,0.116512055,0.116773551,0.117035047,South America_Northern,biomass -25,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FiberCrop -25,3,4,0.683656949,0.683658008,0.68365808,0.68356842,0.683232623,0.68277379,0.682274321,0.682514096,0.682677906,0.682911306,0.683095584,0.682758522,0.682363599,0.681931649,0.681457376,0.680984678,0.680494362,0.680015998,0.679526475,0.679008792,0.678491109,South America_Northern,MiscCrop -25,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,OilCrop -25,3,6,0.018658962,0.018650961,0.018716187,0.018057129,0.017431168,0.016888238,0.016405775,0.016340441,0.016258018,0.016170728,0.016075953,0.01607576,0.016059515,0.016033648,0.015994772,0.015952127,0.015904522,0.015858901,0.015808093,0.015756654,0.015705215,South America_Northern,OtherGrain -25,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Rice -25,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Root_Tuber -25,3,9,0.556319235,0.556315559,0.556322483,0.557915727,0.560071663,0.562090289,0.564078612,0.566374296,0.568519945,0.570533015,0.572518107,0.572455614,0.572366696,0.572250927,0.572121764,0.571985603,0.571834065,0.571678357,0.571511913,0.571325149,0.571138385,South America_Northern,SugarCrop -25,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,4,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,4,2,0,0,0,0,0.023279602,0.023227756,0.023147106,0.023697254,0.024424757,0.025008285,0.025023549,0.025146611,0.025230909,0.025269661,0.025298507,0.025252708,0.025207688,0.025178548,0.025167734,0.025167304,0.025166874,South America_Northern,biomass -25,4,3,0.228050432,0.228049962,0.228050687,0.233709756,0.237473267,0.241040394,0.244210437,0.242633152,0.241102758,0.239608272,0.238096076,0.238992405,0.239562817,0.239847085,0.239905596,0.239746007,0.239375735,0.23884019,0.23812243,0.237270963,0.236419496,South America_Northern,FiberCrop -25,4,4,0.125699377,0.125699935,0.125699494,0.12695132,0.128064119,0.129037621,0.129917924,0.130389112,0.130807987,0.131275554,0.131692446,0.131671095,0.131646979,0.131620069,0.131589119,0.131558906,0.131526513,0.131494884,0.131460763,0.131425001,0.131389239,South America_Northern,MiscCrop -25,4,5,0.012944748,0.012945,0.012944883,0.012795112,0.012885806,0.012956163,0.013003526,0.013405485,0.013774305,0.014111064,0.014426724,0.014311622,0.01417714,0.014025573,0.013874239,0.013733929,0.013602406,0.013480287,0.013358957,0.013244035,0.013129113,South America_Northern,OilCrop -25,4,6,0.009919897,0.009919834,0.009919914,0.009587988,0.009310355,0.009078223,0.008880954,0.008874986,0.008867525,0.008859588,0.008850929,0.008850868,0.008849412,0.008847123,0.008843588,0.008839712,0.008835379,0.00883121,0.008826601,0.008821981,0.008817361,South America_Northern,OtherGrain -25,4,7,0.919960835,0.919960649,0.919960506,0.913869513,0.908249871,0.903115135,0.898373419,0.897852719,0.89735635,0.896886297,0.896397243,0.896385043,0.896354362,0.896308471,0.89624588,0.896170224,0.89608108,0.895980859,0.895866464,0.895737118,0.895607772,South America_Northern,Rice -25,4,8,0.075235753,0.075235798,0.075235823,0.074560682,0.0739781,0.073429626,0.072942061,0.074878717,0.076798184,0.078698975,0.080576816,0.080575741,0.080572488,0.080569251,0.080563652,0.080558635,0.080552504,0.080545922,0.080539274,0.080531823,0.080524372,South America_Northern,Root_Tuber -25,4,9,0.300350155,0.300350101,0.300350049,0.302359916,0.304488787,0.306529416,0.308573083,0.310830021,0.312994242,0.3150682,0.317146501,0.317134298,0.317117296,0.317094642,0.317070114,0.317044605,0.317015127,0.316985656,0.316953965,0.316919087,0.316884209,South America_Northern,SugarCrop -25,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,5,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,5,2,0,0,0,0,0.067580596,0.068342055,0.068945767,0.069341644,0.070218476,0.070918742,0.071276608,0.071319072,0.071314774,0.071418927,0.071525324,0.071604911,0.071657153,0.071694565,0.071723595,0.071751,0.071778405,South America_Northern,biomass -25,5,3,0.329686863,0.329687583,0.329687063,0.336040058,0.340748944,0.345228942,0.349284636,0.347598412,0.345949132,0.344328456,0.342690501,0.343428478,0.343899552,0.344135555,0.344187422,0.344060532,0.343760359,0.34332233,0.342735501,0.342037935,0.341340369,South America_Northern,FiberCrop -25,5,4,0.198850855,0.198851342,0.198851204,0.200127907,0.201269005,0.202273772,0.203140614,0.204322984,0.205434534,0.206477545,0.207522112,0.20750393,0.207481046,0.207456384,0.207429038,0.207401072,0.207371432,0.207341587,0.207310437,0.207277792,0.207245147,South America_Northern,MiscCrop -25,5,5,0.020254627,0.020254622,0.020254521,0.01992921,0.02003523,0.02011084,0.020148989,0.020733808,0.021263193,0.021740069,0.022172429,0.021960326,0.021711561,0.021429857,0.021147218,0.020883783,0.020635876,0.020404757,0.020174142,0.019954866,0.01973559,South America_Northern,OilCrop -25,5,6,0.018656677,0.018656741,0.018656763,0.018036588,0.017514588,0.017077166,0.016704635,0.016691553,0.016674881,0.016657324,0.016638316,0.016638311,0.016635134,0.016629888,0.016622108,0.016613617,0.016604065,0.016594965,0.016584756,0.0165744,0.016564044,South America_Northern,OtherGrain -25,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Northern,Rice -25,5,8,0.09437884,0.094378861,0.094378968,0.093731519,0.093122185,0.092588466,0.092092636,0.094336199,0.096549378,0.098730567,0.100874418,0.100872856,0.100868886,0.100863884,0.100856214,0.100849197,0.100840687,0.100832297,0.100822613,0.100812097,0.100801581,South America_Northern,Root_Tuber -25,5,9,0.431696845,0.431696937,0.431696999,0.433970385,0.436417423,0.438751538,0.441082619,0.443660157,0.446121251,0.448470398,0.450816565,0.450799692,0.450772338,0.450739089,0.450703043,0.45066247,0.450620019,0.450575572,0.450529677,0.450475825,0.450421973,South America_Northern,SugarCrop -25,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -25,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Corn -25,6,2,0,0,0,0,0.193423647,0.19255177,0.191725506,0.19357438,0.195142143,0.196415056,0.197508597,0.196214515,0.196712654,0.1971284,0.197546774,0.197878025,0.19812155,0.19828591,0.198374995,0.198393997,0.198412999,South America_Northern,biomass -25,6,3,0.233886532,0.233890348,0.233886117,0.238354038,0.242231562,0.245976512,0.249477474,0.248378434,0.247290393,0.246211903,0.245132078,0.245303458,0.245412488,0.245467274,0.245478244,0.245446556,0.245375069,0.245271723,0.245134547,0.244971072,0.244807597,South America_Northern,FiberCrop -25,6,4,0.089279715,0.089279806,0.089279823,0.090846622,0.092255035,0.093499061,0.09460866,0.094518207,0.094424502,0.094366878,0.094269492,0.094254869,0.094237274,0.094217514,0.094195482,0.094173219,0.0941493,0.094124784,0.094099114,0.094071976,0.094044838,South America_Northern,MiscCrop -25,6,5,0.00854005,0.008539145,0.008540076,0.008259499,0.008227611,0.008187433,0.008137037,0.008544403,0.008935247,0.009309558,0.009673815,0.009547122,0.009396965,0.009225013,0.009050696,0.008886705,0.008729788,0.008580648,0.008430326,0.008286069,0.008141812,South America_Northern,OilCrop -25,6,6,0.004834473,0.004833947,0.004833482,0.004672299,0.004540002,0.004430068,0.004337353,0.004336257,0.004334883,0.004333414,0.00433181,0.004331806,0.004331527,0.004331093,0.004330436,0.004329704,0.004328898,0.004328119,0.004327253,0.004326373,0.004325493,South America_Northern,OtherGrain -25,6,7,0.75116713,0.751168122,0.751167387,0.736570866,0.723710618,0.712295689,0.70201844,0.69776477,0.693647642,0.689672041,0.685929096,0.68592405,0.685896176,0.685849586,0.685783618,0.685701433,0.685598813,0.685481647,0.685345673,0.68519243,0.685039187,South America_Northern,Rice -25,6,8,0.02747797,0.027477918,0.0274781,0.027081621,0.026712417,0.026381129,0.026086415,0.027009362,0.027927551,0.02885146,0.029779105,0.029778647,0.029777413,0.029775855,0.0297736,0.029771354,0.029768741,0.029766116,0.029763202,0.029759789,0.029756376,South America_Northern,Root_Tuber -25,6,9,0.781796007,0.781795954,0.781796709,0.788648855,0.794940266,0.800676608,0.806020686,0.806348748,0.806675185,0.807000193,0.80739166,0.807389955,0.807387166,0.807382878,0.807378728,0.807374446,0.807369451,0.807364112,0.807358655,0.807352332,0.807346009,South America_Northern,SugarCrop -25,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,Wheat -25,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderHerb -25,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,FodderGrass -25,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Northern,PalmFruit -26,1,1,0.688911857,0.688911829,0.688912077,0.691605046,0.694490416,0.69704133,0.699305886,0.701247991,0.703076321,0.704799356,0.706332254,0.706269143,0.706182173,0.706071631,0.705954681,0.705835002,0.705705436,0.705574725,0.70544255,0.705307277,0.705172004,South America_Southern,Corn -26,1,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,1,3,0.93313884,0.933138809,0.933138435,0.928304282,0.923467713,0.918829337,0.91436218,0.91829924,0.921500304,0.924145718,0.926384279,0.926602426,0.926746891,0.926824619,0.926849906,0.926823815,0.926745318,0.926623379,0.926460403,0.926267901,0.926075399,South America_Southern,FiberCrop -26,1,4,0.469786064,0.469786445,0.469786387,0.471328809,0.472757087,0.47396697,0.475065457,0.476542996,0.477903976,0.47915369,0.480398032,0.480360126,0.480314791,0.480264897,0.480209303,0.480153152,0.480092926,0.480032516,0.479969806,0.479903723,0.47983764,South America_Southern,MiscCrop -26,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,1,6,0.735830627,0.735829812,0.735829726,0.746011836,0.754617262,0.761719143,0.767687733,0.760682597,0.754232425,0.748115531,0.742422676,0.742567455,0.742582165,0.74250705,0.742314538,0.742072257,0.741741055,0.741366467,0.740940406,0.740502563,0.74006472,South America_Southern,OtherGrain -26,1,7,0.980113632,0.980113733,0.98011369,0.979619685,0.979148074,0.97869939,0.978265584,0.977362569,0.97649043,0.975634806,0.974809229,0.974808998,0.974804718,0.97479736,0.974786228,0.974772048,0.974754705,0.974734097,0.974710467,0.974684103,0.974657739,South America_Southern,Rice -26,1,8,0.526340979,0.526342178,0.526340764,0.539059322,0.55044146,0.560603179,0.569865911,0.56322459,0.556971072,0.551126417,0.545474152,0.545465819,0.545448416,0.545427276,0.545395328,0.545363493,0.545326896,0.545290385,0.54524947,0.545202311,0.545155152,South America_Southern,Root_Tuber -26,1,9,0.906353361,0.906353879,0.906353257,0.914556546,0.920915912,0.92593828,0.93000035,0.92758588,0.925182711,0.922828447,0.920500521,0.920496275,0.920490514,0.920482753,0.920474364,0.920465168,0.920454755,0.920444283,0.920433226,0.920420518,0.92040781,South America_Southern,SugarCrop -26,1,10,0.013624544,0.01362469,0.013624668,0.01368155,0.013726213,0.013763393,0.013792699,0.013603906,0.013428334,0.013254526,0.013093369,0.013091498,0.013087885,0.013082774,0.013076561,0.013070055,0.013062687,0.013054899,0.013046392,0.013037739,0.013029086,South America_Southern,Wheat -26,1,11,0.000468153,0.000468169,0.000468052,0.000458418,0.000449557,0.000441241,0.000433643,0.000428813,0.000424214,0.000419843,0.000415692,0.000415712,0.000415723,0.000415733,0.000415734,0.000415734,0.000415727,0.000415719,0.000415708,0.000415694,0.00041568,South America_Southern,FodderHerb -26,1,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,1,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,2,1,0.635834477,0.635834799,0.635834172,0.636514189,0.637856618,0.639204641,0.640341129,0.64337539,0.646154667,0.648703837,0.650939,0.650742627,0.650488849,0.650185353,0.649870639,0.649556901,0.649235401,0.648930166,0.648626597,0.648317719,0.648008841,South America_Southern,Corn -26,2,2,0,0,0,0,0.088354742,0.088373317,0.088339036,0.087658239,0.087318338,0.088037079,0.08803762,0.088409297,0.088743469,0.08881871,0.088789042,0.088713328,0.088662713,0.088571221,0.088441438,0.088311306,0.088181174,South America_Southern,biomass -26,2,3,0.736430984,0.736430762,0.736438076,0.721166589,0.706813299,0.693478775,0.681067782,0.692915385,0.702841903,0.711186826,0.718345977,0.718625366,0.718811709,0.71891342,0.718948578,0.718918151,0.71881998,0.71866563,0.718459246,0.718216798,0.71797435,South America_Southern,FiberCrop -26,2,4,0.039929225,0.039929377,0.03992946,0.040653072,0.041269588,0.041808605,0.042301855,0.042596884,0.042875026,0.043118635,0.043362944,0.043357683,0.043351668,0.04334494,0.04333754,0.04333015,0.043322133,0.043313861,0.043305619,0.043296869,0.043288119,South America_Southern,MiscCrop -26,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,2,6,0.688689837,0.688678659,0.688688473,0.704468421,0.717540227,0.728569143,0.737915363,0.725636186,0.713972533,0.702827996,0.692172132,0.692176791,0.692177105,0.692175372,0.692170534,0.692163485,0.692154913,0.692143972,0.692132099,0.692119872,0.692107645,South America_Southern,OtherGrain -26,2,7,0.888703895,0.888703887,0.88870405,0.890523664,0.89209118,0.893506318,0.894770916,0.89506883,0.895358584,0.895639625,0.895909377,0.895906517,0.895891316,0.895865487,0.895828141,0.895781491,0.895724445,0.895658409,0.895582539,0.895497228,0.895411917,South America_Southern,Rice -26,2,8,0.075339614,0.075339718,0.075339124,0.076470329,0.077432033,0.078280944,0.079012775,0.077004723,0.075131409,0.07332894,0.071651261,0.071650315,0.071647388,0.071643979,0.071638827,0.071633948,0.071628094,0.071622273,0.071615796,0.071608297,0.071600798,South America_Southern,Root_Tuber -26,2,9,0.801159901,0.801158433,0.801158434,0.803036259,0.804730298,0.806140828,0.807405684,0.805509181,0.803728732,0.802069534,0.800464542,0.800454066,0.800438942,0.80041975,0.800397214,0.800374224,0.800348362,0.800321377,0.800292521,0.800259908,0.800227295,South America_Southern,SugarCrop -26,2,10,0.134316408,0.134316172,0.134313974,0.132869719,0.131543024,0.130264932,0.128980565,0.126536325,0.124151793,0.121932019,0.119812026,0.119756062,0.119643654,0.119482598,0.119284689,0.119077692,0.118842223,0.118590945,0.118317845,0.118040592,0.117763339,South America_Southern,Wheat -26,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,3,1,0.553533965,0.553534562,0.55353486,0.552368286,0.552807448,0.553445213,0.55395758,0.557627481,0.560997655,0.564002091,0.56666363,0.566327557,0.565885669,0.565344843,0.564777351,0.564205405,0.563604966,0.563017693,0.562428906,0.561828215,0.561227524,South America_Southern,Corn -26,3,2,0,0,0,0,0.036601001,0.036949962,0.037267486,0.03610138,0.036053233,0.036392927,0.036847474,0.036893529,0.036925194,0.036986359,0.03711036,0.037168334,0.037222504,0.037259298,0.037278827,0.037298761,0.037318695,South America_Southern,biomass -26,3,3,0.112909118,0.112908904,0.112909159,0.104921486,0.098203153,0.092478722,0.087560567,0.089748759,0.091599797,0.093162049,0.094527702,0.094582511,0.094619036,0.094639713,0.094647683,0.094643242,0.094624984,0.094596025,0.094556929,0.094510842,0.094464755,South America_Southern,FiberCrop -26,3,4,0.044070973,0.044070918,0.044070786,0.04518318,0.046152113,0.047005589,0.047756546,0.048069885,0.048363706,0.048639295,0.048895721,0.048891606,0.048886613,0.048881488,0.048875565,0.048869669,0.048863183,0.048856658,0.048850179,0.048843257,0.048836335,South America_Southern,MiscCrop -26,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,3,6,0.215308142,0.215307861,0.215308119,0.227401477,0.238042841,0.247503883,0.255985153,0.244170703,0.233728278,0.224347593,0.215892284,0.215900443,0.215902136,0.215899049,0.215890133,0.215879192,0.215864044,0.215846289,0.215826046,0.21580578,0.215785514,South America_Southern,OtherGrain -26,3,7,0.762834022,0.762833315,0.762833981,0.76514659,0.767175587,0.769015557,0.770587868,0.766732629,0.763127386,0.759700918,0.75645454,0.756446868,0.756409878,0.7563456,0.756252306,0.756136395,0.755993646,0.755827443,0.755636361,0.755422609,0.755208857,South America_Southern,Rice -26,3,8,0.441476429,0.441475839,0.44147621,0.453160081,0.46328312,0.471938052,0.479641924,0.474724747,0.470003994,0.465500112,0.461203097,0.461192036,0.461165559,0.461132479,0.461084266,0.461037782,0.460983711,0.460929747,0.460869938,0.460802173,0.460734408,South America_Southern,Root_Tuber -26,3,9,0.500869414,0.50086909,0.500870482,0.506139551,0.511200194,0.515811315,0.519972601,0.517474266,0.51506202,0.512740587,0.510513114,0.510478912,0.510428289,0.510361992,0.510288813,0.510211935,0.510124442,0.510033532,0.509937909,0.509829742,0.509721575,South America_Southern,SugarCrop -26,3,10,0.217237239,0.217237534,0.217237621,0.210790626,0.205241618,0.200234865,0.195672367,0.188810106,0.182476497,0.176661857,0.171317762,0.171239833,0.171061992,0.170795567,0.170461508,0.170107261,0.169694133,0.169245352,0.168755671,0.168256749,0.167757827,South America_Southern,Wheat -26,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,4,1,0.106441079,0.106441059,0.1064411,0.107149304,0.107937496,0.108663376,0.109350323,0.110472703,0.111513363,0.11247255,0.113350617,0.113324784,0.113289905,0.113246873,0.113201158,0.113155158,0.113105968,0.113057196,0.113008019,0.112958083,0.112908147,South America_Southern,Corn -26,4,2,0,0,0,0,0.01772228,0.017828995,0.017928568,0.01756304,0.017604345,0.017977251,0.017941766,0.017922426,0.017966342,0.018010816,0.018055703,0.018083594,0.018109888,0.01812759,0.018137098,0.018146428,0.018155758,South America_Southern,biomass -26,4,3,0.027968615,0.027968846,0.027968352,0.025823296,0.02404485,0.022545836,0.021270992,0.021873158,0.022389896,0.022833222,0.023216957,0.023225143,0.023230713,0.02323382,0.023234952,0.023234347,0.023231621,0.023227244,0.023221341,0.02321447,0.023207599,South America_Southern,FiberCrop -26,4,4,0.046668882,0.046668704,0.046668835,0.047453034,0.048150868,0.048758362,0.049292025,0.049430218,0.049567495,0.049684592,0.049800982,0.049796495,0.049791143,0.04978533,0.049778724,0.04977228,0.049765167,0.049757961,0.04975077,0.049742855,0.04973494,South America_Southern,MiscCrop -26,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,4,6,0.028132651,0.028133012,0.028132776,0.030073006,0.031826868,0.033416162,0.034850432,0.0329862,0.031348987,0.029890313,0.028593369,0.028593778,0.028593824,0.028593721,0.028593503,0.028592971,0.028592075,0.028591335,0.028590318,0.028589434,0.02858855,South America_Southern,OtherGrain -26,4,7,0.316700909,0.316700806,0.316701042,0.31941159,0.321932053,0.324168825,0.326210993,0.324843345,0.323469974,0.322186605,0.320989427,0.32098638,0.320971509,0.320945263,0.320906427,0.320858161,0.320799451,0.32073028,0.320651806,0.320563113,0.32047442,South America_Southern,Rice -26,4,8,0.145479687,0.145479747,0.145479604,0.151149065,0.156146746,0.160641399,0.164589738,0.162256288,0.160059944,0.157885652,0.155845683,0.155842245,0.155834354,0.155823674,0.155809833,0.155795359,0.155777517,0.155761222,0.155741631,0.155720611,0.155699591,South America_Southern,Root_Tuber -26,4,9,0.286008339,0.286007414,0.286007885,0.292728504,0.298898822,0.304590508,0.309785511,0.305751425,0.302018031,0.298487619,0.29524896,0.295242158,0.295230396,0.295214805,0.295198656,0.295180983,0.295161437,0.295142003,0.295121263,0.295097001,0.295072739,South America_Southern,SugarCrop -26,4,10,0.049354762,0.049355008,0.049354765,0.048085721,0.047007059,0.046078047,0.045272231,0.04361227,0.042112566,0.040745855,0.039517972,0.039514407,0.039506348,0.039493868,0.039478202,0.039461982,0.0394428,0.039422217,0.039399638,0.039376667,0.039353696,South America_Southern,Wheat -26,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,5,1,0.160621342,0.160620603,0.160620856,0.16197336,0.163406781,0.164810375,0.166043009,0.167582472,0.169004624,0.17031098,0.171499815,0.171469124,0.171428021,0.171377297,0.171323248,0.171267698,0.171209139,0.171150163,0.171091126,0.171030848,0.17097057,South America_Southern,Corn -26,5,2,0,0,0,0,0.017597961,0.017652382,0.017703874,0.017529049,0.017511167,0.01786875,0.018041639,0.018072546,0.018155526,0.018235938,0.018308967,0.018373781,0.018438121,0.018486519,0.01840015,0.018322022,0.018243894,South America_Southern,biomass -26,5,3,0.124507019,0.124506976,0.124507444,0.115838522,0.108510966,0.102299641,0.096927439,0.099381223,0.101464497,0.103231674,0.104744433,0.104770421,0.104788036,0.104797764,0.104801534,0.104799062,0.104790614,0.104776671,0.10475774,0.104735738,0.104713736,South America_Southern,FiberCrop -26,5,4,0.066015437,0.066015508,0.066015468,0.067370311,0.06855814,0.069625532,0.070566378,0.070701465,0.070834985,0.070967775,0.071071036,0.071063887,0.071055366,0.071045473,0.071034798,0.07102407,0.071012522,0.071000724,0.070988209,0.070975729,0.070963249,South America_Southern,MiscCrop -26,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,5,6,0.023921069,0.023921115,0.023921174,0.025622032,0.027146919,0.028534053,0.029790889,0.02809524,0.026615959,0.025297465,0.024133907,0.024134198,0.024134161,0.024134148,0.024133866,0.024133538,0.024133117,0.024132478,0.024131914,0.024131341,0.024130768,South America_Southern,OtherGrain -26,5,7,0.216678472,0.216677796,0.216678637,0.218291647,0.219758951,0.221077207,0.222319431,0.220949307,0.219654485,0.218435544,0.217214129,0.217213455,0.217203815,0.217188949,0.217165964,0.217137319,0.217101283,0.217060479,0.217013104,0.216959677,0.21690625,South America_Southern,Rice -26,5,8,0.104693343,0.104693202,0.104693104,0.109189421,0.113205712,0.116773948,0.119983802,0.11733593,0.114865566,0.112526465,0.110353813,0.110351727,0.110346117,0.11033896,0.110328629,0.110318927,0.110307197,0.110295419,0.110282551,0.110267609,0.110252667,South America_Southern,Root_Tuber -26,5,9,0.362344244,0.362344231,0.362344275,0.373675723,0.38400434,0.393408662,0.40195745,0.398466638,0.395293783,0.392332151,0.389478481,0.389470809,0.389460321,0.389445628,0.389430049,0.389414849,0.389396362,0.38937739,0.38935692,0.389335653,0.389314386,South America_Southern,SugarCrop -26,5,10,0.065291417,0.065291482,0.065291331,0.06377121,0.062464036,0.061325034,0.060346685,0.058293221,0.056418573,0.054711576,0.053160292,0.05315678,0.053148975,0.053137423,0.053123074,0.05310795,0.053090344,0.05307134,0.053050579,0.053029565,0.053008551,South America_Southern,Wheat -26,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,6,1,0.128952191,0.128952621,0.128952464,0.128960661,0.129066055,0.129237313,0.129357265,0.130952275,0.132456938,0.13382216,0.135096786,0.135065516,0.135024412,0.134974423,0.134921928,0.134869238,0.134814382,0.134760656,0.13470731,0.134652206,0.134597102,South America_Southern,Corn -26,6,2,0,0,0,0,0.019330678,0.019243841,0.019164381,0.019011616,0.019282133,0.019606201,0.019859653,0.019930443,0.019932441,0.019933328,0.020011073,0.020080397,0.020149686,0.020210489,0.020202062,0.020115925,0.020029788,South America_Southern,biomass -26,6,3,0.176116725,0.176116795,0.176116623,0.166195359,0.157550723,0.150039387,0.143451917,0.151883942,0.159515521,0.166383753,0.172688053,0.172738851,0.172772426,0.17279175,0.172798435,0.172793631,0.172777082,0.172749351,0.172713265,0.172670048,0.172626831,South America_Southern,FiberCrop -26,6,4,0.039395044,0.039395067,0.039394988,0.040191336,0.04086749,0.041468589,0.041990796,0.04226527,0.042522412,0.042762752,0.042985504,0.042979356,0.042972036,0.042963914,0.042954876,0.042945603,0.042935538,0.042925304,0.042914687,0.042903434,0.042892181,South America_Southern,MiscCrop -26,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,6,6,0.183084638,0.183084482,0.183084391,0.192105635,0.199824819,0.206653656,0.212648618,0.208520116,0.204663103,0.201067547,0.19772626,0.197726921,0.197727556,0.197726635,0.197725759,0.197724495,0.197721886,0.197719449,0.197716793,0.197713505,0.197710217,South America_Southern,OtherGrain -26,6,7,0.298167545,0.298166629,0.298167116,0.301509784,0.304589639,0.30748983,0.310203637,0.309977159,0.309740605,0.309493176,0.309324262,0.309321927,0.309302847,0.309269331,0.309219617,0.309156281,0.309077849,0.308986144,0.308880494,0.308761231,0.308641968,South America_Southern,Rice -26,6,8,0.092299839,0.09229977,0.092299872,0.096887108,0.101011354,0.104766725,0.108145314,0.105319151,0.10271416,0.100321276,0.098051408,0.09804894,0.098043899,0.098037781,0.098028122,0.098018446,0.098007849,0.097996933,0.097984701,0.097970372,0.097956043,South America_Southern,Root_Tuber -26,6,9,0.557064806,0.557065001,0.557063839,0.561213789,0.564777743,0.567913979,0.570514973,0.566642704,0.562967859,0.55950047,0.556238086,0.556232491,0.556224525,0.556213925,0.556202202,0.556189229,0.556175481,0.556160862,0.556145339,0.55612819,0.556111041,South America_Southern,SugarCrop -26,6,10,0.167103826,0.167103738,0.167103982,0.165453942,0.163995843,0.162714943,0.161548711,0.157957562,0.154597822,0.151461887,0.148539454,0.148532156,0.148517288,0.148495197,0.148468163,0.148439465,0.148406554,0.148370707,0.148331397,0.148291645,0.148251893,South America_Southern,Wheat -26,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,7,1,0.250411329,0.250411038,0.250411224,0.251853951,0.253369759,0.254749938,0.256051547,0.257097163,0.25813748,0.259008351,0.259879966,0.259846512,0.259800142,0.25974216,0.259680765,0.25961876,0.25955206,0.259485408,0.259418031,0.259349209,0.259280387,South America_Southern,Corn -26,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,7,3,0.994001877,0.994001803,0.994002264,0.993942979,0.993879237,0.99381721,0.993756556,0.994228123,0.994611987,0.994929656,0.995197941,0.995200855,0.995202806,0.995203855,0.995204202,0.995203831,0.995202763,0.995201117,0.995198931,0.995196347,0.995193763,South America_Southern,FiberCrop -26,7,4,0.242610583,0.24261087,0.242611215,0.245673328,0.248512857,0.251047907,0.25343264,0.253728406,0.254018698,0.254223147,0.254424045,0.254394142,0.254358357,0.254319302,0.254275302,0.25423139,0.25418455,0.254136193,0.25408708,0.254035407,0.253983734,South America_Southern,MiscCrop -26,7,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,7,6,0.7936985,0.793698105,0.793698494,0.805537114,0.815282708,0.823296976,0.82995416,0.818950117,0.808841679,0.799586773,0.791092427,0.791213999,0.791229848,0.791170722,0.791016612,0.790820585,0.790552641,0.790247232,0.789898941,0.78954164,0.789184339,South America_Southern,OtherGrain -26,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,Rice -26,7,8,0.263195823,0.263196668,0.26319581,0.267737955,0.271809265,0.275317997,0.278506807,0.276915647,0.275401074,0.27389009,0.272461046,0.272454179,0.272438397,0.272417263,0.272387623,0.272359075,0.272325001,0.27229182,0.27225389,0.272211519,0.272169148,South America_Southern,Root_Tuber -26,7,9,0.867369661,0.86736935,0.867369346,0.880253003,0.89031344,0.898346745,0.90490043,0.904120607,0.903370919,0.902614444,0.90185106,0.901847069,0.901841377,0.90183395,0.901825628,0.901816861,0.901807042,0.901796787,0.901786123,0.901773831,0.901761539,South America_Southern,SugarCrop -26,7,10,0.003349194,0.003349175,0.003348979,0.003366745,0.003381129,0.003391329,0.003397154,0.003347424,0.003300671,0.003255675,0.003213518,0.003212221,0.00320973,0.003206232,0.003201965,0.003197512,0.00319248,0.003187133,0.003181324,0.003175383,0.003169442,South America_Southern,Wheat -26,7,11,0.001086351,0.001086138,0.001086485,0.001064143,0.001043576,0.001024286,0.001006662,0.000995455,0.000984784,0.000974643,0.000965014,0.000965057,0.000965086,0.000965102,0.000965108,0.000965104,0.000965096,0.000965073,0.000965047,0.000965012,0.000964977,South America_Southern,FodderHerb -26,7,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,8,1,0.326198032,0.3261976,0.326197781,0.327126883,0.32823045,0.329265985,0.330110974,0.330073477,0.330026588,0.329975395,0.329920965,0.32988423,0.32983276,0.329769054,0.329699894,0.32963241,0.329555817,0.329480702,0.329406534,0.329329512,0.32925249,South America_Southern,Corn -26,8,2,0,0,0,0,0.280988401,0.279543662,0.27800061,0.278110706,0.280424166,0.283204781,0.283041802,0.282816606,0.282384269,0.281707096,0.281034606,0.280310239,0.279533879,0.279167362,0.279224295,0.279455035,0.279685775,South America_Southern,biomass -26,8,3,0.937857522,0.937857776,0.937857968,0.934488625,0.931198302,0.92804189,0.925016849,0.928214405,0.930821992,0.932969679,0.934794096,0.934819593,0.934836121,0.934845145,0.934848115,0.934845057,0.93483567,0.934821389,0.934802786,0.934780107,0.934757428,South America_Southern,FiberCrop -26,8,4,0.294394132,0.294393085,0.294394035,0.292017201,0.289910864,0.288074092,0.2864195,0.287637289,0.288762875,0.28979976,0.290835474,0.290809416,0.290778379,0.290743084,0.29070504,0.290667429,0.290626247,0.290585426,0.290542123,0.290497592,0.290453061,South America_Southern,MiscCrop -26,8,5,0.000684574,0.000684004,0.000684178,0.000578134,0.000531139,0.000490828,0.000454034,0.000434025,0.000413827,0.000394084,0.000374979,0.000360829,0.000344032,0.000324757,0.000305218,0.000286829,0.000269074,0.000251968,0.000234658,0.000217996,0.000201334,South America_Southern,OilCrop -26,8,6,0.779098966,0.779099001,0.77909955,0.791196564,0.801312284,0.809706007,0.816761403,0.807342414,0.798738197,0.790895172,0.783671451,0.783764916,0.78377708,0.783732703,0.783615233,0.783466493,0.78326199,0.783030297,0.782766549,0.782497362,0.782228175,South America_Southern,OtherGrain -26,8,7,0.892494071,0.892494018,0.89249411,0.891009295,0.889588804,0.888231852,0.886938857,0.886480209,0.885970592,0.885497982,0.885016117,0.885014851,0.885005965,0.884989063,0.884963646,0.884931577,0.884891714,0.884844591,0.884790756,0.884730272,0.884669788,South America_Southern,Rice -26,8,8,0.349678672,0.349678626,0.349678628,0.351542478,0.353107302,0.354477697,0.355650537,0.355130964,0.354593751,0.354056017,0.353507215,0.353500333,0.353483225,0.353460753,0.35342652,0.353395246,0.353356408,0.353319747,0.353276811,0.35322944,0.353182069,South America_Southern,Root_Tuber -26,8,9,0.985674671,0.985674584,0.985674613,0.986222058,0.986659951,0.987018555,0.987314044,0.986956208,0.986605275,0.986256583,0.985910796,0.98591014,0.985909203,0.985908031,0.985906678,0.9859053,0.985903704,0.985902028,0.985900305,0.985898356,0.985896407,South America_Southern,SugarCrop -26,8,10,0.103932307,0.103932367,0.103932345,0.103723586,0.103549241,0.103317687,0.103106913,0.10108576,0.099207445,0.097432351,0.095789629,0.095770692,0.095733784,0.095682053,0.095619271,0.095553506,0.095478735,0.095400642,0.095315195,0.095229652,0.095144109,South America_Southern,Wheat -26,8,11,0.022619085,0.022619051,0.022619085,0.022163762,0.021744242,0.021350534,0.020990405,0.020761242,0.020542863,0.02033531,0.020138287,0.020139087,0.020139712,0.020140049,0.020140099,0.020140042,0.020139873,0.020139438,0.020138911,0.020138323,0.020137735,South America_Southern,FodderHerb -26,8,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,9,1,0.219912638,0.21991308,0.219912568,0.219837159,0.219933282,0.220053316,0.22017232,0.219764802,0.219349663,0.218930529,0.218584108,0.218550504,0.218504027,0.218446234,0.218384287,0.218321672,0.218253983,0.218186169,0.218117872,0.218047862,0.217977852,South America_Southern,Corn -26,9,2,0,0,0,0,0.255769945,0.255359001,0.25483731,0.253182686,0.257663588,0.2552339,0.25269102,0.254803281,0.25678316,0.258599399,0.259083743,0.259363187,0.259437101,0.259321696,0.259278523,0.25931733,0.259356137,South America_Southern,biomass -26,9,3,0.596381887,0.596383565,0.596382776,0.577556586,0.560459194,0.544919253,0.530674553,0.537043342,0.542349268,0.546803476,0.550615693,0.550671396,0.550706761,0.550727043,0.550734321,0.550727697,0.550707988,0.55067701,0.550635911,0.550586619,0.550537327,South America_Southern,FiberCrop -26,9,4,0.307953477,0.307953607,0.307953696,0.302253879,0.297326721,0.292978091,0.289106597,0.290705546,0.292215109,0.293729763,0.295065024,0.295050805,0.295034748,0.295016178,0.294995154,0.29497532,0.294952513,0.294930649,0.294908094,0.294884631,0.294861168,South America_Southern,MiscCrop -26,9,5,3.61E-05,3.63E-05,3.63E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,9,6,0.51248124,0.512480715,0.5124819,0.528443187,0.542328772,0.554417863,0.565028251,0.561207164,0.557634003,0.55435344,0.551357386,0.551442147,0.551446522,0.551395852,0.551273467,0.55112054,0.550916028,0.550687115,0.55042812,0.550163579,0.549899038,South America_Southern,OtherGrain -26,9,7,0.700086538,0.7000869,0.700086467,0.699504852,0.699008534,0.698498506,0.698061625,0.697284065,0.696587445,0.695878862,0.695155003,0.695153491,0.695133699,0.695100084,0.695048805,0.694984,0.694903621,0.694810149,0.694702215,0.694580698,0.694459181,South America_Southern,Rice -26,9,8,0.27096137,0.270961341,0.270961235,0.272326858,0.273516655,0.274539589,0.275388266,0.275197716,0.274991497,0.27478251,0.274564778,0.274559758,0.274543118,0.274524404,0.274495421,0.274468092,0.274435366,0.274401415,0.274364849,0.274324913,0.274284977,South America_Southern,Root_Tuber -26,9,9,0.862596565,0.862596994,0.862596605,0.868344128,0.873219034,0.877383971,0.880979432,0.877860058,0.874857614,0.871936097,0.869053243,0.869048894,0.869042289,0.869033804,0.869024112,0.869014307,0.869002788,0.868991125,0.868978989,0.868964672,0.868950355,South America_Southern,SugarCrop -26,9,10,0.327426828,0.327426356,0.327426528,0.326148413,0.325043448,0.324012765,0.323054839,0.317297293,0.31205062,0.30702822,0.302409163,0.302384054,0.302337443,0.302271319,0.302193557,0.302112671,0.302021501,0.301927491,0.301825091,0.301720667,0.301616243,South America_Southern,Wheat -26,9,11,0.066117759,0.066117821,0.066117769,0.067236079,0.068341332,0.069435,0.070516282,0.071329971,0.072151332,0.072951188,0.073758692,0.073761686,0.073763608,0.073764712,0.073765231,0.073765006,0.073764126,0.073762684,0.073760945,0.073758851,0.073756757,South America_Southern,FodderHerb -26,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,10,1,0.610984959,0.610984783,0.61098442,0.607006675,0.603583396,0.600291473,0.597301214,0.593575443,0.589928173,0.58647461,0.583114057,0.583052145,0.582970196,0.582869186,0.582762833,0.582655191,0.582541961,0.582430587,0.582318164,0.582203493,0.582088822,South America_Southern,Corn -26,10,2,0,0,0,0,0.365099939,0.364303721,0.363234208,0.36104282,0.360274704,0.359994082,0.359982155,0.36015446,0.360958921,0.36476335,0.368285812,0.37043233,0.370877018,0.370772574,0.370543884,0.3704157,0.370287516,South America_Southern,biomass -26,10,3,0.726627994,0.72662742,0.726628468,0.735161006,0.742683723,0.749417617,0.755474014,0.765011581,0.773386256,0.780812764,0.787412324,0.787421544,0.787427887,0.787430811,0.787432304,0.787430286,0.78742662,0.787421528,0.787414169,0.787406144,0.787398119,South America_Southern,FiberCrop -26,10,4,0.607397599,0.607397827,0.607397247,0.606142486,0.60498985,0.603935109,0.602981708,0.604327296,0.605668298,0.606903347,0.608137442,0.608128057,0.608118683,0.608106353,0.608094922,0.608081234,0.608068086,0.608055219,0.608042046,0.608027141,0.608012236,South America_Southern,MiscCrop -26,10,5,0.00039817,0.000398118,0.000398129,0.000313189,0.000281039,0.000253259,0.000227378,0.000208629,0.000189993,0.000171788,0.000154168,0.000140649,0.00012452,0.000105864,8.67E-05,6.84E-05,5.02E-05,3.21E-05,1.22E-05,0,-1.22E-05,South America_Southern,OilCrop -26,10,6,0.129331714,0.129331794,0.129331875,0.13053845,0.131689819,0.13273507,0.133769319,0.132142608,0.130554327,0.129121082,0.127736671,0.127759321,0.127751716,0.127724291,0.127670395,0.12760638,0.127525992,0.127439991,0.12734347,0.127245056,0.127146642,South America_Southern,OtherGrain -26,10,7,0.534239437,0.534240217,0.534240113,0.532317879,0.530449048,0.528639095,0.526876383,0.523802967,0.520907247,0.5181873,0.515518241,0.515509181,0.515437481,0.515311841,0.51512639,0.514892972,0.514606454,0.514270265,0.513884844,0.513449835,0.513014826,South America_Southern,Rice -26,10,8,0.345939421,0.345939955,0.345940117,0.345738691,0.345525956,0.345310711,0.345189053,0.343887191,0.342667065,0.341445741,0.340314446,0.340305969,0.340286353,0.340262349,0.340225696,0.340191531,0.340149712,0.340109654,0.340062684,0.340012145,0.339961606,South America_Southern,Root_Tuber -26,10,9,0.750791301,0.750792013,0.750791699,0.751965842,0.753125501,0.754199215,0.755106228,0.751993836,0.749013804,0.746170256,0.743469872,0.743462077,0.743451998,0.743438576,0.743423899,0.743407843,0.743390187,0.743371608,0.743352707,0.74333176,0.743310813,South America_Southern,SugarCrop -26,10,10,0.891054151,0.891054582,0.891054481,0.889610214,0.888348707,0.887193528,0.886189842,0.8826898,0.879320725,0.876101028,0.873042803,0.87302802,0.873002516,0.872967627,0.872925437,0.872881541,0.872832898,0.872782759,0.872728891,0.87267363,0.872618369,South America_Southern,Wheat -26,10,11,0.15971621,0.159715931,0.159716032,0.162143406,0.164534123,0.166891519,0.169214508,0.170958705,0.172714522,0.174419963,0.176137423,0.176144674,0.176148221,0.176150491,0.176151399,0.176150819,0.176149195,0.17614628,0.176142166,0.176137432,0.176132698,South America_Southern,FodderHerb -26,10,12,9.69E-06,9.72E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,9.70E-06,South America_Southern,FodderGrass -26,10,13,1.25E-05,1.34E-05,1.33E-05,1.26E-05,1.21E-05,1.16E-05,1.11E-05,1.07E-05,1.04E-05,1.01E-05,9.81E-06,9.77E-06,9.72E-06,9.68E-06,9.64E-06,9.60E-06,9.56E-06,9.51E-06,9.47E-06,9.43E-06,9.39E-06,South America_Southern,PalmFruit -26,11,1,0.403448523,0.403448787,0.403448861,0.402065001,0.401295462,0.400696471,0.399986349,0.401141623,0.402167476,0.403075957,0.403874389,0.403764752,0.403619318,0.403440892,0.40325367,0.403064885,0.40286625,0.402671187,0.402475727,0.402275903,0.402076079,South America_Southern,Corn -26,11,2,0,0,0,0,0.177362312,0.176293202,0.175205458,0.17545262,0.178196447,0.177286316,0.178056831,0.178734365,0.179108987,0.179221617,0.17946519,0.179745131,0.179995173,0.180164779,0.180260651,0.180355704,0.180450757,South America_Southern,biomass -26,11,3,0.148784176,0.148783557,0.148784556,0.140065732,0.132513361,0.125965183,0.120186577,0.124203995,0.127675614,0.130647624,0.133281608,0.133345184,0.133386948,0.133410295,0.133418034,0.133411241,0.133388715,0.133353556,0.133306684,0.133252008,0.133197332,South America_Southern,FiberCrop -26,11,4,0.258030911,0.258030539,0.258030216,0.258845365,0.259494791,0.260145238,0.260712728,0.26028539,0.25985822,0.259513246,0.259084353,0.259077242,0.259068038,0.259059226,0.259048303,0.259037906,0.259026039,0.259014625,0.259002914,0.258990902,0.25897889,South America_Southern,MiscCrop -26,11,5,0.000102222,0.000102062,0.000102076,8.97E-05,8.36E-05,7.84E-05,7.37E-05,7.13E-05,6.90E-05,6.68E-05,6.47E-05,6.32E-05,6.15E-05,5.96E-05,5.77E-05,5.58E-05,5.41E-05,5.24E-05,5.07E-05,4.91E-05,4.75E-05,South America_Southern,OilCrop -26,11,6,0.19786714,0.197867004,0.197866933,0.200626204,0.203182977,0.205607582,0.207891104,0.206833607,0.205821992,0.204876052,0.203919857,0.203943628,0.203934203,0.203903877,0.203845928,0.203776907,0.203690704,0.203598015,0.203495422,0.203389603,0.203283784,South America_Southern,OtherGrain -26,11,7,0.441249873,0.441249004,0.441250278,0.442803041,0.444111968,0.445287755,0.446320853,0.44311697,0.44000342,0.437084408,0.43435111,0.434345145,0.434301793,0.434227259,0.434117084,0.43397949,0.433808709,0.433609829,0.433379506,0.433121879,0.432864252,South America_Southern,Rice -26,11,8,0.334217387,0.334216827,0.33421565,0.337103835,0.339702186,0.342016375,0.344044638,0.342255391,0.340551689,0.338945019,0.337332343,0.337324938,0.337305277,0.337282673,0.337247317,0.337214844,0.337174546,0.337136358,0.337092078,0.337042688,0.336993298,South America_Southern,Root_Tuber -26,11,9,0.59960644,0.599606755,0.599605885,0.602631198,0.605451937,0.608056637,0.610443445,0.606019957,0.601778433,0.597726508,0.593866158,0.59385543,0.593838941,0.593818019,0.593792255,0.593767864,0.593740069,0.593710681,0.59368046,0.593645393,0.593610326,South America_Southern,SugarCrop -26,11,10,0.808424039,0.808423353,0.808423574,0.809705638,0.810842348,0.811838677,0.812759556,0.810545388,0.808441804,0.806388098,0.804451145,0.804444483,0.804432553,0.804415733,0.804396649,0.804375502,0.80435333,0.80432986,0.804304087,0.804278522,0.804252957,South America_Southern,Wheat -26,11,11,0.146633502,0.146633207,0.146633134,0.143358183,0.140346696,0.137542492,0.134935998,0.133936775,0.133041644,0.132150635,0.131313657,0.13131891,0.131322245,0.131324242,0.131324914,0.131324544,0.131322974,0.131320776,0.131317416,0.131313421,0.131309426,South America_Southern,FodderHerb -26,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,12,1,0.058209116,0.058209237,0.058209017,0.056882268,0.055758175,0.054770379,0.053908245,0.053395665,0.052908298,0.052467183,0.052050821,0.052046047,0.052039177,0.052030631,0.052021534,0.05201199,0.052001517,0.051991032,0.051980085,0.051969105,0.051958125,South America_Southern,Corn -26,12,2,0,0,0,0,0.018769319,0.018538946,0.018298183,0.01886874,0.019507606,0.019525644,0.019541198,0.019613981,0.019663998,0.019686954,0.019710411,0.019727878,0.019739531,0.019747701,0.019720372,0.01967578,0.019631188,South America_Southern,biomass -26,12,3,0.004060358,0.004060381,0.004060393,0.003794869,0.003567546,0.003373913,0.003205742,0.003445165,0.003667919,0.003875204,0.004069703,0.004070888,0.004071686,0.004072117,0.004072315,0.004072204,0.004071825,0.004071204,0.004070352,0.004069381,0.00406841,South America_Southern,FiberCrop -26,12,4,0.069474065,0.069474137,0.069473888,0.069832352,0.070134568,0.070438195,0.070685862,0.070739096,0.070820382,0.07087258,0.070924828,0.070920894,0.070916415,0.070911691,0.070906501,0.070900739,0.070895255,0.070889007,0.070882411,0.070875957,0.070869503,South America_Southern,MiscCrop -26,12,5,1.17E-06,1.16E-06,1.16E-06,1.04E-06,9.47E-07,8.73E-07,8.13E-07,7.90E-07,7.69E-07,7.51E-07,7.34E-07,7.33E-07,7.32E-07,7.31E-07,7.30E-07,7.29E-07,7.28E-07,7.27E-07,7.25E-07,7.24E-07,7.23E-07,South America_Southern,OilCrop -26,12,6,0.01270915,0.012709107,0.012709104,0.012431153,0.012174988,0.011932331,0.011702142,0.011577607,0.011456203,0.011339943,0.011223273,0.011226291,0.011225674,0.011222734,0.011216673,0.011209362,0.011199898,0.01118972,0.011178174,0.011166415,0.011154656,South America_Southern,OtherGrain -26,12,7,0.932214676,0.932214978,0.932214927,0.930379503,0.928716356,0.927183335,0.925787574,0.925793424,0.92576347,0.92575666,0.92571094,0.925709637,0.925697311,0.925676814,0.925646462,0.925608141,0.925561344,0.925506543,0.925443415,0.925372202,0.925300989,South America_Southern,Rice -26,12,8,0.018496343,0.018496278,0.018496342,0.019702953,0.020819065,0.021868182,0.022852935,0.022503839,0.022168192,0.021855698,0.021555828,0.021555438,0.02155408,0.021552441,0.021549907,0.021547572,0.021544648,0.021541846,0.021538639,0.021535043,0.021531447,South America_Southern,Root_Tuber -26,12,9,0.593289458,0.593289096,0.593289256,0.588698999,0.584346156,0.580293328,0.576546671,0.575562701,0.574788616,0.574012578,0.573337919,0.573334126,0.573327181,0.573320385,0.573309244,0.573299587,0.573288581,0.573277285,0.573267258,0.57325313,0.573239002,South America_Southern,SugarCrop -26,12,10,0.002134221,0.002134237,0.002134232,0.002196918,0.002253558,0.002306478,0.002355327,0.002330187,0.002305221,0.002282446,0.00225981,0.00225959,0.002259179,0.002258595,0.002257895,0.002257158,0.002256324,0.002255449,0.002254486,0.002253506,0.002252526,South America_Southern,Wheat -26,12,11,0.005457348,0.005457585,0.005457085,0.005375593,0.005299598,0.005229207,0.005164165,0.005117973,0.005074292,0.005033156,0.004992267,0.004992472,0.004992637,0.004992694,0.004992723,0.004992696,0.004992661,0.004992536,0.00499243,0.004992286,0.004992142,South America_Southern,FodderHerb -26,12,12,0.000444249,0.000444251,0.000444249,0.000444247,0.000444247,0.000444248,0.000444247,0.00044425,0.000444248,0.000444249,0.000444248,0.000444249,0.000444248,0.000444249,0.000444248,0.000444249,0.000444249,0.000444248,0.000444248,0.000444248,0.000444248,South America_Southern,FodderGrass -26,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,13,1,0.413999077,0.413998845,0.413999266,0.415940096,0.417917121,0.419712018,0.421296713,0.422533328,0.423763872,0.424882422,0.425895962,0.425859871,0.425810621,0.425748616,0.425684271,0.425618044,0.425546994,0.425476283,0.425405053,0.425333045,0.425261037,South America_Southern,Corn -26,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,FiberCrop -26,13,4,0.339511756,0.339511733,0.339511599,0.342673405,0.345549871,0.348239899,0.35073938,0.351997215,0.353251157,0.354404827,0.355457037,0.355429,0.355394762,0.355357968,0.355315903,0.355273836,0.355229226,0.355185141,0.355137791,0.355089485,0.355041179,South America_Southern,MiscCrop -26,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,13,6,0.950071977,0.950071198,0.950071271,0.953185435,0.955695323,0.957728739,0.959383515,0.956745699,0.954248171,0.951897281,0.949679986,0.949733054,0.949739676,0.949714878,0.949648403,0.949563824,0.949447059,0.949314048,0.949161954,0.949005154,0.948848354,South America_Southern,OtherGrain -26,13,7,0.987444295,0.987444256,0.987444309,0.987645741,0.987838618,0.988027678,0.988207587,0.98831133,0.988413465,0.988514117,0.988612832,0.988612883,0.988611621,0.988609535,0.988606327,0.988602258,0.988597176,0.988591137,0.988584211,0.98857649,0.988568769,South America_Southern,Rice -26,13,8,0.36706908,0.367069921,0.36706907,0.370370346,0.373172265,0.375679495,0.377784974,0.378786605,0.379771664,0.380547774,0.381416715,0.381407657,0.381387092,0.381362001,0.381326798,0.381289046,0.381248738,0.381206091,0.381158396,0.381104048,0.3810497,South America_Southern,Root_Tuber -26,13,9,0.842877527,0.842877077,0.842880031,0.857659208,0.869299962,0.878626174,0.886253187,0.885310865,0.884400094,0.883479771,0.882548264,0.882539535,0.882525528,0.882507822,0.882489059,0.882468138,0.882444512,0.882421094,0.882394817,0.882366617,0.882338417,South America_Southern,SugarCrop -26,13,10,0.002828712,0.00282911,0.002828771,0.002879546,0.002925737,0.002965802,0.003001967,0.002989798,0.002978737,0.00296758,0.002957515,0.002956939,0.002955855,0.002954368,0.002952574,0.00295071,0.002948622,0.002946424,0.002944041,0.002941612,0.002939183,South America_Southern,Wheat -26,13,11,0.014550062,0.014549033,0.014549528,0.014254756,0.013982976,0.013727966,0.013494801,0.013347094,0.013206331,0.013072458,0.012945358,0.012946174,0.012946724,0.012947031,0.012947139,0.012947097,0.012946866,0.012946489,0.01294597,0.012945352,0.012944734,South America_Southern,FodderHerb -26,13,12,0.043240195,0.043241772,0.043240458,0.043240484,0.04324043,0.043240493,0.043240452,0.04324041,0.043240396,0.043240537,0.043240431,0.043240485,0.043240453,0.043240454,0.043240431,0.043240454,0.043240459,0.043240523,0.043240532,0.043240443,0.043240354,South America_Southern,FodderGrass -26,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,14,1,0.447774437,0.447775148,0.447776342,0.451466715,0.454987869,0.458215063,0.461232889,0.463576348,0.465804534,0.467922355,0.469822892,0.469789251,0.469742831,0.469684731,0.469623555,0.469559343,0.469491554,0.46942164,0.469352819,0.469281456,0.469210093,South America_Southern,Corn -26,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,14,3,0.984565251,0.984563743,0.984565443,0.983255545,0.981983741,0.980762698,0.979587242,0.980028324,0.980379127,0.980667967,0.98091247,0.980925431,0.980934043,0.980938661,0.980940186,0.980938592,0.980933927,0.980926624,0.980916937,0.980905517,0.980894097,South America_Southern,FiberCrop -26,14,4,0.400602422,0.400601893,0.40060185,0.403856981,0.406798832,0.409430318,0.411853393,0.412860099,0.413754317,0.414539085,0.415317918,0.41527774,0.415226841,0.415173842,0.415112321,0.415052167,0.414984859,0.414919701,0.414852423,0.414779402,0.414706381,South America_Southern,MiscCrop -26,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,14,6,0.868446076,0.868446581,0.868446593,0.877884825,0.885686525,0.89212533,0.897509649,0.897297263,0.897048369,0.896786575,0.896507382,0.896556535,0.896560989,0.896533431,0.896465227,0.896378981,0.896262782,0.896132564,0.895984017,0.895832439,0.895680861,South America_Southern,OtherGrain -26,14,7,0.961423473,0.961423422,0.96142361,0.96092822,0.960442811,0.959981988,0.959546069,0.958837531,0.958149631,0.957465917,0.956803675,0.956803433,0.956799067,0.956791018,0.956779164,0.956763784,0.956744814,0.956722413,0.956696852,0.956667996,0.95663914,South America_Southern,Rice -26,14,8,0.487689161,0.487689542,0.487689315,0.491995838,0.495651078,0.498879569,0.501671368,0.502412932,0.503024862,0.503636494,0.504235451,0.504227073,0.504210222,0.504183254,0.504147963,0.504114572,0.504072875,0.504033838,0.503988275,0.503935783,0.503883291,South America_Southern,Root_Tuber -26,14,9,0.974195427,0.974195595,0.974193173,0.977056591,0.979235428,0.9809342,0.982296581,0.982137502,0.981984069,0.98182902,0.981672208,0.981671171,0.981669695,0.981667769,0.981665565,0.981663275,0.981660705,0.98165798,0.981655172,0.98165197,0.981648768,South America_Southern,SugarCrop -26,14,10,0.007406371,0.007406338,0.007406574,0.007564697,0.007709498,0.007840026,0.007962285,0.007954482,0.007950023,0.007942058,0.007937394,0.007937064,0.007936488,0.007935764,0.007934826,0.00793387,0.007932793,0.007931668,0.007930464,0.007929227,0.00792799,South America_Southern,Wheat -26,14,11,0.010450806,0.010450339,0.010450796,0.010451723,0.010452114,0.010452475,0.010452782,0.0104545,0.010455971,0.010457327,0.010458571,0.010459218,0.010459654,0.010459886,0.010459976,0.010459935,0.01045976,0.01045947,0.010459056,0.010458585,0.010458114,South America_Southern,FodderHerb -26,14,12,0.143041632,0.14304,0.14304286,0.143042855,0.143042897,0.143042965,0.143042668,0.143042951,0.143042877,0.143042928,0.143042774,0.143043,0.143042907,0.143042621,0.143042953,0.143042959,0.143043043,0.143043074,0.14304276,0.143043041,0.143043322,South America_Southern,FodderGrass -26,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,15,1,0.404812093,0.404812042,0.404811372,0.408572564,0.412135964,0.415307481,0.418170574,0.420577782,0.42276833,0.424854008,0.426833314,0.426806303,0.426768548,0.426719795,0.42666866,0.426617073,0.426560164,0.42650371,0.426446461,0.426388185,0.426329909,South America_Southern,Corn -26,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,15,3,0.972947624,0.9729475,0.972948123,0.973260881,0.973554341,0.973844401,0.974130598,0.976540122,0.978515195,0.980161465,0.981559753,0.981562863,0.981564879,0.981565988,0.98156638,0.981565947,0.981564809,0.981563181,0.981560859,0.981558051,0.981555243,South America_Southern,FiberCrop -26,15,4,0.262976332,0.262977131,0.262976908,0.263898547,0.264728824,0.265471436,0.266125143,0.266838762,0.267458038,0.268073268,0.268598038,0.26855274,0.268497176,0.268436515,0.26836735,0.268298782,0.268224974,0.268151959,0.268075227,0.267995135,0.267915043,South America_Southern,MiscCrop -26,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,15,6,0.727624807,0.727623583,0.727624186,0.735190695,0.741320561,0.74629218,0.750377506,0.751919814,0.753342039,0.75466709,0.755892338,0.755941853,0.755948071,0.755924692,0.755863187,0.755785253,0.755678313,0.755556477,0.755418739,0.755277225,0.755135711,South America_Southern,OtherGrain -26,15,7,0.832756093,0.832756413,0.832755927,0.83187382,0.831047372,0.830267836,0.829471763,0.829066304,0.828651736,0.828227062,0.827851353,0.827850874,0.827835169,0.827806955,0.827764768,0.827711254,0.827644682,0.827565572,0.827475473,0.827374512,0.827273551,South America_Southern,Rice -26,15,8,0.351172515,0.351171796,0.351171778,0.355977958,0.360211037,0.363868408,0.367038656,0.368026165,0.36889357,0.369757438,0.370610594,0.370602626,0.370580408,0.37055306,0.370512885,0.370474316,0.370428658,0.370383155,0.370331069,0.370273376,0.370215683,South America_Southern,Root_Tuber -26,15,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South America_Southern,SugarCrop -26,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,15,11,0.000308838,0.000308271,0.000308324,0.000308351,0.000308363,0.000308374,0.000308384,0.000308435,0.000308479,0.000308519,0.000308556,0.000308576,0.000308589,0.000308595,0.000308597,0.000308597,0.000308591,0.000308582,0.000308571,0.000308557,0.000308543,South America_Southern,FodderHerb -26,15,12,0.020887782,0.020887557,0.020884867,0.020884829,0.020884835,0.020884904,0.020884898,0.020884837,0.020884833,0.020884918,0.020884854,0.020884892,0.020884858,0.020884821,0.020884863,0.020884867,0.020884902,0.020884876,0.020884862,0.020884834,0.020884806,South America_Southern,FodderGrass -26,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,16,1,0.228028366,0.22802853,0.228028969,0.230803869,0.233356857,0.235709498,0.237844155,0.239642034,0.24128575,0.242934625,0.244429405,0.244410595,0.244384776,0.244351996,0.24431691,0.244280664,0.244241763,0.24420197,0.244162421,0.244121792,0.244081163,South America_Southern,Corn -26,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,16,3,0.928684433,0.928684316,0.928683879,0.929466436,0.930206962,0.930939861,0.931664313,0.93777934,0.942829312,0.947063923,0.950679784,0.950683974,0.950686777,0.950688333,0.950688825,0.950688294,0.950686742,0.950684464,0.950681316,0.950677633,0.95067395,South America_Southern,FiberCrop -26,16,4,0.246093794,0.246093971,0.246093446,0.246427353,0.246672754,0.2469143,0.247151784,0.247679029,0.24811683,0.248553074,0.248901174,0.248864478,0.2488213,0.248774699,0.248721346,0.248666322,0.248609519,0.248550874,0.248490508,0.248427076,0.248363644,South America_Southern,MiscCrop -26,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,16,6,0.499102734,0.499102566,0.499102589,0.510127482,0.51931747,0.526988861,0.533344279,0.53533071,0.537171306,0.538998748,0.540592626,0.540645562,0.540651771,0.540625972,0.540559398,0.540472378,0.540355267,0.540223568,0.540073346,0.539919599,0.539765852,South America_Southern,OtherGrain -26,16,7,0.451512129,0.451512602,0.451512107,0.449952967,0.448502383,0.447035229,0.445652461,0.444953336,0.444240488,0.443406737,0.44266142,0.442661294,0.442636745,0.442592961,0.442529332,0.442447463,0.442346608,0.442226649,0.44209031,0.441935059,0.441779808,South America_Southern,Rice -26,16,8,0.230276504,0.230276872,0.230276434,0.234120109,0.237379143,0.240197475,0.24272116,0.24390867,0.245007725,0.246105247,0.247118869,0.247113298,0.247098797,0.247081147,0.247055633,0.247030879,0.24700074,0.246970072,0.246936706,0.246898672,0.246860638,South America_Southern,Root_Tuber -26,16,9,0.979721619,0.979723168,0.979723059,0.981989958,0.983707407,0.985045324,0.986117494,0.985991926,0.985870699,0.985748145,0.985624178,0.985623312,0.985622059,0.985620432,0.985618612,0.985616689,0.985614572,0.985612327,0.985609967,0.985607312,0.985604657,South America_Southern,SugarCrop -26,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,17,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn -26,17,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,17,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop -26,17,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop -26,17,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,17,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain -26,17,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice -26,17,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber -26,17,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop -26,17,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,17,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,17,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,17,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -26,18,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Corn -26,18,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,biomass -26,18,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FiberCrop -26,18,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,MiscCrop -26,18,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OilCrop -26,18,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,OtherGrain -26,18,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Rice -26,18,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Root_Tuber -26,18,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,SugarCrop -26,18,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,Wheat -26,18,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderHerb -26,18,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,FodderGrass -26,18,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South America_Southern,PalmFruit -27,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn -27,3,2,0,0,0,0,0.016624252,0.015906988,0.015252726,0.014775737,0.013434885,0.012454579,0.011955923,0.011997278,0.01203875,0.012106404,0.012169275,0.012221953,0.01226418,0.012301252,0.012327874,0.012343849,0.012359824,South Asia,biomass -27,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,3,4,0.003808951,0.00380879,0.003808821,0.003941272,0.00406083,0.004171446,0.004272169,0.004201742,0.004134173,0.00407116,0.004010787,0.0040103,0.004009758,0.004009128,0.004008446,0.004007762,0.004006999,0.004006263,0.004005497,0.004004683,0.004003869,South Asia,MiscCrop -27,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop -27,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,3,7,0.176341837,0.176341987,0.176342133,0.161852732,0.150565417,0.141453315,0.133962959,0.127532981,0.121813483,0.116700738,0.11205275,0.112048836,0.112019949,0.111969372,0.111895391,0.111801557,0.111686827,0.111553877,0.111401598,0.111229962,0.111058326,South Asia,Rice -27,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,3,9,0.004435235,0.004434668,0.004435471,0.004409193,0.004432213,0.004444179,0.00444493,0.004292983,0.004145249,0.00400319,0.003866138,0.003859976,0.003851,0.003839391,0.003826435,0.003812748,0.00379753,0.00378167,0.003764987,0.003746021,0.003727055,South Asia,SugarCrop -27,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat -27,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,4,1,0.901022762,0.901022874,0.901022827,0.900326002,0.899703003,0.899154781,0.898642952,0.898524841,0.898406656,0.898327047,0.898248181,0.898247938,0.898247409,0.898248405,0.898248157,0.89824749,0.898247273,0.898247415,0.898247711,0.898246796,0.898245881,South Asia,Corn -27,4,2,0,0,0,0,0.224789312,0.224693922,0.224478993,0.228756378,0.231658876,0.234056716,0.236354449,0.235656285,0.234808367,0.233785216,0.232924473,0.232182516,0.231558174,0.231300049,0.231731257,0.232003832,0.232276407,South Asia,biomass -27,4,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,4,4,0.110911614,0.110911747,0.110911373,0.112314069,0.113515629,0.114553004,0.115511161,0.116127029,0.11670003,0.117186142,0.117628566,0.11762427,0.117618767,0.117613191,0.117606729,0.11760027,0.117593243,0.11758637,0.117579346,0.117571573,0.1175638,South Asia,MiscCrop -27,4,5,0.159742339,0.159742313,0.159742797,0.159360764,0.159160559,0.159026639,0.158893163,0.159757031,0.160623345,0.161436244,0.162136696,0.162080756,0.162015107,0.161940528,0.161867019,0.161797899,0.161732702,0.161671441,0.16161001,0.16155249,0.16149497,South Asia,OilCrop -27,4,6,0.010677185,0.010677141,0.010677199,0.011323931,0.011841325,0.012269198,0.012622217,0.012003435,0.011443992,0.010938386,0.010477297,0.010477308,0.010477303,0.010477299,0.010477319,0.010477302,0.010477317,0.010477325,0.010477315,0.010477298,0.010477281,South Asia,OtherGrain -27,4,7,0.605644085,0.605644004,0.605644322,0.605950857,0.606231992,0.606399276,0.606553168,0.606625337,0.606688398,0.606743433,0.606786773,0.606783268,0.606766489,0.606738177,0.606697476,0.606646544,0.606584417,0.606512705,0.606430512,0.606338008,0.606245504,South Asia,Rice -27,4,8,0.271372435,0.271372531,0.271372961,0.275921552,0.280167792,0.284014759,0.287627278,0.290919635,0.293963766,0.296665484,0.299197953,0.299197086,0.299193392,0.299190293,0.299184443,0.299178826,0.299172415,0.299166096,0.29915885,0.299150569,0.299142288,South Asia,Root_Tuber -27,4,9,0.796052651,0.796052762,0.796052493,0.795060768,0.794180262,0.793435907,0.792758866,0.795141319,0.797220985,0.799145159,0.800916456,0.800911403,0.800905464,0.800896375,0.800887927,0.800878112,0.800866495,0.800856093,0.80084396,0.800830127,0.800816294,South Asia,SugarCrop -27,4,10,0.743973667,0.743973393,0.743973499,0.743238565,0.74260966,0.741939775,0.741225101,0.743154341,0.744891793,0.746530211,0.747897933,0.747861844,0.747785553,0.747673903,0.747535121,0.747388602,0.747219809,0.747037397,0.746838974,0.746636557,0.74643414,South Asia,Wheat -27,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,5,1,0.205087093,0.205087227,0.205087144,0.200831514,0.197184923,0.193990307,0.191233528,0.1883193,0.185827252,0.183681563,0.181810701,0.181810287,0.181810584,0.181810727,0.181810879,0.181810315,0.181810183,0.181810766,0.181810066,0.181810792,0.181811518,South Asia,Corn -27,5,2,0,0,0,0,0.248847192,0.247835923,0.246759747,0.252201235,0.257370668,0.261471553,0.263103589,0.264486303,0.263467219,0.26231548,0.261254523,0.260416341,0.25971882,0.259172173,0.2587019,0.258313117,0.257924334,South Asia,biomass -27,5,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,5,4,0.119501889,0.119501896,0.119501817,0.120902936,0.122133612,0.123189281,0.124112025,0.124340867,0.124568761,0.124797077,0.125024539,0.125018756,0.125011668,0.125003958,0.124995122,0.124986556,0.1249773,0.124967581,0.124957879,0.124947367,0.124936855,South Asia,MiscCrop -27,5,5,0.095708554,0.095708136,0.095708265,0.094774728,0.094300577,0.093881114,0.093498543,0.094467006,0.095403049,0.096273421,0.097115105,0.096990726,0.09684462,0.096678044,0.096510156,0.096354359,0.096206543,0.096066158,0.095925763,0.095791449,0.095657135,South Asia,OilCrop -27,5,6,3.81E-05,3.80E-05,3.80E-05,3.49E-05,3.23E-05,3.01E-05,2.82E-05,2.73E-05,2.64E-05,2.56E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,2.48E-05,South Asia,OtherGrain -27,5,7,0.557673875,0.557675138,0.557674817,0.558743635,0.559569359,0.560384867,0.561079776,0.561368442,0.561649015,0.56191993,0.562286599,0.562283863,0.562266402,0.562235778,0.562194678,0.562141107,0.56207772,0.56200379,0.561917606,0.561821988,0.56172637,South Asia,Rice -27,5,8,0.603811968,0.603811389,0.603812107,0.609672016,0.614987043,0.619765317,0.624215681,0.629382116,0.634113676,0.638419726,0.642401889,0.642399434,0.642393797,0.642386013,0.642374508,0.642364061,0.642351728,0.642338362,0.642324479,0.64230836,0.642292241,South Asia,Root_Tuber -27,5,9,0.929250372,0.929250289,0.929250201,0.929476477,0.929690629,0.929875689,0.930031301,0.932212126,0.934090847,0.935765435,0.937247767,0.937246425,0.937244236,0.937241225,0.937238134,0.937234678,0.937231123,0.937227252,0.937222948,0.937218481,0.937214014,South Asia,SugarCrop -27,5,10,0.436611041,0.43660987,0.436612563,0.442445691,0.447065111,0.450819816,0.453914986,0.455522897,0.457013266,0.458387568,0.459535026,0.459508641,0.459449656,0.459363725,0.459255819,0.459143362,0.459011293,0.458868657,0.458713708,0.458555965,0.458398222,South Asia,Wheat -27,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,6,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Corn -27,6,2,0,0,0,0,0.053099348,0.051756046,0.050486545,0.050110613,0.049820043,0.049530978,0.049243742,0.049510269,0.049778165,0.050047407,0.050297136,0.050506433,0.050674151,0.05082156,0.050926978,0.050990472,0.051053966,South Asia,biomass -27,6,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,6,4,0.060583704,0.060583952,0.060583706,0.061385899,0.062070962,0.062686882,0.063230835,0.063508057,0.063784748,0.064061486,0.06431211,0.064304544,0.064295141,0.064284975,0.064273583,0.064261776,0.06424904,0.064236507,0.064223303,0.06420924,0.064195177,South Asia,MiscCrop -27,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OilCrop -27,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,6,7,0.494452549,0.494452548,0.494452215,0.496095794,0.497505133,0.49876781,0.49987277,0.500077795,0.500249538,0.50039063,0.500485887,0.500468786,0.50040216,0.500289132,0.500130745,0.499933643,0.499694336,0.499417286,0.499097967,0.498739887,0.498381807,South Asia,Rice -27,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,6,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,SugarCrop -27,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Wheat -27,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,7,1,0.977162324,0.97716228,0.977162521,0.97537418,0.974496912,0.973726521,0.97296171,0.972524506,0.972073361,0.971613037,0.971156889,0.970982534,0.970739119,0.970425363,0.970083798,0.969726843,0.969329568,0.968915976,0.968486367,0.968035179,0.967583991,South Asia,Corn -27,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,7,3,0.980463882,0.980468298,0.980465158,0.982326559,0.983790887,0.985012232,0.986046155,0.986566092,0.987047203,0.987491279,0.987898822,0.987936955,0.987962149,0.987975604,0.987979918,0.987975256,0.987961488,0.987940202,0.987911724,0.987878025,0.987844326,South Asia,FiberCrop -27,7,4,0.839722423,0.83972252,0.839722475,0.835818367,0.832483718,0.82963412,0.827169775,0.823586728,0.820381421,0.817512424,0.814927208,0.814892281,0.814850955,0.814806002,0.814754805,0.814702705,0.814647754,0.814591544,0.814533823,0.814473162,0.814412501,South Asia,MiscCrop -27,7,5,0.609872638,0.609869919,0.609876543,0.597772581,0.592065958,0.586865158,0.581897965,0.574385284,0.567471138,0.561029832,0.555105276,0.552772161,0.549973961,0.546724927,0.543388676,0.54021064,0.537114473,0.534111785,0.531045623,0.528069191,0.525092759,South Asia,OilCrop -27,7,6,0.445268154,0.445268229,0.445267749,0.427151133,0.41153479,0.395078018,0.377364926,0.371147353,0.363321955,0.354635725,0.344852896,0.347140465,0.347449301,0.346407307,0.343573406,0.339933162,0.334850852,0.328949716,0.322090427,0.314899489,0.307708551,South Asia,OtherGrain -27,7,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,7,9,0.422477745,0.422486223,0.422486673,0.43271718,0.442470673,0.451838773,0.460918242,0.475201848,0.488554095,0.501166839,0.513129308,0.513129279,0.513129268,0.513129314,0.513129412,0.51312944,0.513129562,0.513129648,0.513129487,0.513129116,0.513128745,South Asia,SugarCrop -27,7,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat -27,7,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,7,12,0.963527257,0.963554061,0.963548831,0.963548809,0.963548815,0.963548851,0.963548822,0.963548874,0.963548825,0.963548863,0.963548868,0.963548768,0.96354877,0.963548786,0.963548888,0.963548802,0.96354888,0.96354882,0.963548817,0.96354884,0.963548863,South Asia,FodderGrass -27,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,8,1,0.9785635,0.978563497,0.978563505,0.976982356,0.976200712,0.975515751,0.974840623,0.974446119,0.974042742,0.97363352,0.973230234,0.973082947,0.972877588,0.972613776,0.972327216,0.972028647,0.971697533,0.971354301,0.970998818,0.970626933,0.970255048,South Asia,Corn -27,8,2,0,0,0,0,0.650441241,0.655410587,0.659678102,0.647269441,0.645652282,0.643509703,0.641729488,0.642940166,0.643863615,0.645147662,0.646637089,0.64785108,0.648790527,0.649587884,0.650163995,0.650537115,0.650910235,South Asia,biomass -27,8,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,8,4,0.955082082,0.95508189,0.955082037,0.953858015,0.952829824,0.951955372,0.95118331,0.950163128,0.949265835,0.948457578,0.947721142,0.947712954,0.947703147,0.947692606,0.947680547,0.947668909,0.947656097,0.947643052,0.947629633,0.947615836,0.947602039,South Asia,MiscCrop -27,8,5,0.513614632,0.513616383,0.513614729,0.498576516,0.490942738,0.484212311,0.477861936,0.468661987,0.460441339,0.453072552,0.446271138,0.44383762,0.440940076,0.437604567,0.434209825,0.431003812,0.4279131,0.424948542,0.421947453,0.419056828,0.416166203,South Asia,OilCrop -27,8,6,0.4446394,0.444639616,0.444639087,0.430882342,0.419149434,0.407076612,0.394518842,0.389955057,0.384662891,0.378994812,0.372773168,0.374128409,0.374311748,0.373691872,0.372015512,0.369874384,0.366909074,0.363501189,0.359587106,0.35553608,0.351485054,South Asia,OtherGrain -27,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,8,9,0.890837833,0.890845771,0.890844392,0.894843158,0.898514501,0.901918346,0.905108681,0.909922853,0.914211511,0.91808719,0.921615146,0.921615259,0.921615123,0.921615243,0.921615328,0.921615256,0.921615206,0.921615333,0.921615299,0.921615176,0.921615053,South Asia,SugarCrop -27,8,10,0.769988962,0.769988791,0.769988933,0.769841393,0.769670705,0.769402806,0.769188626,0.769261033,0.769247498,0.769227909,0.76919884,0.769172728,0.7691252,0.769059708,0.768979785,0.76889684,0.768804203,0.768706941,0.768602091,0.768495722,0.768389353,South Asia,Wheat -27,8,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,8,12,0.992488729,0.992486386,0.992486699,0.992486693,0.992486695,0.992486694,0.992486702,0.992486693,0.992486713,0.992486674,0.992486739,0.992486697,0.992486703,0.992486665,0.992486742,0.992486693,0.992486681,0.992486701,0.992486706,0.992486724,0.992486742,South Asia,FodderGrass -27,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,9,1,0.978687594,0.978689847,0.978687678,0.978008297,0.977582431,0.977208661,0.976865958,0.976597185,0.976346952,0.976109478,0.975887877,0.975854308,0.975807904,0.975749175,0.975686476,0.975622195,0.97555214,0.975480893,0.975408648,0.975334588,0.975260528,South Asia,Corn -27,9,2,0,0,0,0,0.756191751,0.763004601,0.769230384,0.780726107,0.788822511,0.796283658,0.803241528,0.803366273,0.803342948,0.803145335,0.80301921,0.802924031,0.802792257,0.802706955,0.802679,0.802648896,0.802618792,South Asia,biomass -27,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,9,4,0.905711041,0.905712248,0.905711354,0.903587349,0.90179504,0.900278313,0.898972557,0.896905358,0.895080798,0.893472576,0.892006752,0.891996491,0.891984218,0.891970657,0.891955495,0.891940248,0.891924114,0.891907711,0.891890805,0.891873013,0.891855221,South Asia,MiscCrop -27,9,5,0.313923601,0.313923888,0.313924073,0.308224273,0.304718312,0.30166916,0.298810899,0.292935955,0.287899565,0.283439033,0.279549118,0.278995476,0.27834176,0.277597058,0.276847747,0.276147373,0.275478653,0.274843382,0.274206411,0.273598046,0.272989681,South Asia,OilCrop -27,9,6,0.461522804,0.461526474,0.461527381,0.446812939,0.434203879,0.421284708,0.407788215,0.405705932,0.402381668,0.398412313,0.393597406,0.395082637,0.395284883,0.394608081,0.392773401,0.390428185,0.387174829,0.383429942,0.379120959,0.374652396,0.370183833,South Asia,OtherGrain -27,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Rice -27,9,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Root_Tuber -27,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop -27,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,Wheat -27,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,10,1,0.429929669,0.429929499,0.429929899,0.419722908,0.411034058,0.403533615,0.397000658,0.389406915,0.382973957,0.377486133,0.372730365,0.372729894,0.372729288,0.372728943,0.372728446,0.372727609,0.372726894,0.372726274,0.372725736,0.372724659,0.372723582,South Asia,Corn -27,10,2,0,0,0,0,0.219757459,0.218142333,0.216503624,0.213309285,0.216858602,0.218242671,0.218777706,0.220403556,0.221224864,0.221134582,0.22104765,0.221001716,0.220844208,0.220742289,0.220705338,0.2206667,0.220628062,South Asia,biomass -27,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,10,4,0.049459503,0.049459452,0.049459471,0.050359123,0.051190107,0.051948732,0.052653151,0.053433236,0.054157647,0.054801722,0.055407577,0.055405335,0.055402856,0.055400115,0.055396926,0.055393728,0.055390275,0.055386943,0.055383488,0.055379643,0.055375798,South Asia,MiscCrop -27,10,5,0.07833679,0.078336809,0.078337054,0.077127464,0.075981651,0.074911291,0.073914676,0.07157489,0.069741272,0.068273975,0.067075133,0.067070631,0.067065392,0.067059854,0.067054197,0.06704887,0.067043752,0.067038982,0.067034066,0.067029772,0.067025478,South Asia,OilCrop -27,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,OtherGrain -27,10,7,0.412475599,0.412475385,0.412475792,0.394486587,0.380441137,0.369143654,0.359834247,0.354545423,0.349872598,0.345703408,0.342034328,0.342032498,0.342017132,0.341993544,0.341957034,0.341911365,0.341853143,0.341786875,0.341709364,0.341622697,0.34153603,South Asia,Rice -27,10,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,10,9,0.822399832,0.822400733,0.822399163,0.819873618,0.817575325,0.815512139,0.813559501,0.812194774,0.810884612,0.809632407,0.808438866,0.808432254,0.808422572,0.808409923,0.808396406,0.808381871,0.80836551,0.808348413,0.808330372,0.808310891,0.80829141,South Asia,SugarCrop -27,10,10,0.919563806,0.919563813,0.919563799,0.920739723,0.921783,0.922630317,0.923315089,0.919115047,0.91532184,0.911877144,0.908718089,0.908685254,0.90861767,0.90851966,0.908398792,0.908271485,0.908125145,0.90796834,0.907797076,0.907622197,0.907447318,South Asia,Wheat -27,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,11,1,0.483104918,0.483105036,0.483105025,0.472470649,0.463456094,0.455632274,0.448784509,0.440608462,0.433719877,0.427798404,0.422629102,0.422628921,0.42262906,0.422628745,0.42262771,0.422627161,0.42262768,0.422625682,0.422626759,0.422624968,0.422623177,South Asia,Corn -27,11,2,0,0,0,0,0.224826723,0.223150802,0.22146215,0.218783485,0.221782511,0.22317599,0.223703351,0.225329127,0.226144804,0.22604507,0.225948477,0.225894208,0.225729885,0.225623333,0.225583793,0.225541863,0.225499933,South Asia,biomass -27,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,11,4,0.052114031,0.052113965,0.052113949,0.053102621,0.054020377,0.054863289,0.055627448,0.056402696,0.05714129,0.057794775,0.05838374,0.0583813,0.058378409,0.058375229,0.058371677,0.058368088,0.05836427,0.058360357,0.058356286,0.058352067,0.058347848,South Asia,MiscCrop -27,11,5,0.064700857,0.064700982,0.064701139,0.064053094,0.063449246,0.062876992,0.062334946,0.06024131,0.058609048,0.057292671,0.056229561,0.05622627,0.056222023,0.056217446,0.056212722,0.05620828,0.056204184,0.056200443,0.056196569,0.056192897,0.056189225,South Asia,OilCrop -27,11,6,0.001937024,0.001937131,0.001937062,0.001737199,0.001576725,0.001444571,0.001334286,0.001255547,0.00118601,0.001124197,0.00106928,0.001069314,0.001069322,0.001069304,0.001069271,0.001069228,0.00106918,0.001069113,0.001069037,0.001068965,0.001068893,South Asia,OtherGrain -27,11,7,0.541033323,0.541033345,0.541033734,0.522427503,0.507647875,0.495599026,0.485561607,0.479814214,0.474708327,0.470134166,0.466090681,0.466089576,0.46607504,0.466050192,0.466015043,0.465968767,0.465913669,0.465846858,0.465771194,0.465686388,0.465601582,South Asia,Rice -27,11,8,0.011806091,0.011805627,0.011805746,0.011370799,0.010970348,0.010597542,0.010250434,0.009738272,0.009275189,0.008856599,0.008478527,0.008478483,0.008478352,0.008478183,0.00847799,0.008477748,0.008477461,0.008477189,0.008476867,0.008476547,0.008476227,South Asia,Root_Tuber -27,11,9,0.784533318,0.784533677,0.784534161,0.781595629,0.778933973,0.776545112,0.77428482,0.772706766,0.771191874,0.769743507,0.768363249,0.768354437,0.76834176,0.768325345,0.768306722,0.768288235,0.768266401,0.768244386,0.76822066,0.76819462,0.76816858,South Asia,SugarCrop -27,11,10,0.909204088,0.909204076,0.909204086,0.907846288,0.906661522,0.905501398,0.904364108,0.903785817,0.903226057,0.902692464,0.902178166,0.902144078,0.902073777,0.901971708,0.901845589,0.901712732,0.901560078,0.901396061,0.901217267,0.90103451,0.900851753,South Asia,Wheat -27,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,12,1,0.150335314,0.15033522,0.150335332,0.144972126,0.140541881,0.136779518,0.133548338,0.129763522,0.12663456,0.123987844,0.121709216,0.121708702,0.121708972,0.121708913,0.121708311,0.121708393,0.121708389,0.121708309,0.121708151,0.121707924,0.121707697,South Asia,Corn -27,12,2,0,0,0,0,0.123936707,0.122829517,0.121739113,0.120137439,0.121964362,0.122665997,0.122965496,0.123925182,0.124398291,0.124320283,0.12424352,0.124197846,0.124087911,0.124016007,0.123986566,0.123956321,0.123926076,South Asia,biomass -27,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,12,4,0.051125149,0.051125118,0.051125049,0.05207362,0.052973478,0.053777872,0.054526637,0.055286585,0.055987767,0.056604952,0.057181268,0.05717842,0.057174649,0.057170622,0.057166146,0.057161533,0.057156301,0.057151143,0.057145926,0.057140198,0.05713447,South Asia,MiscCrop -27,12,5,0.068621233,0.068622028,0.068621541,0.067969918,0.067360769,0.066784108,0.06623904,0.063922397,0.06212342,0.060685682,0.059540466,0.05953778,0.05953452,0.059530685,0.059526678,0.059523167,0.059519668,0.059516191,0.059512947,0.059509864,0.059506781,South Asia,OilCrop -27,12,6,0.007509979,0.00751005,0.007510243,0.006734333,0.006113048,0.00560098,0.005173352,0.004865192,0.004592994,0.004352767,0.004137486,0.004137529,0.004137535,0.004137514,0.004137462,0.004137381,0.004137289,0.004137179,0.004137052,0.004136912,0.004136772,South Asia,OtherGrain -27,12,7,0.237530573,0.23752988,0.237530203,0.224262756,0.214139111,0.206144755,0.199654817,0.196005763,0.192803761,0.18996906,0.187488815,0.187487886,0.187480809,0.187468962,0.187450603,0.187427142,0.18739886,0.187365555,0.187327298,0.187284332,0.187241366,South Asia,Rice -27,12,8,0.005399114,0.005397569,0.005398051,0.005194829,0.005005316,0.004830916,0.004668412,0.004431428,0.004218592,0.004026253,0.003852295,0.003852107,0.003851553,0.003850935,0.003849963,0.003849068,0.003847961,0.003846859,0.003845654,0.003844229,0.003842804,South Asia,Root_Tuber -27,12,9,0.700634343,0.700635724,0.700636076,0.697047621,0.693780726,0.690858748,0.688105025,0.686188953,0.684353104,0.682602963,0.680940201,0.680931063,0.680919405,0.680906789,0.68088996,0.680873055,0.680853951,0.680834159,0.680813374,0.680790308,0.680767242,South Asia,SugarCrop -27,12,10,0.954416624,0.954416445,0.954416325,0.953720181,0.953111765,0.95251445,0.951926349,0.951623041,0.951329415,0.9510494,0.95077924,0.9507615,0.950725221,0.950671897,0.950606157,0.950536326,0.950455327,0.950368393,0.950272362,0.950174048,0.950075734,South Asia,Wheat -27,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,13,1,0.900764856,0.90076467,0.900764678,0.893048334,0.888572381,0.884679525,0.880936546,0.876044945,0.871516139,0.867305255,0.863343086,0.862761455,0.861951596,0.86091337,0.859790329,0.858624558,0.857336124,0.856005242,0.854634243,0.853207275,0.851780307,South Asia,Corn -27,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,13,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,13,4,0.51120013,0.511181192,0.511187491,0.520891355,0.529497677,0.53711757,0.543965289,0.547871933,0.55133113,0.554567552,0.557364083,0.557303092,0.557230753,0.557151267,0.557061965,0.556972078,0.556876182,0.556778762,0.556678368,0.556572059,0.55646575,South Asia,MiscCrop -27,13,5,0.003398058,0.003179191,0.003396547,0.003342437,0.003292071,0.003245239,0.003201855,0.003151677,0.003111496,0.003078316,0.003050707,0.003050704,0.003050713,0.0030507,0.0030507,0.003050687,0.003050709,0.003050696,0.003050682,0.0030507,0.003050718,South Asia,OilCrop -27,13,6,0.440787181,0.44078697,0.440786797,0.426773144,0.414688858,0.403349192,0.392489647,0.390966335,0.389045272,0.38697657,0.38458327,0.385169249,0.385251821,0.384987244,0.384268652,0.383351636,0.382085156,0.380635712,0.378978477,0.377274458,0.375570439,South Asia,OtherGrain -27,13,7,0.953433339,0.953434025,0.953431973,0.948614403,0.94413238,0.940000116,0.936089273,0.933883683,0.931724368,0.929620576,0.927518311,0.927479354,0.927315441,0.927047246,0.926659596,0.926173573,0.925577096,0.92487825,0.924059969,0.923119199,0.922178429,South Asia,Rice -27,13,8,0.314032647,0.314031487,0.314031766,0.316274163,0.318337528,0.320219794,0.322014491,0.318997312,0.316274008,0.313748569,0.311512097,0.311511858,0.311511283,0.31151144,0.311510258,0.311509852,0.311509318,0.311508801,0.311508224,0.311507619,0.311507014,South Asia,Root_Tuber -27,13,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,SugarCrop -27,13,10,0.696411292,0.696410482,0.696411415,0.696366229,0.696306344,0.696232622,0.696142876,0.696182393,0.696125159,0.696065601,0.695998184,0.695981529,0.695951643,0.695908768,0.695857323,0.695804304,0.69574357,0.695680367,0.6956124,0.695542507,0.695472614,South Asia,Wheat -27,13,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,13,12,0.97656249,0.976020732,0.976232912,0.976232903,0.976232924,0.976232893,0.976232918,0.976232903,0.976232891,0.976232956,0.976232915,0.976232899,0.976232878,0.97623292,0.976232879,0.97623295,0.976232916,0.976232901,0.976232927,0.976232937,0.976232947,South Asia,FodderGrass -27,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,14,1,0.408826889,0.408826777,0.408826974,0.389891563,0.379203599,0.370239634,0.362077628,0.351250068,0.341689839,0.333261072,0.325725866,0.324833047,0.323595724,0.32202116,0.320335146,0.318602928,0.316708848,0.314774796,0.312808198,0.310790801,0.308773404,South Asia,Corn -27,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,14,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,South Asia,FiberCrop -27,14,4,0.204147697,0.204147662,0.204145647,0.210401744,0.216133528,0.221307042,0.226036461,0.228812886,0.23129811,0.233567055,0.235690584,0.235653538,0.235610021,0.235561889,0.235508585,0.23545412,0.235396764,0.235339194,0.235279337,0.235215143,0.235150949,South Asia,MiscCrop -27,14,5,0.009891987,0.009890415,0.00988907,0.00981254,0.009736618,0.009665444,0.009598904,0.009182087,0.008864438,0.008611798,0.008412334,0.008412354,0.008412326,0.008412306,0.0084123,0.008412304,0.008412295,0.008412284,0.008412292,0.008412286,0.00841228,South Asia,OilCrop -27,14,6,0.248373585,0.248372368,0.248373527,0.233110021,0.220607679,0.209665075,0.200000927,0.199005396,0.197819503,0.196571683,0.195226311,0.195519858,0.195565178,0.195439954,0.195092371,0.194647855,0.194033073,0.19333128,0.192533607,0.191717166,0.190900725,South Asia,OtherGrain -27,14,7,0.715145319,0.715144959,0.715145666,0.695382789,0.678550956,0.663995004,0.651005143,0.643797108,0.637060431,0.630809528,0.624785224,0.624729023,0.624409346,0.623869861,0.623081319,0.622093737,0.620878524,0.619461107,0.617820031,0.615961257,0.614102483,South Asia,Rice -27,14,8,0.447485235,0.447485079,0.447484735,0.450054795,0.452413765,0.454561028,0.456602919,0.453167706,0.450056313,0.447161228,0.444589836,0.444589908,0.444589351,0.44458928,0.444588948,0.444588441,0.444587843,0.444587462,0.444586835,0.44458612,0.444585405,South Asia,Root_Tuber -27,14,9,0.680309604,0.680301645,0.680332334,0.676187723,0.672618375,0.669395702,0.666332913,0.664178178,0.662091138,0.660082405,0.658149627,0.658114795,0.658062973,0.657998404,0.657924884,0.657846355,0.657759623,0.65766995,0.657574973,0.657467527,0.657360081,South Asia,SugarCrop -27,14,10,0.996894111,0.996894121,0.996894202,0.996783216,0.996680876,0.996585367,0.996497432,0.996680798,0.996829002,0.996951136,0.997053446,0.997053241,0.997052842,0.997052288,0.997051631,0.997050951,0.997050161,0.99704936,0.997048498,0.997047598,0.997046698,South Asia,Wheat -27,14,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,14,12,0.968150344,0.968220616,0.968215746,0.968215784,0.968215787,0.968215716,0.968215693,0.968215704,0.968215738,0.968215798,0.968215721,0.968215811,0.968215817,0.968215748,0.968215653,0.968215629,0.968215842,0.968215682,0.968215656,0.968215596,0.968215536,South Asia,FodderGrass -27,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,15,1,0.06501323,0.065012495,0.065012518,0.062465958,0.060377779,0.058614291,0.057106849,0.055349025,0.053903474,0.05268467,0.051638581,0.051638502,0.051638035,0.051637536,0.051637167,0.051636513,0.051636139,0.051635451,0.051634813,0.051634307,0.051633801,South Asia,Corn -27,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,15,4,0.013835235,0.013835369,0.013834623,0.014107993,0.014362177,0.014595956,0.014814531,0.015049371,0.015268326,0.015464111,0.015642341,0.015641736,0.015641026,0.015640247,0.015639372,0.015638514,0.015637562,0.015636613,0.015635671,0.015634628,0.015633585,South Asia,MiscCrop -27,15,5,0.016930447,0.016935934,0.016934146,0.016732245,0.016539858,0.016356624,0.016189258,0.015732589,0.015371686,0.01508189,0.014847341,0.014847319,0.014847318,0.014847305,0.014847289,0.014847254,0.014847243,0.014847244,0.014847236,0.01484724,0.014847244,South Asia,OilCrop -27,15,6,0.000572259,0.000572386,0.000573031,0.000513506,0.000465897,0.0004267,0.000393996,0.000370435,0.000349637,0.000331293,0.000314858,0.000314858,0.000314859,0.000314859,0.00031486,0.00031486,0.000314859,0.000314859,0.00031486,0.000314858,0.000314856,South Asia,OtherGrain -27,15,7,0.195162908,0.195162612,0.195162645,0.183686093,0.174972311,0.168115405,0.162561824,0.159446505,0.156714772,0.154296189,0.152177728,0.152176905,0.15216675,0.152149275,0.152123415,0.152090798,0.152050505,0.152003402,0.151949414,0.151888831,0.151828248,South Asia,Rice -27,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,Root_Tuber -27,15,9,0.664757505,0.664799433,0.664811759,0.660774059,0.657211275,0.654011128,0.650982054,0.648864056,0.646824644,0.644869419,0.642999445,0.642977964,0.642944143,0.642902849,0.642854021,0.642805612,0.642749875,0.642692451,0.642631115,0.642560971,0.642490827,South Asia,SugarCrop -27,15,10,0.973213144,0.973213054,0.973211874,0.972787501,0.972417348,0.972055168,0.971700441,0.971518381,0.971342348,0.971174617,0.971013335,0.971002929,0.970981669,0.970950619,0.970912336,0.970872143,0.970825821,0.97077618,0.970721937,0.970666708,0.970611479,South Asia,Wheat -27,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -27,16,1,0.007241126,0.007240768,0.007240459,0.006937781,0.006691875,0.006485026,0.006308649,0.006104211,0.005936462,0.005795378,0.005674482,0.005674303,0.005674021,0.005673708,0.005673362,0.005672991,0.005672579,0.005672189,0.005671782,0.005671388,0.005670994,South Asia,Corn -27,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,biomass -27,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FiberCrop -27,16,4,0.003838268,0.003839458,0.003839776,0.003921504,0.003998072,0.004069096,0.004134242,0.004224144,0.004308557,0.004385229,0.004457459,0.004457287,0.004457076,0.004456825,0.00445656,0.004456296,0.004456016,0.004455718,0.004455415,0.004455117,0.004454819,South Asia,MiscCrop -27,16,5,0.006025173,0.006021052,0.006019701,0.005972944,0.005926541,0.00588305,0.005842405,0.005587788,0.005393809,0.005239557,0.005117772,0.005117784,0.005117781,0.005117774,0.005117768,0.005117791,0.005117786,0.005117762,0.005117783,0.005117765,0.005117747,South Asia,OilCrop -27,16,6,0.052706235,0.052706514,0.052706154,0.047917394,0.043977223,0.040680229,0.037869741,0.036204027,0.034694778,0.033301833,0.032029667,0.032031101,0.03203137,0.032030772,0.032029021,0.032026905,0.032023961,0.032020486,0.032016673,0.032012692,0.032008711,South Asia,OtherGrain -27,16,7,0.708556955,0.708556827,0.70855786,0.692862711,0.680059733,0.669388495,0.660312655,0.65505331,0.650315666,0.646012136,0.642140386,0.642132583,0.642080031,0.64198966,0.641857073,0.641690375,0.641486008,0.641247511,0.640973324,0.640664998,0.640356672,South Asia,Rice -27,16,8,0.114805372,0.114806303,0.114803425,0.110815604,0.107109019,0.103631634,0.100408294,0.095705103,0.091441562,0.087554947,0.084012804,0.084009411,0.084000031,0.083988429,0.083971352,0.083954892,0.08393511,0.08391566,0.083893722,0.083869079,0.083844436,South Asia,Root_Tuber -27,16,9,0.692259278,0.692213362,0.692251457,0.68707092,0.683084721,0.679401762,0.675840563,0.673279202,0.670738004,0.66824492,0.66579585,0.66569144,0.665539669,0.66534394,0.665125099,0.664893802,0.664636532,0.664369676,0.664087724,0.663768909,0.663450094,South Asia,SugarCrop -27,16,10,0.743956865,0.743957852,0.743958522,0.741017886,0.738483039,0.736036508,0.733673667,0.732427068,0.731233015,0.730104372,0.729029108,0.728966282,0.728841225,0.728657803,0.728431986,0.728195154,0.727923174,0.72763328,0.727316157,0.726992743,0.726669329,South Asia,Wheat -27,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderHerb -27,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,FodderGrass -27,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Asia,PalmFruit -28,10,1,0.403817354,0.403817186,0.403817696,0.405287719,0.406654587,0.408021273,0.409285736,0.408757455,0.408228909,0.407700787,0.407278626,0.407278709,0.407278815,0.407278465,0.407278697,0.407277957,0.407278447,0.407278683,0.407278493,0.407278662,0.407278831,South Korea,Corn -28,10,2,0,0,0,0,0.217203869,0.218317313,0.21936025,0.219585249,0.217573226,0.216756949,0.216238598,0.217202351,0.218542153,0.219887186,0.221163365,0.222294654,0.222822918,0.223049186,0.223275991,0.223428863,0.223581735,South Korea,biomass -28,10,3,0.192443599,0.192241378,0.193103446,0.193103615,0.193104051,0.193103906,0.193103787,0.193103785,0.193103751,0.193103248,0.193103096,0.193103311,0.193103476,0.193102759,0.193103536,0.193103982,0.193103722,0.19310305,0.193103933,0.193103098,0.193102263,South Korea,FiberCrop -28,10,4,0.326381034,0.326379783,0.326380578,0.326283108,0.326089645,0.325896381,0.325798104,0.326564939,0.3272358,0.327907556,0.328676169,0.328675404,0.328673604,0.328672786,0.328671153,0.328669743,0.328668256,0.328666399,0.328665142,0.328663324,0.328661506,South Korea,MiscCrop -28,10,5,0.290279166,0.290278483,0.290279278,0.290334192,0.290413273,0.290402646,0.290483031,0.290384571,0.290376023,0.290367929,0.290269772,0.290262329,0.290254301,0.290244724,0.290236175,0.290226753,0.290219131,0.290211603,0.290203837,0.290196846,0.290189855,South Korea,OilCrop -28,10,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain -28,10,7,0.704700248,0.704699926,0.704699556,0.704336313,0.703962378,0.703585469,0.703203546,0.702827686,0.702449408,0.702068042,0.70168149,0.701680666,0.701675229,0.701664571,0.701650957,0.701633087,0.70161208,0.7015887,0.701559927,0.701528705,0.701497483,South Korea,Rice -28,10,8,0.786550872,0.786551603,0.78655127,0.790015704,0.793156833,0.795982598,0.798502555,0.795813971,0.79317046,0.790502007,0.787734298,0.78773375,0.787733664,0.787732632,0.787732078,0.787730586,0.787729945,0.787728583,0.787727686,0.787726645,0.787725604,South Korea,Root_Tuber -28,10,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop -28,10,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat -28,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb -28,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass -28,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit -28,11,1,0.13558632,0.135585805,0.135586178,0.136302932,0.136971282,0.137642329,0.138264268,0.138004148,0.137744213,0.137484829,0.137277623,0.137277576,0.137277589,0.13727767,0.137277581,0.137277472,0.137277641,0.13727759,0.137277536,0.137277453,0.13727737,South Korea,Corn -28,11,2,0,0,0,0,0.195944889,0.197046031,0.19801328,0.19849954,0.198986529,0.198430798,0.198221878,0.199126125,0.200382919,0.200592264,0.200802316,0.201012425,0.20164456,0.202489639,0.203196238,0.203762721,0.204329204,South Korea,biomass -28,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FiberCrop -28,11,4,0.24369326,0.243692567,0.243692372,0.243771588,0.243849969,0.243848336,0.243925745,0.244489394,0.245053001,0.245616928,0.246182309,0.246181978,0.246181104,0.246179871,0.246177824,0.246176784,0.246175022,0.246174289,0.246171946,0.246171675,0.246171404,South Korea,MiscCrop -28,11,5,0.259105923,0.259106447,0.259106164,0.259137433,0.25920388,0.259188636,0.259256871,0.259160303,0.25906319,0.259050054,0.258952008,0.258940719,0.258927888,0.258912814,0.258898664,0.258884454,0.258870385,0.258858782,0.258845785,0.258833917,0.258822049,South Korea,OilCrop -28,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,OtherGrain -28,11,7,0.703284377,0.703284664,0.703284662,0.702920194,0.702543369,0.702161333,0.70177467,0.701395412,0.701012517,0.700626815,0.700234765,0.700232992,0.70022563,0.700212817,0.700195393,0.700175647,0.700147833,0.700118783,0.700082938,0.700044108,0.700005278,South Korea,Rice -28,11,8,0.69699494,0.696995821,0.696995337,0.692511718,0.68863566,0.685101664,0.682104859,0.686371647,0.690700806,0.695181784,0.699812151,0.699811198,0.699810974,0.699811066,0.699809683,0.69980745,0.699806766,0.699805861,0.6998043,0.699801955,0.69979961,South Korea,Root_Tuber -28,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,SugarCrop -28,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,Wheat -28,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderHerb -28,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,FodderGrass -28,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,South Korea,PalmFruit -29,4,1,4.63E-05,4.63E-05,4.63E-05,4.51E-05,4.41E-05,4.31E-05,4.22E-05,4.19E-05,4.15E-05,4.12E-05,4.10E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.09E-05,4.08E-05,4.08E-05,4.08E-05,4.08E-05,Southeast Asia,Corn -29,4,2,0,0,0,0,0.147325983,0.144907726,0.142532129,0.141261635,0.139456662,0.138417557,0.13922134,0.138506404,0.138243811,0.137898619,0.137607455,0.137609059,0.137748255,0.137877227,0.138000362,0.13801917,0.138037978,Southeast Asia,biomass -29,4,3,0.196251024,0.196251263,0.196252108,0.192518266,0.189099235,0.185988248,0.183045561,0.180729091,0.178750716,0.176977633,0.17540532,0.175407092,0.175408634,0.175409212,0.17540907,0.175409062,0.175408327,0.175407066,0.175405029,0.17540343,0.175401831,Southeast Asia,FiberCrop -29,4,4,0.117499614,0.117499502,0.117499462,0.117768626,0.117984647,0.118153149,0.118319617,0.118699667,0.119028997,0.119312287,0.119591834,0.119565297,0.119533174,0.119498832,0.119459724,0.119421287,0.119379824,0.11933883,0.119295689,0.119250512,0.119205335,Southeast Asia,MiscCrop -29,4,5,0.031984324,0.031984358,0.031984288,0.03106581,0.030198438,0.029379287,0.028605772,0.027513208,0.026506061,0.025577878,0.024712806,0.024712739,0.024712736,0.02471279,0.024712802,0.024712743,0.02471281,0.024712793,0.024712754,0.024712749,0.024712744,Southeast Asia,OilCrop -29,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,4,7,0.36276898,0.362769173,0.362769019,0.363117744,0.363459005,0.363678998,0.363873615,0.361194071,0.358607062,0.356110633,0.353797395,0.353796397,0.353767894,0.353715771,0.353638036,0.353539434,0.353416334,0.353271853,0.353105616,0.352918414,0.352731212,Southeast Asia,Rice -29,4,8,0.000544307,0.000544297,0.000544302,0.000501513,0.000465274,0.000434262,0.000407414,0.000414434,0.000421764,0.000429408,0.000437385,0.000437384,0.000437384,0.000437387,0.000437385,0.000437384,0.000437388,0.000437387,0.000437384,0.000437387,0.00043739,Southeast Asia,Root_Tuber -29,4,9,0.670286026,0.670286194,0.670285919,0.667757818,0.665684669,0.663793486,0.662179925,0.661442057,0.660698962,0.660049198,0.65939469,0.659386577,0.659373741,0.659356622,0.659338671,0.65931979,0.659297831,0.659276093,0.659252445,0.659224893,0.659197341,Southeast Asia,SugarCrop -29,4,10,0.598623779,0.598623401,0.598624509,0.599231333,0.599631444,0.599846943,0.599762999,0.601312681,0.602411624,0.6032842,0.603917259,0.603833367,0.603665728,0.603423866,0.603128252,0.602817205,0.602463148,0.602081019,0.601666388,0.601244766,0.600823144,Southeast Asia,Wheat -29,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,4,13,0.000283385,0.000283376,0.000283389,0.000272972,0.000263392,0.000254481,0.000246193,0.000235198,0.000225181,0.000216058,0.000207664,0.000206759,0.000205856,0.000204958,0.000204064,0.000203174,0.000202288,0.000201405,0.000200527,0.000199652,0.000198777,Southeast Asia,PalmFruit -29,5,1,0.057745757,0.057745755,0.057745686,0.057265192,0.056817316,0.056396421,0.056001277,0.055908656,0.055815833,0.055745828,0.055676123,0.05567544,0.055673795,0.055672638,0.055670862,0.055669234,0.055667785,0.055665867,0.055664073,0.055662403,0.055660733,Southeast Asia,Corn -29,5,2,0,0,0,0,0.149391199,0.147766459,0.146183804,0.146589994,0.148072461,0.150709864,0.151489045,0.151518792,0.151486349,0.151324232,0.150883113,0.150427722,0.150012584,0.149645265,0.14932908,0.149068067,0.148807054,Southeast Asia,biomass -29,5,3,0.33556144,0.335561235,0.335561706,0.330265697,0.325481684,0.321111374,0.317053222,0.316208394,0.315458771,0.314801486,0.314241285,0.314242519,0.314244534,0.314243949,0.314244277,0.314244587,0.314243249,0.314241561,0.314241192,0.314237643,0.314234094,Southeast Asia,FiberCrop -29,5,4,0.153154302,0.153154529,0.15315439,0.154773625,0.156233835,0.157589644,0.158838114,0.15801627,0.157252877,0.15654917,0.155903303,0.155893659,0.155882446,0.155869986,0.155856061,0.155841985,0.155826935,0.155811597,0.155795761,0.155778885,0.155762009,Southeast Asia,MiscCrop -29,5,5,0.003327164,0.003327166,0.00332717,0.003195526,0.003074393,0.002962972,0.002859271,0.002690998,0.002542422,0.002410333,0.002292002,0.002292006,0.002292008,0.002292007,0.002292008,0.002292002,0.002292008,0.002292002,0.002292004,0.002292005,0.002292006,Southeast Asia,OilCrop -29,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,5,7,0.409790476,0.409790449,0.409790437,0.415129569,0.420159191,0.424872728,0.429262831,0.430602098,0.431823647,0.432927541,0.433907731,0.43390616,0.433883919,0.433845205,0.433787697,0.433714881,0.433624313,0.433518721,0.433396784,0.433259305,0.433121826,Southeast Asia,Rice -29,5,8,0.018480707,0.018480685,0.018480689,0.01764961,0.016912482,0.016260843,0.015673745,0.015897867,0.016125166,0.016362807,0.016603709,0.016603803,0.016603696,0.016603593,0.016603583,0.016603583,0.016603489,0.016603518,0.016603343,0.016603327,0.016603311,Southeast Asia,Root_Tuber -29,5,9,0.551195768,0.551195662,0.551195396,0.552378393,0.553511295,0.554429011,0.555344257,0.555628468,0.55590821,0.556186413,0.556463352,0.556457608,0.556447944,0.556437598,0.556426118,0.556412081,0.556397495,0.556382161,0.556365783,0.55634858,0.556331377,Southeast Asia,SugarCrop -29,5,10,0.783393115,0.783392468,0.783393927,0.784173523,0.784807862,0.785257671,0.785517851,0.786813611,0.787800388,0.788632116,0.789301691,0.78926177,0.789182238,0.789066942,0.78892573,0.788777901,0.788607657,0.788426716,0.788229019,0.788028637,0.787828255,Southeast Asia,Wheat -29,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,5,13,0.000157763,0.000157757,0.000157763,0.000153022,0.000148617,0.000144464,0.00014055,0.000136148,0.000132056,0.000128199,0.000124562,0.000124019,0.000123478,0.000122939,0.000122403,0.000121869,0.000121337,0.000120808,0.000120281,0.000119756,0.000119231,Southeast Asia,PalmFruit -29,6,1,0.019922306,0.019922382,0.01992232,0.019395359,0.018914184,0.018483974,0.018094027,0.017713226,0.01736965,0.017061525,0.016787255,0.016787227,0.016787162,0.016787153,0.016787075,0.016787014,0.016786951,0.016786891,0.016786821,0.016786767,0.016786713,Southeast Asia,Corn -29,6,2,0,0,0,0,0.084635611,0.0847604,0.084843181,0.083209617,0.084440806,0.085062504,0.085287711,0.085115457,0.085149906,0.085249521,0.085315795,0.085373972,0.085083168,0.084788741,0.084627968,0.084467018,0.084306068,Southeast Asia,biomass -29,6,3,0.106105865,0.10610588,0.106105802,0.107593704,0.108932617,0.110201291,0.111354952,0.11157051,0.111743393,0.111916151,0.112132857,0.112133197,0.112133151,0.11213303,0.112133112,0.112132929,0.112133551,0.112133435,0.112132722,0.112132329,0.112131936,Southeast Asia,FiberCrop -29,6,4,0.083806206,0.083806199,0.083806332,0.085306754,0.086727376,0.088064473,0.089278339,0.088602723,0.087964506,0.087364775,0.086801992,0.086795511,0.086788261,0.086779884,0.08677083,0.086761573,0.086750958,0.086740475,0.086730096,0.086718202,0.086706308,Southeast Asia,MiscCrop -29,6,5,0.006932235,0.006932237,0.006932236,0.006760212,0.006598145,0.006442696,0.006296322,0.006095051,0.005907839,0.005731303,0.005567182,0.005567189,0.005567184,0.005567186,0.0055672,0.005567187,0.005567202,0.005567203,0.005567189,0.005567171,0.005567153,Southeast Asia,OilCrop -29,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OtherGrain -29,6,7,0.436068329,0.436069114,0.436069531,0.443217957,0.449934396,0.456114295,0.461856067,0.466671569,0.471155874,0.475414327,0.479331804,0.479327805,0.479301165,0.47925633,0.479190145,0.479106724,0.479004304,0.478883691,0.478746202,0.478591206,0.47843621,Southeast Asia,Rice -29,6,8,0.007531349,0.007531353,0.007531355,0.007207515,0.006921159,0.006666134,0.006437007,0.006561326,0.006690914,0.00682306,0.006957771,0.006957778,0.006957755,0.006957727,0.00695771,0.006957684,0.006957644,0.006957627,0.006957574,0.006957528,0.006957482,Southeast Asia,Root_Tuber -29,6,9,0.501393684,0.501393214,0.501393668,0.499591167,0.498045024,0.496604281,0.495270052,0.494589786,0.493908665,0.49322432,0.49253618,0.492533371,0.492526631,0.492519274,0.492511552,0.492501117,0.492491071,0.492480924,0.492470267,0.492456833,0.492443399,Southeast Asia,SugarCrop -29,6,10,0.088331761,0.088298963,0.088315963,0.087506098,0.086632967,0.085542187,0.084215161,0.084332757,0.084251756,0.08410206,0.08382237,0.083694076,0.083436083,0.083063086,0.082602251,0.082116368,0.081556793,0.080954991,0.080295651,0.079619779,0.078943907,Southeast Asia,Wheat -29,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,6,13,7.61E-07,7.61E-07,7.61E-07,7.40E-07,7.20E-07,7.02E-07,6.84E-07,6.24E-07,5.75E-07,5.33E-07,4.97E-07,4.95E-07,4.93E-07,4.91E-07,4.89E-07,4.87E-07,4.84E-07,4.82E-07,4.80E-07,4.78E-07,4.76E-07,Southeast Asia,PalmFruit -29,9,1,0.865055292,0.86505576,0.865055436,0.865004469,0.864953248,0.864902692,0.864851634,0.86474993,0.864698791,0.86464788,0.864596167,0.864596509,0.864596057,0.864597303,0.864596798,0.86459711,0.864597047,0.864596301,0.864595823,0.864596793,0.864597763,Southeast Asia,Corn -29,9,2,0,0,0,0,0.272797362,0.272822623,0.272782201,0.271945811,0.271094336,0.271600591,0.272465373,0.274183927,0.27446701,0.27460437,0.27465562,0.274693373,0.274979808,0.275433258,0.275884553,0.276334504,0.276784455,Southeast Asia,biomass -29,9,3,0.317916445,0.317941185,0.317940552,0.308390858,0.299457224,0.291119642,0.28327328,0.279652865,0.276148528,0.272670755,0.269306842,0.26930657,0.269306952,0.269306845,0.269306805,0.269307094,0.269306835,0.269306744,0.26930676,0.269306683,0.269306606,Southeast Asia,FiberCrop -29,9,4,0.411503034,0.411502834,0.411503114,0.404813981,0.398882594,0.393595239,0.388742042,0.393937451,0.399050535,0.403977054,0.40881705,0.408817067,0.408815288,0.40881271,0.408810204,0.408808808,0.408805247,0.40880372,0.408801367,0.408798792,0.408796217,Southeast Asia,MiscCrop -29,9,5,0.310904731,0.310904512,0.31090434,0.308397638,0.306178888,0.304153128,0.302225047,0.300849923,0.299569792,0.298383569,0.297199341,0.297198961,0.297198134,0.297197774,0.297197141,0.297195923,0.297195291,0.297194596,0.297194491,0.297193693,0.297192895,Southeast Asia,OilCrop -29,9,6,0.026202163,0.026203868,0.026204123,0.026066944,0.025944954,0.025822693,0.025711174,0.025114137,0.024570861,0.024069168,0.023616866,0.023618595,0.023618849,0.023618168,0.023616196,0.023613696,0.02361023,0.02360624,0.023601693,0.023597099,0.023592505,Southeast Asia,OtherGrain -29,9,7,0.998794208,0.998794967,0.998794557,0.998770191,0.998747463,0.998725906,0.99870615,0.998683386,0.998662485,0.998642957,0.998624864,0.998624856,0.998624777,0.998624625,0.998624398,0.998624118,0.998623759,0.998623343,0.998622859,0.998622326,0.998621793,Southeast Asia,Rice -29,9,8,0.55012184,0.550120232,0.550120663,0.552460508,0.554586794,0.556393476,0.558092701,0.554420362,0.550632183,0.546837683,0.543038637,0.543038019,0.543036358,0.543034999,0.543032839,0.54303029,0.5430279,0.54302575,0.543022862,0.543019555,0.543016248,Southeast Asia,Root_Tuber -29,9,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,9,10,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Southeast Asia,Wheat -29,9,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,9,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -29,10,1,0.667498927,0.667499448,0.667498175,0.667106165,0.666814267,0.666521839,0.666230096,0.66593845,0.665744193,0.665451841,0.665257956,0.665257574,0.665256738,0.665255018,0.665255027,0.665253989,0.665253145,0.665252055,0.665250744,0.665249619,0.665248494,Southeast Asia,Corn -29,10,2,0,0,0,0,0.286515273,0.285584642,0.284583519,0.283530086,0.284738491,0.284038454,0.282485748,0.281810375,0.283579155,0.285745784,0.286674136,0.287035689,0.28700761,0.286783986,0.286459388,0.286046078,0.285632768,Southeast Asia,biomass -29,10,3,0.165671112,0.165671085,0.165670259,0.166391345,0.167052992,0.167595511,0.168140153,0.168992776,0.169787895,0.170525328,0.171264278,0.171266996,0.171267931,0.171269105,0.171269645,0.171268897,0.171268282,0.17126735,0.171265082,0.171263963,0.171262844,Southeast Asia,FiberCrop -29,10,4,0.352174998,0.352175492,0.352175879,0.349018683,0.346166726,0.343618171,0.341369162,0.34264213,0.343817881,0.344996471,0.346077875,0.346075844,0.346073661,0.346070881,0.3460685,0.346065491,0.346063775,0.346059467,0.346057981,0.346054362,0.346050743,Southeast Asia,MiscCrop -29,10,5,0.350473777,0.350474118,0.35047297,0.347907797,0.34564733,0.343489086,0.341532201,0.340064946,0.338698698,0.337432443,0.336265526,0.33626489,0.3362659,0.33626412,0.336264451,0.336264509,0.336264402,0.336263825,0.336263467,0.336262953,0.336262439,Southeast Asia,OilCrop -29,10,6,0.062088127,0.06208836,0.062088473,0.06166967,0.061293056,0.060915619,0.060561687,0.059411174,0.058347068,0.057370089,0.056475108,0.056482173,0.056483498,0.056480511,0.056472393,0.056461467,0.056446296,0.056429329,0.056409641,0.05638976,0.056369879,Southeast Asia,OtherGrain -29,10,7,0.922326322,0.922326521,0.922326419,0.921721656,0.92117363,0.920648524,0.920145972,0.91961946,0.919118152,0.918641977,0.918222557,0.918222552,0.91821541,0.918202744,0.918184041,0.918160057,0.918130381,0.918095186,0.918054868,0.918009601,0.917964334,Southeast Asia,Rice -29,10,8,0.525553542,0.525553203,0.525553353,0.527050091,0.52833156,0.529399265,0.530466514,0.527956016,0.525442825,0.522928018,0.52030176,0.520301231,0.520299801,0.520298206,0.520295255,0.520292987,0.520290085,0.520287104,0.520283812,0.520279645,0.520275478,Southeast Asia,Root_Tuber -29,10,9,0.048104158,0.048105495,0.048106937,0.046997277,0.046099436,0.045347275,0.044697923,0.045051335,0.045388682,0.045690578,0.045975471,0.045975424,0.045975354,0.045975366,0.045975476,0.045975457,0.045975589,0.045975387,0.04597539,0.045975443,0.045975496,Southeast Asia,SugarCrop -29,10,10,0.79298993,0.792989501,0.792989444,0.791656871,0.790399025,0.789120138,0.787963827,0.786597989,0.785364564,0.784195214,0.783088032,0.783072956,0.783042697,0.782997073,0.782941684,0.782882942,0.782814566,0.782741624,0.782662301,0.782581927,0.782501553,Southeast Asia,Wheat -29,10,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,10,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,10,13,0.01018765,0.010189036,0.010193941,0.009814307,0.009460924,0.009135841,0.0088332,0.008416635,0.00804024,0.00769707,0.007384294,0.007352299,0.007320463,0.007288751,0.007257184,0.007225746,0.007194441,0.007163271,0.007132239,0.007101314,0.007070389,Southeast Asia,PalmFruit -29,11,1,0.062151874,0.062151856,0.062151809,0.062120032,0.062092444,0.062039956,0.062012792,0.061708729,0.061405835,0.061104316,0.060828998,0.060828488,0.060827863,0.060826884,0.060825984,0.060824915,0.060823881,0.060822679,0.060821616,0.060820424,0.060819232,Southeast Asia,Corn -29,11,2,0,0,0,0,0.050378535,0.050030119,0.04968939,0.049489534,0.049022768,0.049080473,0.049508338,0.049544292,0.04956899,0.049580285,0.0496125,0.049621075,0.049626764,0.049630839,0.049634054,0.049637025,0.049639996,Southeast Asia,biomass -29,11,3,0.436603198,0.436602868,0.436602786,0.431809675,0.427448818,0.423415071,0.419601709,0.419705474,0.419809774,0.419914415,0.420018453,0.420021265,0.420021813,0.420022293,0.420023467,0.420023518,0.420021629,0.420020297,0.420017665,0.420015264,0.420012863,Southeast Asia,FiberCrop -29,11,4,0.089398499,0.089398352,0.08939827,0.088336586,0.087388089,0.086516472,0.085719711,0.086603142,0.087459591,0.088253313,0.089017733,0.089012565,0.089006276,0.088999522,0.088991896,0.088984119,0.088975839,0.088967238,0.088958821,0.088949399,0.088939977,Southeast Asia,MiscCrop -29,11,5,0.001295615,0.001295541,0.001295559,0.00122711,0.001165794,0.001110894,0.001061321,0.000994033,0.000935424,0.000883695,0.000837714,0.000837708,0.000837712,0.000837711,0.000837711,0.000837712,0.000837715,0.000837713,0.000837711,0.000837712,0.000837713,Southeast Asia,OilCrop -29,11,6,0.002290709,0.002290543,0.002290489,0.002212157,0.002139279,0.002071495,0.002008455,0.001949041,0.00189384,0.001841795,0.001792732,0.001792732,0.001792732,0.001792732,0.001792727,0.00179272,0.001792714,0.001792706,0.001792696,0.00179269,0.001792684,Southeast Asia,OtherGrain -29,11,7,0.36095388,0.360954216,0.360954612,0.3580327,0.355219038,0.352609441,0.350197463,0.347911053,0.345822539,0.34383333,0.342037554,0.342037396,0.342028875,0.342013892,0.341993038,0.341964233,0.341929357,0.341888562,0.341841066,0.341788026,0.341734986,Southeast Asia,Rice -29,11,8,0.077745987,0.077745744,0.077746046,0.077312698,0.076912385,0.07657433,0.076268277,0.080249736,0.084186428,0.088054697,0.0918652,0.091865067,0.091864963,0.091864544,0.091864803,0.091864268,0.091864302,0.091864041,0.091863624,0.09186321,0.091862796,Southeast Asia,Root_Tuber -29,11,9,0.599159657,0.599159853,0.599159252,0.598840871,0.598420013,0.59810406,0.597789386,0.597889821,0.597993005,0.59809542,0.598197495,0.59819713,0.598196375,0.598195629,0.598195432,0.598194229,0.598193679,0.598192668,0.598191664,0.598190594,0.598189524,Southeast Asia,SugarCrop -29,11,10,0.682789136,0.682788817,0.682789153,0.689709683,0.695818507,0.701313014,0.706208239,0.717411942,0.726824376,0.73495654,0.741942386,0.741937786,0.741927845,0.741913553,0.741894993,0.741875993,0.741854043,0.741830683,0.741806132,0.741780833,0.741755534,Southeast Asia,Wheat -29,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,11,13,0.005653529,0.005665676,0.005662297,0.005586567,0.00551184,0.005440466,0.00537002,0.005252439,0.005139642,0.005033619,0.004931922,0.004910517,0.004889197,0.004867978,0.00484683,0.004825789,0.004804826,0.004783964,0.004763185,0.004742513,0.004721841,Southeast Asia,PalmFruit -29,12,1,0.039284554,0.03928472,0.039284761,0.039498475,0.039697121,0.039913664,0.040114509,0.039880556,0.039664802,0.039466059,0.039285162,0.039284931,0.039285083,0.039284647,0.039284637,0.039284607,0.039284405,0.039284089,0.039284161,0.039283684,0.039283207,Southeast Asia,Corn -29,12,2,0,0,0,0,0.072248887,0.072586833,0.072920362,0.074263216,0.07541478,0.076336259,0.077330974,0.077657028,0.078074256,0.078015751,0.077894656,0.07780363,0.077712489,0.077650904,0.077558847,0.077466066,0.077373285,Southeast Asia,biomass -29,12,3,0.748337412,0.748337601,0.748337467,0.744557358,0.740989733,0.737640095,0.734516796,0.727223587,0.720753922,0.715067016,0.709930471,0.70993054,0.709930588,0.709930322,0.709930696,0.709930771,0.709930222,0.70993036,0.709930224,0.709930047,0.70992987,Southeast Asia,FiberCrop -29,12,4,0.082509627,0.082509776,0.082509841,0.082829152,0.083148621,0.083435266,0.083689105,0.083516914,0.083376671,0.0832366,0.083128792,0.083123331,0.083116845,0.083109534,0.083101165,0.083093026,0.083084133,0.08307518,0.08306592,0.083055792,0.083045664,Southeast Asia,MiscCrop -29,12,5,0.049315029,0.049314981,0.049314982,0.048567783,0.047890539,0.047280537,0.046716541,0.045499465,0.044458769,0.043530047,0.04270814,0.042708193,0.042708167,0.042708146,0.042708034,0.042708202,0.042708129,0.042707984,0.042708078,0.042708061,0.042708044,Southeast Asia,OilCrop -29,12,6,0.022319854,0.02231961,0.022319469,0.021262555,0.020306328,0.019441521,0.018652609,0.018032793,0.017455488,0.016917987,0.016410807,0.01641078,0.016410767,0.016410815,0.016410854,0.016410759,0.016410775,0.016410857,0.01641084,0.016410824,0.016410808,Southeast Asia,OtherGrain -29,12,7,0.285016455,0.285015693,0.285015874,0.288381355,0.291583857,0.294531927,0.297310353,0.298837437,0.300183123,0.301526607,0.302776512,0.302774105,0.302766457,0.30275098,0.302727493,0.30269751,0.302661176,0.302619369,0.30257115,0.302515365,0.30245958,Southeast Asia,Rice -29,12,8,0.038677539,0.038677786,0.038677827,0.039116234,0.039526528,0.039907536,0.040292292,0.041004127,0.041676051,0.042323128,0.042944382,0.042944301,0.04294418,0.04294413,0.042944182,0.042944121,0.04294408,0.042943928,0.042944014,0.042943811,0.042943608,Southeast Asia,Root_Tuber -29,12,9,0.339587695,0.339587165,0.339587074,0.343812653,0.347709768,0.351330067,0.354668187,0.356637776,0.358409593,0.36008351,0.36175934,0.361755926,0.36174911,0.36174177,0.361733382,0.36172389,0.361714247,0.361703298,0.361692696,0.361680019,0.361667342,Southeast Asia,SugarCrop -29,12,10,0.676590806,0.67659121,0.676590322,0.677875569,0.679064311,0.680060224,0.680863512,0.682431865,0.683627857,0.684728717,0.685641878,0.685638603,0.685631859,0.68562251,0.685610421,0.685597949,0.685584239,0.685568801,0.685552078,0.685534553,0.685517028,Southeast Asia,Wheat -29,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,12,13,0.006505547,0.006507466,0.006507435,0.006378901,0.006255595,0.006137313,0.006023867,0.005892067,0.005765618,0.005644327,0.005527954,0.005503958,0.005480083,0.005456312,0.005432614,0.005409048,0.005385576,0.005362206,0.005338922,0.005315751,0.00529258,Southeast Asia,PalmFruit -29,15,1,0.485391311,0.485391495,0.485390812,0.485282267,0.485173416,0.485064548,0.484955357,0.484738567,0.484628105,0.484521032,0.484411935,0.484411353,0.484412175,0.48441181,0.484411521,0.484412957,0.48441196,0.484412277,0.484411915,0.484411822,0.484411729,Southeast Asia,Corn -29,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass -29,15,3,0.162742009,0.162746307,0.162742739,0.15678357,0.151280982,0.146207998,0.141487211,0.139221934,0.137039954,0.134936397,0.132910449,0.132910572,0.132911211,0.132910397,0.132910427,0.132910216,0.132910851,0.132910549,0.132910847,0.132910815,0.132910783,Southeast Asia,FiberCrop -29,15,4,0.236615256,0.236615549,0.236616339,0.233964497,0.231641455,0.229485491,0.227572261,0.228413729,0.229257401,0.230104316,0.230874429,0.23087419,0.230872161,0.23087132,0.230869323,0.230867085,0.230865133,0.230863808,0.230861669,0.230860104,0.230858539,Southeast Asia,MiscCrop -29,15,5,0.146903827,0.146903576,0.146903763,0.145441131,0.144151523,0.142976935,0.14186301,0.14107018,0.140333263,0.139599745,0.138921051,0.138921393,0.138921533,0.138921227,0.138921195,0.138921333,0.138920864,0.138920712,0.138920834,0.138920726,0.138920618,Southeast Asia,OilCrop -29,15,6,0.019746777,0.019745561,0.019745749,0.019648206,0.019560284,0.019472749,0.019393581,0.018982954,0.018604192,0.018263781,0.017952162,0.017952672,0.017952744,0.017952466,0.017951881,0.017951081,0.017949729,0.017948431,0.017946778,0.017945164,0.01794355,Southeast Asia,OtherGrain -29,15,7,0.697014469,0.697013861,0.697015393,0.693693407,0.69062686,0.687815744,0.685170884,0.681965606,0.679020793,0.676341748,0.673832519,0.673832475,0.673824011,0.673808207,0.67378634,0.673758172,0.673722486,0.673681462,0.673633226,0.673581154,0.673529082,Southeast Asia,Rice -29,15,8,0.296035659,0.296036251,0.296037322,0.299092024,0.301715398,0.303988127,0.3059969,0.301549615,0.29713667,0.292671993,0.288154812,0.288155489,0.288154469,0.288153779,0.288151527,0.288149944,0.288147766,0.288145344,0.288143641,0.288140725,0.288137809,Southeast Asia,Root_Tuber -29,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,15,10,0.97596774,0.975966777,0.975966306,0.975642458,0.97532493,0.975034572,0.974761735,0.974243093,0.973757813,0.973308538,0.972885777,0.972885185,0.972884267,0.972882757,0.97288077,0.972878747,0.972876574,0.972873997,0.972871362,0.972868683,0.972866004,Southeast Asia,Wheat -29,15,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,15,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -29,16,1,0.167994726,0.167991592,0.167994801,0.16885194,0.169712144,0.170575768,0.171381217,0.172624848,0.173812495,0.175006892,0.176208075,0.176207573,0.176207652,0.176207698,0.176207805,0.176207721,0.17620829,0.17620781,0.176208215,0.176208171,0.176208127,Southeast Asia,Corn -29,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,biomass -29,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FiberCrop -29,16,4,0.006544249,0.006555347,0.006553222,0.006493724,0.00644019,0.006395244,0.006353364,0.006325701,0.006297999,0.006273199,0.006251108,0.00625081,0.006250458,0.00625008,0.006249646,0.006249227,0.006248783,0.006248304,0.006247818,0.006247311,0.006246804,Southeast Asia,MiscCrop -29,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,OilCrop -29,16,6,0.031170855,0.031188314,0.031142146,0.02929692,0.027673727,0.026226194,0.024936501,0.024164071,0.023444825,0.022765894,0.02212482,0.022124931,0.022124782,0.022124888,0.022124829,0.022124923,0.022124849,0.022124927,0.022124885,0.02212491,0.022124935,Southeast Asia,OtherGrain -29,16,7,0.374291355,0.37428652,0.374288484,0.375191809,0.375994961,0.376896063,0.37779162,0.377571249,0.377244895,0.376913024,0.376679092,0.376678972,0.376671438,0.376660132,0.376641328,0.37661545,0.376584389,0.376548998,0.37650774,0.376459366,0.376410992,Southeast Asia,Rice -29,16,8,0.471226338,0.471228379,0.471221188,0.476835039,0.481915896,0.486461387,0.490686968,0.493929226,0.496849417,0.499447555,0.501828874,0.501829501,0.501829469,0.501828591,0.501827779,0.501827532,0.501828149,0.50182747,0.501826363,0.501826244,0.501826125,Southeast Asia,Root_Tuber -29,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,SugarCrop -29,16,10,0.570102135,0.5701053,0.570104657,0.571582677,0.572956135,0.57411678,0.575067115,0.57684564,0.578206838,0.579464158,0.58051302,0.580512981,0.580512615,0.580512167,0.580511722,0.580511144,0.580510772,0.580510326,0.580510088,0.580509124,0.58050816,Southeast Asia,Wheat -29,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderHerb -29,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,FodderGrass -29,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Southeast Asia,PalmFruit -31,7,1,0.950189885,0.950190028,0.950190325,0.950617049,0.951035644,0.951432604,0.951786538,0.952142637,0.952475877,0.952787335,0.953077285,0.95307533,0.953072491,0.953069025,0.953065401,0.953061604,0.953057615,0.953053624,0.95304934,0.953045131,0.953040922,Argentina,Corn -31,7,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,7,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,7,4,0.825013756,0.825014076,0.825013708,0.825365843,0.825652629,0.82587629,0.826097685,0.828944587,0.831629761,0.834220308,0.836658194,0.836647133,0.83663408,0.836619402,0.836603203,0.836586813,0.836569375,0.836551759,0.836533457,0.836514336,0.836495215,Argentina,MiscCrop -31,7,5,0.001507454,0.001507332,0.001507392,0.001436456,0.001416714,0.001397632,0.001377656,0.001340903,0.001306059,0.001272404,0.001240667,0.001224788,0.001205899,0.001184192,0.001162175,0.001141455,0.001121405,0.001102037,0.001082457,0.001063656,0.001044855,Argentina,OilCrop -31,7,6,0.268254793,0.268254035,0.268253304,0.268848161,0.269359321,0.26987057,0.270296484,0.26978132,0.269267481,0.268838778,0.268410133,0.268410987,0.268410119,0.26841058,0.268410549,0.268410804,0.268410309,0.268410179,0.268409936,0.26840997,0.268410004,Argentina,OtherGrain -31,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,7,8,0.468563535,0.468564842,0.4685642,0.476203741,0.482983638,0.48912247,0.494722233,0.496770544,0.498687857,0.500601576,0.502393505,0.502384978,0.502362998,0.502336103,0.502293346,0.50225399,0.502205316,0.50215791,0.50210474,0.502044725,0.50198471,Argentina,Root_Tuber -31,7,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,7,10,0.032349528,0.032349367,0.032349425,0.033004125,0.033560438,0.034038875,0.03446412,0.034687456,0.034881808,0.03506192,0.035227009,0.035224505,0.035219407,0.035212215,0.035203463,0.035194185,0.035183574,0.03517228,0.035159973,0.035147367,0.035134761,Argentina,Wheat -31,7,11,0.516501379,0.51650147,0.51650127,0.520306029,0.523886734,0.52724843,0.530392002,0.531494859,0.532485845,0.533475495,0.534356256,0.534362745,0.534367287,0.534370181,0.534370766,0.534370594,0.534368483,0.534365506,0.534361079,0.534355813,0.534350547,Argentina,FodderHerb -31,7,12,0.181357499,0.181357799,0.181357056,0.181357285,0.181357308,0.181357846,0.181357456,0.181357134,0.181357157,0.181357616,0.181357885,0.181357999,0.181357167,0.181357518,0.181357356,0.181357728,0.181357817,0.18135748,0.181357147,0.181357449,0.181357751,Argentina,FodderGrass -31,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,8,1,0.257148735,0.257148563,0.257148827,0.258935822,0.260676587,0.262344288,0.263849146,0.265369255,0.266809274,0.268168248,0.269445896,0.269442156,0.269436105,0.269428997,0.269423602,0.269415415,0.269408084,0.269399962,0.269392218,0.269383967,0.269375716,Argentina,Corn -31,8,2,0,0,0,0,0.034629505,0.034861978,0.035056797,0.035231028,0.035385644,0.035548284,0.035701286,0.035761066,0.035802094,0.035820862,0.035930844,0.036127373,0.036304635,0.036449295,0.036562239,0.036659836,0.036757433,Argentina,biomass -31,8,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,8,4,0.735684915,0.735684891,0.735685434,0.736748673,0.73764062,0.738447889,0.739167753,0.741413322,0.743561325,0.74553048,0.747406233,0.747394598,0.747378514,0.747363096,0.747344632,0.74732629,0.747305955,0.74728757,0.747265867,0.747245616,0.747225365,Argentina,MiscCrop -31,8,5,0.000632589,0.000632601,0.000632607,0.000611672,0.000608442,0.000605093,0.000601119,0.000590315,0.000579994,0.000569818,0.000560361,0.000554784,0.000548184,0.000540643,0.000533045,0.000525937,0.000519098,0.00051253,0.000505928,0.000499623,0.000493318,Argentina,OilCrop -31,8,6,0.309475326,0.309475871,0.309476009,0.310667318,0.311770384,0.312783569,0.313704705,0.314545555,0.315292676,0.316134957,0.316882581,0.316884524,0.31688409,0.316883853,0.316881959,0.316878937,0.316876232,0.316872947,0.316869319,0.316865291,0.316861263,Argentina,OtherGrain -31,8,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,8,8,0.471948562,0.471948181,0.471948168,0.479961987,0.487119861,0.49363614,0.499505128,0.501017716,0.502517088,0.50401401,0.505393793,0.505388708,0.505374771,0.505357742,0.505332099,0.505307165,0.505278007,0.505248564,0.505215613,0.505179135,0.505142657,Argentina,Root_Tuber -31,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,SugarCrop -31,8,10,0.030093603,0.030093579,0.030093526,0.030689526,0.031193575,0.031623911,0.032003246,0.032206679,0.032382521,0.032544886,0.032692729,0.032689114,0.032681932,0.03267179,0.032659316,0.03264625,0.032631425,0.032615635,0.032598483,0.032581212,0.032563941,Argentina,Wheat -31,8,11,0.151814922,0.151814785,0.151815049,0.153672399,0.155375469,0.156980039,0.158481581,0.159419176,0.160360595,0.161247382,0.16213744,0.162139916,0.162141565,0.162142368,0.162142715,0.16214277,0.162142015,0.162140779,0.162139309,0.162137605,0.162135901,Argentina,FodderHerb -31,8,12,0.036777578,0.036777619,0.036777573,0.036777694,0.036777511,0.03677764,0.036777546,0.036777689,0.03677775,0.036777624,0.036777734,0.036777762,0.036777567,0.036777559,0.036777673,0.03677769,0.036777681,0.036777714,0.036777754,0.036777642,0.03677753,Argentina,FodderGrass -31,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,9,1,0.186769408,0.18676986,0.186769675,0.188201264,0.189591556,0.190924273,0.192129344,0.193345437,0.194498849,0.195589054,0.196615091,0.196612529,0.196609758,0.196606253,0.196601896,0.19659786,0.196593398,0.196588587,0.196584057,0.196579369,0.196574681,Argentina,Corn -31,9,2,0,0,0,0,0.021558615,0.02187562,0.022164626,0.022364959,0.022446895,0.022531311,0.022610926,0.022667623,0.022706684,0.022724562,0.022733115,0.022746763,0.022755799,0.022762206,0.022767186,0.022771913,0.02277664,Argentina,biomass -31,9,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,9,4,0.226393969,0.226394332,0.226394943,0.22843336,0.230253226,0.231929598,0.23353778,0.233996233,0.234454191,0.234834836,0.235213315,0.235205769,0.235195392,0.235185148,0.23517353,0.235163862,0.235151579,0.235137535,0.235125176,0.235111895,0.235098614,Argentina,MiscCrop -31,9,5,0.001103035,0.001103039,0.001103031,0.001098496,0.001111426,0.001122393,0.00113143,0.001122513,0.001113935,0.001105438,0.001097105,0.001090618,0.001082947,0.001074191,0.001065373,0.00105713,0.00104921,0.001041596,0.001033959,0.001026668,0.001019377,Argentina,OilCrop -31,9,6,0.128345841,0.128345683,0.12834568,0.130087091,0.131703727,0.133187398,0.134583381,0.134883553,0.135131885,0.135431617,0.135680278,0.135682012,0.135681756,0.135681159,0.135679313,0.135676766,0.135673605,0.135669945,0.13566578,0.135661117,0.135656454,Argentina,OtherGrain -31,9,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,9,8,0.185445982,0.185446544,0.185446692,0.190318738,0.194741251,0.198828131,0.20255722,0.203529644,0.204491726,0.205453942,0.206340315,0.206334687,0.206319075,0.206300707,0.206273336,0.20624627,0.206214932,0.206183258,0.206147666,0.206108323,0.20606898,Argentina,Root_Tuber -31,9,9,0.460652704,0.460652222,0.460652071,0.470963493,0.480809988,0.490235407,0.499338991,0.504977253,0.510502252,0.51580413,0.52099223,0.523167329,0.52534049,0.527509106,0.529566954,0.531405632,0.533132993,0.534643642,0.535932007,0.537110944,0.538289881,Argentina,SugarCrop -31,9,10,0.012333208,0.012333209,0.012333206,0.012572207,0.01277276,0.012941424,0.01308773,0.013169319,0.013238964,0.01330271,0.013360005,0.013357557,0.013352716,0.013345828,0.013337387,0.013328576,0.01331854,0.013307881,0.013296321,0.013284585,0.013272849,Argentina,Wheat -31,9,11,0.106515434,0.106515621,0.10651535,0.107804275,0.108979659,0.11008148,0.111107372,0.112191831,0.113285083,0.114343083,0.115320672,0.115322191,0.115323234,0.115323677,0.115324071,0.115323944,0.115323477,0.115322696,0.115321714,0.115320679,0.115319644,Argentina,FodderHerb -31,9,12,0.022519256,0.02251921,0.022519198,0.022519206,0.022519198,0.022519229,0.022519084,0.022519101,0.022519199,0.02251914,0.022519158,0.022519252,0.022519195,0.022519254,0.022519213,0.022519136,0.022519247,0.02251919,0.02251926,0.022519245,0.02251923,Argentina,FodderGrass -31,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,10,1,0.123420431,0.123420583,0.123420642,0.124425828,0.125412485,0.126359961,0.127217404,0.128086421,0.128911262,0.129690729,0.1304251,0.130422304,0.130418267,0.130412944,0.130407717,0.130401975,0.130395855,0.130389704,0.130383435,0.130377253,0.130371071,Argentina,Corn -31,10,2,0,0,0,0,0.022060334,0.022384393,0.022663771,0.022970982,0.023267504,0.023561284,0.023619868,0.023520024,0.0234048,0.023271388,0.023208245,0.023220353,0.023228312,0.023233982,0.02323837,0.023242579,0.023246788,Argentina,biomass -31,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,10,4,0.290954914,0.290954763,0.290954949,0.292990449,0.294851007,0.296629693,0.298232301,0.29867534,0.299115276,0.299556211,0.299903809,0.299891734,0.299876995,0.299861734,0.299844988,0.299826953,0.299809143,0.299791363,0.299770554,0.299752042,0.29973353,Argentina,MiscCrop -31,10,5,0.000296899,0.000296894,0.000296894,0.000294055,0.000297368,0.00030022,0.000302424,0.000300161,0.000297984,0.000295703,0.000293605,0.000291457,0.000288926,0.000286045,0.000283159,0.000280473,0.000277902,0.000275441,0.000272981,0.000270641,0.000268301,Argentina,OilCrop -31,10,6,0.032684191,0.032684236,0.032684294,0.03314939,0.033579981,0.033972951,0.034327346,0.034733608,0.035129243,0.035529013,0.035918018,0.035918531,0.035918518,0.03591828,0.035917963,0.035917247,0.035916359,0.035915266,0.03591403,0.03591285,0.03591167,Argentina,OtherGrain -31,10,7,0.99999999,0.999999994,0.999999996,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999997,0.999999996,0.999999995,Argentina,Rice -31,10,8,0.201912209,0.201912617,0.201912518,0.207161837,0.211932849,0.216345834,0.2203049,0.221275167,0.222319708,0.223364989,0.22433566,0.224334464,0.224328894,0.224321605,0.224311181,0.224302326,0.224290576,0.22427908,0.224266235,0.224251294,0.224236353,Argentina,Root_Tuber -31,10,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,SugarCrop -31,10,10,0.010896577,0.010896561,0.010896578,0.011107512,0.011284383,0.01143294,0.011561611,0.011633557,0.011694951,0.011751015,0.011801381,0.011799225,0.011794739,0.011788461,0.011780752,0.011772767,0.011763571,0.011753797,0.011743207,0.011732448,0.011721689,Argentina,Wheat -31,10,11,0.029231967,0.029231913,0.029231915,0.029442563,0.029641973,0.029817533,0.029994255,0.030506756,0.031001337,0.03149061,0.031960196,0.031960657,0.031960746,0.03196103,0.031961119,0.031960972,0.031960895,0.03196081,0.031960537,0.031960212,0.031959887,Argentina,FodderHerb -31,10,12,0.005247749,0.005247763,0.00524778,0.005247767,0.005247773,0.005247772,0.005247762,0.005247793,0.005247793,0.005247773,0.005247775,0.005247781,0.005247775,0.005247783,0.005247776,0.005247776,0.005247776,0.005247793,0.005247789,0.005247764,0.005247739,Argentina,FodderGrass -31,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,11,1,0.134881884,0.134881872,0.134881952,0.135955932,0.137016157,0.138034883,0.138956016,0.139891468,0.140778523,0.141617146,0.142406589,0.142402301,0.1423966,0.142389585,0.142381846,0.142374013,0.14236534,0.142356707,0.142348073,0.142339105,0.142330137,Argentina,Corn -31,11,2,0,0,0,0,0.006461594,0.006554277,0.006636793,0.006730583,0.006821463,0.00691162,0.006934644,0.006904114,0.006869171,0.006829097,0.006810026,0.00681342,0.006815686,0.006817288,0.006818536,0.006819714,0.006820892,Argentina,biomass -31,11,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,11,4,0.054042105,0.054041301,0.054041867,0.055142699,0.056105302,0.056945124,0.057679342,0.058100955,0.058476357,0.058853587,0.059208115,0.059202775,0.059196358,0.059189297,0.059181475,0.059173354,0.059164741,0.059156038,0.059147152,0.059137795,0.059128438,Argentina,MiscCrop -31,11,5,1.93E-05,1.93E-05,1.93E-05,1.89E-05,1.90E-05,1.91E-05,1.91E-05,1.89E-05,1.87E-05,1.84E-05,1.82E-05,1.80E-05,1.78E-05,1.75E-05,1.73E-05,1.71E-05,1.69E-05,1.67E-05,1.64E-05,1.62E-05,1.60E-05,Argentina,OilCrop -31,11,6,0.038486641,0.038486611,0.038486524,0.038986364,0.039446568,0.039878212,0.040280383,0.040765943,0.041238359,0.04171562,0.042179997,0.042181979,0.042182222,0.042181409,0.042178798,0.042175315,0.042170857,0.042165866,0.042160032,0.04215395,0.042147868,Argentina,OtherGrain -31,11,7,0.030781917,0.030782011,0.030782018,0.032240522,0.033681257,0.035109751,0.036534954,0.036981529,0.037416832,0.037856835,0.038284774,0.038446151,0.038607055,0.038768068,0.038928772,0.039089238,0.039249337,0.039409612,0.039569323,0.039729179,0.039889035,Argentina,Rice -31,11,8,0.088675814,0.088675742,0.088676114,0.091426792,0.093959248,0.096292274,0.0984466,0.098909771,0.099333064,0.099757953,0.10018261,0.100182068,0.100179272,0.100175781,0.100171138,0.100166438,0.100160637,0.100155398,0.100149186,0.100142022,0.100134858,Argentina,Root_Tuber -31,11,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,11,10,0.004690505,0.004690504,0.004690501,0.004786612,0.004868142,0.00493792,0.004999709,0.00503259,0.005061131,0.005087532,0.005111604,0.005111091,0.00511006,0.005108599,0.005106824,0.00510501,0.005102878,0.005100654,0.005098198,0.005095727,0.005093256,Argentina,Wheat -31,11,11,0.029929922,0.02992989,0.029929863,0.030171082,0.030388156,0.030593863,0.030787962,0.031327585,0.031849096,0.032365351,0.032875807,0.032876559,0.032876987,0.032877174,0.032877343,0.03287729,0.032877066,0.032876758,0.032876334,0.032875799,0.032875264,Argentina,FodderHerb -31,11,12,0.007621326,0.007621337,0.007621326,0.007621336,0.007621328,0.007621328,0.007621329,0.007621329,0.007621334,0.007621332,0.007621332,0.007621337,0.007621332,0.007621327,0.00762133,0.007621327,0.007621316,0.007621322,0.007621337,0.007621332,0.007621327,Argentina,FodderGrass -31,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,12,1,0.17175892,0.171759165,0.171759113,0.173091427,0.174391217,0.175637521,0.176764047,0.17790381,0.178984233,0.18000553,0.180966876,0.18096423,0.18095971,0.18095469,0.180949149,0.180943341,0.180937289,0.180930497,0.180923917,0.180917766,0.180911615,Argentina,Corn -31,12,2,0,0,0,0,0.017820623,0.018062052,0.01827414,0.018204067,0.018124428,0.018049969,0.017977632,0.017694033,0.017445376,0.017303052,0.017213684,0.017181945,0.017148496,0.017114146,0.017079268,0.017191571,0.017303874,Argentina,biomass -31,12,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,12,4,0.074778798,0.074778952,0.074778917,0.075967785,0.077019522,0.077959666,0.078815383,0.079122521,0.07942896,0.079735504,0.07997764,0.079968722,0.079957975,0.07994612,0.079932528,0.07991917,0.079904191,0.079889404,0.079873702,0.079857076,0.07984045,Argentina,MiscCrop -31,12,5,4.10E-05,4.10E-05,4.10E-05,4.02E-05,4.06E-05,4.10E-05,4.12E-05,4.07E-05,4.03E-05,3.98E-05,3.93E-05,3.88E-05,3.82E-05,3.75E-05,3.68E-05,3.61E-05,3.55E-05,3.49E-05,3.43E-05,3.37E-05,3.31E-05,Argentina,OilCrop -31,12,6,0.052128683,0.05212863,0.052128649,0.052827428,0.053471963,0.05407899,0.054625184,0.05518623,0.055729037,0.056276271,0.05680479,0.05680623,0.056806488,0.056805759,0.056803797,0.056801335,0.056798022,0.056794157,0.056789783,0.056785441,0.056781099,Argentina,OtherGrain -31,12,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Argentina,Rice -31,12,8,0.062881154,0.062881185,0.062881054,0.064001587,0.065008693,0.065951091,0.066797861,0.053865159,0.04558166,0.039784804,0.035500606,0.035500148,0.035499033,0.035497744,0.035495925,0.035494074,0.0354917,0.035489492,0.035486849,0.035484223,0.035481597,Argentina,Root_Tuber -31,12,9,0.0780565,0.078056797,0.078056655,0.081117748,0.084120445,0.087086329,0.090039827,0.091916233,0.093790453,0.095623399,0.097450298,0.09822208,0.098998268,0.099780997,0.100529072,0.101203246,0.101840717,0.102401608,0.102884827,0.103329516,0.103774205,Argentina,SugarCrop -31,12,10,0.007171835,0.007171865,0.007171847,0.007316606,0.007438882,0.007542909,0.007634158,0.007683484,0.00772598,0.007765151,0.007800632,0.007799589,0.007797538,0.007794596,0.007790975,0.007787198,0.007782848,0.007778178,0.007773088,0.007767944,0.0077628,Argentina,Wheat -31,12,11,0.047224444,0.047224502,0.047224391,0.047617453,0.047993251,0.04833195,0.048632737,0.049427336,0.050213182,0.050968553,0.051713103,0.051713825,0.051714252,0.051714527,0.051714647,0.051714584,0.05171448,0.051714084,0.051713656,0.051713188,0.05171272,Argentina,FodderHerb -31,12,12,0.006407833,0.006407829,0.006407833,0.006407834,0.00640783,0.006407831,0.006407799,0.006407832,0.00640785,0.006407847,0.006407854,0.006407807,0.006407845,0.006407807,0.006407833,0.006407808,0.00640784,0.006407826,0.006407838,0.006407836,0.006407834,Argentina,FodderGrass -31,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,13,1,0.170145915,0.170148136,0.170148133,0.171502235,0.172802874,0.174049097,0.175177233,0.176312285,0.177387924,0.1784073,0.179365589,0.179365595,0.179365676,0.179365572,0.179365981,0.179365245,0.179365141,0.179365327,0.179365417,0.179366427,0.179367437,Argentina,Corn -31,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,13,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,13,4,0.600342343,0.600342422,0.600341855,0.601550182,0.602543736,0.603535896,0.604317903,0.60959543,0.614534139,0.619242442,0.623722312,0.623702334,0.623678377,0.623653733,0.623624577,0.623594718,0.623564501,0.623532336,0.623500241,0.6234657,0.623431159,Argentina,MiscCrop -31,13,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,13,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,13,7,0.368311902,0.368376549,0.36826537,0.379469028,0.39018414,0.400485982,0.410457395,0.413527836,0.416496134,0.419472992,0.422348512,0.423415185,0.42448351,0.425551857,0.42662188,0.427691234,0.428762039,0.429833639,0.430905496,0.431977712,0.433049928,Argentina,Rice -31,13,8,0.070769429,0.070771029,0.070770005,0.073018839,0.075094053,0.077008887,0.078780736,0.079193383,0.079575728,0.079959722,0.080345316,0.080345247,0.080344948,0.080344519,0.080343991,0.080343439,0.080342873,0.080342193,0.080341497,0.08034066,0.080339823,Argentina,Root_Tuber -31,13,9,0.112734864,0.112787927,0.112615662,0.112615749,0.112615665,0.112615665,0.112615698,0.112615688,0.112615902,0.11261576,0.112615851,0.113492314,0.114374622,0.115263149,0.116112907,0.116877464,0.117601472,0.118237912,0.118786014,0.119290578,0.119795142,Argentina,SugarCrop -31,13,10,0.000736767,0.000741225,0.000743736,0.000759891,0.00077375,0.000785847,0.000796767,0.00080232,0.000807213,0.000811778,0.000816022,0.00081602,0.000816027,0.000816026,0.00081602,0.000816028,0.000816019,0.000816022,0.000816023,0.000816024,0.000816025,Argentina,Wheat -31,13,11,0.451139116,0.451143352,0.451143255,0.453562554,0.455848018,0.458025176,0.459986309,0.462029115,0.463951244,0.465759311,0.467454633,0.467490505,0.467514669,0.467528126,0.467533581,0.467531442,0.467520958,0.467504652,0.467482069,0.467454955,0.467427841,Argentina,FodderHerb -31,13,12,0.454587537,0.454588511,0.454588966,0.454590734,0.454588036,0.45458761,0.454589462,0.454587547,0.454589981,0.454589986,0.454588741,0.454588213,0.454588871,0.454589036,0.45458921,0.454588882,0.454588619,0.454589522,0.454587995,0.454588502,0.454589009,Argentina,FodderGrass -31,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,14,1,0.472674417,0.472619858,0.472605292,0.474883758,0.477125636,0.47926645,0.481192085,0.483137793,0.484972759,0.486699006,0.488317168,0.488308219,0.488296008,0.488280201,0.488263865,0.488246794,0.488228409,0.488209588,0.488190222,0.48817139,0.488152558,Argentina,Corn -31,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,14,4,0.766370726,0.766387472,0.766366195,0.770118691,0.773375768,0.776225712,0.778827735,0.780762229,0.782682982,0.784443837,0.786120053,0.786112488,0.78610256,0.786093117,0.786080921,0.786069247,0.78605736,0.786045014,0.786031769,0.786018286,0.786004803,Argentina,MiscCrop -31,14,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,14,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,14,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,14,8,0.129151291,0.129267182,0.129096045,0.132543133,0.135624708,0.13839859,0.140886763,0.141488268,0.141965942,0.14243055,0.142853237,0.142825204,0.142745962,0.142650304,0.142506622,0.142368991,0.142204199,0.142040417,0.141857242,0.141650697,0.141444152,Argentina,Root_Tuber -31,14,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,14,10,0.009267455,0.009263877,0.009271166,0.009470794,0.009642,0.009791382,0.009926202,0.009994734,0.01005511,0.010111494,0.01016386,0.010163865,0.010163857,0.010163863,0.010163869,0.010163862,0.010163864,0.010163851,0.010163855,0.010163873,0.010163891,Argentina,Wheat -31,14,11,0.675548268,0.675543775,0.675550762,0.687296335,0.698146433,0.708240553,0.717606921,0.721031494,0.72433248,0.727604075,0.730761771,0.730788613,0.730806479,0.730816583,0.730820173,0.730818842,0.730811606,0.730798918,0.730782279,0.730761777,0.730741275,Argentina,FodderHerb -31,14,12,0.671444983,0.671443919,0.671447897,0.671448824,0.671448815,0.67144819,0.671447578,0.671447296,0.671448581,0.671447191,0.671448004,0.6714484,0.671448325,0.671448142,0.671448132,0.671448567,0.671447684,0.671447858,0.671447822,0.671448306,0.67144879,Argentina,FodderGrass -31,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Corn -31,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,15,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop -31,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,15,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,15,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber -31,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,15,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat -31,15,11,0.083354468,0.083333333,0.083277726,0.083292946,0.08329937,0.083305128,0.083310537,0.083338902,0.08336335,0.083385792,0.083406485,0.083417029,0.083424093,0.083428222,0.083429641,0.083429121,0.083426016,0.083421171,0.083414532,0.08340662,0.083398708,Argentina,FodderHerb -31,15,12,0.083338038,0.083316019,0.083324952,0.083325005,0.083324735,0.083324652,0.083325203,0.08332503,0.083324783,0.083325046,0.083325136,0.083324914,0.083324751,0.083324968,0.083324905,0.083324797,0.083325011,0.083325055,0.08332503,0.083325133,0.083325236,Argentina,FodderGrass -31,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -31,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Corn -31,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,biomass -31,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FiberCrop -31,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,MiscCrop -31,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OilCrop -31,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,OtherGrain -31,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Rice -31,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Root_Tuber -31,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,SugarCrop -31,16,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,Wheat -31,16,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FodderHerb -31,16,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,FodderGrass -31,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Argentina,PalmFruit -32,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Corn -32,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,biomass -32,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FiberCrop -32,2,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,MiscCrop -32,2,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,2,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,2,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Rice -32,2,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,2,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,SugarCrop -32,2,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,2,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,2,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,2,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Corn -32,3,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,biomass -32,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FiberCrop -32,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,MiscCrop -32,3,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,3,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,3,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Rice -32,3,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,3,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,SugarCrop -32,3,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,3,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,3,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,3,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,4,1,0.115365094,0.115365813,0.11536505,0.11625188,0.117146074,0.117910964,0.118635454,0.120173906,0.121500954,0.122656601,0.12368215,0.123682459,0.123682393,0.123682036,0.123681554,0.123681674,0.123681737,0.123681921,0.123681623,0.123680999,0.123680375,Colombia,Corn -32,4,2,0,0,0,0,0.039727032,0.039976071,0.040209911,0.041138759,0.041121501,0.040118814,0.039155562,0.03912269,0.039122624,0.039122709,0.039122673,0.039122918,0.039122739,0.039122827,0.039122642,0.039122624,0.039122606,Colombia,biomass -32,4,3,0.456956089,0.456953953,0.456958778,0.453660976,0.450884045,0.448426918,0.446287702,0.446279008,0.44627189,0.446264781,0.446257532,0.44627179,0.446280789,0.446285895,0.446287382,0.446285612,0.44628116,0.446273416,0.446263516,0.446251496,0.446239476,Colombia,FiberCrop -32,4,4,0.09104167,0.091041441,0.091041119,0.092226588,0.093352981,0.094379815,0.095342775,0.095040584,0.094776045,0.094549932,0.094285843,0.094284097,0.094281016,0.094277882,0.094274468,0.094270849,0.094267268,0.094263877,0.094259478,0.094255375,0.094251272,Colombia,MiscCrop -32,4,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,4,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,4,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,Rice -32,4,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,4,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,SugarCrop -32,4,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,4,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,4,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,4,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,5,1,0.175663757,0.175663297,0.175663546,0.176918544,0.178183403,0.179264827,0.180287668,0.182459768,0.184329981,0.185956122,0.187397933,0.187396966,0.187397203,0.187395865,0.187395029,0.187394049,0.187392907,0.187392276,0.187391667,0.187390046,0.187388425,Colombia,Corn -32,5,2,0,0,0,0,0.052893714,0.053024325,0.053155201,0.054100233,0.053590952,0.052734006,0.052018574,0.051760528,0.051546296,0.051333404,0.051248422,0.051461273,0.051675246,0.051889986,0.052105438,0.052321751,0.052538064,Colombia,biomass -32,5,3,0.329579506,0.329579374,0.32957976,0.326729878,0.32425475,0.322059899,0.320129529,0.320052088,0.319982555,0.319917172,0.319849698,0.319978075,0.320063869,0.320110624,0.320127061,0.320112864,0.320067899,0.31999746,0.319902759,0.319790765,0.319678771,Colombia,FiberCrop -32,5,4,0.05136246,0.051362178,0.051362367,0.051846945,0.052271909,0.052656719,0.053022205,0.052889934,0.052757745,0.052647469,0.052536995,0.0525353,0.052533743,0.052531829,0.052529641,0.05252762,0.05252535,0.052523035,0.052520335,0.052518135,0.052515935,Colombia,MiscCrop -32,5,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,5,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,5,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,Colombia,Rice -32,5,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,5,9,0.95052673,0.950526519,0.950526271,0.951027932,0.9514675,0.951844164,0.952178704,0.952452878,0.952706107,0.952938537,0.953150553,0.95315043,0.95315005,0.953149728,0.953149304,0.953149002,0.953148437,0.953147946,0.953147302,0.953146883,0.953146464,Colombia,SugarCrop -32,5,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,5,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,5,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,5,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,6,1,0.530492332,0.530493403,0.530494004,0.532611212,0.534756864,0.536578801,0.538292082,0.541922792,0.545018167,0.547684839,0.550029933,0.550024887,0.550019036,0.550011039,0.550003751,0.549994972,0.549986249,0.54997787,0.549968827,0.549960488,0.549952149,Colombia,Corn -32,6,2,0,0,0,0,0.080448098,0.08073738,0.080995362,0.080866336,0.080127243,0.078192754,0.076696249,0.076944268,0.077254891,0.07756751,0.077348814,0.076820659,0.07632661,0.075896874,0.075529991,0.075195022,0.074860053,Colombia,biomass -32,6,3,0.425999143,0.425998737,0.425998944,0.422748683,0.420016961,0.417599853,0.415497771,0.415492077,0.415485948,0.415481421,0.415475304,0.415485805,0.415492758,0.415497061,0.415497416,0.415496178,0.415493054,0.415487018,0.415479575,0.415470731,0.415461887,Colombia,FiberCrop -32,6,4,0.066365289,0.066365488,0.066365645,0.067116331,0.067819914,0.068447206,0.06905183,0.069104426,0.069156645,0.069208202,0.069259393,0.069256301,0.069252752,0.069248763,0.069244047,0.069239301,0.069234212,0.069229184,0.069223906,0.069218155,0.069212404,Colombia,MiscCrop -32,6,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,6,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,6,7,0.806264955,0.806264694,0.806264849,0.800639306,0.795457732,0.790804277,0.786635705,0.784254246,0.781991842,0.779850456,0.777829634,0.777819541,0.777793891,0.777754814,0.777701938,0.77763813,0.777560648,0.777474746,0.777376365,0.777265827,0.777155289,Colombia,Rice -32,6,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,6,9,0.515152391,0.515150903,0.515152209,0.517813815,0.520172593,0.522208016,0.524026728,0.525526604,0.526917197,0.528199133,0.529371817,0.529369971,0.529366948,0.52936302,0.529358429,0.529353714,0.529348332,0.529343154,0.529337312,0.529330599,0.529323886,Colombia,SugarCrop -32,6,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,6,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,6,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,11,1,0.052961832,0.052964482,0.052964174,0.053342164,0.053760394,0.054119209,0.054457779,0.05521011,0.055857511,0.056420286,0.056918944,0.056911618,0.056902116,0.056890545,0.056878444,0.056866036,0.056853336,0.056840671,0.056828067,0.056815263,0.056802459,Colombia,Corn -32,11,2,0,0,0,0,0.013929284,0.013983004,0.014030935,0.014066966,0.013976949,0.013522248,0.013239948,0.013285702,0.013343192,0.013400876,0.013458802,0.013516974,0.013575469,0.0136341,0.013693032,0.013752252,0.013811472,Colombia,biomass -32,11,3,0.112541308,0.112545173,0.112530103,0.111258123,0.11014584,0.109163116,0.10829863,0.108254302,0.108214928,0.10817766,0.108138881,0.1082121,0.108261197,0.108287708,0.108297059,0.108288943,0.108263507,0.108223087,0.108169121,0.108105079,0.108041037,Colombia,FiberCrop -32,11,4,0.008206679,0.008206292,0.008206233,0.008226983,0.008244196,0.008257868,0.008271535,0.008267709,0.008263828,0.008256395,0.008252457,0.008252225,0.008251933,0.008251616,0.008251272,0.008250913,0.00825054,0.008250152,0.008249763,0.008249349,0.008248935,Colombia,MiscCrop -32,11,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,11,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,11,7,0.431535072,0.431541621,0.431542661,0.422785264,0.414997063,0.408182346,0.402227746,0.398881112,0.39574828,0.392829695,0.390122535,0.390120569,0.390115478,0.390108515,0.390097855,0.390085969,0.390071955,0.390056152,0.390037276,0.390017093,0.38999691,Colombia,Rice -32,11,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,11,9,0.252892019,0.252893976,0.252890173,0.254762499,0.256498464,0.257991765,0.259320519,0.260420514,0.261436178,0.262364781,0.263209836,0.263199418,0.263184552,0.263165754,0.263143801,0.263119951,0.26309487,0.263068744,0.26304097,0.263009747,0.262978524,Colombia,SugarCrop -32,11,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,11,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,11,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -32,12,1,0.109995361,0.109995216,0.109995789,0.110833001,0.111686261,0.112415575,0.113105473,0.114580518,0.115852528,0.11695942,0.11794229,0.117940215,0.117937972,0.117934817,0.117931893,0.117928334,0.117925387,0.117922557,0.117919144,0.117916386,0.117913628,Colombia,Corn -32,12,2,0,0,0,0,0.039017154,0.039017088,0.039017047,0.040019453,0.039291038,0.038059736,0.037112876,0.03681739,0.036740161,0.036662847,0.036601197,0.036570321,0.036554984,0.036555,0.036554921,0.036554924,0.036554927,Colombia,biomass -32,12,3,0.226077346,0.226076675,0.226074625,0.223775337,0.221831409,0.220116358,0.218624104,0.218603022,0.218583067,0.218564909,0.218546835,0.218582516,0.218606637,0.218618777,0.218623428,0.218619968,0.218607886,0.218587402,0.218560857,0.218529977,0.218499097,Colombia,FiberCrop -32,12,4,0.016889995,0.016890053,0.016890168,0.017019071,0.017134229,0.017242826,0.017337234,0.017270191,0.017210593,0.017158461,0.01711367,0.017113063,0.017112375,0.017111637,0.017110776,0.017109881,0.017108955,0.017108017,0.017107052,0.017105976,0.0171049,Colombia,MiscCrop -32,12,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OilCrop -32,12,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,OtherGrain -32,12,7,0.446158303,0.446157819,0.44615849,0.437350687,0.429476573,0.422570973,0.416519264,0.413114023,0.409919049,0.406932881,0.404151644,0.404144245,0.404125015,0.404096016,0.404056077,0.404007659,0.40395108,0.403886118,0.403813209,0.403729577,0.403645945,Colombia,Rice -32,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Root_Tuber -32,12,9,0.607615183,0.607615171,0.607615307,0.610109636,0.612336976,0.614250805,0.615956261,0.617361687,0.618659876,0.619853901,0.620941884,0.620937129,0.620930801,0.620922157,0.620911832,0.620902474,0.620890678,0.620878499,0.620866014,0.620852275,0.620838536,Colombia,SugarCrop -32,12,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,Wheat -32,12,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderHerb -32,12,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,FodderGrass -32,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Colombia,PalmFruit -33,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,AK,Corn -33,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,AK,biomass -33,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,AK,FiberCrop -33,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,AK,MiscCrop -33,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,AK,OilCrop -33,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,AK,OtherGrain -33,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,Rice -33,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Root_Tuber -33,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,AK,SugarCrop -33,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,AK,Wheat -33,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,AK,FodderHerb -33,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,AK,FodderGrass -33,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,AK,Corn -33,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,AK,biomass -33,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,AK,FiberCrop -33,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,AK,MiscCrop -33,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,AK,OilCrop -33,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,AK,OtherGrain -33,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Rice -33,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Root_Tuber -33,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,SugarCrop -33,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,AK,Wheat -33,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,AK,FodderHerb -33,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,AK,FodderGrass -33,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,AK,Corn -33,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,AK,biomass -33,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,AK,FiberCrop -33,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,AK,MiscCrop -33,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,AK,OilCrop -33,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,AK,OtherGrain -33,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Rice -33,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,AK,Root_Tuber -33,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,AK,SugarCrop -33,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,AK,Wheat -33,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,AK,FodderHerb -33,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,AK,FodderGrass -33,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,AK,Corn -33,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,AK,biomass -33,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,AK,FiberCrop -33,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,AK,MiscCrop -33,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,AK,OilCrop -33,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,AK,OtherGrain -33,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Rice -33,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,AK,Root_Tuber -33,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,AK,SugarCrop -33,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,AK,Wheat -33,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,AK,FodderHerb -33,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,AK,FodderGrass -33,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,AK,Corn -33,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,AK,biomass -33,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,AK,FiberCrop -33,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,AK,MiscCrop -33,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,AK,OilCrop -33,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,AK,OtherGrain -33,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Rice -33,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,AK,Root_Tuber -33,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,SugarCrop -33,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,AK,Wheat -33,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,AK,FodderHerb -33,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,AK,FodderGrass -33,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,AK,Corn -33,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,AK,biomass -33,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,AK,FiberCrop -33,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,AK,MiscCrop -33,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,AK,OilCrop -33,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,AK,OtherGrain -33,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,AK,Rice -33,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,AK,Root_Tuber -33,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,AK,SugarCrop -33,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,AK,Wheat -33,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,AK,FodderHerb -33,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,AK,FodderGrass -33,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,AK,Corn -33,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,biomass -33,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,AK,FiberCrop -33,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,AK,MiscCrop -33,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,AK,OilCrop -33,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,AK,OtherGrain -33,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,Rice -33,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Root_Tuber -33,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,SugarCrop -33,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,AK,Wheat -33,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,AK,FodderHerb -33,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,AK,FodderGrass -33,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -33,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,AK,Corn -33,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,biomass -33,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,FiberCrop -33,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,AK,MiscCrop -33,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,AK,OilCrop -33,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,AK,OtherGrain -33,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,AK,Rice -33,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,Root_Tuber -33,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AK,SugarCrop -33,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,AK,Wheat -33,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,AK,FodderHerb 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-33,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,AK,OtherGrain -33,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,Rice -33,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,AK,Root_Tuber -33,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,SugarCrop -33,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,AK,Wheat 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-33,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,Rice -33,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,Root_Tuber -33,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,SugarCrop -33,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,AK,Wheat -33,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,AK,FodderHerb -33,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,AK,FodderGrass -33,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AK,PalmFruit -34,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,AL,Corn -34,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,AL,biomass -34,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,AL,FiberCrop -34,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,AL,MiscCrop -34,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,AL,OilCrop 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-34,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,AL,biomass -34,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,AL,FiberCrop -34,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,AL,MiscCrop 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-34,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,AL,biomass -34,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,AL,FiberCrop -34,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,AL,MiscCrop 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-34,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,AL,SugarCrop -34,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,AL,Wheat -34,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,AL,FodderHerb -34,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,AL,FodderGrass -34,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit -34,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,AL,Corn -34,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,AL,biomass -34,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,AL,FiberCrop -34,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,AL,MiscCrop -34,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,AL,OilCrop -34,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,AL,OtherGrain -34,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,Rice -34,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,AL,Root_Tuber -34,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,AL,SugarCrop -34,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,AL,Wheat -34,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,AL,FodderHerb -34,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,AL,FodderGrass -34,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit -34,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,AL,Corn -34,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,AL,biomass -34,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,AL,FiberCrop -34,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,AL,MiscCrop -34,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,AL,OilCrop -34,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,AL,OtherGrain -34,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,Rice -34,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,AL,Root_Tuber -34,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,SugarCrop -34,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,AL,Wheat -34,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,AL,FodderHerb -34,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,AL,FodderGrass -34,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit -34,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,AL,Corn -34,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,AL,biomass -34,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,AL,FiberCrop -34,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,AL,MiscCrop -34,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,AL,OilCrop -34,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,AL,OtherGrain -34,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,AL,Rice -34,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,AL,Root_Tuber -34,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,AL,SugarCrop -34,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,AL,Wheat -34,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,AL,FodderHerb -34,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,AL,FodderGrass -34,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit -34,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,AL,Corn -34,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,biomass -34,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,AL,FiberCrop -34,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,AL,MiscCrop -34,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,AL,OilCrop -34,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,AL,OtherGrain -34,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,Rice -34,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,Root_Tuber -34,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,SugarCrop -34,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,AL,Wheat -34,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,AL,FodderHerb -34,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,AL,FodderGrass -34,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit 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-34,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,AL,OtherGrain -34,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,AL,Rice -34,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,Root_Tuber -34,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AL,SugarCrop -34,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,AL,Wheat 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-34,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,SugarCrop -34,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,AL,Wheat -34,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,AL,FodderHerb -34,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,AL,FodderGrass -34,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit 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-34,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,AL,FodderHerb -34,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,AL,FodderGrass -34,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AL,PalmFruit -35,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,AR,Corn -35,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,AR,biomass -35,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,AR,FiberCrop -35,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,AR,MiscCrop 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-35,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,AR,Wheat -35,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,AR,FodderHerb -35,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,AR,FodderGrass -35,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,PalmFruit 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-35,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,AR,Root_Tuber -35,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,AR,SugarCrop -35,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,AR,Wheat 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-35,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,AR,SugarCrop -35,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,AR,Wheat -35,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,AR,FodderHerb 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-35,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,AR,biomass -35,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,AR,FiberCrop -35,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,AR,MiscCrop 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-35,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,AR,FodderHerb -35,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,AR,FodderGrass -35,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,PalmFruit -35,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,AR,Corn -35,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,biomass 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-35,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,Rice -35,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,Root_Tuber -35,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AR,SugarCrop -35,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,AR,Wheat -35,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,AR,FodderHerb 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-36,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,AZ,FiberCrop -36,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,AZ,MiscCrop -36,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,AZ,OilCrop -36,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,AZ,OtherGrain -36,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Rice -36,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Root_Tuber -36,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,AZ,SugarCrop -36,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,AZ,Wheat -36,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,AZ,FodderHerb -36,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,AZ,FodderGrass -36,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,AZ,Corn -36,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,AZ,biomass -36,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,AZ,FiberCrop -36,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,AZ,MiscCrop -36,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,AZ,OilCrop -36,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,AZ,OtherGrain -36,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Rice -36,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Root_Tuber -36,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,SugarCrop -36,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,AZ,Wheat -36,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,AZ,FodderHerb -36,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,AZ,FodderGrass -36,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,AZ,Corn -36,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,AZ,biomass -36,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,AZ,FiberCrop -36,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,AZ,MiscCrop -36,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,AZ,OilCrop -36,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,AZ,OtherGrain -36,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Rice -36,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,AZ,Root_Tuber -36,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,AZ,SugarCrop -36,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,AZ,Wheat -36,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,AZ,FodderHerb -36,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,AZ,FodderGrass -36,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,AZ,Corn -36,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,AZ,biomass -36,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,AZ,FiberCrop -36,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,AZ,MiscCrop -36,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,AZ,OilCrop -36,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,AZ,OtherGrain -36,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Rice -36,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,AZ,Root_Tuber -36,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,AZ,SugarCrop -36,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,AZ,Wheat -36,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,AZ,FodderHerb -36,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,AZ,FodderGrass -36,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,AZ,Corn -36,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,AZ,biomass -36,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,AZ,FiberCrop -36,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,AZ,MiscCrop -36,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,AZ,OilCrop -36,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,AZ,OtherGrain -36,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Rice -36,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,AZ,Root_Tuber -36,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,SugarCrop -36,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,AZ,Wheat -36,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,AZ,FodderHerb -36,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,AZ,FodderGrass -36,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,AZ,Corn -36,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,AZ,biomass -36,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,AZ,FiberCrop -36,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,AZ,MiscCrop -36,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,AZ,OilCrop -36,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,AZ,OtherGrain -36,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,AZ,Rice -36,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,AZ,Root_Tuber -36,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,AZ,SugarCrop -36,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,AZ,Wheat -36,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,AZ,FodderHerb -36,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,AZ,FodderGrass -36,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,AZ,Corn -36,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,biomass -36,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,AZ,FiberCrop -36,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,AZ,MiscCrop -36,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,AZ,OilCrop -36,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,AZ,OtherGrain -36,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Rice -36,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Root_Tuber -36,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,SugarCrop -36,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,AZ,Wheat -36,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,AZ,FodderHerb -36,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,AZ,FodderGrass -36,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,AZ,Corn -36,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,biomass -36,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,FiberCrop -36,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,AZ,MiscCrop -36,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,AZ,OilCrop -36,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,AZ,OtherGrain -36,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,AZ,Rice -36,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,Root_Tuber -36,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,AZ,SugarCrop -36,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,AZ,Wheat -36,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,AZ,FodderHerb -36,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,AZ,FodderGrass -36,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Corn -36,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,biomass -36,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,FiberCrop -36,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,AZ,MiscCrop -36,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,OilCrop -36,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,AZ,OtherGrain -36,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Rice -36,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,AZ,Root_Tuber -36,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,SugarCrop -36,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,AZ,Wheat -36,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,AZ,FodderHerb -36,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,AZ,FodderGrass -36,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -36,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Corn -36,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,biomass -36,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,FiberCrop -36,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,MiscCrop -36,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,OilCrop -36,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,OtherGrain -36,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Rice -36,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,Root_Tuber -36,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,SugarCrop -36,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,AZ,Wheat -36,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,AZ,FodderHerb -36,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,AZ,FodderGrass -36,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,AZ,PalmFruit -37,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,CA,Corn -37,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,CA,biomass -37,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,CA,FiberCrop -37,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,CA,MiscCrop -37,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,CA,OilCrop -37,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,CA,OtherGrain -37,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,Rice -37,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Root_Tuber -37,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,CA,SugarCrop -37,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,CA,Wheat -37,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,CA,FodderHerb -37,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,CA,FodderGrass -37,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,CA,Corn -37,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,CA,biomass -37,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,CA,FiberCrop -37,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,CA,MiscCrop -37,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,CA,OilCrop -37,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,CA,OtherGrain -37,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Rice -37,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Root_Tuber -37,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,SugarCrop -37,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,CA,Wheat -37,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,CA,FodderHerb -37,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,CA,FodderGrass -37,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,CA,Corn -37,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,CA,biomass -37,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,CA,FiberCrop -37,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,CA,MiscCrop -37,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,CA,OilCrop -37,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,CA,OtherGrain -37,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Rice -37,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,CA,Root_Tuber -37,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,CA,SugarCrop -37,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,CA,Wheat -37,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,CA,FodderHerb -37,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,CA,FodderGrass -37,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,CA,Corn -37,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,CA,biomass -37,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,CA,FiberCrop -37,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,CA,MiscCrop -37,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,CA,OilCrop -37,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,CA,OtherGrain -37,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Rice -37,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,CA,Root_Tuber -37,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,CA,SugarCrop -37,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,CA,Wheat -37,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,CA,FodderHerb -37,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,CA,FodderGrass -37,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,CA,Corn -37,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,CA,biomass -37,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,CA,FiberCrop -37,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,CA,MiscCrop -37,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,CA,OilCrop -37,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,CA,OtherGrain -37,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Rice -37,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,CA,Root_Tuber -37,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,SugarCrop -37,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,CA,Wheat -37,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,CA,FodderHerb -37,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,CA,FodderGrass -37,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,CA,Corn -37,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,CA,biomass -37,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,CA,FiberCrop -37,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,CA,MiscCrop -37,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,CA,OilCrop -37,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,CA,OtherGrain -37,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,CA,Rice -37,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,CA,Root_Tuber -37,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,CA,SugarCrop -37,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,CA,Wheat -37,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,CA,FodderHerb -37,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,CA,FodderGrass -37,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,CA,Corn -37,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,biomass -37,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,CA,FiberCrop -37,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,CA,MiscCrop -37,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,CA,OilCrop -37,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,CA,OtherGrain -37,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,Rice -37,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,Root_Tuber -37,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CA,SugarCrop -37,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,CA,Wheat -37,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,CA,FodderHerb -37,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,CA,FodderGrass -37,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,PalmFruit -37,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,CA,Corn -37,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CA,biomass 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-38,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,CO,biomass -38,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,CO,FiberCrop -38,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,CO,MiscCrop -38,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,CO,OilCrop -38,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,CO,OtherGrain -38,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Rice -38,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Root_Tuber -38,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,SugarCrop -38,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,CO,Wheat 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-38,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,CO,biomass -38,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,CO,FiberCrop -38,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,CO,MiscCrop -38,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,CO,OilCrop -38,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,CO,OtherGrain -38,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Rice -38,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,CO,Root_Tuber -38,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,CO,SugarCrop -38,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,CO,Wheat -38,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,CO,FodderHerb -38,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,CO,FodderGrass -38,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,PalmFruit -38,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,CO,Corn -38,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,CO,biomass -38,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,CO,FiberCrop -38,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,CO,MiscCrop -38,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,CO,OilCrop -38,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,CO,OtherGrain -38,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Rice -38,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,CO,Root_Tuber -38,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,CO,SugarCrop -38,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,CO,Wheat -38,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,CO,FodderHerb -38,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,CO,FodderGrass -38,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,PalmFruit -38,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,CO,Corn -38,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,CO,biomass -38,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,CO,FiberCrop -38,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,CO,MiscCrop -38,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,CO,OilCrop -38,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,CO,OtherGrain -38,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Rice -38,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,CO,Root_Tuber -38,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,SugarCrop -38,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,CO,Wheat -38,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,CO,FodderHerb -38,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,CO,FodderGrass -38,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,PalmFruit -38,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,CO,Corn -38,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,CO,biomass -38,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,CO,FiberCrop -38,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,CO,MiscCrop -38,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,CO,OilCrop -38,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,CO,OtherGrain -38,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,CO,Rice -38,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,CO,Root_Tuber -38,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,CO,SugarCrop -38,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,CO,Wheat -38,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,CO,FodderHerb 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-38,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,SugarCrop -38,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,CO,Wheat -38,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,CO,FodderHerb -38,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,CO,FodderGrass -38,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,PalmFruit 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-38,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,CO,OtherGrain -38,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,CO,Rice -38,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,Root_Tuber -38,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CO,SugarCrop -38,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,CO,Wheat 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-38,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,SugarCrop -38,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,CO,Wheat -38,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,CO,FodderHerb -38,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,CO,FodderGrass -38,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CO,PalmFruit 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-39,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,CT,biomass -39,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,CT,FiberCrop -39,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,CT,MiscCrop -39,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,CT,OilCrop -39,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,CT,OtherGrain -39,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,Rice -39,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,Root_Tuber -39,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,CT,SugarCrop 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-39,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,CT,MiscCrop -39,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,CT,OilCrop -39,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,CT,OtherGrain -39,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,Rice -39,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,CT,Root_Tuber -39,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,CT,SugarCrop -39,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,CT,Wheat -39,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,CT,FodderHerb -39,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,CT,FodderGrass -39,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,PalmFruit -39,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,CT,Corn -39,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,CT,biomass -39,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,CT,FiberCrop -39,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,CT,MiscCrop 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-39,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,CT,SugarCrop -39,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,CT,Wheat -39,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,CT,FodderHerb 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-39,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,CT,OtherGrain -39,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,Rice -39,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,CT,Root_Tuber -39,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,SugarCrop -39,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,CT,Wheat 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-39,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,CT,OtherGrain -39,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,Rice -39,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,Root_Tuber -39,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,CT,SugarCrop -39,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,CT,Wheat 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-39,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,CT,OtherGrain -39,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,Rice -39,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,CT,Root_Tuber -39,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,SugarCrop -39,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,CT,Wheat -39,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,CT,FodderHerb -39,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,CT,FodderGrass -39,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,PalmFruit -39,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,Corn -39,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,biomass -39,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,FiberCrop -39,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,MiscCrop -39,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,OilCrop -39,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,CT,OtherGrain 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-40,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,DC,SugarCrop -40,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,DC,Wheat -40,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,DC,FodderHerb 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-40,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,DC,FiberCrop -40,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,DC,MiscCrop -40,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,DC,OilCrop -40,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,DC,OtherGrain -40,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,Rice -40,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,DC,Root_Tuber -40,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,DC,SugarCrop 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-40,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,DC,Root_Tuber -40,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,SugarCrop -40,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,DC,Wheat -40,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,DC,FodderHerb -40,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,DC,FodderGrass -40,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,PalmFruit -40,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,DC,Corn -40,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,DC,biomass -40,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,DC,FiberCrop -40,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,DC,MiscCrop -40,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,DC,OilCrop 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-40,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,DC,SugarCrop -40,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,DC,Wheat -40,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,DC,FodderHerb -40,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,DC,FodderGrass -40,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,PalmFruit -40,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,DC,Corn -40,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,biomass -40,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,DC,FiberCrop -40,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,DC,MiscCrop -40,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,DC,OilCrop -40,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,DC,OtherGrain -40,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,Rice -40,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,Root_Tuber -40,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,SugarCrop -40,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,DC,Wheat -40,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,DC,FodderHerb -40,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,DC,FodderGrass -40,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,PalmFruit -40,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,DC,Corn -40,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,biomass -40,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,FiberCrop -40,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,DC,MiscCrop -40,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,DC,OilCrop -40,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,DC,OtherGrain -40,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,DC,Rice -40,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,Root_Tuber -40,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DC,SugarCrop -40,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,DC,Wheat 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-40,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,SugarCrop -40,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,DC,Wheat -40,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,DC,FodderHerb -40,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,DC,FodderGrass -40,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,PalmFruit -40,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,Corn -40,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,biomass -40,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,FiberCrop -40,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,MiscCrop -40,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,OilCrop -40,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,OtherGrain -40,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,Rice -40,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,Root_Tuber -40,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,SugarCrop -40,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,DC,Wheat -40,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,DC,FodderHerb -40,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,DC,FodderGrass -40,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DC,PalmFruit -41,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,DE,Corn 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-41,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,DE,Corn -41,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,DE,biomass -41,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,DE,FiberCrop 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-41,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,DE,Root_Tuber -41,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,DE,SugarCrop -41,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,DE,Wheat -41,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,DE,FodderHerb -41,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,DE,FodderGrass -41,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,DE,Corn -41,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,DE,biomass -41,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,DE,FiberCrop -41,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,DE,MiscCrop -41,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,DE,OilCrop -41,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,DE,OtherGrain -41,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,Rice -41,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,DE,Root_Tuber -41,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,DE,SugarCrop -41,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,DE,Wheat -41,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,DE,FodderHerb -41,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,DE,FodderGrass -41,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,DE,Corn -41,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,DE,biomass -41,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,DE,FiberCrop -41,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,DE,MiscCrop -41,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,DE,OilCrop -41,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,DE,OtherGrain -41,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,Rice -41,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,DE,Root_Tuber -41,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,SugarCrop -41,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,DE,Wheat -41,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,DE,FodderHerb -41,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,DE,FodderGrass -41,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,DE,Corn -41,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,DE,biomass -41,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,DE,FiberCrop -41,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,DE,MiscCrop -41,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,DE,OilCrop -41,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,DE,OtherGrain -41,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,DE,Rice -41,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,DE,Root_Tuber -41,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,DE,SugarCrop -41,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,DE,Wheat -41,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,DE,FodderHerb -41,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,DE,FodderGrass -41,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,DE,Corn -41,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,biomass -41,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,DE,FiberCrop -41,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,DE,MiscCrop -41,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,DE,OilCrop -41,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,DE,OtherGrain -41,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Rice -41,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,Root_Tuber -41,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,SugarCrop -41,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,DE,Wheat -41,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,DE,FodderHerb -41,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,DE,FodderGrass -41,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,DE,Corn -41,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,biomass -41,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,FiberCrop -41,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,DE,MiscCrop -41,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,DE,OilCrop -41,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,DE,OtherGrain -41,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,DE,Rice -41,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,Root_Tuber -41,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,DE,SugarCrop -41,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,DE,Wheat -41,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,DE,FodderHerb -41,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,DE,FodderGrass -41,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Corn -41,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,biomass -41,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,FiberCrop -41,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,DE,MiscCrop -41,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,OilCrop -41,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,DE,OtherGrain -41,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Rice -41,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,DE,Root_Tuber -41,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,SugarCrop -41,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,DE,Wheat -41,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,DE,FodderHerb -41,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,DE,FodderGrass -41,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -41,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Corn -41,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,biomass -41,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,FiberCrop -41,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,MiscCrop -41,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,OilCrop -41,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,OtherGrain -41,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Rice -41,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,Root_Tuber -41,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,SugarCrop -41,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,DE,Wheat -41,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,DE,FodderHerb -41,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,DE,FodderGrass -41,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,DE,PalmFruit -42,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,FL,Corn -42,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,FL,biomass -42,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,FL,FiberCrop -42,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,FL,MiscCrop -42,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,FL,OilCrop -42,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,FL,OtherGrain -42,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Rice -42,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Root_Tuber -42,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,FL,SugarCrop -42,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,FL,Wheat -42,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,FL,FodderHerb -42,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,FL,FodderGrass -42,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,FL,Corn -42,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,FL,biomass -42,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,FL,FiberCrop -42,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,FL,MiscCrop -42,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,FL,OilCrop -42,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,FL,OtherGrain -42,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Rice -42,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Root_Tuber -42,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,SugarCrop -42,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,FL,Wheat -42,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,FL,FodderHerb -42,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,FL,FodderGrass -42,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,FL,Corn -42,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,FL,biomass -42,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,FL,FiberCrop -42,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,FL,MiscCrop -42,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,FL,OilCrop -42,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,FL,OtherGrain -42,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Rice -42,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,FL,Root_Tuber -42,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,FL,SugarCrop -42,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,FL,Wheat -42,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,FL,FodderHerb -42,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,FL,FodderGrass -42,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,FL,Corn -42,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,FL,biomass -42,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,FL,FiberCrop -42,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,FL,MiscCrop -42,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,FL,OilCrop -42,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,FL,OtherGrain -42,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Rice -42,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,FL,Root_Tuber -42,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,FL,SugarCrop -42,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,FL,Wheat -42,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,FL,FodderHerb -42,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,FL,FodderGrass -42,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,FL,Corn -42,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,FL,biomass -42,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,FL,FiberCrop -42,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,FL,MiscCrop -42,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,FL,OilCrop -42,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,FL,OtherGrain -42,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Rice -42,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,FL,Root_Tuber -42,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,SugarCrop -42,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,FL,Wheat -42,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,FL,FodderHerb -42,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,FL,FodderGrass -42,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,FL,Corn -42,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,FL,biomass -42,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,FL,FiberCrop -42,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,FL,MiscCrop -42,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,FL,OilCrop 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-42,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,FL,SugarCrop -42,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,FL,Wheat -42,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,FL,FodderHerb -42,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,FL,FodderGrass -42,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,FL,Corn -42,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,biomass -42,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,FL,FiberCrop 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-42,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,SugarCrop -42,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,FL,Wheat -42,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,FL,FodderHerb -42,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,FL,FodderGrass -42,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,FL,Corn -42,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,biomass -42,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,FiberCrop -42,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,FL,MiscCrop -42,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,FL,OilCrop -42,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,FL,OtherGrain -42,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,FL,Rice -42,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,Root_Tuber -42,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,FL,SugarCrop -42,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,FL,Wheat -42,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,FL,FodderHerb -42,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,FL,FodderGrass -42,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Corn -42,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,biomass -42,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,FiberCrop -42,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,FL,MiscCrop -42,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,OilCrop -42,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,FL,OtherGrain -42,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Rice -42,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,FL,Root_Tuber -42,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,SugarCrop -42,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,FL,Wheat -42,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,FL,FodderHerb -42,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,FL,FodderGrass -42,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,PalmFruit -42,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Corn -42,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,biomass -42,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,FiberCrop -42,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,MiscCrop -42,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,OilCrop -42,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,OtherGrain -42,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Rice -42,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,Root_Tuber -42,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,FL,SugarCrop -42,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,FL,Wheat 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-44,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,HI,SugarCrop -44,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,HI,Wheat -44,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,HI,FodderHerb 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-44,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,HI,MiscCrop -44,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,HI,OilCrop -44,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,HI,OtherGrain -44,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,HI,Rice -44,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,HI,Root_Tuber -44,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,HI,SugarCrop -44,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,HI,Wheat -44,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,HI,FodderHerb 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-44,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,HI,FiberCrop -44,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,HI,MiscCrop -44,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,HI,OilCrop -44,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,HI,OtherGrain -44,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,HI,Rice -44,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,HI,Root_Tuber -44,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,HI,SugarCrop -44,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,HI,Wheat -44,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,HI,FodderHerb -44,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,HI,FodderGrass -44,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,PalmFruit -44,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,HI,Corn -44,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,biomass -44,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,HI,FiberCrop -44,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,HI,MiscCrop -44,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,HI,OilCrop -44,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,HI,OtherGrain -44,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,Rice -44,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,HI,Root_Tuber -44,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,HI,SugarCrop -44,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,HI,Wheat -44,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,HI,FodderHerb -44,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,HI,FodderGrass -44,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,PalmFruit -44,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,HI,Corn -44,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,biomass -44,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,HI,FiberCrop -44,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,HI,MiscCrop -44,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,HI,OilCrop 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-45,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,IA,Wheat -45,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,IA,FodderHerb -45,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,IA,FodderGrass -45,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,IA,Corn -45,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,IA,biomass -45,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,IA,FiberCrop -45,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,IA,MiscCrop -45,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,IA,OilCrop -45,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,IA,OtherGrain -45,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,Rice -45,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,IA,Root_Tuber -45,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,IA,SugarCrop -45,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,IA,Wheat -45,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,IA,FodderHerb -45,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,IA,FodderGrass -45,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,IA,Corn -45,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,IA,biomass -45,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,IA,FiberCrop -45,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,IA,MiscCrop -45,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,IA,OilCrop -45,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,IA,OtherGrain -45,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,Rice -45,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,IA,Root_Tuber -45,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,IA,SugarCrop -45,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,IA,Wheat -45,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,IA,FodderHerb -45,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,IA,FodderGrass -45,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,IA,Corn -45,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,IA,biomass -45,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,IA,FiberCrop -45,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,IA,MiscCrop -45,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,IA,OilCrop -45,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,IA,OtherGrain -45,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,Rice -45,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,IA,Root_Tuber -45,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,SugarCrop -45,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,IA,Wheat -45,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,IA,FodderHerb -45,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,IA,FodderGrass -45,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,IA,Corn -45,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,IA,biomass -45,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,IA,FiberCrop -45,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,IA,MiscCrop -45,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,IA,OilCrop -45,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,IA,OtherGrain -45,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,IA,Rice -45,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,IA,Root_Tuber -45,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,IA,SugarCrop -45,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,IA,Wheat -45,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,IA,FodderHerb -45,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,IA,FodderGrass -45,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,IA,Corn -45,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,biomass -45,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,IA,FiberCrop -45,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,IA,MiscCrop -45,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,IA,OilCrop -45,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,IA,OtherGrain -45,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Rice -45,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,Root_Tuber -45,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,SugarCrop -45,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,IA,Wheat -45,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,IA,FodderHerb -45,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,IA,FodderGrass -45,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,IA,Corn -45,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,biomass -45,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,FiberCrop -45,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,IA,MiscCrop -45,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,IA,OilCrop -45,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,IA,OtherGrain -45,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,IA,Rice -45,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,Root_Tuber -45,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IA,SugarCrop -45,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,IA,Wheat -45,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,IA,FodderHerb -45,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,IA,FodderGrass -45,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Corn -45,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,biomass -45,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,FiberCrop -45,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,IA,MiscCrop -45,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,OilCrop -45,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,IA,OtherGrain -45,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Rice -45,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,IA,Root_Tuber -45,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,SugarCrop -45,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,IA,Wheat -45,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,IA,FodderHerb -45,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,IA,FodderGrass -45,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -45,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Corn -45,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,biomass -45,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,FiberCrop -45,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,MiscCrop -45,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,OilCrop -45,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,OtherGrain -45,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Rice -45,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,Root_Tuber -45,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,SugarCrop -45,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,IA,Wheat -45,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,IA,FodderHerb -45,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,IA,FodderGrass -45,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IA,PalmFruit -46,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,ID,Corn -46,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,ID,biomass -46,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,ID,FiberCrop -46,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,ID,MiscCrop -46,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,ID,OilCrop -46,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,ID,OtherGrain -46,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Rice -46,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Root_Tuber -46,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,ID,SugarCrop -46,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,ID,Wheat -46,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,ID,FodderHerb -46,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,ID,FodderGrass -46,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,ID,Corn -46,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,ID,biomass -46,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,ID,FiberCrop -46,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,ID,MiscCrop -46,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,ID,OilCrop -46,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,ID,OtherGrain -46,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Rice -46,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Root_Tuber -46,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,SugarCrop -46,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,ID,Wheat -46,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,ID,FodderHerb -46,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,ID,FodderGrass -46,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,ID,Corn -46,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,ID,biomass -46,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,ID,FiberCrop -46,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,ID,MiscCrop -46,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,ID,OilCrop -46,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,ID,OtherGrain -46,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Rice -46,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,ID,Root_Tuber -46,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,ID,SugarCrop -46,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,ID,Wheat -46,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,ID,FodderHerb -46,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,ID,FodderGrass -46,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,ID,Corn -46,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,ID,biomass -46,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,ID,FiberCrop -46,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,ID,MiscCrop -46,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,ID,OilCrop -46,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,ID,OtherGrain -46,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Rice -46,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,ID,Root_Tuber -46,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,ID,SugarCrop -46,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,ID,Wheat -46,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,ID,FodderHerb -46,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,ID,FodderGrass -46,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,ID,Corn -46,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,ID,biomass -46,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,ID,FiberCrop -46,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,ID,MiscCrop -46,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,ID,OilCrop -46,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,ID,OtherGrain -46,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Rice -46,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,ID,Root_Tuber -46,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,SugarCrop -46,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,ID,Wheat -46,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,ID,FodderHerb -46,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,ID,FodderGrass -46,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,ID,Corn -46,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,ID,biomass -46,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,ID,FiberCrop -46,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,ID,MiscCrop -46,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,ID,OilCrop -46,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,ID,OtherGrain -46,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,ID,Rice -46,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,ID,Root_Tuber -46,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,ID,SugarCrop -46,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,ID,Wheat -46,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,ID,FodderHerb -46,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,ID,FodderGrass -46,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,ID,Corn -46,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,biomass -46,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,ID,FiberCrop -46,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,ID,MiscCrop -46,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,ID,OilCrop -46,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,ID,OtherGrain -46,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Rice -46,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Root_Tuber -46,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,SugarCrop -46,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,ID,Wheat -46,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,ID,FodderHerb -46,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,ID,FodderGrass -46,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,ID,Corn -46,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,biomass -46,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,FiberCrop -46,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,ID,MiscCrop -46,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,ID,OilCrop -46,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,ID,OtherGrain -46,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,ID,Rice -46,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,Root_Tuber -46,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ID,SugarCrop -46,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,ID,Wheat -46,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,ID,FodderHerb -46,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,ID,FodderGrass -46,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Corn -46,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,biomass -46,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,FiberCrop -46,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,ID,MiscCrop -46,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,OilCrop -46,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,ID,OtherGrain -46,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Rice -46,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,ID,Root_Tuber -46,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,SugarCrop -46,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,ID,Wheat -46,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,ID,FodderHerb -46,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,ID,FodderGrass -46,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -46,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Corn -46,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,biomass -46,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,FiberCrop -46,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,MiscCrop -46,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,OilCrop -46,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,OtherGrain -46,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Rice -46,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,Root_Tuber -46,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,SugarCrop -46,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,ID,Wheat -46,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,ID,FodderHerb -46,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,ID,FodderGrass -46,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ID,PalmFruit -47,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,IL,Corn -47,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,IL,biomass -47,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,IL,FiberCrop -47,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,IL,MiscCrop 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-47,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,IL,Corn -47,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,IL,biomass -47,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,IL,FiberCrop -47,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,IL,MiscCrop -47,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,IL,OilCrop -47,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,IL,OtherGrain -47,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Rice -47,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Root_Tuber -47,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,SugarCrop -47,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,IL,Wheat -47,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,IL,FodderHerb -47,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,IL,FodderGrass -47,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,IL,Corn -47,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,IL,biomass -47,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,IL,FiberCrop -47,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,IL,MiscCrop -47,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,IL,OilCrop -47,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,IL,OtherGrain -47,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Rice -47,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,IL,Root_Tuber -47,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,IL,SugarCrop -47,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,IL,Wheat -47,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,IL,FodderHerb -47,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,IL,FodderGrass -47,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,IL,Corn -47,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,IL,biomass -47,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,IL,FiberCrop -47,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,IL,MiscCrop -47,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,IL,OilCrop -47,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,IL,OtherGrain -47,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Rice -47,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,IL,Root_Tuber -47,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,IL,SugarCrop -47,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,IL,Wheat -47,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,IL,FodderHerb -47,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,IL,FodderGrass -47,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,IL,Corn -47,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,IL,biomass -47,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,IL,FiberCrop -47,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,IL,MiscCrop -47,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,IL,OilCrop -47,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,IL,OtherGrain -47,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Rice -47,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,IL,Root_Tuber -47,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,SugarCrop -47,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,IL,Wheat -47,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,IL,FodderHerb -47,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,IL,FodderGrass -47,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,IL,Corn -47,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,IL,biomass -47,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,IL,FiberCrop -47,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,IL,MiscCrop -47,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,IL,OilCrop -47,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,IL,OtherGrain -47,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,IL,Rice -47,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,IL,Root_Tuber -47,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,IL,SugarCrop -47,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,IL,Wheat -47,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,IL,FodderHerb -47,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,IL,FodderGrass -47,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,IL,Corn -47,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,biomass -47,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,IL,FiberCrop -47,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,IL,MiscCrop -47,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,IL,OilCrop -47,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,IL,OtherGrain -47,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,Rice -47,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Root_Tuber -47,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,SugarCrop -47,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,IL,Wheat -47,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,IL,FodderHerb -47,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,IL,FodderGrass -47,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,IL,Corn -47,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,biomass -47,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,FiberCrop -47,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,IL,MiscCrop -47,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,IL,OilCrop -47,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,IL,OtherGrain -47,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,IL,Rice -47,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,Root_Tuber -47,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IL,SugarCrop -47,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,IL,Wheat -47,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,IL,FodderHerb -47,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,IL,FodderGrass -47,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -47,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,Corn -47,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,biomass -47,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,FiberCrop -47,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,IL,MiscCrop -47,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,OilCrop 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-47,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,Rice -47,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,Root_Tuber -47,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,SugarCrop -47,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,IL,Wheat -47,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,IL,FodderHerb -47,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,IL,FodderGrass -47,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IL,PalmFruit -48,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,IN,Corn -48,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,IN,biomass -48,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,IN,FiberCrop -48,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,IN,MiscCrop -48,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,IN,OilCrop -48,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,IN,OtherGrain -48,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Rice -48,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Root_Tuber -48,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,IN,SugarCrop -48,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,IN,Wheat -48,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,IN,FodderHerb -48,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,IN,FodderGrass -48,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,IN,Corn -48,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,IN,biomass -48,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,IN,FiberCrop -48,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,IN,MiscCrop 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-48,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,IN,FodderHerb -48,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,IN,FodderGrass -48,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,IN,Corn -48,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,IN,biomass -48,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,IN,FiberCrop -48,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,IN,MiscCrop -48,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,IN,OilCrop -48,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,IN,OtherGrain -48,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Rice -48,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,IN,Root_Tuber -48,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,IN,SugarCrop -48,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,IN,Wheat -48,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,IN,FodderHerb -48,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,IN,FodderGrass -48,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,IN,Corn -48,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,IN,biomass -48,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,IN,FiberCrop -48,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,IN,MiscCrop -48,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,IN,OilCrop -48,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,IN,OtherGrain -48,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Rice -48,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,IN,Root_Tuber -48,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,IN,SugarCrop -48,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,IN,Wheat -48,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,IN,FodderHerb -48,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,IN,FodderGrass -48,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,IN,Corn -48,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,IN,biomass -48,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,IN,FiberCrop -48,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,IN,MiscCrop -48,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,IN,OilCrop -48,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,IN,OtherGrain -48,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Rice -48,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,IN,Root_Tuber -48,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,SugarCrop -48,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,IN,Wheat -48,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,IN,FodderHerb -48,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,IN,FodderGrass -48,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,IN,Corn -48,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,IN,biomass -48,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,IN,FiberCrop -48,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,IN,MiscCrop -48,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,IN,OilCrop -48,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,IN,OtherGrain -48,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,IN,Rice -48,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,IN,Root_Tuber -48,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,IN,SugarCrop -48,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,IN,Wheat -48,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,IN,FodderHerb -48,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,IN,FodderGrass -48,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,IN,Corn -48,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,biomass -48,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,IN,FiberCrop -48,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,IN,MiscCrop -48,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,IN,OilCrop -48,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,IN,OtherGrain -48,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Rice -48,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Root_Tuber -48,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,SugarCrop -48,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,IN,Wheat -48,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,IN,FodderHerb -48,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,IN,FodderGrass -48,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,IN,Corn -48,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,biomass -48,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,FiberCrop -48,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,IN,MiscCrop -48,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,IN,OilCrop -48,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,IN,OtherGrain -48,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,IN,Rice -48,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,Root_Tuber -48,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,IN,SugarCrop -48,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,IN,Wheat -48,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,IN,FodderHerb -48,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,IN,FodderGrass -48,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Corn -48,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,biomass -48,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,FiberCrop -48,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,IN,MiscCrop -48,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,OilCrop -48,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,IN,OtherGrain -48,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Rice -48,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,IN,Root_Tuber -48,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,SugarCrop -48,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,IN,Wheat -48,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,IN,FodderHerb -48,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,IN,FodderGrass -48,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -48,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Corn -48,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,biomass -48,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,FiberCrop -48,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,MiscCrop -48,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,OilCrop -48,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,OtherGrain -48,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Rice -48,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,Root_Tuber -48,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,SugarCrop -48,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,IN,Wheat -48,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,IN,FodderHerb -48,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,IN,FodderGrass -48,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,IN,PalmFruit -49,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,KS,Corn -49,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,KS,biomass -49,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,KS,FiberCrop -49,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,KS,MiscCrop -49,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,KS,OilCrop -49,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,KS,OtherGrain -49,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,Rice -49,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Root_Tuber -49,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,KS,SugarCrop -49,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,KS,Wheat -49,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,KS,FodderHerb -49,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,KS,FodderGrass -49,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -49,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,KS,Corn -49,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,KS,biomass -49,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,KS,FiberCrop -49,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,KS,MiscCrop -49,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,KS,OilCrop -49,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,KS,OtherGrain -49,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Rice -49,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Root_Tuber -49,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,SugarCrop -49,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,KS,Wheat -49,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,KS,FodderHerb -49,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,KS,FodderGrass -49,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -49,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,KS,Corn -49,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,KS,biomass -49,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,KS,FiberCrop -49,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,KS,MiscCrop -49,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,KS,OilCrop -49,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,KS,OtherGrain -49,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Rice -49,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,KS,Root_Tuber -49,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,KS,SugarCrop -49,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,KS,Wheat -49,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,KS,FodderHerb -49,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,KS,FodderGrass -49,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -49,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,KS,Corn -49,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,KS,biomass -49,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,KS,FiberCrop -49,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,KS,MiscCrop -49,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,KS,OilCrop -49,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,KS,OtherGrain -49,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Rice -49,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,KS,Root_Tuber -49,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,KS,SugarCrop -49,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,KS,Wheat -49,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,KS,FodderHerb -49,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,KS,FodderGrass -49,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -49,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,KS,Corn -49,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,KS,biomass -49,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,KS,FiberCrop -49,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,KS,MiscCrop -49,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,KS,OilCrop -49,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,KS,OtherGrain -49,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Rice -49,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,KS,Root_Tuber -49,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,SugarCrop -49,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,KS,Wheat -49,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,KS,FodderHerb -49,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,KS,FodderGrass -49,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -49,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,KS,Corn -49,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,KS,biomass -49,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,KS,FiberCrop -49,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,KS,MiscCrop 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-49,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,KS,Root_Tuber -49,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,KS,SugarCrop -49,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,KS,Wheat 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-49,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,KS,FiberCrop -49,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,KS,MiscCrop -49,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,KS,OilCrop -49,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,KS,OtherGrain -49,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,Rice -49,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,Root_Tuber -49,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KS,SugarCrop -49,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,KS,Wheat 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-49,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,FiberCrop -49,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,KS,MiscCrop -49,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,KS,OilCrop -49,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,KS,OtherGrain 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-49,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,KS,OtherGrain -49,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,Rice -49,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,KS,Root_Tuber -49,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,SugarCrop -49,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,KS,Wheat 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-49,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,Rice -49,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,Root_Tuber -49,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,SugarCrop -49,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,KS,Wheat -49,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,KS,FodderHerb -49,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,KS,FodderGrass -49,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KS,PalmFruit -50,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,KY,Corn -50,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,KY,biomass 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-50,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,KY,biomass -50,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,KY,FiberCrop -50,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,KY,MiscCrop 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-50,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,KY,FodderHerb -50,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,KY,FodderGrass -50,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit -50,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,KY,Corn -50,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,KY,biomass -50,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,KY,FiberCrop -50,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,KY,MiscCrop -50,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,KY,OilCrop -50,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,KY,OtherGrain -50,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KY,Rice -50,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,KY,Root_Tuber -50,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,KY,SugarCrop -50,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,KY,Wheat -50,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,KY,FodderHerb -50,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,KY,FodderGrass -50,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit -50,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,KY,Corn -50,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,KY,biomass -50,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,KY,FiberCrop -50,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,KY,MiscCrop -50,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,KY,OilCrop -50,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,KY,OtherGrain -50,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KY,Rice -50,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,KY,Root_Tuber -50,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,KY,SugarCrop -50,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,KY,Wheat -50,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,KY,FodderHerb -50,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,KY,FodderGrass -50,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit -50,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,KY,Corn -50,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,KY,biomass -50,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,KY,FiberCrop -50,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,KY,MiscCrop -50,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,KY,OilCrop -50,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,KY,OtherGrain -50,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KY,Rice 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-50,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,KY,SugarCrop -50,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,KY,Wheat -50,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,KY,FodderHerb 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-50,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,KY,SugarCrop -50,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,KY,Wheat -50,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,KY,FodderHerb -50,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,KY,FodderGrass -50,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit 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-50,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,KY,FodderHerb -50,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,KY,FodderGrass -50,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit -50,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,Corn -50,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,biomass -50,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,FiberCrop -50,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,KY,MiscCrop -50,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,OilCrop -50,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,KY,OtherGrain -50,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,Rice -50,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,KY,Root_Tuber -50,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,SugarCrop -50,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,KY,Wheat -50,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,KY,FodderHerb -50,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,KY,FodderGrass -50,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,KY,PalmFruit 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-51,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,LA,biomass -51,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,LA,FiberCrop -51,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,LA,MiscCrop 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-51,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,LA,Root_Tuber -51,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,LA,SugarCrop -51,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,LA,Wheat -51,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,LA,FodderHerb -51,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,LA,FodderGrass -51,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,LA,PalmFruit -51,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,LA,Corn 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-51,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,LA,FodderHerb -51,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,LA,FodderGrass -51,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,LA,PalmFruit -51,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,LA,Corn -51,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,LA,biomass 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-51,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,LA,FodderHerb -51,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,LA,FodderGrass -51,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,LA,PalmFruit -51,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,LA,Corn -51,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,LA,biomass 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-52,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MA,FodderHerb -52,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MA,FodderGrass -52,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MA,Corn -52,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MA,biomass -52,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MA,FiberCrop -52,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MA,MiscCrop -52,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MA,OilCrop -52,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MA,OtherGrain -52,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MA,Rice -52,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MA,Root_Tuber -52,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MA,SugarCrop -52,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MA,Wheat -52,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MA,FodderHerb -52,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MA,FodderGrass -52,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MA,Corn -52,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MA,biomass -52,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MA,FiberCrop -52,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MA,MiscCrop -52,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MA,OilCrop -52,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MA,OtherGrain -52,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MA,Rice -52,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MA,Root_Tuber -52,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MA,SugarCrop -52,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MA,Wheat -52,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MA,FodderHerb -52,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MA,FodderGrass -52,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MA,Corn -52,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MA,biomass -52,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MA,FiberCrop -52,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MA,MiscCrop -52,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MA,OilCrop -52,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MA,OtherGrain -52,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MA,Rice -52,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MA,Root_Tuber -52,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MA,SugarCrop -52,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MA,Wheat -52,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MA,FodderHerb -52,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MA,FodderGrass -52,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MA,Corn -52,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MA,biomass -52,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MA,FiberCrop -52,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MA,MiscCrop -52,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MA,OilCrop 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-52,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MA,SugarCrop -52,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MA,Wheat -52,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MA,FodderHerb 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-52,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MA,SugarCrop -52,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,MA,Wheat -52,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,MA,FodderHerb -52,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,MA,FodderGrass -52,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,MA,Corn -52,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,biomass -52,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,FiberCrop -52,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,MA,MiscCrop -52,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,MA,OilCrop 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-52,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,MA,FodderHerb -52,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,MA,FodderGrass -52,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -52,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,Corn -52,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,biomass -52,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,FiberCrop -52,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,MA,MiscCrop -52,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,OilCrop -52,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,MA,OtherGrain -52,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,Rice -52,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,MA,Root_Tuber -52,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,SugarCrop -52,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,MA,Wheat -52,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MA,FodderHerb -52,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MA,FodderGrass -52,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit 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-52,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,MA,FodderHerb -52,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,MA,FodderGrass -52,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MA,PalmFruit -53,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,MD,Corn -53,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MD,biomass -53,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MD,FiberCrop -53,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MD,MiscCrop 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-53,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,MD,Wheat -53,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,MD,FodderHerb -53,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,MD,FodderGrass -53,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,MD,Corn -53,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,MD,biomass -53,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,MD,FiberCrop -53,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,MD,MiscCrop -53,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,MD,OilCrop -53,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,MD,OtherGrain -53,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Rice -53,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Root_Tuber -53,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,SugarCrop -53,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,MD,Wheat -53,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MD,FodderHerb -53,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MD,FodderGrass -53,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MD,Corn -53,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MD,biomass -53,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MD,FiberCrop -53,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MD,MiscCrop -53,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MD,OilCrop -53,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MD,OtherGrain -53,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Rice -53,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MD,Root_Tuber -53,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MD,SugarCrop -53,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MD,Wheat -53,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MD,FodderHerb -53,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MD,FodderGrass -53,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MD,Corn -53,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MD,biomass -53,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MD,FiberCrop -53,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MD,MiscCrop -53,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MD,OilCrop -53,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MD,OtherGrain -53,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Rice -53,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MD,Root_Tuber -53,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MD,SugarCrop -53,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MD,Wheat -53,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MD,FodderHerb -53,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MD,FodderGrass -53,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MD,Corn -53,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MD,biomass -53,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MD,FiberCrop -53,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MD,MiscCrop -53,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MD,OilCrop -53,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MD,OtherGrain -53,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Rice -53,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MD,Root_Tuber -53,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,SugarCrop -53,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MD,Wheat -53,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MD,FodderHerb -53,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MD,FodderGrass -53,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MD,Corn -53,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MD,biomass -53,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MD,FiberCrop -53,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MD,MiscCrop -53,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MD,OilCrop -53,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,MD,OtherGrain -53,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,MD,Rice -53,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,MD,Root_Tuber -53,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MD,SugarCrop -53,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MD,Wheat -53,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MD,FodderHerb -53,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,MD,FodderGrass -53,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,MD,Corn -53,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,biomass -53,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,MD,FiberCrop -53,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,MD,MiscCrop -53,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,MD,OilCrop -53,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,MD,OtherGrain -53,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Rice -53,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Root_Tuber -53,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,SugarCrop -53,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,MD,Wheat -53,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,MD,FodderHerb -53,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,MD,FodderGrass -53,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,MD,Corn -53,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,biomass -53,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,FiberCrop -53,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,MD,MiscCrop -53,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,MD,OilCrop -53,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,MD,OtherGrain -53,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,MD,Rice -53,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,Root_Tuber -53,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MD,SugarCrop -53,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,MD,Wheat -53,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,MD,FodderHerb -53,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,MD,FodderGrass -53,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Corn -53,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,biomass -53,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,FiberCrop -53,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,MD,MiscCrop -53,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,OilCrop -53,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,MD,OtherGrain -53,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Rice -53,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,MD,Root_Tuber -53,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,SugarCrop -53,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,MD,Wheat -53,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MD,FodderHerb -53,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MD,FodderGrass -53,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -53,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Corn -53,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,biomass -53,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,FiberCrop -53,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,MiscCrop -53,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,OilCrop -53,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,OtherGrain -53,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Rice -53,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,Root_Tuber -53,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,SugarCrop -53,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,MD,Wheat -53,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,MD,FodderHerb -53,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,MD,FodderGrass -53,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MD,PalmFruit -54,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,ME,Corn -54,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,ME,biomass -54,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,ME,FiberCrop -54,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,ME,MiscCrop -54,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,ME,OilCrop -54,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,ME,OtherGrain -54,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Rice -54,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Root_Tuber -54,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,ME,SugarCrop -54,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,ME,Wheat -54,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,ME,FodderHerb -54,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,ME,FodderGrass -54,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,ME,Corn -54,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,ME,biomass -54,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,ME,FiberCrop -54,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,ME,MiscCrop -54,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,ME,OilCrop -54,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,ME,OtherGrain -54,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Rice -54,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Root_Tuber -54,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,SugarCrop -54,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,ME,Wheat -54,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,ME,FodderHerb -54,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,ME,FodderGrass -54,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,ME,Corn -54,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,ME,biomass -54,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,ME,FiberCrop -54,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,ME,MiscCrop -54,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,ME,OilCrop -54,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,ME,OtherGrain -54,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Rice -54,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,ME,Root_Tuber -54,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,ME,SugarCrop -54,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,ME,Wheat -54,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,ME,FodderHerb -54,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,ME,FodderGrass -54,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,ME,Corn -54,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,ME,biomass -54,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,ME,FiberCrop -54,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,ME,MiscCrop -54,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,ME,OilCrop -54,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,ME,OtherGrain -54,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Rice -54,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,ME,Root_Tuber -54,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,ME,SugarCrop -54,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,ME,Wheat -54,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,ME,FodderHerb -54,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,ME,FodderGrass -54,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,ME,Corn -54,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,ME,biomass -54,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,ME,FiberCrop -54,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,ME,MiscCrop -54,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,ME,OilCrop -54,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,ME,OtherGrain -54,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Rice -54,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,ME,Root_Tuber -54,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,SugarCrop -54,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,ME,Wheat -54,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,ME,FodderHerb -54,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,ME,FodderGrass -54,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,ME,Corn -54,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,ME,biomass -54,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,ME,FiberCrop -54,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,ME,MiscCrop -54,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,ME,OilCrop -54,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,ME,OtherGrain -54,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,ME,Rice -54,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,ME,Root_Tuber -54,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,ME,SugarCrop -54,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,ME,Wheat -54,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,ME,FodderHerb -54,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,ME,FodderGrass -54,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,ME,Corn -54,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,biomass -54,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,ME,FiberCrop -54,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,ME,MiscCrop -54,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,ME,OilCrop -54,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,ME,OtherGrain -54,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Rice -54,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Root_Tuber -54,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,SugarCrop -54,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,ME,Wheat -54,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,ME,FodderHerb -54,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,ME,FodderGrass -54,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,ME,Corn -54,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,biomass -54,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,FiberCrop -54,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,ME,MiscCrop -54,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,ME,OilCrop -54,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,ME,OtherGrain -54,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,ME,Rice -54,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,Root_Tuber -54,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ME,SugarCrop -54,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,ME,Wheat -54,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,ME,FodderHerb -54,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,ME,FodderGrass -54,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Corn -54,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,biomass -54,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,FiberCrop -54,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,ME,MiscCrop -54,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,OilCrop -54,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,ME,OtherGrain -54,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Rice -54,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,ME,Root_Tuber -54,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,SugarCrop -54,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,ME,Wheat -54,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,ME,FodderHerb -54,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,ME,FodderGrass -54,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -54,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Corn -54,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,biomass -54,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,FiberCrop -54,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,MiscCrop -54,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,OilCrop -54,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,OtherGrain -54,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Rice -54,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,Root_Tuber -54,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,SugarCrop -54,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,ME,Wheat -54,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,ME,FodderHerb -54,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,ME,FodderGrass -54,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ME,PalmFruit -55,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,MI,Corn -55,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MI,biomass -55,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MI,FiberCrop -55,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MI,MiscCrop -55,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,MI,OilCrop -55,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,MI,OtherGrain -55,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Rice -55,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Root_Tuber -55,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,MI,SugarCrop -55,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,MI,Wheat -55,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,MI,FodderHerb -55,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,MI,FodderGrass -55,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,MI,Corn -55,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,MI,biomass -55,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,MI,FiberCrop -55,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,MI,MiscCrop -55,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,MI,OilCrop -55,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,MI,OtherGrain -55,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Rice -55,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Root_Tuber -55,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,SugarCrop -55,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,MI,Wheat -55,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MI,FodderHerb -55,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MI,FodderGrass -55,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MI,Corn -55,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MI,biomass -55,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MI,FiberCrop -55,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MI,MiscCrop -55,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MI,OilCrop -55,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MI,OtherGrain -55,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Rice -55,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MI,Root_Tuber -55,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MI,SugarCrop -55,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MI,Wheat -55,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MI,FodderHerb -55,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MI,FodderGrass -55,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MI,Corn -55,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MI,biomass -55,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MI,FiberCrop -55,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MI,MiscCrop -55,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MI,OilCrop -55,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MI,OtherGrain -55,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Rice -55,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MI,Root_Tuber -55,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MI,SugarCrop -55,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MI,Wheat -55,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MI,FodderHerb -55,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MI,FodderGrass -55,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MI,Corn -55,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MI,biomass -55,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MI,FiberCrop -55,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MI,MiscCrop -55,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MI,OilCrop -55,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MI,OtherGrain -55,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Rice -55,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MI,Root_Tuber -55,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,SugarCrop -55,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MI,Wheat -55,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MI,FodderHerb -55,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MI,FodderGrass -55,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MI,Corn -55,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MI,biomass -55,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MI,FiberCrop -55,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MI,MiscCrop -55,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MI,OilCrop -55,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,MI,OtherGrain -55,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,MI,Rice -55,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,MI,Root_Tuber -55,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MI,SugarCrop -55,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MI,Wheat -55,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MI,FodderHerb -55,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,MI,FodderGrass -55,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,MI,Corn -55,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,biomass -55,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,MI,FiberCrop -55,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,MI,MiscCrop -55,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,MI,OilCrop -55,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,MI,OtherGrain -55,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Rice -55,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,Root_Tuber -55,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MI,SugarCrop -55,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,MI,Wheat -55,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,MI,FodderHerb -55,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,MI,FodderGrass -55,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,MI,Corn -55,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,biomass -55,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,FiberCrop -55,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,MI,MiscCrop -55,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,MI,OilCrop -55,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,MI,OtherGrain 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-55,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,MI,OtherGrain -55,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Rice -55,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,MI,Root_Tuber -55,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,SugarCrop -55,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,MI,Wheat -55,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MI,FodderHerb -55,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MI,FodderGrass -55,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -55,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Corn -55,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,biomass -55,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,FiberCrop -55,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,MiscCrop -55,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,OilCrop -55,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,OtherGrain -55,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Rice -55,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,Root_Tuber -55,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,SugarCrop -55,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,MI,Wheat -55,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,MI,FodderHerb -55,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,MI,FodderGrass -55,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MI,PalmFruit -56,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,MN,Corn -56,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MN,biomass -56,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MN,FiberCrop -56,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MN,MiscCrop -56,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,MN,OilCrop -56,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,MN,OtherGrain -56,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Rice -56,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Root_Tuber -56,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,MN,SugarCrop -56,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,MN,Wheat -56,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,MN,FodderHerb -56,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,MN,FodderGrass -56,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,MN,Corn -56,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,MN,biomass -56,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,MN,FiberCrop -56,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,MN,MiscCrop -56,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,MN,OilCrop -56,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,MN,OtherGrain -56,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Rice -56,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Root_Tuber -56,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,SugarCrop -56,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,MN,Wheat -56,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MN,FodderHerb -56,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MN,FodderGrass -56,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MN,Corn -56,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MN,biomass -56,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MN,FiberCrop -56,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MN,MiscCrop -56,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MN,OilCrop -56,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MN,OtherGrain -56,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Rice -56,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MN,Root_Tuber -56,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MN,SugarCrop -56,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MN,Wheat -56,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MN,FodderHerb -56,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MN,FodderGrass -56,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MN,Corn -56,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MN,biomass -56,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MN,FiberCrop -56,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MN,MiscCrop -56,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MN,OilCrop -56,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MN,OtherGrain -56,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Rice -56,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MN,Root_Tuber -56,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MN,SugarCrop -56,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MN,Wheat -56,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MN,FodderHerb -56,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MN,FodderGrass -56,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MN,Corn -56,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MN,biomass -56,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MN,FiberCrop -56,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MN,MiscCrop -56,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MN,OilCrop -56,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MN,OtherGrain -56,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,Rice -56,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MN,Root_Tuber -56,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,SugarCrop -56,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MN,Wheat -56,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MN,FodderHerb -56,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MN,FodderGrass -56,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MN,Corn -56,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MN,biomass -56,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MN,FiberCrop -56,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MN,MiscCrop -56,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MN,OilCrop -56,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,MN,OtherGrain -56,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,MN,Rice -56,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,MN,Root_Tuber -56,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MN,SugarCrop -56,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MN,Wheat -56,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MN,FodderHerb 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-56,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MN,SugarCrop -56,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,MN,Wheat -56,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,MN,FodderHerb -56,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,MN,FodderGrass -56,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit 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-56,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,MN,FodderHerb -56,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,MN,FodderGrass -56,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Corn -56,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,biomass -56,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,FiberCrop -56,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,MN,MiscCrop -56,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,OilCrop -56,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,MN,OtherGrain -56,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Rice -56,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,MN,Root_Tuber -56,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,SugarCrop -56,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,MN,Wheat -56,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MN,FodderHerb -56,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MN,FodderGrass -56,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,PalmFruit -56,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Corn -56,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,biomass -56,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,FiberCrop -56,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,MiscCrop -56,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,OilCrop -56,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,OtherGrain -56,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Rice -56,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,Root_Tuber -56,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MN,SugarCrop -56,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,MN,Wheat 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-57,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MO,biomass -57,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MO,FiberCrop -57,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MO,MiscCrop -57,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,MO,OilCrop -57,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,MO,OtherGrain -57,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,Rice -57,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MO,Root_Tuber -57,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,MO,SugarCrop 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-57,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MO,Root_Tuber -57,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MO,SugarCrop -57,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MO,Wheat -57,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MO,FodderHerb -57,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MO,FodderGrass -57,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,PalmFruit -57,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MO,Corn 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-57,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MO,SugarCrop -57,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MO,Wheat -57,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MO,FodderHerb 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-57,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MO,OtherGrain -57,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MO,Rice -57,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MO,Root_Tuber -57,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MO,SugarCrop -57,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MO,Wheat 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-57,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MO,FodderHerb -57,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MO,FodderGrass -57,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,PalmFruit -57,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,Corn -57,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,biomass -57,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,FiberCrop -57,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,MiscCrop -57,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,OilCrop -57,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,OtherGrain 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-57,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,MO,FodderGrass -57,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MO,PalmFruit -58,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,MS,Corn -58,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MS,biomass -58,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MS,FiberCrop -58,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MS,MiscCrop -58,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,MS,OilCrop -58,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,MS,OtherGrain -58,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Rice -58,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Root_Tuber -58,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,MS,SugarCrop -58,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,MS,Wheat -58,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,MS,FodderHerb -58,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,MS,FodderGrass -58,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,MS,Corn -58,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,MS,biomass -58,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,MS,FiberCrop -58,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,MS,MiscCrop -58,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,MS,OilCrop -58,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,MS,OtherGrain -58,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Rice -58,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Root_Tuber -58,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,SugarCrop -58,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,MS,Wheat -58,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MS,FodderHerb -58,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MS,FodderGrass -58,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MS,Corn -58,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MS,biomass -58,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MS,FiberCrop -58,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MS,MiscCrop -58,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MS,OilCrop -58,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MS,OtherGrain -58,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Rice -58,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MS,Root_Tuber -58,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MS,SugarCrop -58,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MS,Wheat -58,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MS,FodderHerb -58,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MS,FodderGrass -58,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MS,Corn -58,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MS,biomass -58,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MS,FiberCrop -58,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MS,MiscCrop -58,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MS,OilCrop -58,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MS,OtherGrain -58,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Rice -58,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MS,Root_Tuber -58,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MS,SugarCrop -58,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MS,Wheat -58,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MS,FodderHerb -58,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MS,FodderGrass -58,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MS,Corn -58,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MS,biomass -58,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MS,FiberCrop -58,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MS,MiscCrop -58,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MS,OilCrop -58,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MS,OtherGrain -58,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Rice -58,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MS,Root_Tuber -58,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,SugarCrop -58,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MS,Wheat -58,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MS,FodderHerb -58,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MS,FodderGrass -58,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MS,Corn -58,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MS,biomass -58,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MS,FiberCrop -58,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MS,MiscCrop -58,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MS,OilCrop -58,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,MS,OtherGrain -58,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,MS,Rice -58,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,MS,Root_Tuber -58,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MS,SugarCrop -58,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MS,Wheat -58,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MS,FodderHerb -58,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,MS,FodderGrass -58,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,MS,Corn -58,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,biomass -58,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,MS,FiberCrop -58,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,MS,MiscCrop -58,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,MS,OilCrop -58,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,MS,OtherGrain -58,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Rice -58,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Root_Tuber -58,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,SugarCrop -58,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,MS,Wheat -58,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,MS,FodderHerb -58,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,MS,FodderGrass -58,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,MS,Corn -58,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,biomass -58,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,FiberCrop -58,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,MS,MiscCrop -58,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,MS,OilCrop -58,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,MS,OtherGrain -58,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,MS,Rice -58,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,Root_Tuber -58,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MS,SugarCrop -58,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,MS,Wheat -58,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,MS,FodderHerb -58,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,MS,FodderGrass -58,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Corn -58,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,biomass -58,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,FiberCrop -58,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,MS,MiscCrop -58,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,OilCrop -58,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,MS,OtherGrain -58,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Rice -58,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,MS,Root_Tuber -58,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,SugarCrop -58,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,MS,Wheat -58,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,MS,FodderHerb -58,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,MS,FodderGrass -58,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -58,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Corn -58,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,biomass -58,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,FiberCrop -58,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,MiscCrop -58,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,OilCrop -58,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,OtherGrain -58,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Rice -58,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,Root_Tuber -58,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,SugarCrop -58,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,MS,Wheat -58,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,MS,FodderHerb -58,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,MS,FodderGrass -58,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MS,PalmFruit -59,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,MT,Corn -59,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,MT,biomass -59,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,MT,FiberCrop -59,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,MT,MiscCrop 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-59,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,MT,Wheat -59,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,MT,FodderHerb -59,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,MT,FodderGrass -59,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit 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-59,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,MT,Wheat -59,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,MT,FodderHerb -59,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,MT,FodderGrass -59,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit -59,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,MT,Corn -59,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,MT,biomass -59,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,MT,FiberCrop -59,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,MT,MiscCrop -59,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,MT,OilCrop -59,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,MT,OtherGrain -59,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MT,Rice -59,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,MT,Root_Tuber -59,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,MT,SugarCrop -59,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,MT,Wheat -59,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,MT,FodderHerb -59,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,MT,FodderGrass -59,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit -59,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,MT,Corn -59,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,MT,biomass -59,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,MT,FiberCrop -59,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,MT,MiscCrop -59,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,MT,OilCrop -59,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,MT,OtherGrain -59,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MT,Rice -59,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,MT,Root_Tuber -59,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,MT,SugarCrop -59,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,MT,Wheat -59,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,MT,FodderHerb -59,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,MT,FodderGrass -59,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit -59,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,MT,Corn -59,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,MT,biomass -59,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,MT,FiberCrop -59,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,MT,MiscCrop -59,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,MT,OilCrop -59,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,MT,OtherGrain -59,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MT,Rice -59,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,MT,Root_Tuber -59,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,MT,SugarCrop -59,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,MT,Wheat -59,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,MT,FodderHerb -59,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,MT,FodderGrass -59,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit -59,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,MT,Corn -59,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,MT,biomass -59,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,MT,FiberCrop -59,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,MT,MiscCrop -59,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,MT,OilCrop -59,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,MT,OtherGrain -59,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,MT,Rice -59,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,MT,Root_Tuber -59,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,MT,SugarCrop -59,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,MT,Wheat -59,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,MT,FodderHerb -59,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,MT,FodderGrass -59,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,PalmFruit -59,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,MT,Corn -59,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,MT,biomass 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-61,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,ND,OilCrop -61,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,ND,OtherGrain -61,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Rice -61,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Root_Tuber -61,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,ND,SugarCrop 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-61,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,ND,Corn -61,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,ND,biomass -61,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,ND,FiberCrop -61,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,ND,MiscCrop -61,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,ND,OilCrop -61,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,ND,OtherGrain -61,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Rice -61,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Root_Tuber -61,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,SugarCrop -61,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,ND,Wheat -61,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,ND,FodderHerb -61,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,ND,FodderGrass -61,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,ND,Corn -61,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,ND,biomass -61,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,ND,FiberCrop -61,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,ND,MiscCrop -61,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,ND,OilCrop -61,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,ND,OtherGrain -61,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Rice -61,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,ND,Root_Tuber -61,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,ND,SugarCrop -61,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,ND,Wheat -61,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,ND,FodderHerb -61,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,ND,FodderGrass -61,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,ND,Corn -61,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,ND,biomass -61,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,ND,FiberCrop -61,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,ND,MiscCrop -61,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,ND,OilCrop -61,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,ND,OtherGrain -61,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Rice -61,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,ND,Root_Tuber -61,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,ND,SugarCrop -61,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,ND,Wheat -61,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,ND,FodderHerb -61,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,ND,FodderGrass -61,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,ND,Corn -61,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,ND,biomass -61,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,ND,FiberCrop -61,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,ND,MiscCrop -61,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,ND,OilCrop -61,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,ND,OtherGrain -61,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Rice -61,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,ND,Root_Tuber -61,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,SugarCrop -61,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,ND,Wheat -61,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,ND,FodderHerb -61,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,ND,FodderGrass -61,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,ND,Corn -61,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,ND,biomass -61,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,ND,FiberCrop -61,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,ND,MiscCrop -61,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,ND,OilCrop -61,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,ND,OtherGrain -61,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,ND,Rice -61,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,ND,Root_Tuber -61,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,ND,SugarCrop -61,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,ND,Wheat -61,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,ND,FodderHerb -61,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,ND,FodderGrass -61,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,ND,Corn -61,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,biomass -61,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,ND,FiberCrop -61,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,ND,MiscCrop -61,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,ND,OilCrop -61,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,ND,OtherGrain -61,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Rice -61,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Root_Tuber -61,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,SugarCrop -61,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,ND,Wheat -61,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,ND,FodderHerb -61,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,ND,FodderGrass -61,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,ND,Corn -61,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,biomass -61,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,FiberCrop -61,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,ND,MiscCrop -61,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,ND,OilCrop -61,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,ND,OtherGrain -61,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,ND,Rice -61,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,Root_Tuber -61,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,ND,SugarCrop -61,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,ND,Wheat -61,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,ND,FodderHerb -61,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,ND,FodderGrass -61,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -61,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Corn -61,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,biomass -61,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,FiberCrop -61,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,ND,MiscCrop -61,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,OilCrop -61,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,ND,OtherGrain -61,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Rice -61,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,ND,Root_Tuber -61,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,SugarCrop -61,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,ND,Wheat 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-61,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Rice -61,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,Root_Tuber -61,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,SugarCrop -61,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,ND,Wheat -61,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,ND,FodderHerb -61,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,ND,FodderGrass -61,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,ND,PalmFruit -62,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NE,Corn -62,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NE,biomass -62,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NE,FiberCrop -62,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NE,MiscCrop -62,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,NE,OilCrop -62,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,NE,OtherGrain -62,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Rice -62,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Root_Tuber -62,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,NE,SugarCrop -62,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NE,Wheat -62,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NE,FodderHerb -62,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NE,FodderGrass -62,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NE,Corn -62,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NE,biomass -62,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NE,FiberCrop -62,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NE,MiscCrop -62,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,NE,OilCrop -62,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,NE,OtherGrain -62,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Rice -62,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Root_Tuber -62,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,SugarCrop -62,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,NE,Wheat -62,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NE,FodderHerb -62,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NE,FodderGrass -62,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NE,Corn -62,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NE,biomass -62,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NE,FiberCrop -62,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NE,MiscCrop -62,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NE,OilCrop -62,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NE,OtherGrain -62,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Rice -62,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NE,Root_Tuber -62,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NE,SugarCrop -62,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NE,Wheat -62,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NE,FodderHerb -62,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NE,FodderGrass -62,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NE,Corn -62,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NE,biomass -62,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NE,FiberCrop -62,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NE,MiscCrop -62,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NE,OilCrop -62,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NE,OtherGrain -62,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Rice -62,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NE,Root_Tuber -62,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NE,SugarCrop -62,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NE,Wheat -62,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NE,FodderHerb -62,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NE,FodderGrass -62,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NE,Corn -62,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NE,biomass -62,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NE,FiberCrop -62,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NE,MiscCrop -62,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NE,OilCrop -62,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NE,OtherGrain -62,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Rice -62,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NE,Root_Tuber -62,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,SugarCrop -62,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NE,Wheat -62,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NE,FodderHerb -62,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,NE,FodderGrass -62,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,NE,Corn -62,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,NE,biomass -62,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,NE,FiberCrop -62,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,NE,MiscCrop -62,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,NE,OilCrop -62,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,NE,OtherGrain -62,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,NE,Rice -62,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,NE,Root_Tuber -62,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,NE,SugarCrop -62,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,NE,Wheat -62,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,NE,FodderHerb -62,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,NE,FodderGrass -62,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,NE,Corn -62,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,biomass -62,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,NE,FiberCrop -62,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,NE,MiscCrop -62,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,NE,OilCrop -62,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,NE,OtherGrain -62,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Rice -62,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Root_Tuber -62,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,SugarCrop -62,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,NE,Wheat -62,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,NE,FodderHerb -62,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,NE,FodderGrass -62,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,NE,Corn -62,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,biomass -62,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,FiberCrop -62,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,NE,MiscCrop -62,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,NE,OilCrop -62,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,NE,OtherGrain -62,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,NE,Rice -62,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,Root_Tuber -62,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NE,SugarCrop -62,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,NE,Wheat -62,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,NE,FodderHerb -62,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,NE,FodderGrass -62,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Corn -62,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,biomass -62,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,FiberCrop -62,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,NE,MiscCrop -62,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,OilCrop -62,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,NE,OtherGrain -62,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Rice -62,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,NE,Root_Tuber -62,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,SugarCrop -62,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,NE,Wheat -62,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,NE,FodderHerb -62,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,NE,FodderGrass -62,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -62,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Corn -62,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,biomass -62,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,FiberCrop -62,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,MiscCrop -62,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,OilCrop -62,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,OtherGrain -62,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Rice -62,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,Root_Tuber -62,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,SugarCrop -62,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NE,Wheat -62,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NE,FodderHerb -62,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NE,FodderGrass -62,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NE,PalmFruit -63,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NH,Corn -63,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NH,biomass -63,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NH,FiberCrop -63,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NH,MiscCrop -63,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,NH,OilCrop -63,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,NH,OtherGrain -63,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Rice -63,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Root_Tuber -63,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,NH,SugarCrop -63,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NH,Wheat -63,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NH,FodderHerb -63,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NH,FodderGrass -63,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NH,Corn -63,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NH,biomass -63,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NH,FiberCrop -63,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NH,MiscCrop -63,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,NH,OilCrop -63,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,NH,OtherGrain -63,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Rice -63,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Root_Tuber -63,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,SugarCrop -63,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,NH,Wheat -63,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NH,FodderHerb -63,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NH,FodderGrass -63,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NH,Corn -63,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NH,biomass -63,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NH,FiberCrop -63,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NH,MiscCrop -63,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NH,OilCrop -63,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NH,OtherGrain -63,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Rice -63,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NH,Root_Tuber -63,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NH,SugarCrop -63,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NH,Wheat -63,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NH,FodderHerb -63,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NH,FodderGrass -63,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NH,Corn -63,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NH,biomass -63,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NH,FiberCrop -63,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NH,MiscCrop -63,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NH,OilCrop -63,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NH,OtherGrain -63,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Rice -63,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NH,Root_Tuber -63,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NH,SugarCrop -63,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NH,Wheat -63,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NH,FodderHerb -63,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NH,FodderGrass -63,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NH,Corn -63,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NH,biomass -63,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NH,FiberCrop -63,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NH,MiscCrop -63,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NH,OilCrop -63,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NH,OtherGrain -63,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Rice -63,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NH,Root_Tuber -63,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,SugarCrop -63,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NH,Wheat -63,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NH,FodderHerb -63,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,NH,FodderGrass -63,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,NH,Corn -63,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,NH,biomass -63,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,NH,FiberCrop -63,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,NH,MiscCrop -63,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,NH,OilCrop -63,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,NH,OtherGrain -63,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,NH,Rice -63,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,NH,Root_Tuber -63,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,NH,SugarCrop -63,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,NH,Wheat -63,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,NH,FodderHerb -63,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,NH,FodderGrass -63,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,NH,Corn -63,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,biomass -63,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,NH,FiberCrop -63,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,NH,MiscCrop -63,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,NH,OilCrop -63,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,NH,OtherGrain -63,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Rice -63,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Root_Tuber -63,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,SugarCrop -63,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,NH,Wheat -63,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,NH,FodderHerb -63,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,NH,FodderGrass -63,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,NH,Corn -63,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,biomass -63,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,FiberCrop -63,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,NH,MiscCrop -63,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,NH,OilCrop -63,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,NH,OtherGrain -63,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,NH,Rice -63,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,Root_Tuber -63,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NH,SugarCrop -63,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,NH,Wheat -63,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,NH,FodderHerb -63,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,NH,FodderGrass -63,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Corn -63,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,biomass -63,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,FiberCrop -63,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,NH,MiscCrop -63,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,OilCrop -63,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,NH,OtherGrain -63,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Rice -63,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,NH,Root_Tuber -63,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,SugarCrop -63,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,NH,Wheat -63,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,NH,FodderHerb -63,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,NH,FodderGrass -63,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -63,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Corn -63,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,biomass -63,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,FiberCrop -63,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,MiscCrop -63,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,OilCrop -63,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,OtherGrain -63,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Rice -63,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,Root_Tuber -63,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,SugarCrop -63,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NH,Wheat -63,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NH,FodderHerb -63,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NH,FodderGrass -63,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NH,PalmFruit -64,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NJ,Corn -64,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NJ,biomass -64,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NJ,FiberCrop -64,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NJ,MiscCrop -64,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,NJ,OilCrop -64,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,NJ,OtherGrain -64,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,Rice -64,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,Root_Tuber -64,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,NJ,SugarCrop -64,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NJ,Wheat -64,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NJ,FodderHerb -64,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NJ,FodderGrass -64,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -64,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NJ,Corn -64,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NJ,biomass -64,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NJ,FiberCrop -64,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NJ,MiscCrop 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-64,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NJ,FodderHerb -64,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NJ,FodderGrass -64,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -64,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NJ,Corn -64,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NJ,biomass -64,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NJ,FiberCrop -64,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NJ,MiscCrop -64,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NJ,OilCrop -64,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NJ,OtherGrain -64,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,Rice -64,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NJ,Root_Tuber -64,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NJ,SugarCrop -64,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NJ,Wheat -64,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NJ,FodderHerb -64,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NJ,FodderGrass -64,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -64,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NJ,Corn -64,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NJ,biomass -64,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NJ,FiberCrop -64,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NJ,MiscCrop -64,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NJ,OilCrop -64,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NJ,OtherGrain -64,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,Rice -64,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NJ,Root_Tuber -64,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NJ,SugarCrop -64,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NJ,Wheat -64,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NJ,FodderHerb -64,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NJ,FodderGrass -64,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -64,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NJ,Corn -64,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NJ,biomass -64,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NJ,FiberCrop -64,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NJ,MiscCrop -64,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NJ,OilCrop -64,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NJ,OtherGrain -64,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,Rice -64,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NJ,Root_Tuber -64,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,SugarCrop -64,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NJ,Wheat -64,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NJ,FodderHerb 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-64,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,NJ,SugarCrop -64,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,NJ,Wheat -64,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,NJ,FodderHerb 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-64,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NJ,SugarCrop -64,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,NJ,Wheat -64,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,NJ,FodderHerb -64,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,NJ,FodderGrass -64,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit 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-64,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,NJ,MiscCrop -64,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,OilCrop -64,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,NJ,OtherGrain -64,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,Rice -64,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,NJ,Root_Tuber -64,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,SugarCrop -64,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,NJ,Wheat -64,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,NJ,FodderHerb -64,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,NJ,FodderGrass -64,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -64,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,Corn -64,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,biomass -64,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,FiberCrop -64,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,MiscCrop -64,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,OilCrop -64,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,OtherGrain -64,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,Rice -64,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,Root_Tuber -64,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,SugarCrop -64,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NJ,Wheat -64,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NJ,FodderHerb -64,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NJ,FodderGrass -64,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NJ,PalmFruit -65,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NM,Corn -65,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NM,biomass -65,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NM,FiberCrop -65,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NM,MiscCrop 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-65,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NM,Wheat -65,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NM,FodderHerb -65,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NM,FodderGrass -65,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NM,Corn -65,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NM,biomass -65,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NM,FiberCrop -65,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NM,MiscCrop -65,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,NM,OilCrop -65,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,NM,OtherGrain -65,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Rice -65,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Root_Tuber -65,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,SugarCrop -65,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,NM,Wheat -65,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NM,FodderHerb -65,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NM,FodderGrass -65,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NM,Corn -65,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NM,biomass -65,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NM,FiberCrop -65,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NM,MiscCrop -65,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NM,OilCrop -65,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NM,OtherGrain -65,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Rice -65,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NM,Root_Tuber -65,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NM,SugarCrop -65,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NM,Wheat -65,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NM,FodderHerb -65,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NM,FodderGrass -65,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NM,Corn -65,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NM,biomass -65,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NM,FiberCrop -65,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NM,MiscCrop -65,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NM,OilCrop -65,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NM,OtherGrain -65,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Rice -65,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NM,Root_Tuber -65,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NM,SugarCrop -65,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NM,Wheat -65,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NM,FodderHerb -65,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NM,FodderGrass -65,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NM,Corn -65,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NM,biomass -65,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NM,FiberCrop -65,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NM,MiscCrop -65,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NM,OilCrop -65,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NM,OtherGrain -65,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Rice -65,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NM,Root_Tuber -65,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,SugarCrop -65,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NM,Wheat -65,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NM,FodderHerb -65,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,NM,FodderGrass -65,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,NM,Corn -65,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,NM,biomass -65,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,NM,FiberCrop -65,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,NM,MiscCrop -65,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,NM,OilCrop -65,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,NM,OtherGrain -65,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,NM,Rice -65,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,NM,Root_Tuber -65,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,NM,SugarCrop -65,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,NM,Wheat -65,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,NM,FodderHerb -65,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,NM,FodderGrass -65,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,NM,Corn -65,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,biomass -65,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,NM,FiberCrop -65,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,NM,MiscCrop -65,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,NM,OilCrop -65,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,NM,OtherGrain -65,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Rice -65,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Root_Tuber -65,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,SugarCrop -65,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,NM,Wheat -65,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,NM,FodderHerb -65,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,NM,FodderGrass -65,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,NM,Corn -65,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,biomass -65,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,FiberCrop -65,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,NM,MiscCrop -65,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,NM,OilCrop -65,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,NM,OtherGrain -65,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,NM,Rice -65,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,Root_Tuber -65,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NM,SugarCrop -65,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,NM,Wheat -65,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,NM,FodderHerb -65,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,NM,FodderGrass -65,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Corn -65,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,biomass -65,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,FiberCrop -65,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,NM,MiscCrop -65,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,OilCrop -65,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,NM,OtherGrain -65,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Rice -65,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,NM,Root_Tuber -65,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,SugarCrop -65,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,NM,Wheat -65,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,NM,FodderHerb -65,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,NM,FodderGrass -65,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -65,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Corn -65,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,biomass -65,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,FiberCrop -65,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,MiscCrop -65,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,OilCrop -65,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,OtherGrain -65,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Rice -65,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,Root_Tuber -65,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,SugarCrop -65,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NM,Wheat -65,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NM,FodderHerb -65,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NM,FodderGrass -65,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NM,PalmFruit -66,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NV,Corn -66,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NV,biomass -66,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NV,FiberCrop -66,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NV,MiscCrop -66,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,NV,OilCrop -66,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,NV,OtherGrain -66,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Rice -66,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Root_Tuber -66,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,NV,SugarCrop -66,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NV,Wheat -66,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NV,FodderHerb -66,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NV,FodderGrass -66,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NV,Corn -66,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NV,biomass -66,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NV,FiberCrop -66,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NV,MiscCrop -66,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,NV,OilCrop -66,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,NV,OtherGrain -66,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Rice -66,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Root_Tuber -66,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,SugarCrop -66,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,NV,Wheat -66,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NV,FodderHerb -66,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NV,FodderGrass -66,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NV,Corn -66,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NV,biomass -66,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NV,FiberCrop -66,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NV,MiscCrop -66,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NV,OilCrop -66,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NV,OtherGrain -66,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Rice -66,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NV,Root_Tuber -66,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NV,SugarCrop -66,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NV,Wheat -66,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NV,FodderHerb -66,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NV,FodderGrass -66,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NV,Corn -66,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NV,biomass -66,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NV,FiberCrop -66,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NV,MiscCrop -66,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NV,OilCrop -66,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NV,OtherGrain -66,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Rice -66,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NV,Root_Tuber -66,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NV,SugarCrop -66,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NV,Wheat -66,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NV,FodderHerb -66,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NV,FodderGrass -66,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NV,Corn -66,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NV,biomass -66,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NV,FiberCrop -66,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NV,MiscCrop -66,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NV,OilCrop -66,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NV,OtherGrain -66,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Rice -66,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NV,Root_Tuber -66,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,SugarCrop -66,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NV,Wheat -66,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NV,FodderHerb -66,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,NV,FodderGrass -66,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,NV,Corn -66,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,NV,biomass -66,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,NV,FiberCrop -66,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,NV,MiscCrop -66,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,NV,OilCrop -66,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,NV,OtherGrain -66,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,NV,Rice -66,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,NV,Root_Tuber -66,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,NV,SugarCrop -66,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,NV,Wheat -66,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,NV,FodderHerb -66,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,NV,FodderGrass -66,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,NV,Corn -66,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,biomass -66,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,NV,FiberCrop -66,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,NV,MiscCrop -66,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,NV,OilCrop -66,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,NV,OtherGrain -66,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Rice -66,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Root_Tuber -66,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,SugarCrop -66,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,NV,Wheat -66,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,NV,FodderHerb -66,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,NV,FodderGrass -66,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,NV,Corn -66,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,biomass -66,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,FiberCrop -66,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,NV,MiscCrop -66,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,NV,OilCrop -66,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,NV,OtherGrain -66,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,NV,Rice -66,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,Root_Tuber -66,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NV,SugarCrop -66,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,NV,Wheat -66,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,NV,FodderHerb -66,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,NV,FodderGrass -66,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Corn -66,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,biomass -66,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,FiberCrop -66,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,NV,MiscCrop -66,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,OilCrop -66,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,NV,OtherGrain -66,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Rice -66,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,NV,Root_Tuber -66,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,SugarCrop -66,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,NV,Wheat -66,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,NV,FodderHerb -66,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,NV,FodderGrass -66,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -66,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Corn -66,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,biomass -66,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,FiberCrop -66,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,MiscCrop -66,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,OilCrop -66,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,OtherGrain -66,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Rice -66,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,Root_Tuber -66,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,SugarCrop -66,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NV,Wheat -66,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NV,FodderHerb -66,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NV,FodderGrass -66,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NV,PalmFruit -67,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,NY,Corn -67,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,NY,biomass -67,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,NY,FiberCrop -67,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,NY,MiscCrop -67,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,NY,OilCrop -67,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,NY,OtherGrain -67,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,Rice -67,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Root_Tuber -67,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,NY,SugarCrop -67,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,NY,Wheat -67,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,NY,FodderHerb -67,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,NY,FodderGrass -67,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -67,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,NY,Corn -67,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,NY,biomass -67,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,NY,FiberCrop -67,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,NY,MiscCrop -67,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,NY,OilCrop -67,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,NY,OtherGrain -67,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Rice -67,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Root_Tuber -67,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,SugarCrop -67,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,NY,Wheat -67,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,NY,FodderHerb -67,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,NY,FodderGrass -67,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -67,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,NY,Corn -67,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,NY,biomass -67,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,NY,FiberCrop -67,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,NY,MiscCrop -67,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,NY,OilCrop -67,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,NY,OtherGrain -67,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Rice -67,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,NY,Root_Tuber -67,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,NY,SugarCrop -67,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,NY,Wheat -67,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,NY,FodderHerb -67,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,NY,FodderGrass -67,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -67,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,NY,Corn -67,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,NY,biomass -67,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,NY,FiberCrop -67,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,NY,MiscCrop -67,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,NY,OilCrop -67,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,NY,OtherGrain -67,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Rice -67,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,NY,Root_Tuber -67,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,NY,SugarCrop -67,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,NY,Wheat -67,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,NY,FodderHerb -67,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,NY,FodderGrass -67,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -67,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,NY,Corn -67,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,NY,biomass -67,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,NY,FiberCrop -67,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,NY,MiscCrop -67,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,NY,OilCrop -67,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,NY,OtherGrain -67,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,Rice -67,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,NY,Root_Tuber -67,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,NY,SugarCrop -67,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,NY,Wheat -67,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,NY,FodderHerb -67,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,NY,FodderGrass -67,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -67,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,NY,Corn -67,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,NY,biomass -67,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,NY,FiberCrop -67,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,NY,MiscCrop 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-67,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,FiberCrop -67,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,NY,MiscCrop -67,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,NY,OilCrop -67,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,NY,OtherGrain 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-67,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,Rice -67,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,Root_Tuber -67,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,SugarCrop -67,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,NY,Wheat -67,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,NY,FodderHerb -67,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,NY,FodderGrass -67,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,NY,PalmFruit -68,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,OH,Corn -68,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,OH,biomass -68,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,OH,FiberCrop -68,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,OH,MiscCrop -68,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,OH,OilCrop -68,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,OH,OtherGrain -68,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice -68,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber -68,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,OH,SugarCrop -68,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,OH,Wheat -68,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,OH,FodderHerb -68,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,OH,FodderGrass -68,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,OH,Corn -68,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,OH,biomass -68,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,OH,FiberCrop -68,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,OH,MiscCrop -68,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,OH,OilCrop -68,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,OH,OtherGrain -68,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice -68,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber -68,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop -68,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,OH,Wheat -68,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,OH,FodderHerb -68,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,OH,FodderGrass -68,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,OH,Corn -68,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,OH,biomass -68,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,OH,FiberCrop -68,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,OH,MiscCrop -68,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,OH,OilCrop -68,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,OH,OtherGrain -68,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice -68,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,OH,Root_Tuber -68,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,OH,SugarCrop -68,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,OH,Wheat -68,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,OH,FodderHerb -68,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,OH,FodderGrass -68,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,OH,Corn -68,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,OH,biomass -68,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,OH,FiberCrop -68,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,OH,MiscCrop -68,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,OH,OilCrop -68,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,OH,OtherGrain -68,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice -68,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,OH,Root_Tuber -68,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,OH,SugarCrop -68,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,OH,Wheat -68,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,OH,FodderHerb -68,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,OH,FodderGrass -68,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,OH,Corn -68,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,OH,biomass -68,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,OH,FiberCrop -68,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,OH,MiscCrop -68,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,OH,OilCrop -68,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,OH,OtherGrain -68,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Rice -68,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,OH,Root_Tuber -68,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop -68,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,OH,Wheat -68,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,OH,FodderHerb -68,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,OH,FodderGrass -68,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,OH,Corn -68,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,OH,biomass -68,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,OH,FiberCrop -68,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,OH,MiscCrop -68,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,OH,OilCrop -68,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,OH,OtherGrain -68,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,OH,Rice -68,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,OH,Root_Tuber -68,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,OH,SugarCrop -68,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,OH,Wheat -68,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,OH,FodderHerb -68,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,OH,FodderGrass -68,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,OH,Corn -68,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass -68,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,OH,FiberCrop -68,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,OH,MiscCrop -68,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,OH,OilCrop -68,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,OH,OtherGrain -68,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice -68,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber -68,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop -68,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,OH,Wheat -68,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,OH,FodderHerb -68,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,OH,FodderGrass -68,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,OH,Corn -68,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass -68,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop -68,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,OH,MiscCrop -68,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,OH,OilCrop -68,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,OH,OtherGrain -68,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,OH,Rice -68,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,Root_Tuber -68,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OH,SugarCrop -68,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,OH,Wheat -68,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,OH,FodderHerb -68,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,OH,FodderGrass -68,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Corn -68,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass -68,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop -68,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,OH,MiscCrop -68,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OilCrop -68,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,OH,OtherGrain -68,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice -68,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,OH,Root_Tuber -68,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,SugarCrop -68,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,OH,Wheat -68,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,OH,FodderHerb -68,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,OH,FodderGrass -68,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -68,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Corn -68,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,biomass -68,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,FiberCrop -68,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,MiscCrop -68,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OilCrop -68,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,OtherGrain -68,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Rice -68,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,Root_Tuber -68,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,SugarCrop -68,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,OH,Wheat -68,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,OH,FodderHerb -68,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,OH,FodderGrass -68,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OH,PalmFruit -69,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,OK,Corn -69,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,OK,biomass -69,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,OK,FiberCrop -69,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,OK,MiscCrop -69,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,OK,OilCrop -69,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,OK,OtherGrain -69,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice -69,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber -69,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,OK,SugarCrop -69,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,OK,Wheat -69,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,OK,FodderHerb -69,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,OK,FodderGrass -69,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,OK,Corn -69,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,OK,biomass -69,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,OK,FiberCrop -69,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,OK,MiscCrop -69,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,OK,OilCrop -69,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,OK,OtherGrain -69,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice -69,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber -69,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop -69,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,OK,Wheat -69,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,OK,FodderHerb -69,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,OK,FodderGrass -69,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,OK,Corn -69,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,OK,biomass -69,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,OK,FiberCrop -69,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,OK,MiscCrop -69,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,OK,OilCrop -69,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,OK,OtherGrain -69,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice -69,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,OK,Root_Tuber -69,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,OK,SugarCrop -69,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,OK,Wheat -69,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,OK,FodderHerb -69,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,OK,FodderGrass -69,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,OK,Corn -69,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,OK,biomass -69,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,OK,FiberCrop -69,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,OK,MiscCrop -69,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,OK,OilCrop -69,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,OK,OtherGrain -69,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice -69,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,OK,Root_Tuber -69,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,OK,SugarCrop -69,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,OK,Wheat -69,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,OK,FodderHerb -69,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,OK,FodderGrass -69,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,OK,Corn -69,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,OK,biomass -69,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,OK,FiberCrop -69,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,OK,MiscCrop -69,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,OK,OilCrop -69,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,OK,OtherGrain -69,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Rice -69,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,OK,Root_Tuber -69,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop -69,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,OK,Wheat -69,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,OK,FodderHerb -69,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,OK,FodderGrass -69,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,OK,Corn -69,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,OK,biomass -69,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,OK,FiberCrop -69,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,OK,MiscCrop -69,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,OK,OilCrop -69,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,OK,OtherGrain -69,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,OK,Rice -69,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,OK,Root_Tuber -69,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,OK,SugarCrop -69,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,OK,Wheat -69,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,OK,FodderHerb -69,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,OK,FodderGrass -69,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,OK,Corn -69,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass -69,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,OK,FiberCrop -69,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,OK,MiscCrop -69,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,OK,OilCrop -69,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,OK,OtherGrain -69,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice -69,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber -69,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop -69,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,OK,Wheat -69,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,OK,FodderHerb -69,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,OK,FodderGrass -69,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,OK,Corn -69,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass -69,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,FiberCrop -69,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,OK,MiscCrop -69,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,OK,OilCrop -69,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,OK,OtherGrain -69,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,OK,Rice -69,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,Root_Tuber -69,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OK,SugarCrop -69,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,OK,Wheat -69,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,OK,FodderHerb -69,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,OK,FodderGrass -69,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Corn -69,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass -69,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,FiberCrop -69,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,OK,MiscCrop -69,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,OilCrop -69,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,OK,OtherGrain -69,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice -69,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,OK,Root_Tuber -69,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,SugarCrop -69,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,OK,Wheat -69,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,OK,FodderHerb -69,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,OK,FodderGrass -69,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -69,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Corn -69,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,biomass -69,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,FiberCrop -69,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,MiscCrop -69,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,OilCrop -69,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,OtherGrain -69,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Rice -69,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,Root_Tuber -69,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,SugarCrop -69,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,OK,Wheat -69,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,OK,FodderHerb -69,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,OK,FodderGrass -69,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OK,PalmFruit -70,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,OR,Corn -70,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,OR,biomass -70,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,OR,FiberCrop -70,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,OR,MiscCrop -70,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,OR,OilCrop -70,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,OR,OtherGrain -70,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Rice -70,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Root_Tuber -70,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,OR,SugarCrop -70,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,OR,Wheat -70,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,OR,FodderHerb -70,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,OR,FodderGrass -70,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,OR,Corn -70,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,OR,biomass -70,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,OR,FiberCrop -70,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,OR,MiscCrop -70,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,OR,OilCrop -70,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,OR,OtherGrain -70,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Rice -70,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Root_Tuber -70,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,SugarCrop -70,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,OR,Wheat -70,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,OR,FodderHerb -70,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,OR,FodderGrass -70,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,OR,Corn -70,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,OR,biomass -70,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,OR,FiberCrop -70,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,OR,MiscCrop -70,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,OR,OilCrop -70,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,OR,OtherGrain -70,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Rice -70,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,OR,Root_Tuber -70,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,OR,SugarCrop -70,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,OR,Wheat -70,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,OR,FodderHerb -70,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,OR,FodderGrass -70,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,OR,Corn -70,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,OR,biomass -70,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,OR,FiberCrop -70,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,OR,MiscCrop -70,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,OR,OilCrop -70,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,OR,OtherGrain -70,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Rice -70,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,OR,Root_Tuber -70,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,OR,SugarCrop -70,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,OR,Wheat -70,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,OR,FodderHerb -70,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,OR,FodderGrass -70,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,OR,Corn -70,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,OR,biomass -70,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,OR,FiberCrop -70,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,OR,MiscCrop -70,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,OR,OilCrop -70,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,OR,OtherGrain -70,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Rice -70,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,OR,Root_Tuber -70,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,SugarCrop -70,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,OR,Wheat -70,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,OR,FodderHerb -70,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,OR,FodderGrass -70,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,OR,Corn -70,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,OR,biomass -70,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,OR,FiberCrop -70,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,OR,MiscCrop -70,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,OR,OilCrop -70,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,OR,OtherGrain -70,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,OR,Rice -70,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,OR,Root_Tuber -70,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,OR,SugarCrop -70,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,OR,Wheat -70,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,OR,FodderHerb -70,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,OR,FodderGrass -70,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,OR,Corn -70,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,biomass -70,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,OR,FiberCrop -70,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,OR,MiscCrop -70,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,OR,OilCrop -70,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,OR,OtherGrain -70,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Rice -70,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Root_Tuber -70,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,SugarCrop -70,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,OR,Wheat -70,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,OR,FodderHerb -70,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,OR,FodderGrass -70,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,OR,Corn -70,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,biomass -70,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,FiberCrop -70,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,OR,MiscCrop -70,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,OR,OilCrop -70,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,OR,OtherGrain -70,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,OR,Rice -70,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,Root_Tuber -70,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,OR,SugarCrop -70,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,OR,Wheat -70,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,OR,FodderHerb -70,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,OR,FodderGrass -70,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Corn -70,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,biomass -70,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,FiberCrop -70,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,OR,MiscCrop -70,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,OilCrop -70,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,OR,OtherGrain -70,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Rice -70,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,OR,Root_Tuber -70,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,SugarCrop -70,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,OR,Wheat -70,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,OR,FodderHerb -70,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,OR,FodderGrass -70,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -70,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Corn -70,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,biomass -70,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,FiberCrop -70,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,MiscCrop -70,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,OilCrop -70,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,OtherGrain -70,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Rice -70,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,Root_Tuber -70,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,SugarCrop -70,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,OR,Wheat -70,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,OR,FodderHerb -70,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,OR,FodderGrass -70,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,OR,PalmFruit -71,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,PA,Corn -71,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,PA,biomass -71,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,PA,FiberCrop -71,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,PA,MiscCrop -71,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,PA,OilCrop -71,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,PA,OtherGrain -71,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,Rice -71,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Root_Tuber -71,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,PA,SugarCrop -71,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,PA,Wheat -71,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,PA,FodderHerb -71,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,PA,FodderGrass -71,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,PA,Corn -71,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,PA,biomass -71,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,PA,FiberCrop -71,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,PA,MiscCrop -71,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,PA,OilCrop -71,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,PA,OtherGrain -71,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Rice -71,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Root_Tuber -71,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,SugarCrop -71,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,PA,Wheat -71,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,PA,FodderHerb -71,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,PA,FodderGrass -71,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,PA,Corn -71,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,PA,biomass -71,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,PA,FiberCrop -71,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,PA,MiscCrop -71,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,PA,OilCrop -71,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,PA,OtherGrain -71,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Rice -71,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,PA,Root_Tuber -71,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,PA,SugarCrop -71,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,PA,Wheat -71,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,PA,FodderHerb -71,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,PA,FodderGrass -71,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,PA,Corn -71,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,PA,biomass -71,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,PA,FiberCrop -71,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,PA,MiscCrop -71,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,PA,OilCrop -71,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,PA,OtherGrain -71,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Rice -71,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,PA,Root_Tuber -71,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,PA,SugarCrop -71,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,PA,Wheat -71,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,PA,FodderHerb -71,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,PA,FodderGrass -71,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,PA,Corn -71,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,PA,biomass -71,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,PA,FiberCrop -71,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,PA,MiscCrop -71,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,PA,OilCrop -71,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,PA,OtherGrain -71,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Rice -71,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,PA,Root_Tuber -71,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,SugarCrop -71,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,PA,Wheat -71,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,PA,FodderHerb -71,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,PA,FodderGrass -71,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,PA,Corn -71,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,PA,biomass -71,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,PA,FiberCrop -71,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,PA,MiscCrop 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-71,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,PA,OtherGrain -71,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,Rice -71,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,Root_Tuber -71,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,PA,SugarCrop -71,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,PA,Wheat -71,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,PA,FodderHerb -71,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,PA,FodderGrass -71,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -71,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,PA,Corn -71,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,biomass -71,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,FiberCrop -71,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,PA,MiscCrop -71,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,PA,OilCrop -71,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,PA,OtherGrain 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-71,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,Rice -71,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,Root_Tuber -71,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,SugarCrop -71,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,PA,Wheat -71,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,PA,FodderHerb -71,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,PA,FodderGrass -71,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,PA,PalmFruit -72,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,RI,Corn -72,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,RI,biomass -72,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,RI,FiberCrop -72,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,RI,MiscCrop -72,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,RI,OilCrop -72,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,RI,OtherGrain -72,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,Rice -72,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Root_Tuber -72,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,RI,SugarCrop -72,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,RI,Wheat -72,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,RI,FodderHerb -72,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,RI,FodderGrass -72,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,RI,Corn -72,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,RI,biomass -72,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,RI,FiberCrop -72,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,RI,MiscCrop -72,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,RI,OilCrop -72,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,RI,OtherGrain -72,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Rice -72,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Root_Tuber -72,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,SugarCrop -72,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,RI,Wheat -72,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,RI,FodderHerb -72,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,RI,FodderGrass -72,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,RI,Corn -72,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,RI,biomass -72,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,RI,FiberCrop -72,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,RI,MiscCrop -72,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,RI,OilCrop -72,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,RI,OtherGrain -72,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Rice -72,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,RI,Root_Tuber -72,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,RI,SugarCrop -72,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,RI,Wheat -72,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,RI,FodderHerb -72,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,RI,FodderGrass -72,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,RI,Corn -72,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,RI,biomass -72,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,RI,FiberCrop -72,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,RI,MiscCrop -72,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,RI,OilCrop -72,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,RI,OtherGrain -72,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Rice -72,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,RI,Root_Tuber -72,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,RI,SugarCrop -72,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,RI,Wheat -72,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,RI,FodderHerb -72,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,RI,FodderGrass -72,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,RI,Corn -72,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,RI,biomass -72,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,RI,FiberCrop 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-72,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,RI,Root_Tuber -72,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,SugarCrop -72,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,RI,Wheat -72,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,RI,FodderHerb -72,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,RI,FodderGrass -72,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,RI,Corn -72,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,RI,biomass -72,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,RI,FiberCrop -72,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,RI,MiscCrop -72,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,RI,OilCrop 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-72,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,RI,SugarCrop -72,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,RI,Wheat -72,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,RI,FodderHerb -72,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,RI,FodderGrass -72,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,RI,Corn -72,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,biomass -72,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,RI,FiberCrop 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-72,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,SugarCrop -72,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,RI,Wheat -72,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,RI,FodderHerb -72,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,RI,FodderGrass -72,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,RI,Corn -72,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,biomass -72,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,FiberCrop -72,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,RI,MiscCrop -72,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,RI,OilCrop -72,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,RI,OtherGrain -72,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,RI,Rice -72,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,Root_Tuber -72,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,RI,SugarCrop -72,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,RI,Wheat -72,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,RI,FodderHerb -72,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,RI,FodderGrass -72,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,PalmFruit -72,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,Corn -72,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,biomass -72,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,RI,FiberCrop 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-73,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,SC,Root_Tuber -73,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,SC,SugarCrop -73,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,SC,Wheat 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-73,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,SC,SugarCrop -73,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,SC,Wheat -73,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,SC,FodderHerb 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-73,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,SC,FiberCrop -73,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,SC,MiscCrop -73,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,SC,OilCrop -73,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,SC,OtherGrain -73,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SC,Rice -73,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,SC,Root_Tuber -73,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SC,SugarCrop -73,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,SC,Wheat -73,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,SC,FodderHerb -73,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,SC,FodderGrass -73,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SC,PalmFruit -73,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,SC,Corn 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-73,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,SC,OtherGrain -73,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SC,Rice -73,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SC,Root_Tuber -73,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SC,SugarCrop -73,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,SC,Wheat 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-74,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,SD,OilCrop -74,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,SD,OtherGrain -74,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Rice -74,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Root_Tuber -74,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,SugarCrop -74,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,SD,Wheat 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-74,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,SD,biomass -74,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,SD,FiberCrop -74,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,SD,MiscCrop -74,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,SD,OilCrop -74,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,SD,OtherGrain -74,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Rice -74,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,SD,Root_Tuber -74,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,SD,SugarCrop -74,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,SD,Wheat -74,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,SD,FodderHerb -74,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,SD,FodderGrass -74,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,SD,Corn -74,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,SD,biomass -74,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,SD,FiberCrop -74,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,SD,MiscCrop -74,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,SD,OilCrop -74,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,SD,OtherGrain -74,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Rice -74,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,SD,Root_Tuber -74,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,SD,SugarCrop -74,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,SD,Wheat -74,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,SD,FodderHerb -74,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,SD,FodderGrass -74,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,SD,Corn -74,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,SD,biomass -74,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,SD,FiberCrop -74,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,SD,MiscCrop -74,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,SD,OilCrop -74,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,SD,OtherGrain -74,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Rice -74,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,SD,Root_Tuber -74,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,SugarCrop -74,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,SD,Wheat -74,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,SD,FodderHerb -74,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,SD,FodderGrass -74,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,SD,Corn -74,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,SD,biomass -74,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,SD,FiberCrop -74,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,SD,MiscCrop -74,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,SD,OilCrop -74,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,SD,OtherGrain -74,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,SD,Rice -74,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,SD,Root_Tuber -74,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,SD,SugarCrop -74,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,SD,Wheat -74,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,SD,FodderHerb -74,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,SD,FodderGrass -74,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,SD,Corn -74,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,biomass -74,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,SD,FiberCrop -74,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,SD,MiscCrop -74,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,SD,OilCrop -74,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,SD,OtherGrain -74,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Rice -74,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Root_Tuber -74,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,SugarCrop -74,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,SD,Wheat -74,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,SD,FodderHerb -74,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,SD,FodderGrass -74,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,SD,Corn -74,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,biomass -74,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,FiberCrop -74,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,SD,MiscCrop -74,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,SD,OilCrop -74,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,SD,OtherGrain -74,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,SD,Rice -74,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,Root_Tuber -74,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,SD,SugarCrop -74,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,SD,Wheat -74,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,SD,FodderHerb -74,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,SD,FodderGrass -74,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Corn -74,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,biomass -74,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,FiberCrop -74,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,SD,MiscCrop -74,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,OilCrop -74,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,SD,OtherGrain -74,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Rice -74,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,SD,Root_Tuber -74,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,SugarCrop -74,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,SD,Wheat -74,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,SD,FodderHerb -74,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,SD,FodderGrass -74,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -74,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Corn -74,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,biomass -74,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,FiberCrop -74,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,MiscCrop -74,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,OilCrop -74,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,OtherGrain -74,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Rice -74,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,Root_Tuber -74,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,SugarCrop -74,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,SD,Wheat -74,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,SD,FodderHerb -74,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,SD,FodderGrass -74,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,SD,PalmFruit -75,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,TN,Corn -75,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,TN,biomass -75,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,TN,FiberCrop -75,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,TN,MiscCrop -75,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,TN,OilCrop -75,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,TN,OtherGrain -75,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Rice -75,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Root_Tuber -75,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,TN,SugarCrop -75,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,TN,Wheat -75,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,TN,FodderHerb -75,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,TN,FodderGrass -75,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,TN,Corn -75,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,TN,biomass -75,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,TN,FiberCrop -75,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,TN,MiscCrop -75,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,TN,OilCrop -75,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,TN,OtherGrain -75,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Rice -75,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Root_Tuber -75,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,SugarCrop -75,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,TN,Wheat -75,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,TN,FodderHerb -75,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,TN,FodderGrass -75,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,TN,Corn -75,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,TN,biomass -75,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,TN,FiberCrop -75,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,TN,MiscCrop -75,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,TN,OilCrop -75,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,TN,OtherGrain -75,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Rice -75,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,TN,Root_Tuber -75,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,TN,SugarCrop -75,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,TN,Wheat -75,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,TN,FodderHerb -75,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,TN,FodderGrass -75,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,TN,Corn -75,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,TN,biomass -75,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,TN,FiberCrop -75,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,TN,MiscCrop -75,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,TN,OilCrop -75,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,TN,OtherGrain -75,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Rice -75,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,TN,Root_Tuber -75,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,TN,SugarCrop -75,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,TN,Wheat -75,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,TN,FodderHerb -75,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,TN,FodderGrass -75,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,TN,Corn -75,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,TN,biomass -75,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,TN,FiberCrop -75,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,TN,MiscCrop -75,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,TN,OilCrop -75,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,TN,OtherGrain -75,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Rice -75,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,TN,Root_Tuber -75,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,SugarCrop -75,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,TN,Wheat -75,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,TN,FodderHerb -75,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,TN,FodderGrass -75,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,TN,Corn -75,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,TN,biomass -75,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,TN,FiberCrop -75,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,TN,MiscCrop -75,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,TN,OilCrop -75,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,TN,OtherGrain -75,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,TN,Rice -75,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,TN,Root_Tuber -75,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,TN,SugarCrop -75,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,TN,Wheat -75,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,TN,FodderHerb -75,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,TN,FodderGrass -75,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,TN,Corn -75,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,biomass -75,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,TN,FiberCrop -75,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,TN,MiscCrop -75,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,TN,OilCrop -75,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,TN,OtherGrain -75,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Rice -75,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Root_Tuber -75,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,SugarCrop -75,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,TN,Wheat -75,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,TN,FodderHerb -75,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,TN,FodderGrass -75,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,TN,Corn -75,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,biomass -75,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,FiberCrop -75,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,TN,MiscCrop -75,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,TN,OilCrop -75,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,TN,OtherGrain -75,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,TN,Rice -75,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,Root_Tuber -75,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TN,SugarCrop -75,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,TN,Wheat -75,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,TN,FodderHerb -75,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,TN,FodderGrass -75,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Corn -75,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,biomass -75,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,FiberCrop -75,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,TN,MiscCrop -75,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,OilCrop -75,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,TN,OtherGrain -75,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Rice -75,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,TN,Root_Tuber -75,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,SugarCrop -75,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,TN,Wheat -75,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,TN,FodderHerb -75,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,TN,FodderGrass -75,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,PalmFruit -75,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Corn -75,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,biomass -75,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,FiberCrop -75,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,MiscCrop -75,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,OilCrop -75,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,OtherGrain -75,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Rice -75,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,Root_Tuber -75,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TN,SugarCrop -75,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,TN,Wheat -75,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,TN,FodderHerb 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-76,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,TX,OtherGrain -76,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,Rice -76,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TX,Root_Tuber -76,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,TX,SugarCrop -76,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,TX,Wheat -76,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,TX,FodderHerb -76,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,TX,FodderGrass -76,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,TX,Corn -76,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,TX,biomass -76,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,TX,FiberCrop -76,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,TX,MiscCrop 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-76,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,TX,FodderHerb -76,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,TX,FodderGrass -76,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,TX,Corn -76,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,TX,biomass -76,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,TX,FiberCrop -76,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,TX,MiscCrop -76,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,TX,OilCrop -76,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,TX,OtherGrain -76,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TX,Rice -76,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,TX,Root_Tuber -76,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,TX,SugarCrop -76,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,TX,Wheat -76,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,TX,FodderHerb -76,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,TX,FodderGrass -76,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,TX,Corn -76,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,TX,biomass -76,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,TX,FiberCrop -76,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,TX,MiscCrop -76,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,TX,OilCrop 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-76,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,TX,MiscCrop -76,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,TX,OilCrop -76,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,TX,OtherGrain -76,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TX,Rice -76,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,TX,Root_Tuber -76,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TX,SugarCrop -76,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,TX,Wheat -76,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,TX,FodderHerb -76,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,TX,FodderGrass -76,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,TX,Corn -76,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,TX,biomass -76,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,TX,FiberCrop -76,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,TX,MiscCrop -76,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,TX,OilCrop 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-76,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,TX,SugarCrop -76,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,TX,Wheat -76,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,TX,FodderHerb -76,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,TX,FodderGrass -76,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,TX,Corn -76,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,biomass -76,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,TX,FiberCrop 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-76,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,TX,SugarCrop -76,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,TX,Wheat -76,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,TX,FodderHerb -76,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,TX,FodderGrass -76,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit -76,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,TX,Corn -76,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,biomass -76,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,FiberCrop -76,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,TX,MiscCrop -76,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,TX,OilCrop 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-76,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,SugarCrop -76,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,TX,Wheat -76,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,TX,FodderHerb -76,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,TX,FodderGrass -76,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,TX,PalmFruit 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-77,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,UT,Corn -77,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,UT,biomass -77,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,UT,FiberCrop 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-77,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,UT,Root_Tuber -77,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,UT,SugarCrop -77,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,UT,Wheat -77,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,UT,FodderHerb -77,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,UT,FodderGrass -77,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,PalmFruit -77,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,UT,Corn -77,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,UT,biomass -77,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,UT,FiberCrop -77,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,UT,MiscCrop -77,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,UT,OilCrop -77,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,UT,OtherGrain -77,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,UT,Rice -77,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,UT,Root_Tuber -77,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,UT,SugarCrop -77,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,UT,Wheat -77,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,UT,FodderHerb -77,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,UT,FodderGrass -77,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,PalmFruit -77,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,UT,Corn -77,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,UT,biomass -77,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,UT,FiberCrop -77,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,UT,MiscCrop -77,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,UT,OilCrop -77,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,UT,OtherGrain -77,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,UT,Rice -77,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,UT,Root_Tuber -77,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,UT,SugarCrop -77,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,UT,Wheat -77,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,UT,FodderHerb -77,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,UT,FodderGrass -77,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,PalmFruit -77,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,UT,Corn -77,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,UT,biomass -77,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,UT,FiberCrop -77,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,UT,MiscCrop -77,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,UT,OilCrop -77,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,UT,OtherGrain -77,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,UT,Rice -77,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,UT,Root_Tuber -77,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,UT,SugarCrop -77,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,UT,Wheat -77,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,UT,FodderHerb -77,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,UT,FodderGrass -77,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,PalmFruit -77,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,UT,Corn -77,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,biomass 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-77,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,UT,FodderGrass -77,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,UT,PalmFruit -78,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,VA,Corn -78,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,VA,biomass 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-78,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,VA,FodderHerb -78,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,VA,FodderGrass -78,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,VA,Corn -78,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,VA,biomass -78,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,VA,FiberCrop -78,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,VA,MiscCrop -78,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,VA,OilCrop -78,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,VA,OtherGrain -78,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Rice -78,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Root_Tuber -78,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,SugarCrop -78,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,VA,Wheat -78,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,VA,FodderHerb -78,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,VA,FodderGrass -78,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,VA,Corn -78,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,VA,biomass -78,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,VA,FiberCrop -78,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,VA,MiscCrop -78,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,VA,OilCrop -78,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,VA,OtherGrain -78,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Rice -78,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,VA,Root_Tuber -78,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,VA,SugarCrop -78,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,VA,Wheat -78,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,VA,FodderHerb -78,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,VA,FodderGrass -78,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,VA,Corn -78,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,VA,biomass -78,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,VA,FiberCrop -78,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,VA,MiscCrop -78,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,VA,OilCrop -78,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,VA,OtherGrain -78,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Rice -78,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,VA,Root_Tuber -78,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,VA,SugarCrop -78,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,VA,Wheat -78,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,VA,FodderHerb -78,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,VA,FodderGrass -78,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,VA,Corn -78,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,VA,biomass -78,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,VA,FiberCrop -78,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,VA,MiscCrop -78,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,VA,OilCrop -78,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,VA,OtherGrain -78,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Rice -78,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,VA,Root_Tuber -78,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,SugarCrop -78,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,VA,Wheat -78,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,VA,FodderHerb -78,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,VA,FodderGrass -78,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,VA,Corn -78,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,VA,biomass -78,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,VA,FiberCrop -78,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,VA,MiscCrop -78,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,VA,OilCrop -78,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,VA,OtherGrain -78,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,VA,Rice -78,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,VA,Root_Tuber -78,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,VA,SugarCrop -78,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,VA,Wheat -78,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,VA,FodderHerb -78,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,VA,FodderGrass -78,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,VA,Corn -78,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,biomass -78,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,VA,FiberCrop -78,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,VA,MiscCrop -78,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,VA,OilCrop -78,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,VA,OtherGrain -78,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Rice -78,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Root_Tuber -78,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,SugarCrop -78,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,VA,Wheat -78,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,VA,FodderHerb -78,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,VA,FodderGrass -78,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,VA,Corn -78,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,biomass -78,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,FiberCrop -78,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,VA,MiscCrop -78,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,VA,OilCrop -78,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,VA,OtherGrain -78,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,VA,Rice -78,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,Root_Tuber -78,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VA,SugarCrop -78,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,VA,Wheat -78,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,VA,FodderHerb -78,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,VA,FodderGrass -78,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Corn -78,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,biomass -78,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,FiberCrop -78,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,VA,MiscCrop -78,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,OilCrop -78,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,VA,OtherGrain -78,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Rice -78,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,VA,Root_Tuber -78,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,SugarCrop -78,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,VA,Wheat -78,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,VA,FodderHerb -78,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,VA,FodderGrass -78,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -78,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Corn -78,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,biomass -78,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,FiberCrop -78,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,MiscCrop -78,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,OilCrop -78,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,OtherGrain -78,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Rice -78,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,Root_Tuber -78,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,SugarCrop -78,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,VA,Wheat -78,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,VA,FodderHerb -78,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,VA,FodderGrass -78,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VA,PalmFruit -79,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,VT,Corn -79,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,VT,biomass -79,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,VT,FiberCrop -79,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,VT,MiscCrop -79,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,VT,OilCrop -79,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,VT,OtherGrain -79,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Rice -79,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber -79,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,VT,SugarCrop -79,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,VT,Wheat -79,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,VT,FodderHerb -79,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,VT,FodderGrass -79,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,VT,Corn -79,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,VT,biomass -79,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,VT,FiberCrop -79,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,VT,MiscCrop -79,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,VT,OilCrop -79,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,VT,OtherGrain -79,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice -79,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber -79,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop -79,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,VT,Wheat -79,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,VT,FodderHerb -79,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,VT,FodderGrass -79,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,VT,Corn -79,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,VT,biomass -79,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,VT,FiberCrop -79,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,VT,MiscCrop -79,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,VT,OilCrop -79,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,VT,OtherGrain -79,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice -79,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,VT,Root_Tuber -79,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,VT,SugarCrop -79,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,VT,Wheat -79,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,VT,FodderHerb -79,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,VT,FodderGrass -79,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,VT,Corn -79,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,VT,biomass -79,10,3,0.21796011,0.217959803,0.217959329,0.218024728,0.218013881,0.217996987,0.217965151,0.217913431,0.217866174,0.217823357,0.217852526,0.217937942,0.217995994,0.218027308,0.21803933,0.21803083,0.218001088,0.217954882,0.217892073,0.217818343,0.217744613,VT,FiberCrop -79,10,4,0.562333136,0.562333238,0.562333571,0.561992266,0.561647464,0.561408404,0.561060633,0.560726334,0.560495598,0.560264389,0.560138709,0.560126487,0.560112577,0.560097337,0.560080367,0.560062869,0.560044884,0.560025734,0.560007082,0.559986297,0.559965512,VT,MiscCrop -79,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,VT,OilCrop -79,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,VT,OtherGrain -79,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice -79,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,VT,Root_Tuber -79,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,VT,SugarCrop -79,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,VT,Wheat -79,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,VT,FodderHerb -79,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,VT,FodderGrass -79,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,VT,Corn -79,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,VT,biomass -79,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,VT,FiberCrop -79,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,VT,MiscCrop -79,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,VT,OilCrop -79,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,VT,OtherGrain -79,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Rice -79,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,VT,Root_Tuber -79,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop -79,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,VT,Wheat -79,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,VT,FodderHerb -79,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,VT,FodderGrass -79,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,VT,Corn -79,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,VT,biomass -79,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,VT,FiberCrop -79,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,VT,MiscCrop -79,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,VT,OilCrop -79,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,VT,OtherGrain -79,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,VT,Rice -79,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,VT,Root_Tuber -79,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,VT,SugarCrop -79,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,VT,Wheat -79,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,VT,FodderHerb -79,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,VT,FodderGrass -79,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,VT,Corn -79,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,biomass -79,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,VT,FiberCrop -79,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,VT,MiscCrop -79,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,VT,OilCrop -79,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,VT,OtherGrain -79,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Rice -79,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber -79,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop -79,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,VT,Wheat -79,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,VT,FodderHerb -79,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,VT,FodderGrass -79,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,VT,Corn -79,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,biomass -79,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,FiberCrop -79,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,VT,MiscCrop -79,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,VT,OilCrop -79,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,VT,OtherGrain -79,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,VT,Rice -79,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,Root_Tuber -79,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,VT,SugarCrop -79,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,VT,Wheat -79,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,VT,FodderHerb -79,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,VT,FodderGrass -79,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Corn -79,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,biomass -79,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,FiberCrop -79,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,VT,MiscCrop -79,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,OilCrop -79,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,VT,OtherGrain -79,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Rice -79,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,VT,Root_Tuber -79,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,SugarCrop -79,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,VT,Wheat -79,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,VT,FodderHerb -79,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,VT,FodderGrass -79,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -79,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Corn -79,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,biomass -79,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,FiberCrop -79,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,MiscCrop -79,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,OilCrop -79,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,OtherGrain -79,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Rice -79,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,Root_Tuber -79,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,SugarCrop -79,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,VT,Wheat -79,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,VT,FodderHerb -79,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,VT,FodderGrass -79,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,VT,PalmFruit -80,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,WA,Corn -80,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,WA,biomass -80,7,3,0.532669618,0.532669368,0.532669437,0.532774467,0.532757037,0.532729268,0.532677254,0.532594171,0.532519941,0.532451179,0.532488216,0.532625095,0.532716618,0.532767213,0.532785377,0.532771393,0.532724619,0.532650162,0.532550821,0.532433812,0.532316803,WA,FiberCrop -80,7,4,0.92346814,0.923468108,0.923468127,0.923461988,0.923455077,0.923478508,0.923501595,0.923621316,0.923739963,0.923858045,0.923975665,0.923972594,0.923968611,0.923964343,0.923959741,0.923954902,0.923949985,0.923944804,0.923939485,0.923933968,0.923928451,WA,MiscCrop -80,7,5,0.547181042,0.54718088,0.547180984,0.540053864,0.534114859,0.528527642,0.523143444,0.516498429,0.510162513,0.504256382,0.498571363,0.498270252,0.497913901,0.497506252,0.497093865,0.496706891,0.496337167,0.495983809,0.495627712,0.49528697,0.494946228,WA,OilCrop -80,7,6,0.423007835,0.423008386,0.423008206,0.421348725,0.419794649,0.418337417,0.416867001,0.416565944,0.416245014,0.41591788,0.415580884,0.415602254,0.415600764,0.415583352,0.415545935,0.415500192,0.415440885,0.415375294,0.415301872,0.415226566,0.41515126,WA,OtherGrain -80,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,Rice -80,7,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,Root_Tuber -80,7,9,0.996518247,0.996518305,0.996518284,0.996373563,0.996233663,0.996098415,0.99596699,0.996058455,0.996147796,0.99623671,0.996325155,0.996325048,0.996324882,0.996324679,0.996324456,0.996324212,0.996323953,0.996323674,0.996323387,0.996323062,0.996322737,WA,SugarCrop -80,7,10,0.251732185,0.251731594,0.251732171,0.23987046,0.229590563,0.220566971,0.21257408,0.209401666,0.206397975,0.203563451,0.200822175,0.200804591,0.200773659,0.200730057,0.20067634,0.200621643,0.200560302,0.200495006,0.200424398,0.200352537,0.200280676,WA,Wheat -80,7,11,0.559668294,0.559668664,0.559669406,0.55710279,0.554742952,0.552487296,0.55033596,0.549485321,0.54874215,0.547887355,0.547142559,0.54714638,0.547150634,0.547151714,0.547151102,0.547152364,0.547149495,0.547148761,0.547145724,0.547140216,0.547134708,WA,FodderHerb -80,7,12,0.566416857,0.566417121,0.566417171,0.56644917,0.566483651,0.566525099,0.566669115,0.566699358,0.566728641,0.566756042,0.56678722,0.566813322,0.566837388,0.566856199,0.566874396,0.566888483,0.56690072,0.566910587,0.56691983,0.566930217,0.566940604,WA,FodderGrass -80,7,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,8,1,0.380143458,0.380143037,0.380144562,0.377209226,0.374662385,0.372242327,0.369929965,0.368887866,0.367942352,0.366995723,0.366148421,0.366122338,0.366086847,0.366042703,0.365995333,0.365948096,0.365897323,0.365847769,0.3657973,0.365744511,0.365691722,WA,Corn -80,8,2,0,0,0,0,0.111777678,0.110715239,0.109642679,0.110343345,0.111594185,0.111665875,0.110543236,0.11133941,0.112093498,0.112184553,0.112232893,0.112269462,0.112249797,0.112049144,0.111845036,0.112118629,0.112392222,WA,biomass -80,8,3,0.599110412,0.599109377,0.599108768,0.59916476,0.599156364,0.599141111,0.599112804,0.599070705,0.599029552,0.598994399,0.599060251,0.599132847,0.599181584,0.599208831,0.599218235,0.599211911,0.599185573,0.599147344,0.599094247,0.599032518,0.598970789,WA,FiberCrop -80,8,4,0.545748047,0.54574773,0.545747466,0.544650323,0.543656208,0.542766659,0.541982661,0.541427316,0.54097579,0.540415376,0.539961983,0.539948117,0.53993251,0.539914512,0.539895299,0.539875863,0.539854875,0.539834189,0.539812803,0.539790115,0.539767427,WA,MiscCrop -80,8,5,0.068170498,0.068170619,0.068170387,0.066377188,0.064943874,0.063625538,0.062433071,0.060899681,0.059496881,0.058219695,0.057062521,0.057003175,0.056933314,0.056853863,0.056773987,0.056699582,0.056628465,0.056561299,0.056493584,0.056429212,0.05636484,WA,OilCrop -80,8,6,0.205185563,0.205186261,0.205185784,0.203954215,0.202800893,0.201576212,0.200419934,0.200233096,0.20003609,0.19976768,0.199563548,0.199575111,0.19957411,0.199565188,0.199546056,0.199522993,0.19949182,0.19945881,0.199420959,0.199382173,0.199343387,WA,OtherGrain -80,8,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,Rice -80,8,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,Root_Tuber -80,8,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,SugarCrop -80,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,WA,Wheat -80,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,WA,FodderHerb -80,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,WA,FodderGrass -80,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,9,1,0.350974837,0.350973932,0.350973203,0.348183005,0.345740546,0.343416748,0.34119772,0.340198998,0.339293141,0.338385131,0.337574682,0.337555599,0.337525272,0.33749155,0.337453478,0.337414664,0.337375688,0.337336036,0.337293712,0.337254788,0.337215864,WA,Corn -80,9,2,0,0,0,0,0.119028074,0.118582656,0.118089151,0.118246652,0.11842901,0.117900761,0.117121035,0.117798053,0.118454455,0.118937416,0.119468887,0.119661764,0.119697798,0.119723265,0.11951331,0.119302802,0.119092294,WA,biomass -80,9,3,0.787359573,0.787360286,0.787359238,0.787408805,0.787400376,0.78738835,0.787364146,0.787324946,0.787291092,0.78725768,0.787297174,0.787362048,0.787405205,0.787428046,0.787436906,0.787430272,0.787408538,0.787372797,0.787326888,0.787272853,0.787218818,WA,FiberCrop -80,9,4,0.777595057,0.777595619,0.777595266,0.776979198,0.776359753,0.775813101,0.775264776,0.775405926,0.77554592,0.775684823,0.775822766,0.775813512,0.775802813,0.775791843,0.775777971,0.775764755,0.7757516,0.775737119,0.775722724,0.775706726,0.775690728,WA,MiscCrop -80,9,5,0.054883816,0.054883936,0.054883727,0.053095062,0.051651006,0.050333637,0.049128945,0.047528203,0.046089688,0.044785631,0.043607588,0.043559384,0.043502089,0.04343693,0.043371605,0.043310344,0.04325217,0.04319651,0.043140496,0.043087512,0.043034528,WA,OilCrop -80,9,6,0.067707215,0.067707176,0.067707266,0.067559981,0.067413586,0.067263768,0.067109473,0.06735117,0.067586557,0.067792858,0.068024014,0.068031888,0.068031262,0.068025155,0.0680116,0.067995364,0.067973927,0.067950555,0.067924284,0.067897452,0.06787062,WA,OtherGrain -80,9,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,Rice -80,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,WA,Root_Tuber -80,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,WA,SugarCrop -80,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,WA,Wheat -80,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,WA,FodderHerb -80,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,WA,FodderGrass -80,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,WA,Corn -80,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,WA,biomass 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-80,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,WA,Root_Tuber -80,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,SugarCrop -80,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,WA,Wheat -80,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,WA,FodderHerb -80,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,WA,FodderGrass -80,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,WA,Corn -80,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,WA,biomass -80,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,WA,FiberCrop -80,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,WA,MiscCrop -80,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,WA,OilCrop -80,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,WA,OtherGrain -80,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,WA,Rice -80,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,WA,Root_Tuber -80,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,WA,SugarCrop -80,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,WA,Wheat -80,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,WA,FodderHerb -80,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,WA,FodderGrass -80,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,WA,Corn -80,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,biomass -80,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,WA,FiberCrop 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-80,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WA,SugarCrop -80,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,WA,Wheat -80,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,WA,FodderHerb -80,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,WA,FodderGrass -80,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,PalmFruit -80,14,1,0.773102734,0.773160761,0.773141282,0.771062812,0.769182755,0.767375166,0.765635321,0.764843545,0.764126184,0.763406422,0.762762845,0.762754412,0.762742616,0.762727267,0.762712175,0.762696487,0.762678578,0.762662318,0.762645194,0.762627863,0.762610532,WA,Corn -80,14,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,biomass -80,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WA,FiberCrop -80,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,WA,MiscCrop -80,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,WA,OilCrop 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-81,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,WI,Wheat -81,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,WI,FodderHerb -81,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,WI,FodderGrass -81,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,PalmFruit 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-81,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,WI,OilCrop -81,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,WI,OtherGrain -81,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WI,Rice -81,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,WI,Root_Tuber -81,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,WI,SugarCrop -81,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,WI,Wheat -81,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,WI,FodderHerb -81,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,WI,FodderGrass -81,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,PalmFruit -81,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,WI,Corn -81,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,WI,biomass -81,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,WI,FiberCrop -81,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,WI,MiscCrop -81,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,WI,OilCrop -81,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,WI,OtherGrain -81,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WI,Rice -81,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,WI,Root_Tuber -81,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WI,SugarCrop -81,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,WI,Wheat -81,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,WI,FodderHerb -81,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,WI,FodderGrass -81,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,PalmFruit -81,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,WI,Corn -81,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,WI,biomass -81,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,WI,FiberCrop -81,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,WI,MiscCrop -81,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,WI,OilCrop -81,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,WI,OtherGrain -81,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,WI,Rice -81,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,WI,Root_Tuber -81,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,WI,SugarCrop -81,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,WI,Wheat 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-81,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,Rice -81,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,Root_Tuber -81,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,SugarCrop -81,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,WI,Wheat -81,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,WI,FodderHerb -81,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,WI,FodderGrass -81,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WI,PalmFruit -82,7,1,0.689775591,0.689775464,0.689774764,0.687030498,0.684666813,0.682409225,0.680235274,0.679256819,0.678362355,0.677462639,0.676655116,0.676622874,0.676579249,0.676525164,0.676469324,0.676411199,0.676349725,0.676287636,0.676227008,0.676162989,0.67609897,WV,Corn -82,7,2,0,0,0,0,0.279178155,0.277117715,0.274959985,0.274653304,0.274218986,0.276163326,0.277885623,0.279622948,0.280612727,0.279948916,0.279287788,0.278857735,0.279097782,0.279232267,0.278740035,0.278598359,0.278456683,WV,biomass 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-82,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,WV,SugarCrop -82,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,WV,Wheat -82,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,WV,FodderHerb -82,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,WV,FodderGrass -82,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,PalmFruit -82,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,WV,Corn -82,10,2,0,0,0,0,0.027383253,0.027261994,0.027123781,0.027310275,0.027248086,0.027257974,0.027261673,0.027365619,0.027354832,0.027481583,0.027609285,0.027708359,0.027790209,0.027857348,0.027922823,0.027988208,0.028053593,WV,biomass 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-82,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,WV,OtherGrain -82,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WV,Rice -82,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,WV,Root_Tuber -82,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,WV,SugarCrop -82,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,WV,Wheat -82,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,WV,FodderHerb -82,10,12,0.036544535,0.036544523,0.036544522,0.036544451,0.036544511,0.036544528,0.036544634,0.036544485,0.036544585,0.036544455,0.036544696,0.036544484,0.036544598,0.036544312,0.036544688,0.03654439,0.036544574,0.03654446,0.03654459,0.036544603,0.036544616,WV,FodderGrass -82,10,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,PalmFruit -82,11,1,0.040382692,0.040382633,0.04038263,0.039916596,0.039507804,0.039121108,0.038754241,0.038589375,0.03844056,0.038291891,0.03815969,0.038156857,0.038153029,0.038148235,0.038143197,0.038138,0.038132479,0.038127048,0.038121458,0.038115856,0.038110254,WV,Corn -82,11,2,0,0,0,0,0.038003113,0.037815899,0.037612793,0.037640975,0.037681457,0.037700724,0.037628476,0.037684848,0.037633517,0.037789067,0.037945545,0.038067232,0.038137918,0.038190765,0.03825866,0.038342501,0.038426342,WV,biomass -82,11,3,0.517040183,0.517039688,0.517039961,0.517112673,0.517100574,0.517081209,0.517044784,0.516987581,0.516935751,0.51688695,0.516945169,0.517041451,0.517106458,0.517140909,0.517154513,0.517144132,0.517112084,0.51705916,0.51698989,0.516906287,0.516822684,WV,FiberCrop -82,11,4,0.249512813,0.249512606,0.249512726,0.250879979,0.252088988,0.253137077,0.254106014,0.254429849,0.254751366,0.255073722,0.255394441,0.2553876,0.255380228,0.255371428,0.255361307,0.255351433,0.255340706,0.255329967,0.255318097,0.255306552,0.255295007,WV,MiscCrop -82,11,5,0.040670528,0.040670604,0.04067054,0.039160068,0.037936617,0.036832151,0.035818011,0.034534793,0.033392489,0.032381609,0.031466848,0.031432348,0.031391449,0.031344754,0.031297878,0.031254041,0.031211903,0.031171513,0.031131088,0.03109252,0.031053952,WV,OilCrop -82,11,6,0.082341836,0.082341786,0.082341926,0.082374571,0.082406785,0.082437304,0.082465394,0.082481687,0.082460973,0.082439754,0.082449234,0.082453286,0.082452881,0.082449754,0.08244294,0.082434363,0.082423236,0.08241147,0.08239801,0.082383772,0.082369534,WV,OtherGrain -82,11,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WV,Rice -82,11,8,0.586322778,0.58632441,0.586324306,0.585147234,0.584076144,0.583003465,0.581929094,0.5808644,0.579797069,0.578835309,0.577764827,0.577764198,0.57776209,0.577759356,0.577755754,0.577751906,0.577747486,0.577743434,0.577738181,0.577732812,0.577727443,WV,Root_Tuber -82,11,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WV,SugarCrop -82,11,10,0.07757021,0.077570143,0.07756987,0.073167494,0.069438649,0.0662304,0.063440703,0.062335275,0.061297731,0.060324685,0.059390988,0.059390746,0.059389971,0.059388716,0.05938732,0.059385867,0.059384615,0.059382693,0.059381128,0.059379034,0.05937694,WV,Wheat -82,11,11,0.020085799,0.020085786,0.020085736,0.019865066,0.0196629,0.019471099,0.019297544,0.019224524,0.019143378,0.019070663,0.019006169,0.019006587,0.01900681,0.019006996,0.019007,0.019006972,0.019006877,0.019006666,0.019006481,0.01900613,0.019005779,WV,FodderHerb -82,11,12,0.014605982,0.014605926,0.014605958,0.014605939,0.014605973,0.014605942,0.014605979,0.014605974,0.014605973,0.014605945,0.014605981,0.014605968,0.014605961,0.014605971,0.014605974,0.014605977,0.014605972,0.014605955,0.01460597,0.014605975,0.01460598,WV,FodderGrass -82,11,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,PalmFruit -82,12,1,0.166008219,0.166008407,0.166008656,0.164292581,0.162807547,0.161402658,0.160065045,0.159465031,0.158921336,0.15837693,0.157890896,0.15787375,0.157853164,0.157826552,0.157798985,0.157771299,0.157740843,0.157710724,0.157679899,0.157647751,0.157615603,WV,Corn -82,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,WV,biomass 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-82,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WV,SugarCrop -82,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,WV,Wheat -82,13,11,0.582378948,0.582377527,0.582377875,0.579632537,0.577089127,0.574646564,0.572307319,0.571253162,0.570303295,0.569351911,0.568506146,0.568511246,0.568514541,0.568516292,0.56851685,0.568516697,0.568515095,0.568513096,0.568509868,0.568506137,0.568502406,WV,FodderHerb -82,13,12,0.582928186,0.582928128,0.582928268,0.582928771,0.582927931,0.582928147,0.582928288,0.58292817,0.582928369,0.58292803,0.582928468,0.58292845,0.582928553,0.582928058,0.582928484,0.582928083,0.582928186,0.582928307,0.582928097,0.582927995,0.582927893,WV,FodderGrass -82,13,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,PalmFruit 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-82,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,WV,MiscCrop -82,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,OilCrop -82,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,WV,OtherGrain -82,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,Rice -82,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,WV,Root_Tuber -82,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,SugarCrop -82,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,WV,Wheat -82,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,WV,FodderHerb -82,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,WV,FodderGrass -82,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,PalmFruit -82,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,Corn -82,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,biomass -82,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,FiberCrop -82,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,MiscCrop -82,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,OilCrop -82,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,OtherGrain -82,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,Rice -82,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,Root_Tuber -82,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WV,SugarCrop -82,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,WV,Wheat 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-83,8,10,0.106437108,0.106437199,0.106437142,0.100547324,0.095536858,0.09121004,0.087434319,0.085940206,0.084535385,0.083216935,0.081948505,0.081945386,0.081939342,0.081930997,0.081921047,0.081910659,0.081899121,0.081886927,0.081873866,0.081860478,0.08184709,WY,Wheat -83,8,11,0.252769892,0.252769276,0.252769908,0.25072673,0.248772073,0.246908322,0.245214519,0.24449892,0.243863402,0.243227963,0.242673323,0.242677005,0.242679117,0.242681,0.242680886,0.242681067,0.242679646,0.242678288,0.242676172,0.242673186,0.2426702,WY,FodderHerb -83,8,12,0.248384009,0.248384203,0.248384312,0.248406644,0.248431751,0.248462148,0.248569837,0.24859214,0.248613947,0.248633542,0.248654909,0.2486749,0.248691886,0.248705642,0.248719569,0.248730445,0.248739167,0.248746046,0.248752779,0.248760724,0.248768669,WY,FodderGrass -83,8,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit 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-83,9,8,0.222088242,0.222087855,0.222088789,0.221921531,0.221751942,0.221657913,0.22148679,0.221332714,0.221175493,0.221093644,0.220934107,0.220932881,0.220929682,0.220925859,0.220920262,0.220914375,0.220907695,0.220901126,0.220894185,0.220885799,0.220877413,WY,Root_Tuber -83,9,9,0.083535011,0.083534684,0.083534891,0.083492284,0.083474348,0.083454571,0.083433694,0.083417217,0.083399013,0.083379761,0.083359518,0.083356877,0.083353036,0.083348124,0.08334264,0.08333673,0.08333032,0.083323588,0.083316641,0.083308579,0.083300517,WY,SugarCrop -83,9,10,0.048632437,0.048632733,0.048632591,0.045778459,0.043366289,0.04129527,0.039496698,0.038787422,0.038121301,0.037497591,0.036898199,0.036896611,0.036894209,0.036890441,0.036885842,0.036881304,0.036876059,0.036870713,0.036864787,0.036858715,0.036852643,WY,Wheat -83,9,11,0.28039965,0.280399725,0.280399533,0.278129539,0.276039813,0.274045734,0.272147073,0.271380369,0.270699718,0.269933732,0.269254075,0.269258166,0.269260494,0.269261789,0.269262511,0.269261761,0.269261159,0.269259717,0.269257529,0.269254584,0.269251639,WY,FodderHerb -83,9,12,0.28480462,0.284804273,0.284804985,0.28482999,0.284857759,0.284890271,0.285007625,0.285032269,0.28505461,0.285077192,0.285101077,0.285122756,0.285142048,0.285155531,0.285170815,0.285181994,0.285192839,0.2851995,0.285206098,0.285215379,0.28522466,WY,FodderGrass -83,9,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit -83,10,1,0.039610376,0.039610279,0.039610467,0.039159805,0.038760894,0.038383195,0.038024952,0.037863787,0.037718392,0.037573396,0.037444553,0.037442328,0.037439534,0.03743606,0.037432176,0.037428509,0.037424389,0.037420295,0.037416295,0.037412199,0.037408103,WY,Corn 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-83,10,5,0.010698487,0.010698537,0.010698533,0.010323005,0.010006198,0.00972072,0.009463584,0.009112561,0.008804291,0.00852846,0.00827901,0.008273285,0.008266605,0.008258992,0.008251342,0.008244243,0.008237496,0.00823098,0.008224599,0.008218469,0.008212339,WY,OilCrop -83,10,6,0.073965248,0.073965092,0.073965047,0.073347189,0.072762085,0.072174546,0.071612255,0.072050235,0.072449021,0.072816745,0.073180272,0.073193607,0.073192341,0.073181313,0.073157271,0.073128459,0.073090973,0.07305005,0.073003757,0.072956736,0.072909715,WY,OtherGrain -83,10,7,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WY,Rice -83,10,8,0.76149281,0.761492718,0.761492663,0.761484764,0.761474636,0.761464749,0.761374763,0.761373516,0.761369913,0.761365716,0.761281629,0.76128065,0.761279022,0.761277326,0.761274846,0.76127182,0.76126824,0.761264947,0.76126002,0.761255472,0.761250924,WY,Root_Tuber -83,10,9,0.494759293,0.494763245,0.49476133,0.505751861,0.516031624,0.525647902,0.534706025,0.52834835,0.521868732,0.515269837,0.508663171,0.508658108,0.508650823,0.50864159,0.508630736,0.508619423,0.50860667,0.508593608,0.508579544,0.508564132,0.50854872,WY,SugarCrop -83,10,10,0.070170777,0.070170779,0.070170793,0.066150378,0.062745607,0.059817694,0.057272093,0.056264994,0.055319551,0.054433553,0.05358239,0.053581428,0.05357906,0.053576074,0.053572322,0.053568682,0.053564501,0.053560317,0.053555367,0.053550604,0.053545841,WY,Wheat -83,10,11,0.03463642,0.034636557,0.034636374,0.03426134,0.033917892,0.033591771,0.033296597,0.033172307,0.033034128,0.032910346,0.032800729,0.032801346,0.032801807,0.032801959,0.032802081,0.032802013,0.032801872,0.032801547,0.032801125,0.032800813,0.032800501,WY,FodderHerb 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-83,12,2,0,0,0,0,0.101902394,0.101146168,0.10038197,0.100114662,0.099562477,0.10009213,0.101507092,0.101752325,0.101479203,0.101678104,0.101918142,0.102068717,0.102208976,0.102343716,0.102515484,0.102687394,0.102859304,WY,biomass -83,12,3,0.263792988,0.263793479,0.263793224,0.263842077,0.263834282,0.263820748,0.263796996,0.263758187,0.26372399,0.26369129,0.263743707,0.263807735,0.263849368,0.263872902,0.26388145,0.263875456,0.263852891,0.263818352,0.26377218,0.263717531,0.263662882,WY,FiberCrop -83,12,4,0.502070354,0.502070526,0.502070908,0.502812669,0.503446907,0.503972583,0.504496441,0.504814537,0.505023956,0.505231272,0.505438204,0.505429532,0.505420357,0.505410231,0.505399398,0.505386642,0.505375733,0.505362315,0.505350076,0.505335883,0.50532169,WY,MiscCrop -83,12,5,0.073143899,0.073144419,0.073143993,0.070805384,0.06893135,0.06719438,0.065603174,0.063465483,0.061540318,0.059767198,0.058184839,0.058113387,0.058028394,0.057930558,0.057831754,0.057738577,0.057649017,0.057562277,0.057474777,0.057390592,0.057306407,WY,OilCrop -83,12,6,0.106711568,0.106711542,0.106711581,0.106595137,0.106518661,0.106437258,0.106308507,0.106352591,0.106387402,0.10646085,0.106489227,0.106498172,0.106497657,0.106489683,0.106472795,0.106452966,0.106427053,0.106398154,0.106365889,0.106332777,0.106299665,WY,OtherGrain -83,12,7,0.980541305,0.980541327,0.980541315,0.980699536,0.98085073,0.980998902,0.981135432,0.981282756,0.981427391,0.981569469,0.981708388,0.98178613,0.981861149,0.98193396,0.982004258,0.982072594,0.982138749,0.982202975,0.982265139,0.982325257,0.982385375,WY,Rice -83,12,8,0.241978093,0.241977636,0.241977261,0.240694627,0.23949457,0.238377161,0.237184393,0.23600143,0.234899592,0.233801279,0.232705406,0.232704896,0.232704154,0.232703008,0.232701139,0.232698814,0.232697232,0.232694561,0.232692606,0.232689406,0.232686206,WY,Root_Tuber -83,12,9,0.116603844,0.116604178,0.116604012,0.116573958,0.116561404,0.116548057,0.11653363,0.116521939,0.11650897,0.116495892,0.116481898,0.11648006,0.11647687,0.116474446,0.116470542,0.116466101,0.116462513,0.116457427,0.116452617,0.116446915,0.116441213,WY,SugarCrop -83,12,10,0.077524945,0.077525092,0.077524972,0.073120808,0.06938917,0.066178106,0.063385043,0.062278764,0.061240226,0.060266874,0.059331851,0.059331031,0.059329356,0.059326947,0.059324132,0.05932122,0.059317884,0.059314457,0.059310565,0.059306661,0.059302757,WY,Wheat -83,12,11,0.112114527,0.112114783,0.112114772,0.111083625,0.110100527,0.109167434,0.108282816,0.10795259,0.107580913,0.107251023,0.106921915,0.106923648,0.106924797,0.106926792,0.106926051,0.106926656,0.106925793,0.106924485,0.106922876,0.106921759,0.106920642,WY,FodderHerb -83,12,12,0.041656698,0.041656741,0.041656789,0.041656771,0.041656714,0.041656757,0.041656751,0.041656732,0.041656781,0.041656625,0.041656963,0.041656614,0.041656812,0.041656638,0.041656685,0.041656658,0.041656613,0.041656681,0.041656613,0.041656699,0.041656785,WY,FodderGrass -83,12,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit -83,13,1,0.72427061,0.724273936,0.724274036,0.721740735,0.71954198,0.717440183,0.715414176,0.714500041,0.713665226,0.712825686,0.712073575,0.712047048,0.712010584,0.711964128,0.711917048,0.711867431,0.711816461,0.711764158,0.711711809,0.711656216,0.711600623,WY,Corn -83,13,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,biomass -83,13,3,0.000955101,0.000958929,0.000957121,0.000957183,0.000957173,0.000957156,0.000957125,0.000957076,0.000957033,0.000956993,0.000957368,0.000957449,0.000957503,0.000957533,0.000957542,0.000957535,0.000957507,0.000957464,0.000957404,0.000957336,0.000957268,WY,FiberCrop -83,13,4,0.825955443,0.825955553,0.825955083,0.825259065,0.824684077,0.824169485,0.823715974,0.823645534,0.823573808,0.823502384,0.823429542,0.823422861,0.82341582,0.823407751,0.823398328,0.823389588,0.823379552,0.823369865,0.823360141,0.823349413,0.823338685,WY,MiscCrop -83,13,5,0.245339698,0.245339935,0.245339895,0.238492069,0.232761582,0.227740706,0.223393057,0.22298579,0.222648659,0.222311298,0.221900792,0.221798358,0.221680656,0.221546109,0.221411752,0.221288307,0.221174919,0.221072594,0.220971655,0.220876392,0.220781129,WY,OilCrop -83,13,6,0.539294645,0.539295678,0.539293839,0.539129129,0.53897265,0.538801309,0.538620464,0.537562439,0.536597161,0.535623788,0.534749496,0.534769003,0.534768455,0.53475425,0.534721575,0.5346802,0.534625598,0.534565008,0.534496063,0.534428305,0.534360547,WY,OtherGrain -83,13,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Rice -83,13,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WY,Root_Tuber -83,13,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WY,SugarCrop -83,13,10,0.03531051,0.035310437,0.035310468,0.033203147,0.031423444,0.029895897,0.028569581,0.028048119,0.027558357,0.027099364,0.02665818,0.026656387,0.026652824,0.026648013,0.02664215,0.026636056,0.026629227,0.026621954,0.026614054,0.026606141,0.026598228,WY,Wheat 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-83,14,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,FiberCrop -83,14,4,0.983081001,0.983081752,0.983079348,0.983084649,0.983089697,0.983094642,0.983099512,0.983098373,0.983104345,0.983102883,0.983101356,0.983100349,0.98309915,0.983097892,0.983096417,0.983094941,0.983093404,0.98309182,0.983090129,0.983088456,0.983086783,WY,MiscCrop -83,14,5,0.921062523,0.921085708,0.921086843,0.921060473,0.921050155,0.921040987,0.92103141,0.921022966,0.921013954,0.921005047,0.920995833,0.920987222,0.920977398,0.920966662,0.920955637,0.920945691,0.920936661,0.920929265,0.920921737,0.920914597,0.920907457,WY,OilCrop -83,14,6,0.169801024,0.169801344,0.169801562,0.169745568,0.169693273,0.169637243,0.169577924,0.169613392,0.169642547,0.169609443,0.169572502,0.169579418,0.169579256,0.169574741,0.169564151,0.169550892,0.169533032,0.169514093,0.169492681,0.169470903,0.169449125,WY,OtherGrain -83,14,7,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999999,0.999999998,0.999999998,0.999999998,0.999999998,WY,Rice -83,14,8,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WY,Root_Tuber -83,14,9,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,WY,SugarCrop -83,14,10,0.105265597,0.105265565,0.105265482,0.099433002,0.094471664,0.090187909,0.08645021,0.084971343,0.083580538,0.082275565,0.081020263,0.081016953,0.08101107,0.081002683,0.080992754,0.080982382,0.080970796,0.080958778,0.080945502,0.080932281,0.08091906,WY,Wheat -83,14,11,0.417004594,0.417005038,0.417004498,0.41426518,0.411736372,0.40931592,0.407005611,0.405966072,0.405031908,0.404096413,0.403265417,0.403270464,0.403273032,0.403275481,0.403275885,0.403275422,0.403273778,0.403272237,0.40326881,0.403266016,0.403263222,WY,FodderHerb -83,14,12,0.415888493,0.415888795,0.415889525,0.415888716,0.415888632,0.415889947,0.415889251,0.415889627,0.415889339,0.415888903,0.41588903,0.415889765,0.415889799,0.415889431,0.41588855,0.415888854,0.415888681,0.41588973,0.415889542,0.415889395,0.415889248,WY,FodderGrass -83,14,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit -83,15,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Corn -83,15,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,biomass -83,15,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,FiberCrop -83,15,4,0.909611152,0.909617558,0.909611119,0.909353541,0.909130064,0.908905603,0.908715872,0.908530286,0.908379472,0.908191666,0.908039315,0.908035088,0.908030014,0.908024348,0.908018197,0.908011979,0.90800524,0.90799841,0.907991516,0.907984088,0.90797666,WY,MiscCrop -83,15,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,OilCrop -83,15,6,0.036676736,0.036677586,0.036680254,0.036644184,0.036609901,0.036573522,0.036534758,0.03674824,0.036959477,0.037155085,0.037349948,0.037354345,0.037354161,0.037350901,0.037343838,0.037335249,0.037323416,0.037310747,0.037296429,0.037281858,0.037267287,WY,OtherGrain -83,15,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Rice -83,15,8,0.90846279,0.908454633,0.908462263,0.908462167,0.908462236,0.908462487,0.90846218,0.908462188,0.908462316,0.908462345,0.908462261,0.908462213,0.908462192,0.908462051,0.908462057,0.908462533,0.908462151,0.908462268,0.908462508,0.908462392,0.908462276,WY,Root_Tuber -83,15,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,SugarCrop -83,15,10,0.022982616,0.022982892,0.02298307,0.021606435,0.020447553,0.019456015,0.018597545,0.018258262,0.017940374,0.017642969,0.017357788,0.017357701,0.01735739,0.01735715,0.0173569,0.017356462,0.017356192,0.01735583,0.017355322,0.017354988,0.017354654,WY,Wheat -83,15,11,0.091995196,0.091996548,0.091994845,0.091057148,0.090197456,0.089380154,0.088604586,0.088257363,0.087945752,0.087634578,0.087359294,0.087360748,0.087361676,0.08736235,0.087362689,0.087362493,0.087362008,0.087361414,0.087360365,0.087359105,0.087357845,WY,FodderHerb -83,15,12,0.099036524,0.099036673,0.099036709,0.099036745,0.099036589,0.099036748,0.099036609,0.09903677,0.09903674,0.099036756,0.099036768,0.099036756,0.099036785,0.099036632,0.099036735,0.099036633,0.09903672,0.099036708,0.099036794,0.099036773,0.099036752,WY,FodderGrass -83,15,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit -83,16,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Corn -83,16,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,biomass -83,16,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,FiberCrop -83,16,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,MiscCrop -83,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,OilCrop -83,16,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,OtherGrain -83,16,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Rice -83,16,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,Root_Tuber -83,16,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,SugarCrop -83,16,10,0.005545287,0.00555115,0.005469584,0.00513674,0.004857136,0.004618292,0.004411882,0.004330346,0.004253985,0.004182596,0.004114184,0.004114172,0.004114164,0.004114164,0.004114172,0.004114167,0.004114162,0.004114161,0.004114171,0.004114166,0.004114161,WY,Wheat -83,16,11,0.005423192,0.00545156,0.005431971,0.00527201,0.005123263,0.004983015,0.004850786,0.00476537,0.00468348,0.004604968,0.004529688,0.004529777,0.00452986,0.004529889,0.004529894,0.004529885,0.004529864,0.004529833,0.004529767,0.004529704,0.004529641,WY,FodderHerb -83,16,12,0.038744506,0.038743314,0.038732565,0.038732532,0.038732529,0.038732651,0.038732548,0.038732629,0.038732568,0.038732499,0.038732588,0.038732625,0.038732601,0.038732504,0.038732493,0.038732725,0.038732431,0.038732449,0.038732364,0.038732421,0.038732478,WY,FodderGrass -83,16,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,WY,PalmFruit From 6aad3f1d23cbf28cca2ab80065dbe0578a9ecf42 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 3 Jun 2022 18:44:31 -0400 Subject: [PATCH 057/142] read electricity demand building sector values directly from GCAM database instead of from TD_Elec_paras --- tethys/config_reader.py | 10 ---- tethys/data_reader/gcam_outputs.py | 47 ++++++++++++++++++- tethys/model.py | 10 ---- .../reference/queries/query_consumption.xml | 10 ++++ .../queries/query_consumption_GCAMUSA.xml | 10 ++++ tethys/reference/queries/query_withdrawal.xml | 10 ++++ .../queries/query_withdrawal_GCAMUSA.xml | 10 ++++ tethys/run_disaggregation.py | 9 +--- .../temporal_downscaling.py | 10 +--- 9 files changed, 88 insertions(+), 38 deletions(-) diff --git a/tethys/config_reader.py b/tethys/config_reader.py index d31bbb1..c09beb4 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -191,21 +191,11 @@ def __init__(self, **kwargs): self.temporal_climate = self.temporal_params.get('temporal_climate') self.Domestic_R = self.temporal_params.get('Domestic_R') - self.Elec_Building = self.temporal_params.get('Elec_Building') - self.Elec_Industry = self.temporal_params.get('Elec_Industry') - self.Elec_Building_heat = self.temporal_params.get('Elec_Building_heat') - self.Elec_Building_cool = self.temporal_params.get('Elec_Building_cool') - self.Elec_Building_others = self.temporal_params.get('Elec_Building_others') self.Irr_MonthlyData = self.temporal_params.get('Irr_MonthlyData') self.TemporalInterpolation = int(self.temporal_params.get('TemporalInterpolation')) else: # quick fix to allow running spatial only self.temporal_climate = None self.Domestic_R = None - self.Elec_Building = None - self.Elec_Industry = None - self.Elec_Building_heat = None - self.Elec_Building_cool = None - self.Elec_Building_others = None self.Irr_MonthlyData = None self.TemporalInterpolation = None diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index cebe262..6624547 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -639,6 +639,48 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ return piv.values +def elec_proportions_to_array(conn, query, d_reg_name, years): + + # query content to data frame + df = conn.runQuery(query) + + # get only target years + df = df.loc[df['Year'].isin(years)].copy() + + # map region_id to region name + df['region'] = df['region'].map(d_reg_name) + + # Add missing regions + df = add_missing_regions(df, list(d_reg_name.values())) + + # Remove USA if using GCAM USA + if any(item in d_reg_name for item in states): + df.loc[df.region == 1, 'value'] = 0 + + # comm/resid heating/cooling is from regular GCAM, the rest is categories from states that might be equivalent + # "other" building elec sector is implicit by what's left + heating_sectors = ['comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'] + cooling_sectors = ['comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'] + + df_bld = add_missing_regions(df[df.input == 'elect_td_bld'], list(d_reg_name.values())) + df_heating = add_missing_regions(df[df.sector.isin(heating_sectors)], list(d_reg_name.values())) + df_cooling = add_missing_regions(df[df.sector.isin(cooling_sectors)], list(d_reg_name.values())) + + bld_array = pd.pivot_table(df_bld, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values + heating_array = pd.pivot_table(df_heating, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values + cooling_array = pd.pivot_table(df_cooling, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values + total_array = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values + + ele = {'building': bld_array/total_array, + 'heating': heating_array/bld_array, + 'cooling': cooling_array/bld_array + } + ele['industry'] = 1 - ele['building'] + ele['others'] = 1 - ele['heating'] - ele['cooling'] + + return ele + + def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, GCAM_queryCore, basin_state_area): """ @@ -674,8 +716,9 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA 'rgn_wdmfg': manuf_water_demand_to_array(conn, queries[6], d_reg_name, years), 'rgn_wdmining': mining_water_demand_to_array(conn, queries[7], d_reg_name, years), 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), - 'irrArea': land_to_array(conn, conn_core, queries[0], queries_core[0], basin_state_area, d_reg_name, d_basin_name, d_crops, years), - 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) + 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), + 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years), + 'elec_p': elec_proportions_to_array(conn, queries[8], d_reg_name, years) } # for key, value in d.iteritems(): diff --git a/tethys/model.py b/tethys/model.py index b8aac37..31ac03f 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -65,11 +65,6 @@ def execute(self): Irr_MonthlyData=self.Irr_MonthlyData, TemporalInterpolation=self.TemporalInterpolation, Domestic_R=self.Domestic_R, - Elec_Building=self.Elec_Building, - Elec_Industry=self.Elec_Industry, - Elec_Building_heat=self.Elec_Building_heat, - Elec_Building_cool=self.Elec_Building_cool, - Elec_Building_others=self.Elec_Building_others, Livestock_Buffalo=self.Livestock_Buffalo, Livestock_Cattle=self.Livestock_Cattle, Livestock_Goat=self.Livestock_Goat, @@ -135,11 +130,6 @@ def execute(self): Irr_MonthlyData=self.Irr_MonthlyData, TemporalInterpolation=self.TemporalInterpolation, Domestic_R=self.Domestic_R, - Elec_Building=self.Elec_Building, - Elec_Industry=self.Elec_Industry, - Elec_Building_heat=self.Elec_Building_heat, - Elec_Building_cool=self.Elec_Building_cool, - Elec_Building_others=self.Elec_Building_others, Livestock_Buffalo=self.Livestock_Buffalo, Livestock_Cattle=self.Livestock_Cattle, Livestock_Goat=self.Livestock_Goat, diff --git a/tethys/reference/queries/query_consumption.xml b/tethys/reference/queries/query_consumption.xml index 0d92691..7ae884e 100644 --- a/tethys/reference/queries/query_consumption.xml +++ b/tethys/reference/queries/query_consumption.xml @@ -89,4 +89,14 @@ + + + + + sector + demand-physical[@vintage] + *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() + + + diff --git a/tethys/reference/queries/query_consumption_GCAMUSA.xml b/tethys/reference/queries/query_consumption_GCAMUSA.xml index 44987d3..97f6ce7 100644 --- a/tethys/reference/queries/query_consumption_GCAMUSA.xml +++ b/tethys/reference/queries/query_consumption_GCAMUSA.xml @@ -89,4 +89,14 @@ + + + + + sector + demand-physical[@vintage] + *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() + + + diff --git a/tethys/reference/queries/query_withdrawal.xml b/tethys/reference/queries/query_withdrawal.xml index e906a8f..d93cfda 100644 --- a/tethys/reference/queries/query_withdrawal.xml +++ b/tethys/reference/queries/query_withdrawal.xml @@ -89,4 +89,14 @@ + + + + + sector + demand-physical[@vintage] + *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() + + + diff --git a/tethys/reference/queries/query_withdrawal_GCAMUSA.xml b/tethys/reference/queries/query_withdrawal_GCAMUSA.xml index 0ab22ad..3cdcebc 100644 --- a/tethys/reference/queries/query_withdrawal_GCAMUSA.xml +++ b/tethys/reference/queries/query_withdrawal_GCAMUSA.xml @@ -89,4 +89,14 @@ + + + + + sector + demand-physical[@vintage] + *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() + + + diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index b518401..4c9517c 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -23,8 +23,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagnostics, PerformTemporal, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, GCAM_queryCore, OutputFolder, temporal_climate, Irr_MonthlyData, - TemporalInterpolation, Domestic_R, Elec_Building, Elec_Industry, Elec_Building_heat, - Elec_Building_cool, Elec_Building_others, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, + TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, InputCountryFile, CountryNames,Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, Population_GPW, Population_HYDE, OutputUnit, basin_state_area): @@ -183,11 +182,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn UseDemeter=UseDemeter, TemporalInterpolation=TemporalInterpolation, Domestic_R=Domestic_R, - Elec_Building=Elec_Building, - Elec_Industry=Elec_Industry, - Elec_Building_heat=Elec_Building_heat, - Elec_Building_cool=Elec_Building_cool, - Elec_Building_others=Elec_Building_others, + ele=GCAMData['elec_p'], coords=GISData['coord'][:,:], OUT=OUT, regionID=GISData['RegionIDs'], diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index cce15a5..1ed06bc 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -36,7 +36,7 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, TemporalInterpolation, Domestic_R, - Elec_Building, Elec_Industry, Elec_Building_heat, Elec_Building_cool, Elec_Building_others, + ele, coords, OUT, regionID, basinID): # Determine the temporal downscaling years @@ -132,16 +132,10 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T dom['tas'] = tclim['tas'][:, Temp_TDMonths_Index] dom['DomesticR'] = get_array_csv(Domestic_R, 1) - ele = {} ele['hdd'] = tclim['hdd'][:, Temp_TDMonths_Index] ele['cdd'] = tclim['cdd'][:, Temp_TDMonths_Index] # The parameters pb, ph, pc, pu, pit are all obtained from GCAM. - ele['building'] = get_array_csv(Elec_Building, 0)[:, Temp_TDYears_Index] - ele['industry'] = get_array_csv(Elec_Industry, 0)[:, Temp_TDYears_Index] - ele['heating'] = get_array_csv(Elec_Building_heat, 0)[:, Temp_TDYears_Index] - ele['cooling'] = get_array_csv(Elec_Building_cool, 0)[:, Temp_TDYears_Index] - ele['others'] = get_array_csv(Elec_Building_others, 0)[:, Temp_TDYears_Index] ele['region'] = regionID """Domestic""" @@ -294,8 +288,6 @@ def Electricity_Temporal_Downscaling(data, W, years): for i in range(np.shape(W)[0]): ID = data['region'][i]-1 - if ID > 31: # Use USA value for states - ID = 0 if ID >= 0: for j in years: N = years.index(j) From 0660f0e3bc4d6748078898fc7af85c367715509a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 6 Jun 2022 09:48:12 -0400 Subject: [PATCH 058/142] update scipy version so build script doesn't fail --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index f2ee997..9276c1b 100644 --- a/setup.py +++ b/setup.py @@ -31,7 +31,7 @@ def get_requirements(): 'configobj~=5.0.6', 'numpy~=1.21', 'pandas~=1.2.4', - 'scipy~=1.6.3', + 'scipy~=1.7.2', 'requests~=2.20.0', 'gcamreader>=1.2.5' ], From 7c826132aa9dba2a6a3ed7ebc2526669987a155a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 6 Jun 2022 10:11:43 -0400 Subject: [PATCH 059/142] protect against divide by zero when calculating building elec demand pct --- tethys/data_reader/gcam_outputs.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 6624547..b752433 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -671,9 +671,10 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): cooling_array = pd.pivot_table(df_cooling, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values total_array = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values - ele = {'building': bld_array/total_array, - 'heating': heating_array/bld_array, - 'cooling': cooling_array/bld_array + # build output dict of ratios, handle 0/0 case + ele = {'building': np.divide(bld_array, total_array, out=np.zeros_like(bld_array), where=total_array != 0), + 'heating': np.divide(heating_array, bld_array, out=np.zeros_like(heating_array), where=bld_array != 0), + 'cooling': np.divide(cooling_array, bld_array, out=np.zeros_like(cooling_array), where=bld_array != 0) } ele['industry'] = 1 - ele['building'] ele['others'] = 1 - ele['heating'] - ele['cooling'] From a781ca18261c2199548849dd20a16d52908c73a1 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 6 Jun 2022 12:58:49 -0400 Subject: [PATCH 060/142] formatting spaces for readability --- .../temporal_downscaling.py | 224 +++++++++--------- 1 file changed, 113 insertions(+), 111 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 1ed06bc..3111726 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -41,68 +41,67 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T # Determine the temporal downscaling years # Determine the available temporal downscaling years according to other models and future years (not covered by other models) - startyear = int(temporal_climate.split("_")[-2][:4]) - endyear = int(temporal_climate.split("_")[-1][:4]) + startyear = int(temporal_climate.split("_")[-2][:4]) + endyear = int(temporal_climate.split("_")[-1][:4]) startyear1 = int(Irr_MonthlyData.split("_")[-2][:4]) - endyear1 = int(Irr_MonthlyData.split("_")[-1][:4]) - TempYears = list(range(max(startyear,startyear1), min(endyear,endyear1) + 1)) - TDYears = sorted(list(set(TempYears).intersection(years))) - TDYears = sorted(TDYears + [i for i in years if int(i) > endyear]) + endyear1 = int(Irr_MonthlyData.split("_")[-1][:4]) + TempYears = list(range(max(startyear, startyear1), min(endyear, endyear1) + 1)) + TDYears = sorted(list(set(TempYears).intersection(years))) + TDYears = sorted(TDYears + [i for i in years if int(i) > endyear]) # TDYears = [int(i) for i in TDYears] # Convert to array of integers - TDYearsD = np.diff(TDYears) # Interval of TD Years + TDYearsD = np.diff(TDYears) # Interval of TD Years # print(f'TDYears: {TDYears}') # print(f'years: {years}') - GCAM_TDYears_Index = [years.index(i) for i in TDYears] + GCAM_TDYears_Index = [years.index(i) for i in TDYears] - if UseDemeter: # Calculated the fraction values of each crop in each year for each cell - NC = np.shape(OUT.crops_wdirr)[1] - NM = np.shape(regionID)[0] - NY = np.shape(GCAM_TDYears_Index)[0] - F = np.zeros((NM,NC,NY),dtype = float) # Fraction of each crop for each cell and each year. + if UseDemeter: # Calculated the fraction values of each crop in each year for each cell + NC = np.shape(OUT.crops_wdirr)[1] + NM = np.shape(regionID)[0] + NY = np.shape(GCAM_TDYears_Index)[0] + F = np.zeros((NM, NC, NY),dtype=float) # Fraction of each crop for each cell and each year. for j in range(np.shape(OUT.crops_wdirr)[1]): - W = OUT.wdirr - W1 = W[:,GCAM_TDYears_Index] - W = OUT.crops_wdirr[:, j, :] - W2 = W[:,GCAM_TDYears_Index] - F[:,j,:] = np.divide(W2,W1, out=np.zeros_like(W2), where=W1!=0) # NY > 1 - - - if TemporalInterpolation and all(item > 1 for item in TDYearsD): # Linear interpolation to GCAM time periods - W = OUT.wddom - OUT.WDom = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdelec - OUT.WEle = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdirr - OUT.WIrr = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdliv - OUT.WLiv = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdmin - OUT.WMin = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) - W = OUT.wdmfg - OUT.WMfg = LinearInterpolationAnnually(W[:,GCAM_TDYears_Index],TDYears) + W = OUT.wdirr + W1 = W[:, GCAM_TDYears_Index] + W = OUT.crops_wdirr[:, j, :] + W2 = W[:, GCAM_TDYears_Index] + F[:, j, :] = np.divide(W2, W1, out=np.zeros_like(W2), where=W1 != 0) # NY > 1 + + if TemporalInterpolation and all(item > 1 for item in TDYearsD): # Linear interpolation to GCAM time periods + W = OUT.wddom + OUT.WDom = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + W = OUT.wdelec + OUT.WEle = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + W = OUT.wdirr + OUT.WIrr = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + W = OUT.wdliv + OUT.WLiv = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + W = OUT.wdmin + OUT.WMin = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + W = OUT.wdmfg + OUT.WMfg = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - if UseDemeter: # Linear interpolation to fraction matrix + if UseDemeter: # Linear interpolation to fraction matrix Nyears = np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears) - FNew = np.zeros((NM,NC,len(Nyears)),dtype = float) + FNew = np.zeros((NM, NC, len(Nyears)), dtype=float) for j in range(np.shape(OUT.crops_wdirr)[1]): - FNew[:,j,:] = LinearInterpolationAnnually(F[:,j,:],TDYears) + FNew[:, j, :] = LinearInterpolationAnnually(F[:, j, :], TDYears) # Update the TDYears to new values TDYears = list(np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears).astype(int)) else: - W = OUT.wddom - OUT.WDom = W[:,GCAM_TDYears_Index] - W = OUT.wdelec - OUT.WEle = W[:,GCAM_TDYears_Index] - W = OUT.wdirr - OUT.WIrr = W[:,GCAM_TDYears_Index] - W = OUT.wdliv - OUT.WLiv = W[:,GCAM_TDYears_Index] - W = OUT.wdmin - OUT.WMin = W[:,GCAM_TDYears_Index] - W = OUT.wdmfg - OUT.WMfg = W[:,GCAM_TDYears_Index] + W = OUT.wddom + OUT.WDom = W[:, GCAM_TDYears_Index] + W = OUT.wdelec + OUT.WEle = W[:, GCAM_TDYears_Index] + W = OUT.wdirr + OUT.WIrr = W[:, GCAM_TDYears_Index] + W = OUT.wdliv + OUT.WLiv = W[:, GCAM_TDYears_Index] + W = OUT.wdmin + OUT.WMin = W[:, GCAM_TDYears_Index] + W = OUT.wdmfg + OUT.WMfg = W[:, GCAM_TDYears_Index] if UseDemeter: FNew = np.copy(F) @@ -115,7 +114,7 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T else: Temp_TDYears_Index.append(TempYears.index(i)) - Temp_TDMonths_Index = np.zeros((len(TDYears)*12,), dtype = int) + Temp_TDMonths_Index = np.zeros((len(TDYears)*12,), dtype=int) N = 0 for i in Temp_TDYears_Index: @@ -136,24 +135,21 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T ele['cdd'] = tclim['cdd'][:, Temp_TDMonths_Index] # The parameters pb, ph, pc, pu, pit are all obtained from GCAM. - ele['region'] = regionID + ele['region'] = regionID """Domestic""" OUT.twddom = Domestic_Temporal_Downscaling(dom, OUT.WDom, TDYears) """Electricity""" OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, TDYears) - - # Monthly Irrigation Data from other models only available during 1971-2010 - irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, Temp_TDMonths_Index, coords) # Monthly Irrigation Data from other models only available during 1971-2010 - irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, Temp_TDMonths_Index, coords) + irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, Temp_TDMonths_Index, coords) """Irrigation""" OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinID) - if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops - OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr,FNew) + if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops + OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr, FNew) """Livestock, Mining and Manufacturing""" @@ -163,7 +159,7 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T OUT.twdtotal = OUT.twddom + OUT.twdelec + OUT.twdirr + OUT.twdliv + OUT.twdmin + OUT.twdmfg # add to get total - return(TDYears) + return TDYears def AnnualtoMonthlyUniform(WD, years): @@ -181,31 +177,34 @@ def AnnualtoMonthlyUniform(WD, years): for y in years: M = set_month_arrays(y) N = years.index(y) - WT[:,N*12:(N+1)*12] = get_monthly_data(WD[:,N], M) + WT[:, N*12:(N+1)*12] = get_monthly_data(WD[:, N], M) return WT - + + def set_month_arrays(Year): # Calculate the days in each month of a year - M = np.zeros((12,), dtype=int) # year, month, number of days in month + M = np.zeros((12,), dtype=int) # year, month, number of days in month M1 = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] M2 = [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - if calendar.isleap(Year): # leap year + if calendar.isleap(Year): # leap year M = M2[:] - else: # regular year + else: # regular year M = M1[:] return M + def get_monthly_data(data, M): # divide annual data into monthly data - out = np.zeros((data.shape[0],12),dtype = float) + out = np.zeros((data.shape[0], 12), dtype=float) sumM = np.sum(M) for i in range(12): - out[:,i] = data[:]*M[i]/sumM + out[:, i] = data[:]*M[i]/sumM return out + def GetMonthlyIrrigationData(filename, monthindex, coords): """ Get the monthly irrigation Data (irrdata) from other model as weighting factors; @@ -217,21 +216,21 @@ def GetMonthlyIrrigationData(filename, monthindex, coords): datagrp = spio.netcdf.netcdf_file(filename, 'r') - nm = int(len(datagrp.variables['months'][:].copy())) - irrdataall = datagrp.variables['pirrww'][:,:].copy() - irrdata = irrdataall[:,monthindex] + nm = int(len(datagrp.variables['months'][:].copy())) + irrdataall = datagrp.variables['pirrww'][:, :].copy() + irrdata = irrdataall[:, monthindex] datagrp.close() # Calculate the irr profile (Averaged monthly irrigation from historical data, e.g. averaged 1971-2010) - irrprofile = np.zeros((coords.shape[0],12),dtype = float) + irrprofile = np.zeros((coords.shape[0], 12), dtype=float) for m in range(12): mi = range(m, nm, 12) irrprofile[:, m] = np.mean(irrdataall[:, mi], 1) - - + return irrdata, irrprofile + def Domestic_Temporal_Downscaling(data, W, years): """ data: structure: 'tas' and 'R' @@ -244,27 +243,28 @@ def Domestic_Temporal_Downscaling(data, W, years): TDW: Temporally Downscaled W, dimension: 67420, NY*12 """ - TDW = np.zeros((np.shape(data['tas'])[0],len(years)*12),dtype = float) + TDW = np.zeros((np.shape(data['tas'])[0], len(years)*12), dtype=float) for i in range(np.shape(data['tas'])[0]): R = data['DomesticR'][i] for j in years: N = years.index(j) - monT = data['tas'][i,N*12:(N+1)*12] - monT[np.isnan(monT)]=0 - if np.sum(monT) == 0: # if the tas data is not available for this gird, use neighbor grid with higher temp - monT1 = data['tas'][i-1,N*12:(N+1)*12] - monT2 = data['tas'][i+1,N*12:(N+1)*12] + monT = data['tas'][i, N*12:(N+1)*12] + monT[np.isnan(monT)] = 0 + if np.sum(monT) == 0: # if the tas data is not available for this gird, use neighbor grid with higher temp + monT1 = data['tas'][i-1, N*12:(N+1)*12] + monT2 = data['tas'][i+1, N*12:(N+1)*12] if np.mean(monT1) >= np.mean(monT2): tmp = (monT1-np.mean(monT1))/(np.max(monT1)-np.min(monT1))*R+1 else: tmp = (monT2-np.mean(monT2))/(np.max(monT2)-np.min(monT2))*R+1 else: tmp = (monT-np.mean(monT))/(np.max(monT)-np.min(monT))*R+1 - TDW[i,N*12:(N+1)*12] = W[i,N]*tmp/12 + TDW[i, N*12:(N+1)*12] = W[i, N]*tmp/12 return TDW + def Electricity_Temporal_Downscaling(data, W, years): """ @@ -284,24 +284,23 @@ def Electricity_Temporal_Downscaling(data, W, years): TDW: Temporally Downscaled W, dimension: 67420, NY*12 """ - TDW = np.zeros((np.shape(W)[0],len(years)*12),dtype = float) + TDW = np.zeros((W.shape[0], len(years)*12), dtype=float) - for i in range(np.shape(W)[0]): + for i in range(W.shape[0]): ID = data['region'][i]-1 - if ID >= 0: - for j in years: - N = years.index(j) - HDD = data['hdd'][i,N*12:(N+1)*12] - CDD = data['cdd'][i,N*12:(N+1)*12] + if ID >= 0: + for N in range(years): + HDD = data['hdd'][i, N*12:(N+1)*12] + CDD = data['cdd'][i, N*12:(N+1)*12] HDD[np.isnan(HDD)] = 0 CDD[np.isnan(CDD)] = 0 - SH = np.sum(HDD) - SC = np.sum(CDD) - Bu = data['building'][ID,N] - In = data['industry'][ID,N] - He = data['heating'][ID,N] - Co = data['cooling'][ID,N] - Ot = data['others'][ID,N] + SH = np.sum(HDD) + SC = np.sum(CDD) + Bu = data['building'][ID, N] + In = data['industry'][ID, N] + He = data['heating'][ID, N] + Co = data['cooling'][ID, N] + Ot = data['others'][ID, N] if SH >= 650 and SC >= 450: P = Bu * (He*HDD/SH + Co*CDD/SC + Ot/12) + In/12 @@ -312,10 +311,11 @@ def Electricity_Temporal_Downscaling(data, W, years): else: P = (Bu + In) / 12 * np.ones(12) - TDW[i,N*12:(N+1)*12] = W[i,N]*P + TDW[i, N*12:(N+1)*12] = W[i, N]*P return TDW + def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): """ @@ -333,17 +333,17 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): NT = len(years)*12 Ndata = data.shape[1] NY = len(years) - TDW = np.zeros((NM,NT),dtype = float) - data_basin = np.zeros((NB,NT),dtype = float) - W_basin = np.zeros((NB,NY),dtype = float) + TDW = np.zeros((NM, NT), dtype=float) + data_basin = np.zeros((NB, NT), dtype=float) + W_basin = np.zeros((NB, NY), dtype=float) # Aggregate data into basin scale for index in range(0, NM): for m in range(0, NT): - if m >= Ndata: # For future years, use irr profile as weighting factors + if m >= Ndata: # For future years, use irr profile as weighting factors mi = m % 12 data_basin[basins[index] - 1, m] += dataprofile[index, mi] - else: # For available years, use irr data from other model as weighting factors + else: # For available years, use irr data from other model as weighting factors if not np.isnan(data[index, m]) and basins[index] > 0: data_basin[basins[index] - 1, m] += data[index, m] for y in range(0, NY): @@ -352,7 +352,7 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): # Downscale the W data dist_file = os.path.join(os.path.dirname(os.path.dirname(__file__)), 'reference/dist.csv') - Neigbor = NeighborBasin(dist_file) # dist.csv is in the reference folder + Neighbor = NeighborBasin(dist_file) # dist.csv is in the reference folder for i in range(NM): for j in years: N = years.index(j) @@ -360,30 +360,31 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): monIrr = data_basin[BasinID, N*12:(N+1)*12] if W_basin[BasinID, N] > 0: if monIrr.sum() > 0: - TDW[i,N*12:(N+1)*12] = W[i,N]*monIrr/monIrr.sum() + TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() else: - IDs = Neigbor.d[str(basins[i])][1:] - n = 0 + IDs = Neighbor.d[str(basins[i])][1:] + n = 0 for d in IDs: monIrr = data_basin[d-1, N*12:(N+1)*12] if monIrr.sum() > 0: - TDW[i,N*12:(N+1)*12] = W[i,N]*monIrr/monIrr.sum() + TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() break else: n += 1 continue if n == len(IDs): - AllIds = Neigbor.d_all[str(basins[i])][1] + AllIds = Neighbor.d_all[str(basins[i])][1] for d in AllIds: monIrr = data_basin[d-1, N*12:(N+1)*12] if monIrr.sum() > 0: - TDW[i,N*12:(N+1)*12] = W[i,N]*monIrr/monIrr.sum() + TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() break else: continue return TDW + def Irrigation_Temporal_Downscaling_Crops(twdirr,Fraction): """ @@ -391,18 +392,19 @@ def Irrigation_Temporal_Downscaling_Crops(twdirr,Fraction): For each year, the fraction of a certain crop for each cell is stored in "Fraction" """ - NC = np.shape(Fraction)[1] - NT = np.shape(twdirr)[1] - NM = np.shape(twdirr)[0] - TDW = np.zeros((NM,NC,NT),dtype = float) + NC = np.shape(Fraction)[1] + NT = np.shape(twdirr)[1] + NM = np.shape(twdirr)[0] + TDW = np.zeros((NM, NC, NT), dtype=float) for i in range(NC): for j in range(NT): index = int(j/12) - TDW[:,i,j] = twdirr[:,j]*Fraction[:,i,index] + TDW[:, i, j] = twdirr[:, j]*Fraction[:, i, index] return TDW + def LinearInterpolationAnnually(data,years): """ data: dimension is [67420, NY] @@ -411,8 +413,8 @@ def LinearInterpolationAnnually(data,years): Out: dimension is [67420, NNY], for example, NNY is 21 """ Nyears = np.interp(np.arange(min(years), max(years) + 1), years, years) - NM = np.shape(data)[0] - out = np.zeros((NM,len(Nyears)),dtype = float) + NM = np.shape(data)[0] + out = np.zeros((NM, len(Nyears)), dtype=float) for i in range(NM): out[i, :] = np.interp(np.arange(min(years), max(years) + 1), years, data[i, :]) From c28d16aea646329efbcaef30682290a441386d3b Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 7 Jun 2022 15:25:51 -0400 Subject: [PATCH 061/142] vectorize Electricity_Temporal_Downscaling --- .../temporal_downscaling.py | 59 ++++++++++--------- 1 file changed, 30 insertions(+), 29 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 3111726..883d35c 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -283,35 +283,36 @@ def Electricity_Temporal_Downscaling(data, W, years): years: the list of years for temporal downscaling TDW: Temporally Downscaled W, dimension: 67420, NY*12 """ - - TDW = np.zeros((W.shape[0], len(years)*12), dtype=float) - - for i in range(W.shape[0]): - ID = data['region'][i]-1 - if ID >= 0: - for N in range(years): - HDD = data['hdd'][i, N*12:(N+1)*12] - CDD = data['cdd'][i, N*12:(N+1)*12] - HDD[np.isnan(HDD)] = 0 - CDD[np.isnan(CDD)] = 0 - SH = np.sum(HDD) - SC = np.sum(CDD) - Bu = data['building'][ID, N] - In = data['industry'][ID, N] - He = data['heating'][ID, N] - Co = data['cooling'][ID, N] - Ot = data['others'][ID, N] - - if SH >= 650 and SC >= 450: - P = Bu * (He*HDD/SH + Co*CDD/SC + Ot/12) + In/12 - elif SH >= 650 and SC < 450: - P = Bu * ((He+Co)*HDD/SH + Ot/12) + In/12 - elif SH < 650 and SC >= 450: - P = Bu * ((He+Co)*CDD/SC + Ot/12) + In/12 - else: - P = (Bu + In) / 12 * np.ones(12) - - TDW[i, N*12:(N+1)*12] = W[i, N]*P + + # reshape to ncells x nyears x 12 months + hdd_month = data['hdd'].reshape(W.shape[0], len(years), 12) + cdd_month = data['cdd'].reshape(W.shape[0], len(years), 12) + # replace nan with 0 + hdd_month[np.isnan(hdd_month)] = 0 + cdd_month[np.isnan(cdd_month)] = 0 + # compute yearly sums, keep axis for broadcasting + hdd_year = np.sum(hdd_month, axis=2, keepdims=True) + cdd_year = np.sum(cdd_month, axis=2, keepdims=True) + # compute ratios + hdd_frac = np.divide(hdd_month, hdd_year, out=np.zeros_like(hdd_month), where=hdd_year != 0) + cdd_frac = np.divide(cdd_month, cdd_year, out=np.zeros_like(cdd_month), where=cdd_year != 0) + + # expand from regions to cells, add extra axis for broadcasting + Bu = data['building'][data['region'] - 1, :, np.newaxis] + In = data['industry'][data['region'] - 1, :, np.newaxis] + He = data['heating'][data['region'] - 1, :, np.newaxis] + Co = data['cooling'][data['region'] - 1, :, np.newaxis] + Ot = data['others'][data['region'] - 1, :, np.newaxis] + + # formula reduces to uniform when hdd_year < 650 & cdd_year < 450 + P = np.ones((W.shape[0], len(years), 12)) / 12 + P = np.where((hdd_year >= 650) & (cdd_year >= 450), Bu * (He*hdd_frac + Co*cdd_frac + Ot/12) + In/12, P) + P = np.where((hdd_year >= 650) & (cdd_year < 450), Bu * ((He+Co)*hdd_frac + Ot/12) + In/12, P) + P = np.where((hdd_year < 650) & (cdd_year >= 450), Bu * ((He+Co)*cdd_frac + Ot/12) + In/12, P) + + # apply calculated monthly elec demand distribution to yearly elec water demand + TDW = W[:, :, np.newaxis] * P + TDW = TDW.reshape(W.shape[0], len(years)*12) return TDW From ad66b4d4d32a3b21e81420224341a8e98792fca6 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 13 Jun 2022 12:31:14 -0400 Subject: [PATCH 062/142] vectorize domestic temporal downscaling, adjust handling of nan monthly temperature input (rare case, but was handled by looking at a cell with neighboring ID, but not necessarily physically neighboring. now using uniform for the 3 nan cells, complete data would be ideal and render this a non issue, otherwise a more robust cleaning method would be needed) --- .../temporal_downscaling.py | 36 +++++++------------ 1 file changed, 13 insertions(+), 23 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 883d35c..3c9ca88 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -243,26 +243,17 @@ def Domestic_Temporal_Downscaling(data, W, years): TDW: Temporally Downscaled W, dimension: 67420, NY*12 """ - TDW = np.zeros((np.shape(data['tas'])[0], len(years)*12), dtype=float) - - for i in range(np.shape(data['tas'])[0]): - R = data['DomesticR'][i] - for j in years: - N = years.index(j) - monT = data['tas'][i, N*12:(N+1)*12] - monT[np.isnan(monT)] = 0 - if np.sum(monT) == 0: # if the tas data is not available for this gird, use neighbor grid with higher temp - monT1 = data['tas'][i-1, N*12:(N+1)*12] - monT2 = data['tas'][i+1, N*12:(N+1)*12] - if np.mean(monT1) >= np.mean(monT2): - tmp = (monT1-np.mean(monT1))/(np.max(monT1)-np.min(monT1))*R+1 - else: - tmp = (monT2-np.mean(monT2))/(np.max(monT2)-np.min(monT2))*R+1 - else: - tmp = (monT-np.mean(monT))/(np.max(monT)-np.min(monT))*R+1 - TDW[i, N*12:(N+1)*12] = W[i, N]*tmp/12 - - return TDW + tas = data['tas'].reshape(-1, len(years), 12) + tas[np.isnan(tas)] = 0 + tas_mean = np.mean(tas, axis=2, keepdims=True) + tas_range = np.max(tas, axis=2, keepdims=True) - np.min(tas, axis=2, keepdims=True) + + # cells with no month temperature data are downscaled uniformly across months + temp = data['DomesticR'].reshape(-1, 1, 1) * np.divide(tas - tas_mean, tas_range, + out=np.zeros_like(tas), where=tas_range != 0) + 1 + TDW = W[:, :, np.newaxis] * temp / 12 + + return TDW.reshape(W.shape[0], len(years) * 12) def Electricity_Temporal_Downscaling(data, W, years): @@ -312,9 +303,8 @@ def Electricity_Temporal_Downscaling(data, W, years): # apply calculated monthly elec demand distribution to yearly elec water demand TDW = W[:, :, np.newaxis] * P - TDW = TDW.reshape(W.shape[0], len(years)*12) - - return TDW + + return TDW.reshape(W.shape[0], len(years)*12) def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): From 42c862c068f5b04664e9d534de0ea43e28d8d90d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 13 Jun 2022 14:48:30 -0400 Subject: [PATCH 063/142] Some formatting, streamlining --- .../temporal_downscaling.py | 71 +++++++------------ 1 file changed, 25 insertions(+), 46 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 3c9ca88..b1e644a 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -48,37 +48,26 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T TempYears = list(range(max(startyear, startyear1), min(endyear, endyear1) + 1)) TDYears = sorted(list(set(TempYears).intersection(years))) TDYears = sorted(TDYears + [i for i in years if int(i) > endyear]) - # TDYears = [int(i) for i in TDYears] # Convert to array of integers - TDYearsD = np.diff(TDYears) # Interval of TD Years - # print(f'TDYears: {TDYears}') - # print(f'years: {years}') + TDYearsD = np.diff(TDYears) # Interval of TD Years GCAM_TDYears_Index = [years.index(i) for i in TDYears] if UseDemeter: # Calculated the fraction values of each crop in each year for each cell NC = np.shape(OUT.crops_wdirr)[1] NM = np.shape(regionID)[0] NY = np.shape(GCAM_TDYears_Index)[0] - F = np.zeros((NM, NC, NY),dtype=float) # Fraction of each crop for each cell and each year. + F = np.zeros((NM, NC, NY), dtype=float) # Fraction of each crop for each cell and each year. for j in range(np.shape(OUT.crops_wdirr)[1]): - W = OUT.wdirr - W1 = W[:, GCAM_TDYears_Index] - W = OUT.crops_wdirr[:, j, :] - W2 = W[:, GCAM_TDYears_Index] + W1 = OUT.wdirr[:, GCAM_TDYears_Index] + W2 = OUT.crops_wdirr[:, j, GCAM_TDYears_Index] F[:, j, :] = np.divide(W2, W1, out=np.zeros_like(W2), where=W1 != 0) # NY > 1 if TemporalInterpolation and all(item > 1 for item in TDYearsD): # Linear interpolation to GCAM time periods - W = OUT.wddom - OUT.WDom = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - W = OUT.wdelec - OUT.WEle = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - W = OUT.wdirr - OUT.WIrr = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - W = OUT.wdliv - OUT.WLiv = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - W = OUT.wdmin - OUT.WMin = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) - W = OUT.wdmfg - OUT.WMfg = LinearInterpolationAnnually(W[:, GCAM_TDYears_Index], TDYears) + OUT.WDom = LinearInterpolationAnnually(OUT.wddom[:, GCAM_TDYears_Index], TDYears) + OUT.WEle = LinearInterpolationAnnually(OUT.wdelec[:, GCAM_TDYears_Index], TDYears) + OUT.WIrr = LinearInterpolationAnnually(OUT.wdirr[:, GCAM_TDYears_Index], TDYears) + OUT.WLiv = LinearInterpolationAnnually(OUT.wdliv[:, GCAM_TDYears_Index], TDYears) + OUT.WMin = LinearInterpolationAnnually(OUT.wdmin[:, GCAM_TDYears_Index], TDYears) + OUT.WMfg = LinearInterpolationAnnually(OUT.wdmfg[:, GCAM_TDYears_Index], TDYears) if UseDemeter: # Linear interpolation to fraction matrix Nyears = np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears) @@ -90,18 +79,12 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T TDYears = list(np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears).astype(int)) else: - W = OUT.wddom - OUT.WDom = W[:, GCAM_TDYears_Index] - W = OUT.wdelec - OUT.WEle = W[:, GCAM_TDYears_Index] - W = OUT.wdirr - OUT.WIrr = W[:, GCAM_TDYears_Index] - W = OUT.wdliv - OUT.WLiv = W[:, GCAM_TDYears_Index] - W = OUT.wdmin - OUT.WMin = W[:, GCAM_TDYears_Index] - W = OUT.wdmfg - OUT.WMfg = W[:, GCAM_TDYears_Index] + OUT.WDom = OUT.wddom[:, GCAM_TDYears_Index] + OUT.WEle = OUT.wdelec[:, GCAM_TDYears_Index] + OUT.WIrr = OUT.wdirr[:, GCAM_TDYears_Index] + OUT.WLiv = OUT.wdliv[:, GCAM_TDYears_Index] + OUT.WMin = OUT.wdmin[:, GCAM_TDYears_Index] + OUT.WMfg = OUT.wdmfg[:, GCAM_TDYears_Index] if UseDemeter: FNew = np.copy(F) @@ -184,15 +167,11 @@ def AnnualtoMonthlyUniform(WD, years): def set_month_arrays(Year): # Calculate the days in each month of a year - M = np.zeros((12,), dtype=int) # year, month, number of days in month - M1 = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - M2 = [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - + if calendar.isleap(Year): # leap year - M = M2[:] + return [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] else: # regular year - M = M1[:] - return M + return [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] def get_monthly_data(data, M): @@ -376,7 +355,7 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): return TDW -def Irrigation_Temporal_Downscaling_Crops(twdirr,Fraction): +def Irrigation_Temporal_Downscaling_Crops(twdirr, Fraction): """ Divide the temporal downscaled irrigation water demand ("twdirr") by crops @@ -396,17 +375,17 @@ def Irrigation_Temporal_Downscaling_Crops(twdirr,Fraction): return TDW -def LinearInterpolationAnnually(data,years): +def LinearInterpolationAnnually(data, years): """ data: dimension is [67420, NY] years: the list of years, length is NY, for example: [1990, 2005, 2010] Interpolate values linearly between years to create annual results Out: dimension is [67420, NNY], for example, NNY is 21 """ - Nyears = np.interp(np.arange(min(years), max(years) + 1), years, years) - NM = np.shape(data)[0] - out = np.zeros((NM, len(Nyears)), dtype=float) - for i in range(NM): + nyears = 1 + max(years) - min(years) + ncells = np.shape(data)[0] + out = np.zeros((ncells, nyears), dtype=float) + for i in range(ncells): out[i, :] = np.interp(np.arange(min(years), max(years) + 1), years, data[i, :]) return out From 7984cec9a4234672d120da6bb9308c71948e2f26 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 15 Jun 2022 11:48:06 -0400 Subject: [PATCH 064/142] Rewriting irrigation temporal downscaling for speed and clarity, including switch to uniform downscaling instead of neighbor basin used when basin has no available data (complete data or pre-processed preferred). It appears that irrigation profile was not being used for years outside available data, instead the last year was being repeated. Will take a look at the various temporal downscaling year month indices that control this and rework to support that behavior --- tethys/data_reader/gis_reader.py | 8 + tethys/reference/dist.csv | 54991 ---------------- tethys/run_disaggregation.py | 3 +- tethys/temporal_downscaling/neighbor_basin.py | 73 - .../temporal_downscaling.py | 82 +- 5 files changed, 30 insertions(+), 55127 deletions(-) delete mode 100644 tethys/reference/dist.csv delete mode 100644 tethys/temporal_downscaling/neighbor_basin.py diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index a6ebb20..faf7eae 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -89,4 +89,12 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, for pair in GISData['RegionBasins']: GISData['RegionBasins'][pair] = np.array(GISData['RegionBasins'][pair]) + GISData['basinlookup'] = dict() + for i, basin in enumerate(GISData['BasinIDs']): + if basin not in GISData['basinlookup']: + GISData['basinlookup'][basin] = list() + GISData['basinlookup'][basin].append(i) + for basin in GISData['basinlookup']: + GISData['basinlookup'][basin] = np.array(GISData['basinlookup'][basin]) + return GISData diff --git a/tethys/reference/dist.csv b/tethys/reference/dist.csv deleted file mode 100644 index de4f4bd..0000000 --- a/tethys/reference/dist.csv +++ /dev/null @@ -1,54991 +0,0 @@ -target_id,near_id,dist_m,val -1,2,0.0,1.0 -1,9,18634.9023438,2.0 -1,3,205968.46875,3.0 -1,11,225359.640625,4.0 -1,5,240438.34375,5.0 -1,8,332877.90625,6.0 -1,56,416060.125,7.0 -1,12,559003.0625,8.0 -1,14,672178.25,9.0 -1,48,693631.8125,10.0 -1,19,710611.8125,11.0 -1,15,733698.625,12.0 -1,13,915922.0625,13.0 -1,18,947826.625,14.0 -1,86,949250.625,15.0 -1,16,1015916.1875,16.0 -1,34,1044025.375,17.0 -1,24,1065253.375,18.0 -1,17,1075468.375,19.0 -1,40,1379719.375,20.0 -1,4,1508113.875,21.0 -1,20,1533044.25,22.0 -1,60,1555000.375,23.0 -1,6,1596617.875,24.0 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PerformDiagn TemporalInterpolation=TemporalInterpolation, Domestic_R=Domestic_R, ele=GCAMData['elec_p'], - coords=GISData['coord'][:,:], + basinlookup=GISData['basinlookup'], + coords=GISData['coord'][:, :], OUT=OUT, regionID=GISData['RegionIDs'], basinID=GISData['BasinIDs']) diff --git a/tethys/temporal_downscaling/neighbor_basin.py b/tethys/temporal_downscaling/neighbor_basin.py deleted file mode 100644 index d0a9435..0000000 --- a/tethys/temporal_downscaling/neighbor_basin.py +++ /dev/null @@ -1,73 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - - -Modified from class NearDistValue @author: ladmin - -""" - -class NeighborBasin(object): - """ - This is a class to define the neighbor basin for a certain basin (in 235 basins) in Temporal Downscaling. - - The three studies (H08, LPJml, PCR-globwb) from year 1971-2010 were investigated for the following situation: - 1. The aggregated basin-level spatially downscaled irrigation results have values, but no values in the three data sets. - 2. The monthly data profile from neighbor basin is borrowed to temporally downscale the grids related to this basin. - - The neighbor basin is chosen from the neighbor basins with the shortest distance to the target basin. - - dist.csv file in "reference" package includes the information of the distances of the surrounding basins to the target basin. - - """ - - - def __init__(self, in_file): - # Read dist.csv in - self.f = in_file - self.d = {} - self.d_all = {} - self.distance = 0.0 - self.build_dist_dict() - - - def build_dist_dict(self): - """ - Read distance information from file for each target basin (235 basins). - Add the values for each corresponding neighbor basin with the least distance to the target basin to a dictionary. - If multiple corresponding basins have the same distance, add all their IDs. - - @params: in_file CSV file containing ordered fields from, to, - distance, and value - - RETURNS: dictionary d Format: {target: [distance, near1, near2, near3 ...]} - """ - with open(self.f) as get: - for index, line in enumerate(get): - # skip header - if index == 0: - continue - # unpack values - f, t, dst, vl = line.strip().split(',') # target basin ID, neighbor basin ID, distance, index in the table - dist = float(dst) - # skip self match or basins with no values - if f == t: - continue - else: - # if a t and dist are not in dict - if f not in self.d: - self.d[f] = [dist, int(t)] - self.d_all[f] = [[dist], [int(t)]] - # if dist and value are in dict - else: - if self.d[f][0] > dist: # if the current distance is less - self.d[f] = [dist, int(t)] # replace the ID - elif self.d[f][0] == dist: # if dist is the same as previous - self.d[f].append(int(t)) - if len(self.d_all[f][1]) <= 10: # Only stores 10 neighbor basins - self.d_all[f][0].append(dist) - self.d_all[f][1].append(int(t)) \ No newline at end of file diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index b1e644a..fa76e02 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -32,11 +32,10 @@ import scipy.io as spio from tethys.utils.data_parser import get_array_csv -from tethys.temporal_downscaling.neighbor_basin import NeighborBasin def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, TemporalInterpolation, Domestic_R, - ele, + ele, basinlookup, coords, OUT, regionID, basinID): # Determine the temporal downscaling years @@ -130,7 +129,7 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, Temp_TDMonths_Index, coords) """Irrigation""" - OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinID) + OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinID, basinlookup) if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr, FNew) @@ -286,73 +285,32 @@ def Electricity_Temporal_Downscaling(data, W, years): return TDW.reshape(W.shape[0], len(years)*12) -def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins): +def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins, basinlookup): """ data: Irrigation Data (Monthly) from other model as weighting factors; converted into the format (Year: 1971-2010; Unit: kg m-2 s-1; Dimension: 67420, number of TDYears*12) - W: water withdrawal of irrigation sector, dimension: 67420,NY + W: water withdrawal of irrigation sector, dimension: 67420,nyears years: the list of years for temporal downscaling - The weighting factors will be aggregated and performed at basin scale (NB = 235) + The weighting factors will be aggregated and performed at basin scale (nbasins = 235) basins: the basin ID (1-235) for 67420 grids, 67420*1 - TDW: Temporally Downscaled W, dimension: 67420, NY*12 + TDW: Temporally Downscaled W, dimension: 67420, nyears*12 """ - NB = np.max(basins) - NM = np.shape(W)[0] - NT = len(years)*12 - Ndata = data.shape[1] - NY = len(years) - TDW = np.zeros((NM, NT), dtype=float) - data_basin = np.zeros((NB, NT), dtype=float) - W_basin = np.zeros((NB, NY), dtype=float) - - # Aggregate data into basin scale - for index in range(0, NM): - for m in range(0, NT): - if m >= Ndata: # For future years, use irr profile as weighting factors - mi = m % 12 - data_basin[basins[index] - 1, m] += dataprofile[index, mi] - else: # For available years, use irr data from other model as weighting factors - if not np.isnan(data[index, m]) and basins[index] > 0: - data_basin[basins[index] - 1, m] += data[index, m] - for y in range(0, NY): - if not np.isnan(W[index, y]) and basins[index] > 0: - W_basin[basins[index] - 1, y] += W[index, y] - - # Downscale the W data - dist_file = os.path.join(os.path.dirname(os.path.dirname(__file__)), 'reference/dist.csv') - Neighbor = NeighborBasin(dist_file) # dist.csv is in the reference folder - for i in range(NM): - for j in years: - N = years.index(j) - BasinID = basins[i] - 1 - monIrr = data_basin[BasinID, N*12:(N+1)*12] - if W_basin[BasinID, N] > 0: - if monIrr.sum() > 0: - TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() - else: - IDs = Neighbor.d[str(basins[i])][1:] - n = 0 - for d in IDs: - monIrr = data_basin[d-1, N*12:(N+1)*12] - if monIrr.sum() > 0: - TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() - break - else: - n += 1 - continue - if n == len(IDs): - AllIds = Neighbor.d_all[str(basins[i])][1] - for d in AllIds: - monIrr = data_basin[d-1, N*12:(N+1)*12] - if monIrr.sum() > 0: - TDW[i, N*12:(N+1)*12] = W[i, N]*monIrr/monIrr.sum() - break - else: - continue - - return TDW + ncells = W.shape[0] + nyears = len(years) + TDW = np.zeros((ncells, nyears, 12), dtype=float) + + data2 = data.reshape(data.shape[0], -1, 12) + + for basin, cells in basinlookup.items(): + irr_basin_months = np.sum(data2[cells], axis=0, keepdims=True) + irr_basin_year = np.sum(irr_basin_months, axis=2, keepdims=True) + TDW[cells] = W[cells, :, np.newaxis] * np.divide(irr_basin_months, irr_basin_year, + out=np.ones_like(irr_basin_months) / 12, + where=irr_basin_year != 0) + + return TDW.reshape(ncells, nyears * 12) def Irrigation_Temporal_Downscaling_Crops(twdirr, Fraction): From 38c2e45bcefde3235c231676b4acdba32776331e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 15 Jun 2022 18:19:47 -0400 Subject: [PATCH 065/142] Reworking how temporal downscaling keeps track of various indices (GCAM years, interpolated years, proxy data years) --- tethys/run_disaggregation.py | 4 +- .../temporal_downscaling.py | 159 +++++++----------- 2 files changed, 65 insertions(+), 98 deletions(-) diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 352c710..fd6bbe1 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -184,10 +184,8 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn Domestic_R=Domestic_R, ele=GCAMData['elec_p'], basinlookup=GISData['basinlookup'], - coords=GISData['coord'][:, :], OUT=OUT, - regionID=GISData['RegionIDs'], - basinID=GISData['BasinIDs']) + regionID=GISData['RegionIDs']) print(f'TDyears = {TDYears}') endtime7 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime7 - endtime6)) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index fa76e02..ebf5c61 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -24,7 +24,6 @@ Irrigation: Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water withdrawals, need input data 4 """ -import os import logging import calendar @@ -35,101 +34,76 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, TemporalInterpolation, Domestic_R, - ele, basinlookup, - coords, OUT, regionID, basinID): - # Determine the temporal downscaling years - - # Determine the available temporal downscaling years according to other models and future years (not covered by other models) - startyear = int(temporal_climate.split("_")[-2][:4]) - endyear = int(temporal_climate.split("_")[-1][:4]) - startyear1 = int(Irr_MonthlyData.split("_")[-2][:4]) - endyear1 = int(Irr_MonthlyData.split("_")[-1][:4]) - TempYears = list(range(max(startyear, startyear1), min(endyear, endyear1) + 1)) - TDYears = sorted(list(set(TempYears).intersection(years))) - TDYears = sorted(TDYears + [i for i in years if int(i) > endyear]) - TDYearsD = np.diff(TDYears) # Interval of TD Years - GCAM_TDYears_Index = [years.index(i) for i in TDYears] - - if UseDemeter: # Calculated the fraction values of each crop in each year for each cell - NC = np.shape(OUT.crops_wdirr)[1] - NM = np.shape(regionID)[0] - NY = np.shape(GCAM_TDYears_Index)[0] - F = np.zeros((NM, NC, NY), dtype=float) # Fraction of each crop for each cell and each year. - for j in range(np.shape(OUT.crops_wdirr)[1]): - W1 = OUT.wdirr[:, GCAM_TDYears_Index] - W2 = OUT.crops_wdirr[:, j, GCAM_TDYears_Index] - F[:, j, :] = np.divide(W2, W1, out=np.zeros_like(W2), where=W1 != 0) # NY > 1 - - if TemporalInterpolation and all(item > 1 for item in TDYearsD): # Linear interpolation to GCAM time periods - OUT.WDom = LinearInterpolationAnnually(OUT.wddom[:, GCAM_TDYears_Index], TDYears) - OUT.WEle = LinearInterpolationAnnually(OUT.wdelec[:, GCAM_TDYears_Index], TDYears) - OUT.WIrr = LinearInterpolationAnnually(OUT.wdirr[:, GCAM_TDYears_Index], TDYears) - OUT.WLiv = LinearInterpolationAnnually(OUT.wdliv[:, GCAM_TDYears_Index], TDYears) - OUT.WMin = LinearInterpolationAnnually(OUT.wdmin[:, GCAM_TDYears_Index], TDYears) - OUT.WMfg = LinearInterpolationAnnually(OUT.wdmfg[:, GCAM_TDYears_Index], TDYears) - - if UseDemeter: # Linear interpolation to fraction matrix - Nyears = np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears) - FNew = np.zeros((NM, NC, len(Nyears)), dtype=float) - for j in range(np.shape(OUT.crops_wdirr)[1]): - FNew[:, j, :] = LinearInterpolationAnnually(F[:, j, :], TDYears) + ele, basinlookup, OUT, regionID): + + TDYears = years + + if TemporalInterpolation: # Linear interpolation to GCAM time periods + OUT.WDom = LinearInterpolationAnnually(OUT.wddom, years) + OUT.WEle = LinearInterpolationAnnually(OUT.wdelec, years) + OUT.WIrr = LinearInterpolationAnnually(OUT.wdirr, years) + OUT.WLiv = LinearInterpolationAnnually(OUT.wdliv, years) + OUT.WMin = LinearInterpolationAnnually(OUT.wdmin, years) + OUT.WMfg = LinearInterpolationAnnually(OUT.wdmfg, years) # Update the TDYears to new values - TDYears = list(np.interp(np.arange(min(TDYears), max(TDYears) + 1), TDYears, TDYears).astype(int)) + TDYears = list(range(min(TDYears), max(TDYears) + 1)) else: - OUT.WDom = OUT.wddom[:, GCAM_TDYears_Index] - OUT.WEle = OUT.wdelec[:, GCAM_TDYears_Index] - OUT.WIrr = OUT.wdirr[:, GCAM_TDYears_Index] - OUT.WLiv = OUT.wdliv[:, GCAM_TDYears_Index] - OUT.WMin = OUT.wdmin[:, GCAM_TDYears_Index] - OUT.WMfg = OUT.wdmfg[:, GCAM_TDYears_Index] - - if UseDemeter: - FNew = np.copy(F) + OUT.WDom = OUT.wddom + OUT.WEle = OUT.wdelec + OUT.WIrr = OUT.wdirr + OUT.WLiv = OUT.wdliv + OUT.WMin = OUT.wdmin + OUT.WMfg = OUT.wdmfg - # Index of TDYears in Temperature data and GCAM - Temp_TDYears_Index = [] - for i in TDYears: - if i > endyear: - Temp_TDYears_Index.append(TempYears.index(endyear)) + if UseDemeter: # Calculated the fraction values of each crop in each year for each cell + ncells = np.shape(OUT.crops_wdirr)[0] + ncrops = np.shape(OUT.crops_wdirr)[1] + W1 = OUT.wdirr.reshape(ncells, 1, -1) + F = np.divide(OUT.crops_wdirr, W1, out=np.zeros_like(OUT.crops_wdirr), where=W1 != 0) + if TemporalInterpolation: + FNew = np.zeros((ncells, ncrops, max(TDYears) - min(TDYears) + 1), dtype=float) + for j in range(ncrops): + FNew[:, j, :] = LinearInterpolationAnnually(F[:, j, :], years) else: - Temp_TDYears_Index.append(TempYears.index(i)) - - Temp_TDMonths_Index = np.zeros((len(TDYears)*12,), dtype=int) - N = 0 + FNew = np.copy(F) + + # Determine the available temporal downscaling years according to other models and future years + temp_data_start = int(temporal_climate.split("_")[-2][:4]) + temp_data_end = int(temporal_climate.split("_")[-1][:4]) + irr_data_start = int(Irr_MonthlyData.split("_")[-2][:4]) + irr_data_end = int(Irr_MonthlyData.split("_")[-1][:4]) - for i in Temp_TDYears_Index: - Temp_TDMonths_Index[N*12:(N+1)*12] = np.arange(i*12, (i+1)*12) - N += 1 + temp_indices = [max(min(i, temp_data_end) - temp_data_start, 0) for i in TDYears] + irr_indices = [max(min(i, irr_data_end) - irr_data_start, 0) for i in TDYears] + + elec_param_indices = [years.index(max(j for j in years if j <= i)) for i in TDYears] logging.debug('------ Temporal downscaling is available for Year: {}'.format(TDYears)) # load climate data tclim = np.load(temporal_climate) - dom = {} - - dom['tas'] = tclim['tas'][:, Temp_TDMonths_Index] - dom['DomesticR'] = get_array_csv(Domestic_R, 1) - - ele['hdd'] = tclim['hdd'][:, Temp_TDMonths_Index] - ele['cdd'] = tclim['cdd'][:, Temp_TDMonths_Index] + dom = {'tas': tclim['tas'].reshape(tclim['tas'].shape[0], -1, 12)[:, temp_indices], + 'DomesticR': get_array_csv(Domestic_R, 1).reshape(-1, 1, 1)} # The parameters pb, ph, pc, pu, pit are all obtained from GCAM. + ele['hdd'] = tclim['hdd'].reshape(tclim['hdd'].shape[0], -1, 12)[:, temp_indices] + ele['cdd'] = tclim['cdd'].reshape(tclim['cdd'].shape[0], -1, 12)[:, temp_indices] ele['region'] = regionID """Domestic""" OUT.twddom = Domestic_Temporal_Downscaling(dom, OUT.WDom, TDYears) """Electricity""" - OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, TDYears) + OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, elec_param_indices) # Monthly Irrigation Data from other models only available during 1971-2010 - irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, Temp_TDMonths_Index, coords) + irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, irr_indices) """Irrigation""" - OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinID, basinlookup) + OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinlookup) if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr, FNew) @@ -183,7 +157,7 @@ def get_monthly_data(data, M): return out -def GetMonthlyIrrigationData(filename, monthindex, coords): +def GetMonthlyIrrigationData(filename, yearindex): """ Get the monthly irrigation Data (irrdata) from other model as weighting factors; converted into the format (Year: 1971-2010; Unit: kg m-2 s-1; Dimension: 67420, number of TDYears*12) @@ -193,18 +167,14 @@ def GetMonthlyIrrigationData(filename, monthindex, coords): """ datagrp = spio.netcdf.netcdf_file(filename, 'r') - - nm = int(len(datagrp.variables['months'][:].copy())) - irrdataall = datagrp.variables['pirrww'][:, :].copy() - irrdata = irrdataall[:, monthindex] - + irrdataall = datagrp.variables['pirrww'][:].copy() datagrp.close() + + irrdataall = irrdataall.reshape(irrdataall.shape[0], -1, 12) + irrdata = irrdataall[:, yearindex] # Calculate the irr profile (Averaged monthly irrigation from historical data, e.g. averaged 1971-2010) - irrprofile = np.zeros((coords.shape[0], 12), dtype=float) - for m in range(12): - mi = range(m, nm, 12) - irrprofile[:, m] = np.mean(irrdataall[:, mi], 1) + irrprofile = np.mean(irrdataall, axis=1, keepdims=True) return irrdata, irrprofile @@ -221,20 +191,19 @@ def Domestic_Temporal_Downscaling(data, W, years): TDW: Temporally Downscaled W, dimension: 67420, NY*12 """ - tas = data['tas'].reshape(-1, len(years), 12) + tas = data['tas'] tas[np.isnan(tas)] = 0 tas_mean = np.mean(tas, axis=2, keepdims=True) tas_range = np.max(tas, axis=2, keepdims=True) - np.min(tas, axis=2, keepdims=True) # cells with no month temperature data are downscaled uniformly across months - temp = data['DomesticR'].reshape(-1, 1, 1) * np.divide(tas - tas_mean, tas_range, - out=np.zeros_like(tas), where=tas_range != 0) + 1 + temp = data['DomesticR'] * np.divide(tas - tas_mean, tas_range, out=np.zeros_like(tas), where=tas_range != 0) + 1 TDW = W[:, :, np.newaxis] * temp / 12 return TDW.reshape(W.shape[0], len(years) * 12) -def Electricity_Temporal_Downscaling(data, W, years): +def Electricity_Temporal_Downscaling(data, W, elec_param_indices): """ data: structure: 'hdd', 'cdd','building','industry','heating','cooling','others' @@ -254,8 +223,8 @@ def Electricity_Temporal_Downscaling(data, W, years): """ # reshape to ncells x nyears x 12 months - hdd_month = data['hdd'].reshape(W.shape[0], len(years), 12) - cdd_month = data['cdd'].reshape(W.shape[0], len(years), 12) + hdd_month = data['hdd'] + cdd_month = data['cdd'] # replace nan with 0 hdd_month[np.isnan(hdd_month)] = 0 cdd_month[np.isnan(cdd_month)] = 0 @@ -267,14 +236,14 @@ def Electricity_Temporal_Downscaling(data, W, years): cdd_frac = np.divide(cdd_month, cdd_year, out=np.zeros_like(cdd_month), where=cdd_year != 0) # expand from regions to cells, add extra axis for broadcasting - Bu = data['building'][data['region'] - 1, :, np.newaxis] - In = data['industry'][data['region'] - 1, :, np.newaxis] - He = data['heating'][data['region'] - 1, :, np.newaxis] - Co = data['cooling'][data['region'] - 1, :, np.newaxis] - Ot = data['others'][data['region'] - 1, :, np.newaxis] + Bu = data['building'][data['region'] - 1][:, elec_param_indices, np.newaxis] + In = data['industry'][data['region'] - 1][:, elec_param_indices, np.newaxis] + He = data['heating'][data['region'] - 1][:, elec_param_indices, np.newaxis] + Co = data['cooling'][data['region'] - 1][:, elec_param_indices, np.newaxis] + Ot = data['others'][data['region'] - 1][:, elec_param_indices, np.newaxis] # formula reduces to uniform when hdd_year < 650 & cdd_year < 450 - P = np.ones((W.shape[0], len(years), 12)) / 12 + P = np.ones((W.shape[0], len(elec_param_indices), 12)) / 12 P = np.where((hdd_year >= 650) & (cdd_year >= 450), Bu * (He*hdd_frac + Co*cdd_frac + Ot/12) + In/12, P) P = np.where((hdd_year >= 650) & (cdd_year < 450), Bu * ((He+Co)*hdd_frac + Ot/12) + In/12, P) P = np.where((hdd_year < 650) & (cdd_year >= 450), Bu * ((He+Co)*cdd_frac + Ot/12) + In/12, P) @@ -282,10 +251,10 @@ def Electricity_Temporal_Downscaling(data, W, years): # apply calculated monthly elec demand distribution to yearly elec water demand TDW = W[:, :, np.newaxis] * P - return TDW.reshape(W.shape[0], len(years)*12) + return TDW.reshape(W.shape[0], len(elec_param_indices)*12) -def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basins, basinlookup): +def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basinlookup): """ data: Irrigation Data (Monthly) from other model as weighting factors; converted into the format From 3efbfdff0bed6a5ded52364f332e534201b4c287 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 16 Jun 2022 10:26:19 -0400 Subject: [PATCH 066/142] Vectorize uniform downscaling, crop downscaling --- .../temporal_downscaling.py | 53 ++++++------------- 1 file changed, 17 insertions(+), 36 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index ebf5c61..3378fe0 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -125,36 +125,22 @@ def AnnualtoMonthlyUniform(WD, years): WD : spatially downscaled water withdrawal (dimension: 67420 x nyear) years : list of years for temporal downscaling """ - - ny = len(years) - nm = ny*12 - WT = np.zeros((np.shape(WD)[0],nm), dtype=float) - - for y in years: - M = set_month_arrays(y) - N = years.index(y) - WT[:, N*12:(N+1)*12] = get_monthly_data(WD[:, N], M) - - return WT + month_lens = np.asarray([month_lengths(year) for year in years]).reshape(1, len(years), 12) + year_lens = np.sum(month_lens, axis=2, keepdims=True) -def set_month_arrays(Year): - # Calculate the days in each month of a year + WT = WD[:, :, np.newaxis] * month_lens / year_lens + + return WT.reshape(-1, len(years) * 12) - if calendar.isleap(Year): # leap year - return [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - else: # regular year - return [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] +def month_lengths(year): + # return the days in each month of a year -def get_monthly_data(data, M): - # divide annual data into monthly data - out = np.zeros((data.shape[0], 12), dtype=float) - sumM = np.sum(M) - for i in range(12): - out[:, i] = data[:]*M[i]/sumM - - return out + if calendar.isleap(year): # leap year + return [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] + else: # regular year + return [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] def GetMonthlyIrrigationData(filename, yearindex): @@ -283,23 +269,18 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basinlookup): def Irrigation_Temporal_Downscaling_Crops(twdirr, Fraction): - """ Divide the temporal downscaled irrigation water demand ("twdirr") by crops For each year, the fraction of a certain crop for each cell is stored in "Fraction" """ - NC = np.shape(Fraction)[1] - NT = np.shape(twdirr)[1] - NM = np.shape(twdirr)[0] - TDW = np.zeros((NM, NC, NT), dtype=float) + ncells = twdirr.shape[0] + ncrops = Fraction.shape[1] - for i in range(NC): - for j in range(NT): - index = int(j/12) - TDW[:, i, j] = twdirr[:, j]*Fraction[:, i, index] - - return TDW + # reshape to broadcast with common (cell, crop, year, month) dimensions + TDW = twdirr.reshape(ncells, 1, -1, 12) * Fraction.reshape(ncells, ncrops, -1, 1) + + return TDW.reshape(ncells, ncrops, -1) def LinearInterpolationAnnually(data, years): From df58330fa942563974694109fcc1271764d1c1fc Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 16 Jun 2022 12:36:30 -0400 Subject: [PATCH 067/142] Added logging info to temporal downscaling --- .../temporal_downscaling.py | 26 ++++++++++--------- 1 file changed, 14 insertions(+), 12 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index 3378fe0..c1a2319 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -39,6 +39,9 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T TDYears = years if TemporalInterpolation: # Linear interpolation to GCAM time periods + + logging.info('Linearly interpolating from GCAM years to annual timesteps') + OUT.WDom = LinearInterpolationAnnually(OUT.wddom, years) OUT.WEle = LinearInterpolationAnnually(OUT.wdelec, years) OUT.WIrr = LinearInterpolationAnnually(OUT.wdirr, years) @@ -69,6 +72,8 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T else: FNew = np.copy(F) + logging.info('Loading monthly proxies') + # Determine the available temporal downscaling years according to other models and future years temp_data_start = int(temporal_climate.split("_")[-2][:4]) temp_data_end = int(temporal_climate.split("_")[-1][:4]) @@ -77,11 +82,8 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T temp_indices = [max(min(i, temp_data_end) - temp_data_start, 0) for i in TDYears] irr_indices = [max(min(i, irr_data_end) - irr_data_start, 0) for i in TDYears] - elec_param_indices = [years.index(max(j for j in years if j <= i)) for i in TDYears] - logging.debug('------ Temporal downscaling is available for Year: {}'.format(TDYears)) - # load climate data tclim = np.load(temporal_climate) @@ -93,26 +95,26 @@ def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, T ele['cdd'] = tclim['cdd'].reshape(tclim['cdd'].shape[0], -1, 12)[:, temp_indices] ele['region'] = regionID - """Domestic""" - OUT.twddom = Domestic_Temporal_Downscaling(dom, OUT.WDom, TDYears) - - """Electricity""" - OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, elec_param_indices) - # Monthly Irrigation Data from other models only available during 1971-2010 irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, irr_indices) + + logging.info('Temporally downscaling domestic sector') + OUT.twddom = Domestic_Temporal_Downscaling(dom, OUT.WDom, TDYears) - """Irrigation""" + logging.info('Temporally downscaling electricity sector') + OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, elec_param_indices) + + logging.info('Temporally downscaling irrigation sector') OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinlookup) if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr, FNew) - """Livestock, Mining and Manufacturing""" - + logging.info('Temporally downscaling livestock, mining, and manufacturing sectors') OUT.twdliv = AnnualtoMonthlyUniform(OUT.WLiv, TDYears) OUT.twdmin = AnnualtoMonthlyUniform(OUT.WMin, TDYears) OUT.twdmfg = AnnualtoMonthlyUniform(OUT.WMfg, TDYears) + logging.info('Calculating total') OUT.twdtotal = OUT.twddom + OUT.twdelec + OUT.twdirr + OUT.twdliv + OUT.twdmin + OUT.twdmfg # add to get total return TDYears From 184ba863e7812a85a6ea96abc8bf1a5e98992536 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 16 Jun 2022 15:21:26 -0400 Subject: [PATCH 068/142] Combine yearly and monthly netcdf writer functions into a single function with option --- tethys/data_writer/outputs.py | 113 ++++++++++------------------------ 1 file changed, 33 insertions(+), 80 deletions(-) diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index 34b41b5..ecf6445 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -93,10 +93,10 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea if OutputFormat == 1: writecsv(OutputFilename, value, years, temp, GISData) elif OutputFormat == 2: - writeNETCDF(OutputFilename + '.nc', value, GISData, temp, years) + write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) else: writecsv(OutputFilename, value, years, temp, GISData) - writeNETCDF(OutputFilename + '.nc', value, GISData, temp, years) + write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) # gridded output from temporal downscaling elif attr[0] == "t": @@ -104,11 +104,11 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea writecsvMonthly(OutputFilename, value, TDMonthStr, temp, GISData) elif OutputFormat == 2: - writeNETCDFmonthly(OutputFilename + '.nc', value, GISData, temp, TDMonthStr) + write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') else: writecsvMonthly(OutputFilename, value, TDMonthStr, temp, GISData) - writeNETCDFmonthly(OutputFilename + '.nc', value, GISData, temp, TDMonthStr) + write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided twdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_t': @@ -117,10 +117,10 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea if OutputFormat == 1: writecsvMonthly(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) elif OutputFormat == 2: - writeNETCDFmonthly(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr) + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') else: writecsvMonthly(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) - writeNETCDFmonthly(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr) + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided wdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_w': @@ -129,10 +129,10 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea if OutputFormat == 1: writecsv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) elif OutputFormat == 2: - writeNETCDF(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) else: writecsv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) - writeNETCDF(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) def writecsv(filename, data, years, unit, GISData): @@ -157,7 +157,7 @@ def writecsvMonthly(filename, data, MonthStr, unit, GISData): np.savetxt(outfile, newdata, delimiter=',', header=headerline, comments='') -def writeNETCDF(filename, data, GISData, unit, yearstrs): +def write_netcdf(filename, data, GISData, unit, timestrs, timestep='year'): """ Input: - filename string, filename of netcdf file @@ -165,82 +165,35 @@ def writeNETCDF(filename, data, GISData, unit, yearstrs): - GISData structure, contains grid coordinates - unit string, e.g. "mm" or 'km3' """ - datagrp = spio.netcdf.netcdf_file(filename, 'w') - (nrows,ncols) = data.shape - - # dimensions - datagrp.createDimension('index', nrows) - datagrp.createDimension('year', ncols) - - # variables - # Add the columns from coordinates: ID#, lon, lat, ilon, ilat - years = datagrp.createVariable('years', 'i4', ('year',)) - ID = datagrp.createVariable('ID', 'i4', ('index',)) - lon = datagrp.createVariable('lon', 'f4', ('index',)) - lat = datagrp.createVariable('lat', 'f4', ('index',)) - ilon = datagrp.createVariable('ilon', 'i4', ('index',)) - ilat = datagrp.createVariable('ilat', 'i4', ('index',)) - map_index = datagrp.createVariable('mapindex', 'i4', ('index',)) - griddata = datagrp.createVariable('data', 'f4', ('index', 'year')) - griddata.units = unit + '/yr' - griddata.description = 'Downscaled Results: ' + str(nrows) + ' rows, ' + str(ncols) + ' columns (years)' - - # data - years[:] = np.array(yearstrs).astype(int) - ID[:] = GISData['coord'][:,0].astype(int) - lon[:] = GISData['coord'][:,1] - lat[:] = GISData['coord'][:,2] - ilon[:] = GISData['coord'][:,3].astype(int) - ilat[:] = GISData['coord'][:,4].astype(int) - map_index[:] = GISData['mapindex'].astype(int) + 1 - - # griddata[:, :] = data[:, :] - griddata[:, :] = data[:, :].copy() - - # close - datagrp.close() - -def writeNETCDFmonthly(filename, data, GISData, unit, monthstrs): - """ - Input: - - filename string, filename of netcdf file - - data 2d array, row: number of cells (67420), col: number of months - - GISData structure, contains grid coordinates - - unit string, e.g. "mm" or 'km3' - """ - - # open datagrp = spio.netcdf.netcdf_file(filename, 'w') - (nrows,ncols) = data.shape + (nrows, ncols) = data.shape # dimensions datagrp.createDimension('index', nrows) - datagrp.createDimension('month', ncols) - - # variables + datagrp.createDimension(timestep, ncols) + + # create variables # Add the columns from coordinates: ID#, lon, lat, ilon, ilat - months = datagrp.createVariable('months', 'i4', ('month',)) - ID = datagrp.createVariable('ID', 'i4', ('index',)) - lon = datagrp.createVariable('lon', 'f4', ('index',)) - lat = datagrp.createVariable('lat', 'f4', ('index',)) - ilon = datagrp.createVariable('ilon', 'i4', ('index',)) - ilat = datagrp.createVariable('ilat', 'i4', ('index',)) + time = datagrp.createVariable(f'{timestep}s', 'i4', (timestep,)) + ID = datagrp.createVariable('ID', 'i4', ('index',)) + lon = datagrp.createVariable('lon', 'f4', ('index',)) + lat = datagrp.createVariable('lat', 'f4', ('index',)) + ilon = datagrp.createVariable('ilon', 'i4', ('index',)) + ilat = datagrp.createVariable('ilat', 'i4', ('index',)) map_index = datagrp.createVariable('mapindex', 'i4', ('index',)) - griddata = datagrp.createVariable('data', 'f4', ('index', 'month')) - griddata.units = unit + '/month' - griddata.description = 'Downscaled Results: ' + str(nrows) + ' rows, ' + str(ncols) + ' columns (months)' - - # data - months[:] = np.array(monthstrs).astype(int) - ID[:] = GISData['coord'][:,0].astype(int) - lon[:] = GISData['coord'][:,1] - lat[:] = GISData['coord'][:,2] - ilon[:] = GISData['coord'][:,3].astype(int) - ilat[:] = GISData['coord'][:,4].astype(int) - map_index[:] = GISData['mapindex'].astype(int) + 1 - - griddata[:, :] = data[:, :].copy() - - # close + griddata = datagrp.createVariable('data', 'f4', ('index', timestep)) + griddata.units = f'{unit}/{"yr" if timestep == "year" else "month"}' + griddata.description = f'Downscaled Results: {nrows} rows, {ncols} columns ({timestep}s)' + + # write data to file variables + time[:] = np.array(timestrs).astype(int) + ID[:] = GISData['coord'][:, 0].astype(int) + lon[:] = GISData['coord'][:, 1] + lat[:] = GISData['coord'][:, 2] + ilon[:] = GISData['coord'][:, 3].astype(int) + ilat[:] = GISData['coord'][:, 4].astype(int) + map_index[:] = GISData['mapindex'].astype(int) + 1 + griddata[:] = data[:].copy() + datagrp.close() From 6353c5cdd6c70fc6e6b6807e7e9f41f7b342f2a5 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 16 Jun 2022 16:34:04 -0400 Subject: [PATCH 069/142] Combine yearly and monthly csv writer functions --- tethys/data_writer/outputs.py | 91 +++++++++++++---------------------- 1 file changed, 34 insertions(+), 57 deletions(-) diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index ecf6445..17d7922 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -23,24 +23,24 @@ class OUTSettings: def __init__(self): # gridded results, 2D array, size: (360*720, NY) - self.wdtotal = None - self.wdnonag = None - self.wddom = None - self.wdelec = None - self.wdmfg = None - self.wdmin = None - self.wdirr = None - self.wdliv = None + self.wdtotal = None + self.wdnonag = None + self.wddom = None + self.wdelec = None + self.wdmfg = None + self.wdmin = None + self.wdirr = None + self.wdliv = None # regional aggregates, 2D array, size: (NRegion, NY) - self.rtotal = None - self.rnonag = None - self.rdom = None - self.relec = None - self.rmfg = None - self.rmin = None - self.rirr = None - self.rliv = None + self.rtotal = None + self.rnonag = None + self.rdom = None + self.relec = None + self.rmfg = None + self.rmin = None + self.rirr = None + self.rliv = None def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYears, years, OUT, GISData): @@ -54,27 +54,17 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea else: temp = 'km3' - # CSV if OutputFormat == 1: msg = f'Save the gridded water usage results for each withdrawal category in CSV format (Unit: {temp}/yr)' - logging.info(msg) - - # NetCDF elif OutputFormat == 2: msg = f'Save the gridded water usage results for each withdrawal category in NetCDF format (Unit: {temp}/yr)' - logging.info(msg) - - # Both else: msg = f'Save the gridded water usage results for each withdrawal category in CSV and NetCDF format (Unit: {temp}/yr)' - logging.info(msg) + + logging.info(msg) if PerformTemporal: - TDMonthStr = np.chararray((len(TDYears)*12,), itemsize=6) - - for y in TDYears: - N = TDYears.index(y) - TDMonthStr[N*12:(N+1)*12] = [str(y) + str(i).zfill(2) for i in range(1,13)] + TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] logging.info(f'Save the monthly water usage results for each withdrawal category (Unit: {temp}/month)') @@ -84,42 +74,42 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea if value is not None: OutputFilename = os.path.join(OutputFolder, attr) - if attr[0] == "r": # regional output - newvalue = value[:, :] + if attr[0] == "r": # regional output + newvalue = value[:, :] # gridded output from spatial downscaling elif attr[0] == "w": - if OutputFormat == 1: - writecsv(OutputFilename, value, years, temp, GISData) + if OutputFormat == 1: + write_csv(OutputFilename, value, years, temp, GISData) elif OutputFormat == 2: write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) else: - writecsv(OutputFilename, value, years, temp, GISData) + write_csv(OutputFilename, value, years, temp, GISData) write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) # gridded output from temporal downscaling elif attr[0] == "t": if OutputFormat == 1: - writecsvMonthly(OutputFilename, value, TDMonthStr, temp, GISData) + write_csv(OutputFilename, value, TDMonthStr, temp, GISData) elif OutputFormat == 2: write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') else: - writecsvMonthly(OutputFilename, value, TDMonthStr, temp, GISData) + write_csv(OutputFilename, value, TDMonthStr, temp, GISData) write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided twdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_t': for i in range(value.shape[1]): - newvalue = value[:,i,:] - if OutputFormat == 1: - writecsvMonthly(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) + newvalue = value[:, i, :] + if OutputFormat == 1: + write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) elif OutputFormat == 2: write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') else: - writecsvMonthly(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) + write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided wdirr by crops for additional files when using Demeter outputs @@ -127,36 +117,23 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea for i in range(value.shape[1]): newvalue = value[:, i, :] if OutputFormat == 1: - writecsv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) + write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) elif OutputFormat == 2: write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) else: - writecsv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) + write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) -def writecsv(filename, data, years, unit, GISData): +def write_csv(filename, data, timestrs, unit, GISData): - if years: - headerline = "Grid_ID,lon,lat,ilon,ilat," + ",".join([str(year) for year in years]) - else: - headerline = "Grid_ID,lon,lat,ilon,ilat," + ",".join(["Year Index " + str(y+1) for y in range(0, data.shape[1])]) + headerline = 'Grid_ID,lon,lat,ilon,ilat,' + ','.join([str(time) for time in timestrs]) with open('{}_{}peryr.csv'.format(filename, unit), 'w') as outfile: newdata = np.append(GISData['coord'][:, :], data, axis=1) np.savetxt(outfile, newdata, delimiter=',', header=headerline, comments='') -def writecsvMonthly(filename, data, MonthStr, unit, GISData): - - mth_str = ','.join(map(bytes.decode, MonthStr)) - headerline = "Grid_ID,lon,lat,ilon,ilat," + mth_str - - with open('{}_{}permonth.csv'.format(filename, unit), 'w') as outfile: - newdata = np.append(GISData['coord'][:, :], data, axis=1) - np.savetxt(outfile, newdata, delimiter=',', header=headerline, comments='') - - def write_netcdf(filename, data, GISData, unit, timestrs, timestep='year'): """ Input: From fa8761a070ac94b176fe247effa09565deab3c76 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 16 Jun 2022 17:45:43 -0400 Subject: [PATCH 070/142] Less copy paste in handling output formats --- tethys/data_writer/outputs.py | 44 +++++++++++------------------------ 1 file changed, 13 insertions(+), 31 deletions(-) diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index 17d7922..1c5eaed 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -62,66 +62,48 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea msg = f'Save the gridded water usage results for each withdrawal category in CSV and NetCDF format (Unit: {temp}/yr)' logging.info(msg) - - if PerformTemporal: - TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] + if PerformTemporal: logging.info(f'Save the monthly water usage results for each withdrawal category (Unit: {temp}/month)') + TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] + for attr in list(OUT.__dict__.keys()): value = OUT.__dict__[attr] if value is not None: OutputFilename = os.path.join(OutputFolder, attr) - if attr[0] == "r": # regional output - newvalue = value[:, :] - # gridded output from spatial downscaling - elif attr[0] == "w": - - if OutputFormat == 1: - write_csv(OutputFilename, value, years, temp, GISData) - elif OutputFormat == 2: - write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) - else: + if attr[0] == 'w': + if OutputFormat == 1 or OutputFormat == 0: write_csv(OutputFilename, value, years, temp, GISData) + elif OutputFormat == 2 or OutputFormat == 0: write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) # gridded output from temporal downscaling - elif attr[0] == "t": - if OutputFormat == 1: - write_csv(OutputFilename, value, TDMonthStr, temp, GISData) - - elif OutputFormat == 2: - write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') - - else: + elif attr[0] == 't': + if OutputFormat == 1 or OutputFormat == 0: write_csv(OutputFilename, value, TDMonthStr, temp, GISData) + elif OutputFormat == 2 or OutputFormat == 0: write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided twdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_t': for i in range(value.shape[1]): newvalue = value[:, i, :] - if OutputFormat == 1: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) - elif OutputFormat == 2: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') - else: + if OutputFormat == 1 or OutputFormat == 0: write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) + elif OutputFormat == 2 or OutputFormat == 0: write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') # for outputs, divided wdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_w': for i in range(value.shape[1]): newvalue = value[:, i, :] - if OutputFormat == 1: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) - elif OutputFormat == 2: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) - else: + if OutputFormat == 1 or OutputFormat == 0: write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) + elif OutputFormat == 2 or OutputFormat == 0: write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) From 72221873f60a6ad2583d0e5fa8509d9eb0f46b01 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 17 Jun 2022 10:21:27 -0400 Subject: [PATCH 071/142] Reorder write_netcdf args to match write_csv, fix logic for writing both formats --- tethys/data_writer/outputs.py | 39 ++++++++++++++++++----------------- 1 file changed, 20 insertions(+), 19 deletions(-) diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index 1c5eaed..573b492 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -50,21 +50,21 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea 'PalmFruit', 'Rice', 'Root_Tuber', 'SugarCrop', 'Wheat'] if OutputUnit: - temp = 'mm' + unit = 'mm' else: - temp = 'km3' + unit = 'km3' if OutputFormat == 1: - msg = f'Save the gridded water usage results for each withdrawal category in CSV format (Unit: {temp}/yr)' + msg = f'Save the gridded water usage results for each withdrawal category in CSV format (Unit: {unit}/yr)' elif OutputFormat == 2: - msg = f'Save the gridded water usage results for each withdrawal category in NetCDF format (Unit: {temp}/yr)' + msg = f'Save the gridded water usage results for each withdrawal category in NetCDF format (Unit: {unit}/yr)' else: - msg = f'Save the gridded water usage results for each withdrawal category in CSV and NetCDF format (Unit: {temp}/yr)' + msg = f'Save the gridded water usage results for each withdrawal category in CSV and NetCDF format (Unit: {unit}/yr)' logging.info(msg) if PerformTemporal: - logging.info(f'Save the monthly water usage results for each withdrawal category (Unit: {temp}/month)') + logging.info(f'Save the monthly water usage results for each withdrawal category (Unit: {unit}/month)') TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] @@ -77,34 +77,35 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea # gridded output from spatial downscaling if attr[0] == 'w': if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename, value, years, temp, GISData) - elif OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '.nc', value, GISData, temp, years) + write_csv(OutputFilename, value, years, unit, GISData) + if OutputFormat == 2 or OutputFormat == 0: + write_netcdf(OutputFilename + '.nc', value, years, unit, GISData) # gridded output from temporal downscaling elif attr[0] == 't': if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename, value, TDMonthStr, temp, GISData) - elif OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '.nc', value, GISData, temp, TDMonthStr, timestep='month') + write_csv(OutputFilename, value, TDMonthStr, unit, GISData) + if OutputFormat == 2 or OutputFormat == 0: + write_netcdf(OutputFilename + '.nc', value, TDMonthStr, unit, GISData, timestep='month') # for outputs, divided twdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_t': for i in range(value.shape[1]): newvalue = value[:, i, :] if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, temp, GISData) - elif OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, TDMonthStr, timestep='month') + write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, unit, GISData) + if OutputFormat == 2 or OutputFormat == 0: + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, TDMonthStr, unit, GISData, + timestep='month') # for outputs, divided wdirr by crops for additional files when using Demeter outputs elif attr[:7] == 'crops_w': for i in range(value.shape[1]): newvalue = value[:, i, :] if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, temp, GISData) - elif OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, GISData, temp, years) + write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, unit, GISData) + if OutputFormat == 2 or OutputFormat == 0: + write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, years, unit, GISData) def write_csv(filename, data, timestrs, unit, GISData): @@ -116,7 +117,7 @@ def write_csv(filename, data, timestrs, unit, GISData): np.savetxt(outfile, newdata, delimiter=',', header=headerline, comments='') -def write_netcdf(filename, data, GISData, unit, timestrs, timestep='year'): +def write_netcdf(filename, data, timestrs, unit, GISData, timestep='year'): """ Input: - filename string, filename of netcdf file From af3eae7ba938722f5430d50eeb14ed5795e2eb34 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 17 Jun 2022 13:16:46 -0400 Subject: [PATCH 072/142] reduce copy paste in write_outputs loop --- tethys/data_writer/outputs.py | 49 ++++++++++++----------------------- 1 file changed, 17 insertions(+), 32 deletions(-) diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index 573b492..e433471 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -68,44 +68,29 @@ def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYea TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] - for attr in list(OUT.__dict__.keys()): - value = OUT.__dict__[attr] - - if value is not None: + for attr, value in OUT.__dict__.items(): + # only want OUT.wd*, OUT.twd*, OUT.crops_wdirr, or OUT.crops_twdirr + if attr[0] in ('w', 't', 'c') and value is not None: OutputFilename = os.path.join(OutputFolder, attr) - # gridded output from spatial downscaling - if attr[0] == 'w': - if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename, value, years, unit, GISData) - if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '.nc', value, years, unit, GISData) - - # gridded output from temporal downscaling - elif attr[0] == 't': - if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename, value, TDMonthStr, unit, GISData) - if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '.nc', value, TDMonthStr, unit, GISData, timestep='month') - - # for outputs, divided twdirr by crops for additional files when using Demeter outputs - elif attr[:7] == 'crops_t': - for i in range(value.shape[1]): - newvalue = value[:, i, :] - if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, TDMonthStr, unit, GISData) - if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, TDMonthStr, unit, GISData, - timestep='month') + if attr.startswith('crops_t') or attr.startswith('t'): + timestep, timestr = 'month', TDMonthStr # set monthly options + else: + timestep, timestr = 'year', years # set year options - # for outputs, divided wdirr by crops for additional files when using Demeter outputs - elif attr[:7] == 'crops_w': - for i in range(value.shape[1]): + if attr.startswith('crops_'): + for i in range(value.shape[1]): # iterate over crops newvalue = value[:, i, :] + filename = OutputFilename + '_' + d_crops[i] if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename + '_' + d_crops[i], newvalue, years, unit, GISData) + write_csv(filename, newvalue, timestr, unit, GISData) if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '_' + d_crops[i] + '.nc', newvalue, years, unit, GISData) + write_netcdf(filename + '.nc', newvalue, timestr, unit, GISData, timestep=timestep) + else: # non-crop output + if OutputFormat == 1 or OutputFormat == 0: + write_csv(OutputFilename, value, timestr, unit, GISData) + if OutputFormat == 2 or OutputFormat == 0: + write_netcdf(OutputFilename + '.nc', value, timestr, unit, GISData, timestep=timestep) def write_csv(filename, data, timestrs, unit, GISData): From 2296ecf8a53dd86e25851cfb86748bd9d0daa81a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 17 Jun 2022 16:23:18 -0400 Subject: [PATCH 073/142] If only doing spatial downscaling, don't query GCAM for values used in temporal downscaling --- tethys/data_reader/gcam_outputs.py | 13 ++++--------- tethys/run_disaggregation.py | 3 ++- 2 files changed, 6 insertions(+), 10 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index b752433..8132eb0 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -683,7 +683,7 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, - GCAM_queryCore, basin_state_area): + GCAM_queryCore, basin_state_area, PerformTemporal): """ Import and format GCAM data from database for use in Tethys. @@ -706,10 +706,6 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA conn, queries = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_query) conn_core, queries_core = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_queryCore) -# for q in queries: -# df = conn.runQuery(q) -# df.to_csv(q.title + ".csv", sep=',') - d = { 'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), 'rgn_wddom': dom_water_demand_to_array(conn, queries[3], d_reg_name, years), @@ -718,11 +714,10 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA 'rgn_wdmining': mining_water_demand_to_array(conn, queries[7], d_reg_name, years), 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), - 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years), - 'elec_p': elec_proportions_to_array(conn, queries[8], d_reg_name, years) + 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) } -# for key, value in d.iteritems(): -# np.savetxt(key + '.csv', d[key], delimiter=',') + if PerformTemporal: # only query this if needed, otherwise save time + d['elec_p'] = elec_proportions_to_array(conn, queries[8], d_reg_name, years) return d diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index fd6bbe1..828ed37 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -68,7 +68,8 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn GCAM_DBfile=GCAM_DBfile, GCAM_query=GCAM_query, GCAM_queryCore=GCAM_queryCore, - basin_state_area=basin_state_area) + basin_state_area=basin_state_area, + PerformTemporal=PerformTemporal) endtime1 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime1 - starttime1)) From 16a6eeb88bb9f5a81f532bc71524c56345ca4cb2 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 21 Jun 2022 14:29:45 -0400 Subject: [PATCH 074/142] Combine identical query to array functions into a single function --- tethys/data_reader/gcam_outputs.py | 112 ++--------------------------- 1 file changed, 5 insertions(+), 107 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 8132eb0..0e34160 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -171,109 +171,7 @@ def population_to_array(conn, query, d_reg_name, years): return piv.values * 1000 -def dom_water_demand_to_array(conn, query, d_reg_name, years): - """ - Query GCAM database for domestic water demand (billion m3). Place in format - required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use - - :return: NumPy array of (regions, years) shape - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Add missing regions - df = add_missing_regions(df, list(d_reg_name.values())) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) - - return piv.values - - -def elec_water_demand_to_array(conn, query, d_reg_name, years): - """ - Query GCAM database for industrial electricity water demand (billion m3). - Place in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use - - :return: NumPy array of (regions, years) shape - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Add missing regions - df = add_missing_regions(df, list(d_reg_name.values())) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) - - return piv.values - - -def manuf_water_demand_to_array(conn, query, d_reg_name, years): - """ - Query GCAM database for industrical manufacturing water demand (billion m3). - Place in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use - - :return: NumPy array of (regions, years) shape - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Add missing regions - df = add_missing_regions(df, list(d_reg_name.values())) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) - - return piv.values - - -def mining_water_demand_to_array(conn, query, d_reg_name, years): +def nonag_water_demand_to_array(conn, query, d_reg_name, years): """ Query GCAM database for industrical manufacturing water demand (billion m3). Place in format required by Tethys. @@ -708,10 +606,10 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA d = { 'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), - 'rgn_wddom': dom_water_demand_to_array(conn, queries[3], d_reg_name, years), - 'rgn_wdelec': elec_water_demand_to_array(conn, queries[4], d_reg_name, years), - 'rgn_wdmfg': manuf_water_demand_to_array(conn, queries[6], d_reg_name, years), - 'rgn_wdmining': mining_water_demand_to_array(conn, queries[7], d_reg_name, years), + 'rgn_wddom': nonag_water_demand_to_array(conn, queries[3], d_reg_name, years), + 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[4], d_reg_name, years), + 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[6], d_reg_name, years), + 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[7], d_reg_name, years), 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) From 2bbdd280a09c6de991d29b856231e53fe7a4bd01 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 21 Jun 2022 16:00:29 -0400 Subject: [PATCH 075/142] Add missing regions using reindex rather than previous method --- tethys/data_reader/gcam_outputs.py | 67 ++++++------------------------ 1 file changed, 12 insertions(+), 55 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 0e34160..353bd3e 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -98,43 +98,6 @@ def get_gcam_queries(db_path, db_file, f_queries): return c, q -def add_missing_regions(df, d_reg_name): - """ - Checks a dataframe for missing regions and adds rows with 0 values - :df data frame - :d_reg_names list with regions names - :return dataframe - """ - - # Add missing regions to dataframe with value 0 - units = (list(df.Units.unique())) - scenarios = (list(df.scenario.unique())) - sectors = (list(df.sector.unique())) - inputs = (list(df.input.unique())) - years = (list(df.Year.unique())) - names = list(d_reg_name) - df1 = df - for region_i in names: - if region_i in df1.region.values: - continue - else: - # print("*******Regions not in dataframe") - # print(region_i) - for units_i in units: - for scenario_i in scenarios: - for sector_i in sectors: - for input_i in inputs: - for year_i in years: - df1 = df1.append({'Units': units_i, - 'scenario': scenario_i, - 'sector': sector_i, - 'input': input_i, - 'Year': year_i, - 'region': region_i, - 'value': 0}, ignore_index=True) - return df1 - - def population_to_array(conn, query, d_reg_name, years): """ Query GCAM database for population. Place in format required by @@ -171,6 +134,13 @@ def population_to_array(conn, query, d_reg_name, years): return piv.values * 1000 +def df_to_array(df, d_reg_name, years): + # pivot df to region - year array, then filter, expand, and order regions and years + pivot = pd.pivot_table(df, values='value', index='region', columns='Year', fill_value=0, aggfunc=np.sum) + pivot = pivot.reindex(index=sorted(d_reg_name.values()), columns=years, fill_value=0) + return pivot.to_numpy() + + def nonag_water_demand_to_array(conn, query, d_reg_name, years): """ Query GCAM database for industrical manufacturing water demand (billion m3). @@ -198,17 +168,11 @@ def nonag_water_demand_to_array(conn, query, d_reg_name, years): if 'output' in df.columns: df.rename(columns={"output": "input"}, inplace=True) - # Add missing regions - df = add_missing_regions(df, list(d_reg_name.values())) - # Remove USA if using GCAM USA if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum) - - return piv.values + return df_to_array(df, d_reg_name, years) def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): @@ -548,9 +512,6 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): # map region_id to region name df['region'] = df['region'].map(d_reg_name) - # Add missing regions - df = add_missing_regions(df, list(d_reg_name.values())) - # Remove USA if using GCAM USA if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 @@ -560,14 +521,10 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): heating_sectors = ['comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'] cooling_sectors = ['comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'] - df_bld = add_missing_regions(df[df.input == 'elect_td_bld'], list(d_reg_name.values())) - df_heating = add_missing_regions(df[df.sector.isin(heating_sectors)], list(d_reg_name.values())) - df_cooling = add_missing_regions(df[df.sector.isin(cooling_sectors)], list(d_reg_name.values())) - - bld_array = pd.pivot_table(df_bld, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values - heating_array = pd.pivot_table(df_heating, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values - cooling_array = pd.pivot_table(df_cooling, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values - total_array = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0, aggfunc=np.sum).values + bld_array = df_to_array(df[df.input == 'elect_td_bld'], d_reg_name, years) + heating_array = df_to_array(df[df.sector.isin(heating_sectors)], d_reg_name, years) + cooling_array = df_to_array(df[df.sector.isin(cooling_sectors)], d_reg_name, years) + total_array = df_to_array(df, d_reg_name, years) # build output dict of ratios, handle 0/0 case ele = {'building': np.divide(bld_array, total_array, out=np.zeros_like(bld_array), where=total_array != 0), From 1c668f82b7e7ad8c53aaba8dfdf31366c252f71f Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 22 Jun 2022 11:09:27 -0400 Subject: [PATCH 076/142] more succinct filling of missing regions for livestock sector --- tethys/data_reader/gcam_outputs.py | 25 +------------------------ 1 file changed, 1 insertion(+), 24 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 353bd3e..57619b9 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -276,31 +276,8 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na # add livestock order number piv['sector'] = piv['sector'].map(d_liv_order) - # get set of expected regions - actual_regions = set(d_reg_name.values()) - - # create dict of regions in each sector from the data - d_chk_regions = piv.groupby('sector')['region'].apply(set).to_dict() - - for sec in tuple(d_liv_order.values()): - - # get set of missing regions in sector - miss_regions = actual_regions - d_chk_regions[sec] - - # add data as zeros for missing regions in each sector - if len(miss_regions) > 0: - for reg in miss_regions: - d = {} - d['region'] = [reg] - d['sector'] = [sec] - for i in years: - d[i] = [0.0] - piv = pd.concat([piv, pd.DataFrame(d)]) - - # sort outputs by region, sector - piv.sort_values(by=['sector', 'region'], inplace=True) - piv.set_index(['sector', 'region'], inplace=True) + piv = piv.reindex(index=[(i, j) for i in range(6) for j in sorted(d_reg_name.values())], fill_value=0) return piv.values From 4fd0dc14fd2e5e2125af5b67aafd73a315a6078a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 22 Jun 2022 13:00:53 -0400 Subject: [PATCH 077/142] rewrite LivestockMap to use 3d array --- tethys/data_reader/gis_reader.py | 22 ++++++---- tethys/spatial_downscaling/proxy_maps.py | 51 +++++++----------------- 2 files changed, 30 insertions(+), 43 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index faf7eae..735a6c9 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -45,13 +45,13 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Irrigation_HYDE=Irrigation_HYDE, years=years) # dictionary - # Livestock (heads) in year 2000: dim is 67420x1 - GISData['Buffalo'] = get_array_csv(Livestock_Buffalo, 1) - GISData['Cattle'] = get_array_csv(Livestock_Cattle, 1) - GISData['Goat'] = get_array_csv(Livestock_Goat, 1) - GISData['Sheep'] = get_array_csv(Livestock_Sheep, 1) - GISData['Poultry'] = get_array_csv(Livestock_Poultry, 1) - GISData['Pig'] = get_array_csv(Livestock_Pig, 1) + # Livestock (heads) in year 2000: dim is 6x67420x1 + GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1), + get_array_csv(Livestock_Cattle, 1), + get_array_csv(Livestock_Goat, 1), + get_array_csv(Livestock_Sheep, 1), + get_array_csv(Livestock_Poultry, 1), + get_array_csv(Livestock_Pig, 1)]).reshape(6, -1, 1) # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat @@ -97,4 +97,12 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, for basin in GISData['basinlookup']: GISData['basinlookup'][basin] = np.array(GISData['basinlookup'][basin]) + GISData['regionlookup'] = dict() + for i, region in enumerate(GISData['RegionIDs']): + if region not in GISData['regionlookup']: + GISData['regionlookup'][region] = list() + GISData['regionlookup'][region].append(i) + for region in GISData['regionlookup']: + GISData['regionlookup'][region] = np.array(GISData['regionlookup'][region]) + return GISData diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 32ecb79..81c16c4 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -59,47 +59,26 @@ def LivestockMap(GISData, GCAMData, nyears, OUT): Livestock gridded GIS data maps by six types are used to downscale livestock Water withdrawal """ - # count how many animals live in each GCAM region first - nregions = GISData['nregions'] ncells = len(GISData['RegionIDs']) - animals = ['Buffalo', 'Cattle', 'Goat', 'Sheep', 'Poultry', 'Pig'] - - tot_livestock = np.zeros((nregions, 6), dtype=float) # Livestock totals at GCAM scale in year 2005 - for i, region in enumerate(GISData['RegionIDs']): - if region > 0: - for a, animal in enumerate(animals): - tot_livestock[region - 1, a] += GISData[animal][i] - - # now create a spatial distribution for each GCAM region - # withd_liv: these are the GCAM results of total volume of livestock water withdrawal in - # km3 in each GCAM region per animal type in the years 1990, 2005:5:2095 - # variables are nrgn GCAM regions x 6 animals (1:Buffalo, 2:Cattle, 3-Goat, 4-Sheep, 5-Poultry, 6-Pig) - # - # Next, we distribute those volumes using the spatial distribution of the gis maps - # these will be the GIS downscaled matrices - - withd_liv_map = np.zeros((ncells, nyears), dtype=float) - for y in range(nyears): - livestock = np.zeros((ncells, 6), dtype=float) - for i, region in enumerate(GISData['RegionIDs']): - if region > 0: - for a, animal in enumerate(animals): - if GISData[animal][i] != 0: - livestock[i, a] = GCAMData['wdliv'][a*nregions + region - 1, y] * GISData[animal][i] \ - / tot_livestock[region - 1, a] - withd_liv_map[:, y] = np.sum(livestock, axis=1) - - OUT.wdliv = withd_liv_map + wdliv = GCAMData['wdliv'].reshape(6, -1, nyears) + + out_map = np.zeros((6, ncells, nyears), dtype=float) + for region, cells in GISData['regionlookup'].items(): + cell_heads = GISData['Livestock'][:, cells] + region_heads = np.sum(cell_heads, axis=1, keepdims=True) + out_map[:, cells] = wdliv[:, np.newaxis, region-1] * \ + np.divide(cell_heads, region_heads, out=np.zeros_like(cell_heads), where=region_heads != 0) + + OUT.wdliv = np.sum(out_map, axis=0) # Diagnostic message fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' - for y in range(nyears): - for IN in range(nregions): - for a, animal in enumerate(animals): - if GCAMData['wdliv'][a*nregions + IN, y] > 0 and tot_livestock[IN, a] == 0: - logging.info(fmtstr.format(animal.lower(), y+1, IN+1, GCAMData['wdliv'][a*nregions + IN, y])) + for region, cells in GISData['regionlookup'].items(): + for y in range(nyears): + for a, animal in enumerate(['Buffalo', 'Cattle', 'Goat', 'Sheep', 'Poultry', 'Pig']): + if wdliv[a, region-1, y] > 0 and np.sum(GISData['Livestock'][a, cells]) == 0: + logging.info(fmtstr.format(animal.lower(), y+1, region, wdliv[a, region, y])) - return withd_liv_map def IrrigationMap(GISData, GCAMData, nyears, UseDemeter, OUT): From 96a036711a1ec08547fb9de3191da0d6cc913b14 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 22 Jun 2022 14:56:48 -0400 Subject: [PATCH 078/142] rewrite PopulationMap --- tethys/data_reader/gis_reader.py | 7 +++--- tethys/spatial_downscaling/proxy_maps.py | 32 ++++++++++-------------- 2 files changed, 17 insertions(+), 22 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 735a6c9..418089c 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -99,9 +99,10 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, GISData['regionlookup'] = dict() for i, region in enumerate(GISData['RegionIDs']): - if region not in GISData['regionlookup']: - GISData['regionlookup'][region] = list() - GISData['regionlookup'][region].append(i) + if region != 0: + if region not in GISData['regionlookup']: + GISData['regionlookup'][region] = list() + GISData['regionlookup'][region].append(i) for region in GISData['regionlookup']: GISData['regionlookup'][region] = np.array(GISData['regionlookup'][region]) diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index 81c16c4..a902321 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -32,26 +32,20 @@ def PopulationMap(GISData, GCAMData, OUT, nyears): :param nyears: number of years """ - # ncells x nyears population array, filter out invalid regions - pop = np.where(GISData['RegionIDs'][:, np.newaxis] > 0, GISData['pop'], 0) + nonag_demand = np.stack([GCAMData['rgn_wddom'], + GCAMData['rgn_wdelec'], + GCAMData['rgn_wdmfg'], + GCAMData['rgn_wdmining']]) - # calculate total region population according to gridded maps - pop_total = np.zeros((GISData['nregions'], nyears), dtype=float) - for i in range(GISData['nregions']): - index = np.where(GISData['RegionIDs'] == i + 1)[0] - pop_total[i] = np.sum(pop[index], axis=0) - - region_indices = GISData['RegionIDs'] - 1 # convert to 0 indexed values - - # ratio of cell population to region population for all cells and years - pop_pro_rata = pop / pop_total[region_indices] + out_map = np.zeros((4, len(GISData['RegionIDs']), nyears), dtype=float) + for region, cells in GISData['regionlookup'].items(): + pop_cells = GISData['pop'][cells] + pop_region = np.sum(pop_cells, axis=0, keepdims=True) + out_map[:, cells] = nonag_demand[:, region - 1, np.newaxis] * \ + np.divide(pop_cells, pop_region, out=np.zeros_like(pop_cells), where=pop_region != 0) - # the actual downscaling calculations - OUT.wddom = pop_pro_rata * GCAMData['rgn_wddom'][region_indices] - OUT.wdelec = pop_pro_rata * GCAMData['rgn_wdelec'][region_indices] - OUT.wdmfg = pop_pro_rata * GCAMData['rgn_wdmfg'][region_indices] - OUT.wdmin = pop_pro_rata * GCAMData['rgn_wdmining'][region_indices] - OUT.wdnonag = OUT.wddom + OUT.wdelec + OUT.wdmfg + OUT.wdmin + OUT.wddom, OUT.wdelec, OUT.wdmfg, OUT.wdmin = out_map # unpack array + OUT.wdnonag = np.sum(out_map, axis=0) def LivestockMap(GISData, GCAMData, nyears, OUT): @@ -66,7 +60,7 @@ def LivestockMap(GISData, GCAMData, nyears, OUT): for region, cells in GISData['regionlookup'].items(): cell_heads = GISData['Livestock'][:, cells] region_heads = np.sum(cell_heads, axis=1, keepdims=True) - out_map[:, cells] = wdliv[:, np.newaxis, region-1] * \ + out_map[:, cells] = wdliv[:, region - 1, np.newaxis] * \ np.divide(cell_heads, region_heads, out=np.zeros_like(cell_heads), where=region_heads != 0) OUT.wdliv = np.sum(out_map, axis=0) From e91d9672de286cef7a439e08d2e7c40d7d351dd4 Mon Sep 17 00:00:00 2001 From: EvanMargiotta Date: Fri, 24 Jun 2022 13:10:07 -0700 Subject: [PATCH 079/142] Updates for reading downscaled inputs Small updates to netCDF reader and how it reads irr data csv col headers to make running with finer res data easier --- tethys/data_reader/hist_pop_irr_data.py | 2 +- tethys/temporal_downscaling/temporal_downscaling.py | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index e06a397..8ab76ee 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -135,7 +135,7 @@ def check_header_Demeter_outputs(filename): with open(filename, 'r') as file: headers = file.readline().strip().lower().replace('"', '').split(',') - + headers = [i.replace('"','') for i in headers] index = [headers.index(crop) for crop in d_crops] return index diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index c1a2319..cfe79d8 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -29,6 +29,7 @@ import numpy as np import scipy.io as spio +import netCDF4 as nc4 from tethys.utils.data_parser import get_array_csv @@ -154,7 +155,7 @@ def GetMonthlyIrrigationData(filename, yearindex): as weighting factors for futures years """ - datagrp = spio.netcdf.netcdf_file(filename, 'r') + datagrp = nc4.Dataset(filename, format="NETCDF3_CLASSIC") irrdataall = datagrp.variables['pirrww'][:].copy() datagrp.close() From e9a3577987c3a5d97db68197d1fd806c028bacbc Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 28 Jun 2022 15:10:08 -0400 Subject: [PATCH 080/142] Make non-Demeter downscaling work with GCAM 6 crop types --- tethys/data_reader/gcam_outputs.py | 63 +++++++++++------------------- 1 file changed, 22 insertions(+), 41 deletions(-) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 57619b9..8971d85 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -19,14 +19,6 @@ 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', 'WV', 'WY'] - -# crop name to crop_id -d_crops = {'biomass': 1, 'Corn': 2, 'FiberCrop': 3, 'FodderGrass': 4, 'FodderHerb': 5, - 'MiscCrop': 6, 'OilCrop': 7, 'OtherGrain': 8, 'PalmFruit': 9, 'Rice': 10, - 'Root_Tuber': 11, 'SugarCrop': 12, 'Wheat': 13} - -# list of functional types to be combined into biomass category -l_biomass = ["eucalyptus", "Jatropha", "miscanthus", "willow", "biomassOil"] # set ordering of livestock d_liv_order = {'Buffalo': 0, 'Cattle': 1, 'Goat': 2, 'Sheep': 3, 'Poultry': 4, 'Pork': 5} @@ -282,7 +274,7 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na return piv.values -def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_name, d_basin_name, d_crops, years): +def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years): """ Query GCAM database for irrigated land area per region, subregion, and crop type. Place in format required by Tethys. @@ -345,9 +337,6 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 - # keep types - allpft = list(d_crops.keys()) + l_biomass - # drop unused columns df.drop(['Units', 'scenario'], axis=1, inplace=True) @@ -375,23 +364,13 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na df = df.groupby(['region', 'subreg', 'crop', 'use', 'Year']).sum() df = df.reset_index() - # some versions of GCAM use "RootTuber" instead of "Root_Tuber" - df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'RootTuber' else x) - - # some versions of GCAM use "biomassGrass" instead of "biomass_Grass" - df['crop'] = df['crop'].apply(lambda x: 'biomass' if x == 'biomassGrass' else x) - - # only keep crops in target list - df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'Root' else x) # Correct "Root" back to crop name - df = df.loc[df['crop'].isin(allpft)].copy() - # aggregate all biomass crops - df['crop'] = df['crop'].apply(lambda x: 'biomass' if x in l_biomass else x) + df['crop'] = df['crop'].map(sub_to_sector) grp = df.groupby(['region', 'subreg', 'crop', 'Year']).sum() grp.reset_index(inplace=True) # convert crop name to number reference - grp['crop'] = grp['crop'].map(d_crops) + grp['crop'] = grp['crop'].map(sector_to_id) # convert shape for use in Tethys piv = pd.pivot_table(grp, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0, aggfunc=np.sum) @@ -400,7 +379,7 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na return piv.values -def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_basin_name, d_crops, years): +def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_basin_name, years): """ Query GCAM database for irrigated water demand (billion m3). Place in format required by Tethys. @@ -447,6 +426,12 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ # df_us_new_check = df_us_new.groupby(['Year', 'region', 'Units', 'scenario', 'input']).agg( # {'value': 'sum'}).reset_index() + df2 = df.loc[:, ['subsector', 'sector']] + df2['subsector'] = df2['subsector'].str.replace('_.*$', '', regex=True) + df2.set_index('subsector', inplace=True) + sub_to_sector = df2.to_dict()['sector'] + sector_to_id = dict((k, v + 1) for v, k in enumerate(sorted(set(sub_to_sector.values()), key=str.upper))) + # get only target years df = df.loc[df['Year'].isin(years)].copy() @@ -458,11 +443,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) - # break out crop and map the id to it - df['crop'] = df['sector'].apply(lambda x: 'biomass' if x in l_biomass else x) - # some versions of GCAM use "RootTuber" instead of "Root_Tuber" - df['crop'] = df['crop'].apply(lambda x: 'Root_Tuber' if x == 'RootTuber' else x) - df['crop'] = df['crop'].map(d_crops) + df['crop'] = df['sector'].map(sector_to_id) # drop sector df.drop('sector', axis=1, inplace=True) @@ -475,7 +456,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0, aggfunc=np.sum) piv.reset_index(inplace=True) - return piv.values + return piv.values, sub_to_sector, sector_to_id def elec_proportions_to_array(conn, query, d_reg_name, years): @@ -538,16 +519,16 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA conn, queries = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_query) conn_core, queries_core = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_queryCore) - d = { - 'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), - 'rgn_wddom': nonag_water_demand_to_array(conn, queries[3], d_reg_name, years), - 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[4], d_reg_name, years), - 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[6], d_reg_name, years), - 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[7], d_reg_name, years), - 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years), - 'irrArea': land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, d_crops, years), - 'irrV': irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, d_crops, years) - } + d = {'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), + 'rgn_wddom': nonag_water_demand_to_array(conn, queries[3], d_reg_name, years), + 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[4], d_reg_name, years), + 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[6], d_reg_name, years), + 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[7], d_reg_name, years), + 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, + d_goat_frac, d_liv_order, years)} + + d['irrV'], sub_to_sector, sector_to_id = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, years) + d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years) if PerformTemporal: # only query this if needed, otherwise save time d['elec_p'] = elec_proportions_to_array(conn, queries[8], d_reg_name, years) From a50d7faf642b4eb87fd913f499ae67e942f238db Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 28 Jun 2022 15:38:56 -0400 Subject: [PATCH 081/142] replace hardcoded 0.5 degree with SpatialResolution parameter in Demeter input reading --- tethys/data_reader/gis_reader.py | 5 +++-- tethys/data_reader/hist_pop_irr_data.py | 4 ++-- tethys/model.py | 6 ++++-- tethys/run_disaggregation.py | 5 +++-- 4 files changed, 12 insertions(+), 8 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 418089c..8dbc3e5 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -26,7 +26,7 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, InputCountryFile, CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, - Population_GPW, Population_HYDE, mapsize): + Population_GPW, Population_HYDE, mapsize, SpatialResolution): # dictionary GISData{} saves the data related to GIS data GISData = dict() @@ -38,7 +38,8 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, if UseDemeter: # using finer resolution gridded Irrigation map (from demeter by individual crops) according to year availability GISData['irr'] = getIrrYearData_Crops(DemeterOutputFolder=DemeterOutputFolder, - years=years) # dictionary + years=years, + SpatialResolution=SpatialResolution) else: # using finer resolution gridded Irrigation map (from HYDE or GMIA) according to year availability GISData['irr'] = getIrrYearData(Irrigation_GMIA=Irrigation_GMIA, diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 8ab76ee..2fc76b4 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -45,7 +45,7 @@ def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): return irr -def getIrrYearData_Crops(DemeterOutputFolder, years): +def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution): """ Update the irrigation maps to include a unique map for each historical time period from Demeter outputs by crop types """ @@ -60,7 +60,7 @@ def getIrrYearData_Crops(DemeterOutputFolder, years): tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) index = check_header_Demeter_outputs(os.path.join(DemeterOutputFolder, filename)) # tmp[:, 1] is latitude - area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (0.5**2) # 0.5 hardcoded! + area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (SpatialResolution**2) newdata = tmp[:, index] * area[:, np.newaxis] # cell_crop_fraction * cell_area # While Tethys contains code to aggregate numerous subsectors into the biomass category (see l_biomass), diff --git a/tethys/model.py b/tethys/model.py index 31ac03f..4f55d19 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -83,7 +83,8 @@ def execute(self): Irrigation_HYDE=self.Irrigation_HYDE, DemeterOutputFolder=self.DemeterOutputFolder, OutputUnit=self.OutputUnit, - basin_state_area=self.basin_state_area + basin_state_area=self.basin_state_area, + SpatialResolution=self.SpatialResolution ) print(gridded_data) @@ -148,7 +149,8 @@ def execute(self): Irrigation_HYDE=self.Irrigation_HYDE, DemeterOutputFolder=self.DemeterOutputFolder, OutputUnit=self.OutputUnit, - basin_state_area=self.basin_state_area + basin_state_area=self.basin_state_area, + SpatialResolution=self.SpatialResolution ) print(gridded_data) diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 828ed37..6b54a4d 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -26,7 +26,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, InputCountryFile, CountryNames,Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, - Population_GPW, Population_HYDE, OutputUnit, basin_state_area): + Population_GPW, Population_HYDE, OutputUnit, basin_state_area, SpatialResolution): """Main Function of Tethys Steps for water disaggregation :param x: x description @@ -114,7 +114,8 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn Irrigation_GMIA=Irrigation_GMIA, Irrigation_HYDE=Irrigation_HYDE, DemeterOutputFolder=DemeterOutputFolder, - mapsize=mapsize + mapsize=mapsize, + SpatialResolution=SpatialResolution ) endtime2 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime2 - endtime1)) From f05da3c75b10220b7a3d7fe473c1ed6bea501114 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 6 Jul 2022 13:23:03 -0400 Subject: [PATCH 082/142] make reaggregation of cell values to region totals faster --- tethys/spatial_downscaling/total_water_use.py | 19 ++++++------------- 1 file changed, 6 insertions(+), 13 deletions(-) diff --git a/tethys/spatial_downscaling/total_water_use.py b/tethys/spatial_downscaling/total_water_use.py index 921e957..ac4a460 100644 --- a/tethys/spatial_downscaling/total_water_use.py +++ b/tethys/spatial_downscaling/total_water_use.py @@ -18,6 +18,7 @@ import numpy as np + def TotalWaterUse(OutputUnit, GISData, OUT): """" We use the grid-level representations of all the water withdrawal sources to aggregate them all into a total withdrawal. @@ -29,23 +30,15 @@ def TotalWaterUse(OutputUnit, GISData, OUT): OUT.wdtotal = OUT.wdnonag + OUT.wdirr + OUT.wdliv outvars = vars(OUT) sectorstrs = ['total', 'nonag', 'irr', 'liv', 'dom', 'elec', 'mfg', 'min'] - - # 2. + for item in sectorstrs: - outvars['r'+item] = np.zeros((GISData['nregions'], OUT.wdnonag.shape[1]), dtype=float) - - ls = np.where(GISData['RegionIDs'] > 0)[0] - for y in range(0,OUT.wdnonag.shape[1]): - for index in ls: - for item in sectorstrs: - outwd = outvars['wd'+item] - outrr = outvars['r'+item] - - outrr[GISData['RegionIDs'][index]-1, y] += outwd[index, y] + outvars['r' + item] = np.zeros((GISData['nregions'], OUT.wdnonag.shape[1]), dtype=float) + for region, cells in GISData['regionlookup'].items(): + outvars['r' + item][region - 1] = np.sum(outvars['wd' + item][cells], axis=0) if OutputUnit: # convert the original unit km3/yr to new unit mm area = GISData['area'] - conversion = 1e6 # km -> mm + conversion = 1e6 # km -> mm for item in sectorstrs: outwd = outvars['wd'+item] From 30c17dc2931f7114f542ebf786b8e2cc5f3a31da Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 6 Jul 2022 17:26:08 -0400 Subject: [PATCH 083/142] netcdf reader was loading irrigation temporal proxies as masked arrays, which were causing problems, so these were unmasked --- tethys/temporal_downscaling/temporal_downscaling.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index cfe79d8..d563f11 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -155,7 +155,8 @@ def GetMonthlyIrrigationData(filename, yearindex): as weighting factors for futures years """ - datagrp = nc4.Dataset(filename, format="NETCDF3_CLASSIC") + datagrp = nc4.Dataset(filename, format="NETCDF3_CLASSIC") + datagrp.variables['pirrww'].set_auto_mask(False) # masked array was gumming up the works irrdataall = datagrp.variables['pirrww'][:].copy() datagrp.close() @@ -265,7 +266,7 @@ def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basinlookup): irr_basin_months = np.sum(data2[cells], axis=0, keepdims=True) irr_basin_year = np.sum(irr_basin_months, axis=2, keepdims=True) TDW[cells] = W[cells, :, np.newaxis] * np.divide(irr_basin_months, irr_basin_year, - out=np.ones_like(irr_basin_months) / 12, + out=np.full_like(irr_basin_months, 1/12, dtype=float), where=irr_basin_year != 0) return TDW.reshape(ncells, nyears * 12) From 69ea1d8e3dd5ab2694ed2fb0e9d151817cc94e04 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 12 Jul 2022 10:59:48 -0400 Subject: [PATCH 084/142] clean up temporal diagnostics --- tethys/diagnostics/temporal_diagnostics.py | 78 ++++++++-------------- 1 file changed, 29 insertions(+), 49 deletions(-) diff --git a/tethys/diagnostics/temporal_diagnostics.py b/tethys/diagnostics/temporal_diagnostics.py index a197ded..3756beb 100644 --- a/tethys/diagnostics/temporal_diagnostics.py +++ b/tethys/diagnostics/temporal_diagnostics.py @@ -25,65 +25,45 @@ def compare_temporal_downscaled(PerformDiagnostics, TDYears, OutputFolder, OUT, if PerformDiagnostics != 1: return - BasinIDs = GISData['BasinIDs'] BasinNames = GISData['BasinNames'] - NB = np.max(BasinIDs) - years = TDYears - NY = len(years) - NM = len(GISData['RegionIDs']) + years = TDYears logging.info(f'Temporal Downscaling diagnostics (Global): downscaled results vs. results before temporal downscaling (Total Water, km3/yr)') - - logging.info('------Irrigation------') - W = OUT.WIrr[:,:] - value = np.zeros((NY,3), dtype=float) - for j in years: - N = years.index(j) - value[N,0] = np.sum(OUT.twdirr[:,N*12:(N+1)*12]) - value[N,1] = np.sum(W[:,N]) - value[N,2] = value[N,0] - value[N,1] - - logging.info(f'Year {j:4d}: {value[N,0]:.6f} {value[N,1]:.6f} Diff= {value[N,2]:.6e}') # Print out the basin level comparison - Sector = ['Year', 'Basin ID', 'Basin Name', 'After Spatial Downscaling', 'After Temporal Downscaling', 'Diff'] - Unit = " (km3/yr)" + Sector = ['Year', 'Basin ID', 'Basin Name', 'After Spatial Downscaling', 'After Temporal Downscaling', 'Diff'] + Unit = " (km3/yr)" headerline = ",".join(Sector) + Unit - - Wtd_basin = np.zeros((NB,NY),dtype = float) - W_basin = np.zeros((NB,NY),dtype = float) - for index in range(0, NM): - for y in range(0, NY): - if not np.isnan(W[index, y]) and BasinIDs[index] > 0: - W_basin[BasinIDs[index] - 1, y] += W[index, y] - Wtd_basin[BasinIDs[index] - 1, y] += np.sum(OUT.twdirr[index,y*12:(y+1)*12]) - + values = [] - for j in years: - N = years.index(j) - for i in range(0, NB): - data = [str(j), str(i+1), BasinNames[i]] + ["%.3f" % W_basin[i,N]] + ["%.3f" % Wtd_basin[i,N]] + ["%.3f" % (W_basin[i,N] - Wtd_basin[i,N])] - values.append(data) + for i, name in enumerate(BasinNames): + cells = GISData['basinlookup'][i + 1] + year_values = np.sum(OUT.WIrr[cells], axis=0) + month_sums = np.sum(OUT.twdirr.reshape(-1, len(years), 12)[cells], axis=(0, 2)) + + for N, j in enumerate(years): + values.append([str(j), str(i + 1), name, "%.3f" % year_values[N], "%.3f" % month_sums[N], + "%.3f" % (year_values[N] - month_sums[N])]) with open(os.path.join(OutputFolder, 'Diagnostics_Temporal_Downscaling_Irrigation.csv'), 'w') as outfile: np.savetxt(outfile, values, delimiter=',', header=headerline, fmt='%s', comments='') + logging.info('------Irrigation------') + for N, j in enumerate(years): + month_sum = np.sum(OUT.twdirr[:, N*12:(N+1)*12]) + year_value = np.sum(OUT.WIrr[:, N]) + diff = month_sum - year_value + logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') + logging.info('------Domestic------') - W = OUT.WDom[:, :] - value = np.zeros((NY,3), dtype=float) - for j in years: - N = years.index(j) - value[N,0] = np.sum(OUT.twddom[:,N*12:(N+1)*12]) - value[N,1] = np.sum(W[:,N]) - value[N,2] = value[N,0] - value[N,1] - logging.info(f'Year {j:4d}: {value[N,0]:.6f} {value[N,1]:.6f} Diff= {value[N,2]:.6e}') + for N, j in enumerate(years): + month_sum = np.sum(OUT.twddom[:, N*12:(N+1)*12]) + year_value = np.sum(OUT.WDom[:, N]) + diff = month_sum - year_value + logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') logging.info('------Electricity Generation------') - W = OUT.WEle[:,:] - value = np.zeros((NY,3), dtype=float) - for j in years: - N = years.index(j) - value[N,0] = np.sum(OUT.twdelec[:,N*12:(N+1)*12]) - value[N,1] = np.sum(W[:,N]) - value[N,2] = value[N,0] - value[N,1] - logging.info(f'Year {j:4d}: {value[N,0]:.6f} {value[N,1]:.6f} Diff= {value[N,2]:.6e}') - + for N, j in enumerate(years): + month_sum = np.sum(OUT.twdelec[:, N*12:(N+1)*12]) + year_value = np.sum(OUT.WEle[:, N]) + diff = month_sum - year_value + logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') From 89a2cc6b670c355afecf7e1e08ac9491521bea9a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 13 Jul 2022 11:29:01 -0400 Subject: [PATCH 085/142] removing unused country maps and references --- tethys/config_reader.py | 8 - tethys/data_reader/gis_reader.py | 10 +- tethys/model.py | 4 - tethys/reference/grid_info/country-names.csv | 249 - tethys/reference/grid_info/country.csv | 67421 ----------------- tethys/run_disaggregation.py | 4 +- 6 files changed, 2 insertions(+), 67694 deletions(-) delete mode 100644 tethys/reference/grid_info/country-names.csv delete mode 100644 tethys/reference/grid_info/country.csv diff --git a/tethys/config_reader.py b/tethys/config_reader.py index c09beb4..7549ec2 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -140,14 +140,6 @@ def __init__(self, **kwargs): else: self.RegionNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/RgnNames.csv') - self.InputCountryFile = os.path.join(self.InputFolder, self.map_params.get('CountryIDs', 'None')) - if os.path.basename(self.InputCountryFile) == 'None': - self.InputCountryFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/country.csv') - - self.CountryNames = os.path.join(self.InputFolder, self.map_params.get('CountryNames', 'None')) - if os.path.basename(self.CountryNames) == 'None': - self.CountryNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/country-names.csv') - self.Population_GPW = os.path.join(self.InputFolder, self.map_params.get('Population_GPW')) self.Population_HYDE = os.path.join(self.InputFolder, self.map_params.get('Population_HYDE')) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 8dbc3e5..72753f2 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -25,7 +25,7 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, - InputCountryFile, CountryNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, + Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, Population_GPW, Population_HYDE, mapsize, SpatialResolution): # dictionary GISData{} saves the data related to GIS data GISData = dict() @@ -69,14 +69,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, with open(BasinNames, 'r') as f: GISData['BasinNames'] = f.read().splitlines() - # Country ID Map : 67420 x 1 (249 countries: 1-249) - GISData['CountryIDs'] = get_array_csv(InputCountryFile, 1).astype(int) - - # Corresponding to Country ID Map, 1-249 index number and 249 Country Names: 2D String Array - with open(CountryNames, 'r') as f: - temp = f.read().splitlines() - GISData['CountryNames'] = np.array([i.split(',') for i in temp])[:, 1] - # 67420 valid "land cells" GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions diff --git a/tethys/model.py b/tethys/model.py index 4f55d19..38fd6d4 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -75,8 +75,6 @@ def execute(self): Area=self.Area, InputBasinFile=self.InputBasinFile, BasinNames=self.BasinNames, - InputCountryFile=self.InputCountryFile, - CountryNames=self.CountryNames, Population_GPW=self.Population_GPW, Population_HYDE=self.Population_HYDE, Irrigation_GMIA=self.Irrigation_GMIA, @@ -141,8 +139,6 @@ def execute(self): Area=self.Area, InputBasinFile=self.InputBasinFile, BasinNames=self.BasinNames, - InputCountryFile=self.InputCountryFile, - CountryNames=self.CountryNames, Population_GPW=self.Population_GPW, Population_HYDE=self.Population_HYDE, Irrigation_GMIA=self.Irrigation_GMIA, diff --git a/tethys/reference/grid_info/country-names.csv b/tethys/reference/grid_info/country-names.csv deleted file mode 100644 index f930006..0000000 --- a/tethys/reference/grid_info/country-names.csv +++ /dev/null @@ -1,249 +0,0 @@ -0,Falkland Is. -1,French Guiana -2,Guyana -3,Pitcairn Is. -4,South Georgia & the South Sandwich Is. -5,St. Helena -6,Suriname -7,Trinidad & Tobago -8,Venezuela -9,American Samoa -10,Cook Is. -11,French Polynesia -12,Jarvis I. -13,Niue -14,Samoa -15,Tokelau -16,Tonga -17,Wallis & Futuna -18,Argentina -19,Bolivia -20,Brazil -21,Chile -22,Ecuador -23,Paraguay -24,Peru -25,Uruguay -26,Anguilla -27,Antigua & Barbuda -28,British Virgin Is. -29,Montserrat -30,Puerto Rico -31,St. Kitts & Nevis -32,Virgin Is. -33,Baker I. -34,Canada -35,Guatemala -36,Howland I. -37,Johnston Atoll -38,Kiribati -39,Mexico -40,Midway Is. -41,Barbados -42,Dominica -43,Grenada -44,Guadeloupe -45,Martinique -46,St. Lucia -47,St. Pierre & Miquelon -48,St. Vincent & the Grenadines -49,Aruba -50,Bermuda -51,Dominican Republic -52,Haiti -53,Jamaica -54,Netherlands Antilles -55,The Bahamas -56,Turks & Caicos Is. -57,Belize -58,Cayman Is. -59,Colombia -60,Costa Rica -61,Cuba -62,El Salvador -63,Honduras -64,Nicaragua -65,Panama -66,Faroe Is. -67,Greenland -68,Guernsey -69,Iceland -70,Ireland -71,Isle of Man -72,Jan Mayen -73,Jersey -74,United Kingdom -75,Cape Verde -76,Cote d'Ivoire -77,Ghana -78,Gibraltar -79,Liberia -80,Morocco -81,Portugal -82,Spain -83,Western Sahara -84,Burkina Faso -85,Guinea -86,Guinea-Bissau -87,Mali -88,Mauritania -89,Senegal -90,Sierra Leone -91,The Gambia -92,Djibouti -93,Eritrea -94,Ethiopia -95,Sudan -96,Uganda -97,Gaza Strip -98,Iraq -99,Israel -100,Jordan -101,Kazakhstan -102,Norway -103,Russia -104,Sweden -105,West Bank -106,Algeria -107,Andorra -108,Libya -109,Monaco -110,Tunisia -111,Benin -112,Cameroon -113,Central African Republic -114,Chad -115,Equatorial Guinea -116,Niger -117,Nigeria -118,Sao Tome & Principe -119,Togo -120,Albania -121,Bosnia & Herzegovina -122,Croatia -123,Italy -124,Macedonia -125,Malta -126,San Marino -127,Vatican City -128,Bulgaria -129,Cyprus -130,Egypt -131,Georgia -132,Greece -133,Lebanon -134,Syria -135,Turkey -136,Austria -137,Czech Republic -138,Denmark -139,Hungary -140,Poland -141,Slovakia -142,Slovenia -143,Svalbard -144,Belgium -145,France -146,Germany -147,Liechtenstein -148,Luxembourg -149,Switzerland -150,United States -151,Belarus -152,Estonia -153,Finland -154,Latvia -155,Lithuania -156,Moldova -157,Romania -158,Ukraine -159,India -160,Maldives -161,Oman -162,Somalia -163,Sri Lanka -164,Turkmenistan -165,Uzbekistan -166,Yemen -167,Armenia -168,Azerbaijan -169,Bahrain -170,Iran -171,Kuwait -172,Qatar -173,Saudi Arabia -174,United Arab Emirates -175,Afghanistan -176,Kyrgyzstan -177,Nepal -178,Pakistan -179,Tajikistan -180,Bangladesh -181,Bhutan -182,Brunei -183,China -184,Mongolia -185,Palau -186,Philippines -187,Cambodia -188,Laos -189,Malaysia -190,Myanmar -191,North Korea -192,Singapore -193,South Korea -194,Thailand -195,Vietnam -196,Guam -197,Japan -198,Marshall Is. -199,Micronesia -200,Northern Mariana Is. -201,Wake I. -202,Botswana -203,Burundi -204,Kenya -205,Rwanda -206,Tanzania -207,Zambia -208,Zimbabwe -209,Antarctica -210,Bouvet I. -211,Comoros -212,French Southern & Antarctic Lands -213,Heard I. & McDonald Is. -214,Juan De Nova I. -215,Malawi -216,Mozambique -217,Angola -218,Congo Rep. -219,Congo DRC -220,Gabon -221,Lesotho -222,Namibia -223,New Zealand -224,South Africa -225,Swaziland -226,British Indian Ocean Territory -227,Glorioso Is. -228,Madagascar -229,Mauritius -230,Mayotte -231,Reunion 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-104 -104 -104 -224 -224 -224 -239 -239 -239 -239 -245 -245 -245 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -224 -224 -224 -224 -239 -239 -239 -239 -151 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -224 -224 -224 -239 -239 -239 -239 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -224 -239 -239 -239 -239 -245 -245 -151 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -239 -239 -239 -245 -245 -245 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -239 -239 -239 -245 -151 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 -104 diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 6b54a4d..2ea582d 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -25,7 +25,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn GCAM_DBfile, GCAM_query, GCAM_queryCore, OutputFolder, temporal_climate, Irr_MonthlyData, TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, - InputCountryFile, CountryNames,Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, + Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, Population_GPW, Population_HYDE, OutputUnit, basin_state_area, SpatialResolution): """Main Function of Tethys Steps for water disaggregation @@ -106,8 +106,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn InputRegionFile=InputRegionFile, InputBasinFile=InputBasinFile, BasinNames=BasinNames, - InputCountryFile=InputCountryFile, - CountryNames=CountryNames, Population_GPW=Population_GPW, Population_HYDE=Population_HYDE, years=years, From f3732d1a8f1e618ba7db48bc86f097698b069a5a Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 21 Jul 2022 15:13:34 -0400 Subject: [PATCH 086/142] Move queries to a single file, refer to queries by title rather than index --- tethys/config_reader.py | 28 +-- tethys/data_reader/gcam_outputs.py | 64 ++--- tethys/model.py | 18 +- tethys/reference/queries/all_queries.xml | 234 ++++++++++++++++++ .../reference/queries/query_consumption.xml | 102 -------- .../queries/query_consumption_GCAMUSA.xml | 102 -------- tethys/reference/queries/query_withdrawal.xml | 102 -------- .../queries/query_withdrawal_GCAMUSA.xml | 102 -------- tethys/run_disaggregation.py | 11 +- 9 files changed, 276 insertions(+), 487 deletions(-) create mode 100644 tethys/reference/queries/all_queries.xml delete mode 100644 tethys/reference/queries/query_consumption.xml delete mode 100644 tethys/reference/queries/query_consumption_GCAMUSA.xml delete mode 100644 tethys/reference/queries/query_withdrawal.xml delete mode 100644 tethys/reference/queries/query_withdrawal_GCAMUSA.xml diff --git a/tethys/config_reader.py b/tethys/config_reader.py index 7549ec2..d5ee644 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -68,31 +68,9 @@ def __init__(self, **kwargs): self.GCAMUSA = int(self.project_config.get('GCAMUSA', 0)) - # for backwards compatability, and allow for non-default query files - # this logic can be simplified considerably by ditching backwards compatibility - self.GCAM_query = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query', 'None')) - if self.PerformWithdrawal == 1 and not self.GCAM_query.endswith('.xml'): - if self.GCAMUSA == 1: - self.GCAM_query = \ - pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal_GCAMUSA.xml') - else: - self.GCAM_query = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal.xml') - - self.GCAM_query_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_query_C', 'None')) - if self.PerformConsumption == 1 and not self.GCAM_query_C.endswith('.xml'): - if self.GCAMUSA == 1: - self.GCAM_query_C = \ - pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption_GCAMUSA.xml') - else: - self.GCAM_query_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') - - self.GCAM_queryCore = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore', 'None')) - if not self.GCAM_queryCore.endswith('.xml'): - self.GCAM_queryCore = pkg_resources.resource_filename('tethys', 'reference/queries/query_withdrawal.xml') - - self.GCAM_queryCore_C = os.path.join(self.GCAM_DBpath, self.gcam_config.get('GCAM_queryCore_C', 'None')) - if not self.GCAM_queryCore_C.endswith('.xml'): - self.GCAM_queryCore_C = pkg_resources.resource_filename('tethys', 'reference/queries/query_consumption.xml') + self.query_file = self.gcam_config.get('GCAM_query', 'None') + if not self.query_file.endswith('.xml'): + self.query_file = pkg_resources.resource_filename('tethys', 'reference/queries/all_queries.xml') # a single year input will be string not list for self.years self.years = self.gcam_config.get('GCAM_Years', None) diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 8971d85..77c0177 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -72,24 +72,6 @@ def get_basin_info(f): return pd.read_csv(f, usecols=['glu_name', 'basin_id'], index_col='glu_name').to_dict()['basin_id'] -def get_gcam_queries(db_path, db_file, f_queries): - """ - Return available queries from GCAM database. - - :param db_path: full path to the directory containing the input GCAM database - :param db_file: directory name of the GCAM database - :param f_queries: full path to the XML query file - :return: gcamreader db and queries objects - """ - # instantiate GCAM db - c = gcamreader.LocalDBConn(db_path, db_file, suppress_gabble=False) - - # get queries - q = gcamreader.parse_batch_query(f_queries) - - return c, q - - def population_to_array(conn, query, d_reg_name, years): """ Query GCAM database for population. Place in format required by @@ -167,7 +149,7 @@ def nonag_water_demand_to_array(conn, query, d_reg_name, years): return df_to_array(df, d_reg_name, years) -def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): +def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): """ Query GCAM database for livestock water demand (billion m3). Place in format required by Tethys. @@ -175,7 +157,6 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na Outputs are ordered by region and then by [Buffalo, Cattle, Goat, Sheep, Poultry, Pig] :param conn: gcamreader database object - :param conn_core: gcamreader database object core gcam :param query: XPath Query :param query_core: XPath Query for GCAM core :param d_reg_name: A dictionary of 'region_name': region_id @@ -192,7 +173,7 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na # Rename this to "output" to conform with original format if 'output' in df.columns: df.rename(columns={"output": "input"}, inplace=True) - df_core = conn_core.runQuery(query_core) + df_core = conn.runQuery(query_core) df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'Units', 'scenario', 'input']).agg({'value': 'sum'}).reset_index() df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] @@ -274,13 +255,12 @@ def livestock_water_demand_to_array(conn, conn_core, query, query_core, d_reg_na return piv.values -def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years): +def land_to_array(conn, query, query_core, basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years): """ Query GCAM database for irrigated land area per region, subregion, and crop type. Place in format required by Tethys. :param conn: gcamreader database object - :param conn_core: gcamreader database object core gcam :param query: XPath Query :param query_core: XPath Query for GCAM core :param basin_state_area: state basin area ratios for GCAM USA @@ -309,7 +289,7 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na df_us['basin'] = df_us['basin'].str.replace("_RFD.*$", "") df_us = df_us.drop('region', axis=1) # Get US states and basins - df_core = conn_core.runQuery(query_core) + df_core = conn.runQuery(query_core) df_core_st_basin = df_core[df_core['region'].str.contains("USA")].copy() df_core_st_basin = df_core_st_basin[['subsector', 'sector']].drop_duplicates().reset_index(drop=True) df_core_st_basin.rename(columns={"subsector": "region", "sector": "basin"}, inplace=True) @@ -379,13 +359,12 @@ def land_to_array(conn, conn_core, query, query_core, basin_state_area, d_reg_na return piv.values -def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_basin_name, years): +def irr_water_demand_to_array(conn, query, query_core, d_reg_name, d_basin_name, years): """ Query GCAM database for irrigated water demand (billion m3). Place in format required by Tethys. :param conn: gcam_reader database object - :param conn_core: gcam_reader database object core gcam :param query: XPath Query :param query_core: XPath Query for GCAM core :param d_reg_name: A dictionary of 'region_name': region_id @@ -406,7 +385,7 @@ def irr_water_demand_to_array(conn, conn_core, query, query_core, d_reg_name, d_ if 'output' in df.columns: df = df.drop(['region', 'output'], axis=1) df.rename(columns={"sector": "input", "subsector": "region"}, inplace=True) - df_core = conn_core.runQuery(query_core) + df_core = conn.runQuery(query_core) df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'subsector', 'Units', 'scenario', 'input']).agg( {'value': 'sum'}).reset_index() df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] @@ -495,8 +474,8 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): return ele -def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, GCAM_query, - GCAM_queryCore, basin_state_area, PerformTemporal): +def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, query_file, + basin_state_area, PerformTemporal, demand, variant): """ Import and format GCAM data from database for use in Tethys. @@ -516,21 +495,24 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA d_goat_frac = get_goat_frac(goat_fract) # get GCAM database connection and queries objects - conn, queries = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_query) - conn_core, queries_core = get_gcam_queries(GCAM_DBpath, GCAM_DBfile, GCAM_queryCore) - - d = {'pop_tot': population_to_array(conn, queries[1], d_reg_name, years), - 'rgn_wddom': nonag_water_demand_to_array(conn, queries[3], d_reg_name, years), - 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[4], d_reg_name, years), - 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[6], d_reg_name, years), - 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[7], d_reg_name, years), - 'wdliv': livestock_water_demand_to_array(conn, conn_core, queries[5], queries_core[5], d_reg_name, d_buf_frac, + conn = gcamreader.LocalDBConn(GCAM_DBpath, GCAM_DBfile, suppress_gabble=False) + queries = {i.title: i for i in gcamreader.parse_batch_query(query_file)} + + d = {'pop_tot': population_to_array(conn, queries['Population by region'], d_reg_name, years), + 'rgn_wddom': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Domestic)'], d_reg_name, years), + 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Industrial - Electricity)'], d_reg_name, years), + 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Industrial-Manufacturing)'], d_reg_name, years), + 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Resource Extraction){variant}'], d_reg_name, years), + 'wdliv': livestock_water_demand_to_array(conn, queries[f'Water {demand} (Livestock){variant}'], + queries[f'Water {demand} (Livestock)'], d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years)} - d['irrV'], sub_to_sector, sector_to_id = irr_water_demand_to_array(conn, conn_core, queries[2], queries_core[2], d_reg_name, d_basin_name, years) - d['irrArea'] = land_to_array(conn, conn_core, queries[0], queries[2], basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years) + d['irrV'], sub_to_sector, sector_to_id = irr_water_demand_to_array(conn, queries[f'Water {demand} (Agriculture by subsector){variant}'], + queries[f'Water {demand} (Agriculture by subsector)'], + d_reg_name, d_basin_name, years) + d['irrArea'] = land_to_array(conn, queries[f'Crop Land Allocation'], queries[f'Water {demand} (Agriculture by subsector){variant}'], basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years) if PerformTemporal: # only query this if needed, otherwise save time - d['elec_p'] = elec_proportions_to_array(conn, queries[8], d_reg_name, years) + d['elec_p'] = elec_proportions_to_array(conn, queries['elec consumption by demand sector'], d_reg_name, years) return d diff --git a/tethys/model.py b/tethys/model.py index 38fd6d4..028e62f 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -37,7 +37,7 @@ def execute(self): t0 = time.time() logging.info('Start Disaggregation...') - if self.PerformWithdrawal == 1 or self.GCAM_query.endswith('.xml'): + if self.PerformWithdrawal == 1: # Create OutputFolder if doesn't exist # Check whether the specified path exists or not @@ -58,8 +58,7 @@ def execute(self): goat_fract=self.goat_fract, GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, - GCAM_query=self.GCAM_query, - GCAM_queryCore=self.GCAM_queryCore, + query_file=self.query_file, OutputFolder=self.OutputFolder, temporal_climate=self.temporal_climate, Irr_MonthlyData=self.Irr_MonthlyData, @@ -82,7 +81,9 @@ def execute(self): DemeterOutputFolder=self.DemeterOutputFolder, OutputUnit=self.OutputUnit, basin_state_area=self.basin_state_area, - SpatialResolution=self.SpatialResolution + SpatialResolution=self.SpatialResolution, + demand='Withdrawals', + variant=' GCAMUSA' if self.GCAMUSA else '' ) print(gridded_data) @@ -101,7 +102,7 @@ def execute(self): GISData=gis_data) logging.info(f"Outputs writen in: {(time.time() - t0)}") - if self.PerformConsumption == 1 or self.GCAM_query_C.endswith('.xml'): + if self.PerformConsumption == 1: # Create OutputFolder if doesn't exist # Check whether the specified path exists or not @@ -122,8 +123,7 @@ def execute(self): goat_fract=self.goat_fract, GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, - GCAM_query=self.GCAM_query_C, - GCAM_queryCore=self.GCAM_queryCore_C, + query_file=self.query_file, OutputFolder=self.OutputFolder + '_C', temporal_climate=self.temporal_climate, Irr_MonthlyData=self.Irr_MonthlyData, @@ -146,7 +146,9 @@ def execute(self): DemeterOutputFolder=self.DemeterOutputFolder, OutputUnit=self.OutputUnit, basin_state_area=self.basin_state_area, - SpatialResolution=self.SpatialResolution + SpatialResolution=self.SpatialResolution, + demand='Consumption', + variant=' GCAMUSA' if self.GCAMUSA else '' ) print(gridded_data) diff --git a/tethys/reference/queries/all_queries.xml b/tethys/reference/queries/all_queries.xml new file mode 100644 index 0000000..a4bd2e1 --- /dev/null +++ b/tethys/reference/queries/all_queries.xml @@ -0,0 +1,234 @@ + + + + + + + + LandLeaf + land-allocation[@year] + /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() + + + + + + + + + region + populationMiniCAM + demographics[not(contains(parent::region/@name, 'grid'))]/populationMiniCAM/total-population/node() + + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + subsector + demand-physical[@vintage] + AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + demand-physical[@vintage] + *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + subsector + demand-physical[@vintage] + AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + + + + + subsector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_W')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + + + + + sector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + + + + + subsector + physical-output[@vintage] + *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_C')]/physical-output/node() + Supply sectors only. + + + + diff --git a/tethys/reference/queries/query_consumption.xml b/tethys/reference/queries/query_consumption.xml deleted file mode 100644 index 7ae884e..0000000 --- a/tethys/reference/queries/query_consumption.xml +++ /dev/null @@ -1,102 +0,0 @@ - - - - - - - - LandLeaf - land-allocation[@year] - /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() - - - - - - - - - region - populationMiniCAM - demographics[not(contains(parent::region/@name, 'grid'))]/populationMiniCAM/total-population/node() - - - - - - - - - subsector - demand-physical[@vintage] - AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() - - - - diff --git a/tethys/reference/queries/query_consumption_GCAMUSA.xml b/tethys/reference/queries/query_consumption_GCAMUSA.xml deleted file mode 100644 index 97f6ce7..0000000 --- a/tethys/reference/queries/query_consumption_GCAMUSA.xml +++ /dev/null @@ -1,102 +0,0 @@ - - - - - - - - LandLeaf - land-allocation[@year] - /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() - - - - - - - - - region - populationMiniCAM - demographics/populationMiniCAM/total-population/node() - - - - - - - - - subsector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() - - - - diff --git a/tethys/reference/queries/query_withdrawal.xml b/tethys/reference/queries/query_withdrawal.xml deleted file mode 100644 index d93cfda..0000000 --- a/tethys/reference/queries/query_withdrawal.xml +++ /dev/null @@ -1,102 +0,0 @@ - - - - - - - - LandLeaf - land-allocation[@year] - /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() - - - - - - - - - region - populationMiniCAM - demographics[not(contains(parent::region/@name, 'grid'))]/populationMiniCAM/total-population/node() - - - - - - - - - subsector - demand-physical[@vintage] - AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() - - - - diff --git a/tethys/reference/queries/query_withdrawal_GCAMUSA.xml b/tethys/reference/queries/query_withdrawal_GCAMUSA.xml deleted file mode 100644 index 3cdcebc..0000000 --- a/tethys/reference/queries/query_withdrawal_GCAMUSA.xml +++ /dev/null @@ -1,102 +0,0 @@ - - - - - - - - LandLeaf - land-allocation[@year] - /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() - - - - - - - - - region - populationMiniCAM - demographics/populationMiniCAM/total-population/node() - - - - - - - - - subsector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() - - - - diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 2ea582d..7d19e6d 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -22,11 +22,11 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagnostics, PerformTemporal, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, - GCAM_DBfile, GCAM_query, GCAM_queryCore, OutputFolder, temporal_climate, Irr_MonthlyData, + GCAM_DBfile, query_file, OutputFolder, temporal_climate, Irr_MonthlyData, TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, - Population_GPW, Population_HYDE, OutputUnit, basin_state_area, SpatialResolution): + Population_GPW, Population_HYDE, OutputUnit, basin_state_area, SpatialResolution, demand, variant): """Main Function of Tethys Steps for water disaggregation :param x: x description @@ -66,10 +66,11 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn goat_fract=goat_fract, GCAM_DBpath=GCAM_DBpath, GCAM_DBfile=GCAM_DBfile, - GCAM_query=GCAM_query, - GCAM_queryCore=GCAM_queryCore, + query_file=query_file, basin_state_area=basin_state_area, - PerformTemporal=PerformTemporal) + PerformTemporal=PerformTemporal, + demand=demand, + variant=variant) endtime1 = time.time() logging.info("------Time Cost: %s seconds ---" % (endtime1 - starttime1)) From dd1dfe24946ee412a61908e8af959e248ac2727e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 21 Jul 2022 15:17:51 -0400 Subject: [PATCH 087/142] indentation --- tethys/model.py | 76 ++++++++++++++++++++++++------------------------- 1 file changed, 38 insertions(+), 38 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 028e62f..a730e5f 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -47,44 +47,44 @@ def execute(self): print(f"Output folder created: {self.OutputFolder}") TDYears, gridded_data, gis_data = run_disaggregation(years=self.years, - InputRegionFile=self.InputRegionFile, - mapsize=self.mapsize, - UseDemeter=self.UseDemeter, - PerformDiagnostics=self.PerformDiagnostics, - PerformTemporal=self.PerformTemporal, - RegionNames=self.RegionNames, - gcam_basin_lu=self.gcam_basin_lu, - buff_fract=self.buff_fract, - goat_fract=self.goat_fract, - GCAM_DBpath=self.GCAM_DBpath, - GCAM_DBfile=self.GCAM_DBfile, - query_file=self.query_file, - OutputFolder=self.OutputFolder, - temporal_climate=self.temporal_climate, - Irr_MonthlyData=self.Irr_MonthlyData, - TemporalInterpolation=self.TemporalInterpolation, - Domestic_R=self.Domestic_R, - Livestock_Buffalo=self.Livestock_Buffalo, - Livestock_Cattle=self.Livestock_Cattle, - Livestock_Goat=self.Livestock_Goat, - Livestock_Sheep=self.Livestock_Sheep, - Livestock_Poultry=self.Livestock_Poultry, - Livestock_Pig=self.Livestock_Pig, - Coord=self.Coord, - Area=self.Area, - InputBasinFile=self.InputBasinFile, - BasinNames=self.BasinNames, - Population_GPW=self.Population_GPW, - Population_HYDE=self.Population_HYDE, - Irrigation_GMIA=self.Irrigation_GMIA, - Irrigation_HYDE=self.Irrigation_HYDE, - DemeterOutputFolder=self.DemeterOutputFolder, - OutputUnit=self.OutputUnit, - basin_state_area=self.basin_state_area, - SpatialResolution=self.SpatialResolution, - demand='Withdrawals', - variant=' GCAMUSA' if self.GCAMUSA else '' - ) + InputRegionFile=self.InputRegionFile, + mapsize=self.mapsize, + UseDemeter=self.UseDemeter, + PerformDiagnostics=self.PerformDiagnostics, + PerformTemporal=self.PerformTemporal, + RegionNames=self.RegionNames, + gcam_basin_lu=self.gcam_basin_lu, + buff_fract=self.buff_fract, + goat_fract=self.goat_fract, + GCAM_DBpath=self.GCAM_DBpath, + GCAM_DBfile=self.GCAM_DBfile, + query_file=self.query_file, + OutputFolder=self.OutputFolder, + temporal_climate=self.temporal_climate, + Irr_MonthlyData=self.Irr_MonthlyData, + TemporalInterpolation=self.TemporalInterpolation, + Domestic_R=self.Domestic_R, + Livestock_Buffalo=self.Livestock_Buffalo, + Livestock_Cattle=self.Livestock_Cattle, + Livestock_Goat=self.Livestock_Goat, + Livestock_Sheep=self.Livestock_Sheep, + Livestock_Poultry=self.Livestock_Poultry, + Livestock_Pig=self.Livestock_Pig, + Coord=self.Coord, + Area=self.Area, + InputBasinFile=self.InputBasinFile, + BasinNames=self.BasinNames, + Population_GPW=self.Population_GPW, + Population_HYDE=self.Population_HYDE, + Irrigation_GMIA=self.Irrigation_GMIA, + Irrigation_HYDE=self.Irrigation_HYDE, + DemeterOutputFolder=self.DemeterOutputFolder, + OutputUnit=self.OutputUnit, + basin_state_area=self.basin_state_area, + SpatialResolution=self.SpatialResolution, + demand='Withdrawals', + variant=' GCAMUSA' if self.GCAMUSA else '' + ) print(gridded_data) From 3c3eb1b6dbb4b4b3b473cfc975a371a19695803e Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 22 Jul 2022 16:33:42 -0400 Subject: [PATCH 088/142] removed bfrac and gfrac from downscaling of livestock sector. Now bovine sectors (beef + dairy) from GCAM is allocated in proportion to the total of FAO buffalo and cattle maps, and sheepgoat is in proportion to sheep + goat maps. How these parameters were estimated from the FAO data is unclear, but it appears close to gfrac_region = goats_region/(goats_region + sheep_region), which this new approach would give the same livestock total as. Removing these files simplifies the downscaling process with minimal changes to the results --- tethys/config_reader.py | 16 --- tethys/data_reader/gcam_outputs.py | 106 ++---------------- tethys/data_reader/gis_reader.py | 11 +- tethys/diagnostics/spatial_diagnostics.py | 7 +- tethys/model.py | 4 - tethys/reference/grid_info/bfracFAO2005.csv | 33 ------ .../grid_info/bfracFAO2005_gcamUSA.csv | 84 -------------- tethys/reference/grid_info/gfracFAO2005.csv | 33 ------ .../grid_info/gfracFAO2005_gcamUSA.csv | 84 -------------- tethys/run_disaggregation.py | 4 +- tethys/spatial_downscaling/proxy_maps.py | 6 +- 11 files changed, 22 insertions(+), 366 deletions(-) delete mode 100644 tethys/reference/grid_info/bfracFAO2005.csv delete mode 100644 tethys/reference/grid_info/bfracFAO2005_gcamUSA.csv delete mode 100644 tethys/reference/grid_info/gfracFAO2005.csv delete mode 100644 tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv diff --git a/tethys/config_reader.py b/tethys/config_reader.py index d5ee644..49ee471 100644 --- a/tethys/config_reader.py +++ b/tethys/config_reader.py @@ -131,22 +131,6 @@ def __init__(self, **kwargs): self.Livestock_Poultry = os.path.join(self.InputFolder, self.map_params.get('Livestock_Poultry')) self.Livestock_Pig = os.path.join(self.InputFolder, self.map_params.get('Livestock_Pig')) - self.buff_fract = os.path.join(self.InputFolder, self.map_params.get('Buffalo_Fraction', 'None')) - if os.path.basename(self.buff_fract) == 'None': - if self.GCAMUSA == 1: - self.buff_fract = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005_gcamUSA.csv') - else: - self.buff_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/bfracFAO2005.csv') - - self.goat_fract = os.path.join(self.InputFolder, self.map_params.get('Goat_Fraction', 'None')) - if os.path.basename(self.goat_fract) == 'None': - if self.GCAMUSA == 1: - self.goat_fract = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005_gcamUSA.csv') - else: - self.goat_fract = pkg_resources.resource_filename('tethys', 'reference/grid_info/gfracFAO2005.csv') - # Additional details for GCAM USA (Only if present) self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea', 'None')) if os.path.basename(self.basin_state_area) == 'None' and self.GCAMUSA == 1: diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py index 77c0177..bbc64cc 100644 --- a/tethys/data_reader/gcam_outputs.py +++ b/tethys/data_reader/gcam_outputs.py @@ -19,37 +19,6 @@ 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'PR', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', 'WV', 'WY'] - -# set ordering of livestock -d_liv_order = {'Buffalo': 0, 'Cattle': 1, 'Goat': 2, 'Sheep': 3, 'Poultry': 4, 'Pork': 5} - - -def get_buffalo_frac(f): - """ - Create a dictionary of buffalo fraction per region id. - - :param f: full path to CSV file containing buffalo fraction per region - :return: dictionary; {region_id: buffalo_fraction, ...} - """ - df = pd.read_csv(f, usecols=['buffalo-fraction']) - df['region_id'] = df.index.copy() + 1 - df.set_index('region_id', inplace=True) - - return df.to_dict()['buffalo-fraction'] - - -def get_goat_frac(f): - """ - Create a dictionary of goat fraction per region id. - - :param f: full path to CSV file containing goat fraction per region - :return: dictionary; {region_id: goat_fraction, ...} - """ - df = pd.read_csv(f, usecols=['goat-fraction']) - df['region_id'] = df.index.copy() + 1 - df.set_index('region_id', inplace=True) - - return df.to_dict()['goat-fraction'] def get_region_info(f): @@ -149,13 +118,11 @@ def nonag_water_demand_to_array(conn, query, d_reg_name, years): return df_to_array(df, d_reg_name, years) -def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, d_buf_frac, d_goat_frac, d_liv_order, years): +def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, years): """ Query GCAM database for livestock water demand (billion m3). Place in format required by Tethys. - Outputs are ordered by region and then by [Buffalo, Cattle, Goat, Sheep, Poultry, Pig] - :param conn: gcamreader database object :param query: XPath Query :param query_core: XPath Query for GCAM core @@ -189,9 +156,6 @@ def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, d_buf_f df_us_new = df_us_new.drop('ratio', 1) df = df_us_new.append(df_core_non_us) - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - # drop unneeded cols df.drop(['Units', 'scenario', 'input'], axis=1, inplace=True) @@ -202,57 +166,16 @@ def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, d_buf_f if any(item in d_reg_name for item in states): df.loc[df.region == 1, 'value'] = 0 - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region', 'sector'], columns='Year', fill_value=0, aggfunc=np.sum) - piv.reset_index(inplace=True) + # set ordering of livestock + # combine beef and dairy into "bovine" that will be proxied by buffalo + cattle + # keep sheepgoat and use sheep + goat as proxy + df['sector'] = df['sector'].map({'Beef': 0, 'Dairy': 0, 'SheepGoat': 1, 'Poultry': 2, 'Pork': 3}) - # group beef and dairy - bovine = piv.loc[piv['sector'].isin(('Beef', 'Dairy'))].copy().groupby(['region']).sum() - bovine.reset_index(inplace=True) - bovine['b_frac'] = bovine['region'].map(d_buf_frac) - - # break out fraction of buffalo - buffalo = bovine.copy() - buffalo['sector'] = 'Buffalo' - buffalo[years] = buffalo[years].multiply(buffalo['b_frac'], axis='index') - buffalo.drop('b_frac', axis=1, inplace=True) - piv = pd.concat([piv, buffalo], sort=True) - - # break out fraction of cattle - cattle = bovine.copy() - cattle['sector'] = 'Cattle' - cattle[years] = cattle[years].multiply((1 - cattle['b_frac']), axis='index') - cattle.drop('b_frac', axis=1, inplace=True) - piv = pd.concat([piv, cattle], sort=True) - - # extract sheepgoat and add goat fraction - sheepgoat = piv.loc[piv['sector'] == 'SheepGoat'].copy() - sheepgoat['g_frac'] = sheepgoat['region'].map(d_goat_frac) - - # break out fraction of goat - goat = sheepgoat.copy() - goat['sector'] = 'Goat' - goat[years] = goat[years].multiply(goat['g_frac'], axis='index') - goat.drop('g_frac', axis=1, inplace=True) - piv = pd.concat([piv, goat], sort=True) - - # break out fraction of sheep - sheep = sheepgoat.copy() - sheep['sector'] = 'Sheep' - sheep[years] = sheep[years].multiply((1 - sheep['g_frac']), axis='index') - sheep.drop('g_frac', axis=1, inplace=True) - piv = pd.concat([piv, sheep], sort=True) - - # drop aggregated sectors - piv = piv.loc[piv['sector'].isin(tuple(d_liv_order))].copy() - - # add livestock order number - piv['sector'] = piv['sector'].map(d_liv_order) - - piv.set_index(['sector', 'region'], inplace=True) - piv = piv.reindex(index=[(i, j) for i in range(6) for j in sorted(d_reg_name.values())], fill_value=0) + # convert shape for use in Tethys, handle order and filter years + piv = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='Year', fill_value=0, aggfunc=np.sum) + piv = piv.reindex(index=[(i, j) for i in range(4) for j in sorted(d_reg_name.values())], columns=years, fill_value=0) - return piv.values + return np.reshape(piv.to_numpy(), (4, len(d_reg_name), len(years))) def land_to_array(conn, query, query_core, basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years): @@ -474,7 +397,7 @@ def elec_proportions_to_array(conn, query, d_reg_name, years): return ele -def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, GCAM_DBfile, query_file, +def get_gcam_data(years, RegionNames, gcam_basin_lu, GCAM_DBpath, GCAM_DBfile, query_file, basin_state_area, PerformTemporal, demand, variant): """ Import and format GCAM data from database for use in Tethys. @@ -488,12 +411,6 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA # get basin info as dict d_basin_name = get_basin_info(gcam_basin_lu) - # get buffalo fraction of region as dict - d_buf_frac = get_buffalo_frac(buff_fract) - - # get goad fraction of region as dict - d_goat_frac = get_goat_frac(goat_fract) - # get GCAM database connection and queries objects conn = gcamreader.LocalDBConn(GCAM_DBpath, GCAM_DBfile, suppress_gabble=False) queries = {i.title: i for i in gcamreader.parse_batch_query(query_file)} @@ -504,8 +421,7 @@ def get_gcam_data(years, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCA 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Industrial-Manufacturing)'], d_reg_name, years), 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Resource Extraction){variant}'], d_reg_name, years), 'wdliv': livestock_water_demand_to_array(conn, queries[f'Water {demand} (Livestock){variant}'], - queries[f'Water {demand} (Livestock)'], d_reg_name, d_buf_frac, - d_goat_frac, d_liv_order, years)} + queries[f'Water {demand} (Livestock)'], d_reg_name, years)} d['irrV'], sub_to_sector, sector_to_id = irr_water_demand_to_array(conn, queries[f'Water {demand} (Agriculture by subsector){variant}'], queries[f'Water {demand} (Agriculture by subsector)'], diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 72753f2..042de04 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -46,13 +46,12 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Irrigation_HYDE=Irrigation_HYDE, years=years) # dictionary - # Livestock (heads) in year 2000: dim is 6x67420x1 - GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1), - get_array_csv(Livestock_Cattle, 1), - get_array_csv(Livestock_Goat, 1), - get_array_csv(Livestock_Sheep, 1), + # Livestock (heads) in year 2000: dim is 4x67420x1 # TODO: update to latest version of dataset + GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1) + get_array_csv(Livestock_Cattle, 1), + get_array_csv(Livestock_Goat, 1) + get_array_csv(Livestock_Sheep, 1), get_array_csv(Livestock_Poultry, 1), - get_array_csv(Livestock_Pig, 1)]).reshape(6, -1, 1) + get_array_csv(Livestock_Pig, 1)]).reshape(4, -1, 1) + # TODO: be explicit about array reshaping to catch errors rather than using -1 (dimension constants?) # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat diff --git a/tethys/diagnostics/spatial_diagnostics.py b/tethys/diagnostics/spatial_diagnostics.py index 9fdf367..9662523 100644 --- a/tethys/diagnostics/spatial_diagnostics.py +++ b/tethys/diagnostics/spatial_diagnostics.py @@ -37,7 +37,7 @@ def compare_downscaled_GCAMinput(PerformDiagnostics, NY, years, OutputFolder, Re # Global_GCAM Global Total [km3/yr] from GCAM inputs value[y, 1] = sum(GCAMData['rgn_wddom'][:, y]) + sum(GCAMData['rgn_wdelec'][:, y]) + sum( GCAMData['rgn_wdmfg'][:, y]) + sum(GCAMData['rgn_wdmining'][:, y]) \ - + sum(GCAMData['irrV'][:, y + 3]) + sum(GCAMData['wdliv'][:, y]) + + sum(GCAMData['irrV'][:, y + 3]) + np.sum(GCAMData['wdliv'][:, :, y]) value[y, 2] = value[y, 0] - value[y, 1] if years: yrout = years[y] @@ -82,10 +82,7 @@ def compare_downscaled_GCAMinput(PerformDiagnostics, NY, years, OutputFolder, Re irrV = np.zeros((NR, NY), dtype=float) for IN in range(0, NR): - wdliv[IN, :] = GCAMData['wdliv'][0 * NR + IN, :] + GCAMData['wdliv'][1 * NR + IN, :] + GCAMData['wdliv'][ - 2 * NR + IN, :] + \ - GCAMData['wdliv'][3 * NR + IN, :] + GCAMData['wdliv'][4 * NR + IN, :] + GCAMData['wdliv'][ - 5 * NR + IN, :] + wdliv[IN, :] = np.sum(GCAMData['wdliv'][:, IN], axis=0) ls = np.where(GCAMData['irrV'][:, 0].astype(int) - 1 == IN)[0] irrV[IN, :] = sum(GCAMData['irrV'][ls, 3:]) diff --git a/tethys/model.py b/tethys/model.py index a730e5f..81f61b0 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -54,8 +54,6 @@ def execute(self): PerformTemporal=self.PerformTemporal, RegionNames=self.RegionNames, gcam_basin_lu=self.gcam_basin_lu, - buff_fract=self.buff_fract, - goat_fract=self.goat_fract, GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, query_file=self.query_file, @@ -119,8 +117,6 @@ def execute(self): PerformTemporal=self.PerformTemporal, RegionNames=self.RegionNames, gcam_basin_lu=self.gcam_basin_lu, - buff_fract=self.buff_fract, - goat_fract=self.goat_fract, GCAM_DBpath=self.GCAM_DBpath, GCAM_DBfile=self.GCAM_DBfile, query_file=self.query_file, diff --git a/tethys/reference/grid_info/bfracFAO2005.csv b/tethys/reference/grid_info/bfracFAO2005.csv deleted file mode 100644 index 09c265e..0000000 --- a/tethys/reference/grid_info/bfracFAO2005.csv +++ /dev/null @@ -1,33 +0,0 @@ -region,buffalo-fraction -USA,0 -Africa_Eastern,2.0712825493229e-07 -Africa_Northern,0.287112331981512 -Africa_Southern,0 -Africa_Western,0 -Australia_NZ,0 -Brazil,0.00563998764894133 -Canada,0 -Central America and Caribbean,0.000273755636058423 -Central Asia,0.0161074447023438 -China,0.153761061946903 -EU-12,0.000578925434820195 -EU-15,0.0027205060518941 -Europe_Eastern,0 -Europe_Non_EU,0.00945523310460664 -European Free Trade Association,0 -India,0.345946549673989 -Indonesia,0.172343280636576 -Japan,0 -Mexico,0 -Middle East,0.0489194581093828 -Pakistan,0.501085339161749 -Russia,0.000690197215153371 -South Africa,0 -South America_Northern,4.62700871518123e-05 -South America_Southern,0 -South Asia,0.135465102289721 -South Korea,0 -Southeast Asia,0.273113482419256 -Taiwan,0 -Argentina,0 -Colombia,0 diff --git a/tethys/reference/grid_info/bfracFAO2005_gcamUSA.csv b/tethys/reference/grid_info/bfracFAO2005_gcamUSA.csv deleted file mode 100644 index 9c87e1d..0000000 --- a/tethys/reference/grid_info/bfracFAO2005_gcamUSA.csv +++ /dev/null @@ -1,84 +0,0 @@ -region,buffalo-fraction -USA,0 -Africa_Eastern,2.07E-07 -Africa_Northern,0.287112332 -Africa_Southern,0 -Africa_Western,0 -Australia_NZ,0 -Brazil,0.005639988 -Canada,0 -Central America and Caribbean,0.000273756 -Central Asia,0.016107445 -China,0.153761062 -EU-12,0.000578925 -EU-15,0.002720506 -Europe_Eastern,0 -Europe_Non_EU,0.009455233 -European Free Trade Association,0 -India,0.34594655 -Indonesia,0.172343281 -Japan,0 -Mexico,0 -Middle East,0.048919458 -Pakistan,0.501085339 -Russia,0.000690197 -South Africa,0 -South America_Northern,4.63E-05 -South America_Southern,0 -South Asia,0.135465102 -South Korea,0 -Southeast Asia,0.273113482 -Taiwan,0 -Argentina,0 -Colombia,0 -AK,0 -AL,0 -AR,0 -AZ,0 -CA,0 -CO,0 -CT,0 -DC,0 -DE,0 -FL,0 -GA,0 -HI,0 -IA,0 -ID,0 -IL,0 -IN,0 -KS,0 -KY,0 -LA,0 -MA,0 -MD,0 -ME,0 -MI,0 -MN,0 -MO,0 -MS,0 -MT,0 -NC,0 -ND,0 -NE,0 -NH,0 -NJ,0 -NM,0 -NV,0 -NY,0 -OH,0 -OK,0 -OR,0 -PA,0 -RI,0 -SC,0 -SD,0 -TN,0 -TX,0 -UT,0 -VA,0 -VT,0 -WA,0 -WI,0 -WV,0 -WY,0 diff --git a/tethys/reference/grid_info/gfracFAO2005.csv b/tethys/reference/grid_info/gfracFAO2005.csv deleted file mode 100644 index 2989d59..0000000 --- a/tethys/reference/grid_info/gfracFAO2005.csv +++ /dev/null @@ -1,33 +0,0 @@ -region,goat-fraction -USA,0.306669098670796 -Africa_Eastern,0.503347871434719 -Africa_Northern,0.236862201280449 -Africa_Southern,0.779279288200903 -Africa_Western,0.585238448836222 -Australia_NZ,0.0220898105267355 -Brazil,0.391259718786489 -Canada,0.0307559820385065 -Central America and Caribbean,0.533427993393093 -Central Asia,0.263927970539905 -China,0.972364380757421 -EU-12,0.150981852499372 -EU-15,0.107032504391542 -Europe_Eastern,0.37033177140174 -Europe_Non_EU,0.20174188321103 -European Free Trade Association,0.0421954072377971 -India ,0.66580219107829 -Indonesia,0.609413364728042 -Japan,0.63859649122807 -Mexico,0.553684581490081 -Middle East,0.314449759238623 -Pakistan,0.681734455492991 -Russia,0.126946930468624 -South Africa,0.200537938607911 -South America_Northern,0.678454531716405 -South America_Southern,0.114087989024066 -South Asia,0.827834227297825 -South Korea,0.997342752914709 -Southeast Asia,0.928180627172939 -Taiwan,0 -Argentina,0.215782351976382 -Colombia,0.291989749548813 diff --git a/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv b/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv deleted file mode 100644 index 013de49..0000000 --- a/tethys/reference/grid_info/gfracFAO2005_gcamUSA.csv +++ /dev/null @@ -1,84 +0,0 @@ -region,goat-fraction -USA,0.306669099 -Africa_Eastern,0.503347871 -Africa_Northern,0.236862201 -Africa_Southern,0.779279288 -Africa_Western,0.585238449 -Australia_NZ,0.022089811 -Brazil,0.391259719 -Canada,0.030755982 -Central America and Caribbean,0.533427993 -Central Asia,0.263927971 -China,0.972364381 -EU-12,0.150981852 -EU-15,0.107032504 -Europe_Eastern,0.370331771 -Europe_Non_EU,0.201741883 -European Free Trade Association,0.042195407 -India ,0.665802191 -Indonesia,0.609413365 -Japan,0.638596491 -Mexico,0.553684581 -Middle East,0.314449759 -Pakistan,0.681734455 -Russia,0.12694693 -South Africa,0.200537939 -South America_Northern,0.678454532 -South America_Southern,0.114087989 -South Asia,0.827834227 -South Korea,0.997342753 -Southeast Asia,0.928180627 -Taiwan,0 -Argentina,0.215782352 -Colombia,0.29198975 -AK,0.306669099 -AL,0.306669099 -AR,0.306669099 -AZ,0.306669099 -CA,0.306669099 -CO,0.306669099 -CT,0.306669099 -DC,0.306669099 -DE,0.306669099 -FL,0.306669099 -GA,0.306669099 -HI,0.306669099 -IA,0.306669099 -ID,0.306669099 -IL,0.306669099 -IN,0.306669099 -KS,0.306669099 -KY,0.306669099 -LA,0.306669099 -MA,0.306669099 -MD,0.306669099 -ME,0.306669099 -MI,0.306669099 -MN,0.306669099 -MO,0.306669099 -MS,0.306669099 -MT,0.306669099 -NC,0.306669099 -ND,0.306669099 -NE,0.306669099 -NH,0.306669099 -NJ,0.306669099 -NM,0.306669099 -NV,0.306669099 -NY,0.306669099 -OH,0.306669099 -OK,0.306669099 -OR,0.306669099 -PA,0.306669099 -RI,0.306669099 -SC,0.306669099 -SD,0.306669099 -TN,0.306669099 -TX,0.306669099 -UT,0.306669099 -VA,0.306669099 -VT,0.306669099 -WA,0.306669099 -WI,0.306669099 -WV,0.306669099 -WY,0.306669099 diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index 7d19e6d..ff8c060 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -21,7 +21,7 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagnostics, - PerformTemporal, RegionNames, gcam_basin_lu, buff_fract, goat_fract, GCAM_DBpath, + PerformTemporal, RegionNames, gcam_basin_lu, GCAM_DBpath, GCAM_DBfile, query_file, OutputFolder, temporal_climate, Irr_MonthlyData, TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, @@ -62,8 +62,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn GCAMData = get_gcam_data(years=years, RegionNames=RegionNames, gcam_basin_lu=gcam_basin_lu, - buff_fract=buff_fract, - goat_fract=goat_fract, GCAM_DBpath=GCAM_DBpath, GCAM_DBfile=GCAM_DBfile, query_file=query_file, diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py index a902321..f43755d 100644 --- a/tethys/spatial_downscaling/proxy_maps.py +++ b/tethys/spatial_downscaling/proxy_maps.py @@ -54,9 +54,9 @@ def LivestockMap(GISData, GCAMData, nyears, OUT): """ ncells = len(GISData['RegionIDs']) - wdliv = GCAMData['wdliv'].reshape(6, -1, nyears) + wdliv = GCAMData['wdliv'] - out_map = np.zeros((6, ncells, nyears), dtype=float) + out_map = np.zeros((4, ncells, nyears), dtype=float) for region, cells in GISData['regionlookup'].items(): cell_heads = GISData['Livestock'][:, cells] region_heads = np.sum(cell_heads, axis=1, keepdims=True) @@ -69,7 +69,7 @@ def LivestockMap(GISData, GCAMData, nyears, OUT): fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' for region, cells in GISData['regionlookup'].items(): for y in range(nyears): - for a, animal in enumerate(['Buffalo', 'Cattle', 'Goat', 'Sheep', 'Poultry', 'Pig']): + for a, animal in enumerate(['Bovine', 'SheepGoat', 'Poultry', 'Pig']): if wdliv[a, region-1, y] > 0 and np.sum(GISData['Livestock'][a, cells]) == 0: logging.info(fmtstr.format(animal.lower(), y+1, region, wdliv[a, region, y])) From 6cf382397d4993aa4f71cf8bb6328b84a75e5429 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 26 Jul 2022 14:56:02 -0400 Subject: [PATCH 089/142] fixing dependencies --- docs/source/getting_started.rst | 12 ++++++------ requirements.txt | 4 ++-- setup.py | 4 ++-- tethys/data_writer/outputs.py | 4 ++-- tethys/temporal_downscaling/temporal_downscaling.py | 1 - 5 files changed, 12 insertions(+), 13 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index a5a81ca..5de5da3 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -83,12 +83,12 @@ Dependencies =========== ================ Dependency Minimum Version =========== ================ -configobj 5.0.6 -numpy 1.20.3 -pandas 1.2.4 -scipy 1.6.3 -requests 2.20.0 -gcamreader 1.2.5 +configobj 5.0.6 +numpy 1.21 +pandas 1.2.4 +requests 2.20.0 +gcamreader 1.2.5 +netCDF4 1.6 =========== ================ Optional Dependencies diff --git a/requirements.txt b/requirements.txt index dbde953..bead30f 100755 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ configobj~=5.0.6 numpy~=1.21 pandas~=1.2.4 -scipy~=1.6.3 requests~=2.20.0 -gcamreader>=1.2.5 \ No newline at end of file +gcamreader>=1.2.5 +netCDF4~=1.6 \ No newline at end of file diff --git a/setup.py b/setup.py index 9276c1b..8418cd1 100644 --- a/setup.py +++ b/setup.py @@ -31,9 +31,9 @@ def get_requirements(): 'configobj~=5.0.6', 'numpy~=1.21', 'pandas~=1.2.4', - 'scipy~=1.7.2', 'requests~=2.20.0', - 'gcamreader>=1.2.5' + 'gcamreader>=1.2.5', + 'netCDF4~=1.6' ], extras_require={ 'dev': [ diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index e433471..e2dc934 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -12,7 +12,7 @@ import logging import numpy as np -from scipy import io as spio +import netCDF4 as nc4 class OUTSettings: @@ -111,7 +111,7 @@ def write_netcdf(filename, data, timestrs, unit, GISData, timestep='year'): - unit string, e.g. "mm" or 'km3' """ - datagrp = spio.netcdf.netcdf_file(filename, 'w') + datagrp = nc4.Dataset(filename, 'w') (nrows, ncols) = data.shape # dimensions diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py index d563f11..88d5e91 100644 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ b/tethys/temporal_downscaling/temporal_downscaling.py @@ -28,7 +28,6 @@ import calendar import numpy as np -import scipy.io as spio import netCDF4 as nc4 from tethys.utils.data_parser import get_array_csv From 5608d4124c2d95f3daecf92d5e4be5f2a0c0aee1 Mon Sep 17 00:00:00 2001 From: EvanMargiotta Date: Fri, 12 Aug 2022 12:44:40 -0700 Subject: [PATCH 090/142] 1/8th degree updates to gis_reader.py and hist_pop_irr_data.py --- tethys/data_reader/gis_reader.py | 64 ++++++++++++++++++++----- tethys/data_reader/hist_pop_irr_data.py | 61 +++++++++++++++++++---- 2 files changed, 102 insertions(+), 23 deletions(-) diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index 042de04..d5aabd2 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -18,8 +18,9 @@ """ import numpy as np +import pandas as pd from tethys.utils.data_parser import get_array_csv -from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops +from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops, downscaleSpatialInputs, getKeyCoordinates from tethys.utils.utils_math import sub2ind @@ -30,51 +31,88 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, # dictionary GISData{} saves the data related to GIS data GISData = dict() + + key = getKeyCoordinates(Coord, SpatialResolution) + print(key.head()) + # using finer resolution gridded population map (from HYDE or GPW) according to year availability GISData['pop'] = getPopYearData(Population_GPW=Population_GPW, Population_HYDE=Population_HYDE, - years=years) # dictionary + years=years, + SpatialResolution = SpatialResolution, + key_df = key) # dictionary if UseDemeter: # using finer resolution gridded Irrigation map (from demeter by individual crops) according to year availability GISData['irr'] = getIrrYearData_Crops(DemeterOutputFolder=DemeterOutputFolder, years=years, - SpatialResolution=SpatialResolution) + SpatialResolution=SpatialResolution, + key_df = key) else: # using finer resolution gridded Irrigation map (from HYDE or GMIA) according to year availability GISData['irr'] = getIrrYearData(Irrigation_GMIA=Irrigation_GMIA, Irrigation_HYDE=Irrigation_HYDE, - years=years) # dictionary - + years=years, + SpatialResolution=SpatialResolution, + key_df = key) # dictionary + # Livestock (heads) in year 2000: dim is 4x67420x1 # TODO: update to latest version of dataset - GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1) + get_array_csv(Livestock_Cattle, 1), + if(SpatialResolution != .5): + GISData['Livestock'] = np.stack([downscaleSpatialInputs(spatial_in = Livestock_Buffalo, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) + + downscaleSpatialInputs(spatial_in = Livestock_Cattle, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), + downscaleSpatialInputs(spatial_in = Livestock_Goat, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) + + downscaleSpatialInputs(spatial_in = Livestock_Sheep, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), + downscaleSpatialInputs(spatial_in = Livestock_Poultry, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), + downscaleSpatialInputs(spatial_in = Livestock_Pig, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1)]).reshape(4,-1,1) + else: + GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1) + get_array_csv(Livestock_Cattle, 1), get_array_csv(Livestock_Goat, 1) + get_array_csv(Livestock_Sheep, 1), get_array_csv(Livestock_Poultry, 1), get_array_csv(Livestock_Pig, 1)]).reshape(4, -1, 1) + # TODO: be explicit about array reshaping to catch errors rather than using -1 (dimension constants?) # Coordinates for flattened grd: 67420 x 5 # The columns are ID#, lon, lat, ilon, ilat - GISData['coord'] = get_array_csv(Coord, 0) - GISData['mapindex'] = sub2ind(mapsize, GISData['coord'][:, 4].astype(int)-1, GISData['coord'][:, 3].astype(int)-1) + if(SpatialResolution != .5): + coord_df = key + coord_df['ilat'] = pd.DataFrame(coord_df['y']).rank(axis=0, method='dense').astype(int) + coord_df['ilon'] = pd.DataFrame(coord_df['x']).rank(axis=0, method='dense').astype(int) + coord_df = coord_df[["New_ID", "y", "x", "ilat", "ilon"]] + GISData['coord'] = coord_df.to_numpy() + else: + GISData['coord'] = get_array_csv(Coord, 0) + #GISData['mapindex'] = sub2ind(mapsize, GISData['coord'][:, 4].astype(int)-1, GISData['coord'][:, 3].astype(int)-1) # read area values for each land grid cell, convert from ha to km2 - GISData['area'] = get_array_csv(Area, 0) * 0.01 - + if(SpatialResolution != .5): + GISData['area'] = downscaleSpatialInputs(spatial_in = Area, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=0) * 0.01 + else: + GISData['area'] = get_array_csv(Area, 0) * 0.01 + + # Basin ID Map: 67420 x 1, 235 Basins - GISData['BasinIDs'] = get_array_csv(InputBasinFile, 1).astype(int) + if(SpatialResolution != .5): + GISData['BasinIDs'] = downscaleSpatialInputs(spatial_in = InputBasinFile, key_df=key, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).astype(int) + else: + GISData['BasinIDs'] = get_array_csv(InputBasinFile, 1).astype(int) # Corresponding to Basin ID Map, 235 Basin Names: 1D String Array with open(BasinNames, 'r') as f: GISData['BasinNames'] = f.read().splitlines() # 67420 valid "land cells" - GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) + if(SpatialResolution != .5): + GISData['RegionIDs'] = downscaleSpatialInputs(spatial_in = InputRegionFile, key_df=key, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).astype(int) + else: + GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) + + GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions GISData['RegionBasins'] = dict() for i, pair in enumerate(zip(GISData['RegionIDs'], GISData['BasinIDs'])): - if pair[0] != 0: + if (pair[0] != 0): if pair not in GISData['RegionBasins']: GISData['RegionBasins'][pair] = list() GISData['RegionBasins'][pair].append(i) diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py index 2fc76b4..25352cd 100644 --- a/tethys/data_reader/hist_pop_irr_data.py +++ b/tethys/data_reader/hist_pop_irr_data.py @@ -11,18 +11,52 @@ import os import re import logging +import pandas as pd +from geocube.api.core import make_geocube +import geopandas as gpd import numpy as np from tethys.utils.data_parser import get_array_csv - -def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): +def downscaleSpatialInputs(spatial_in, key_df, down_type, SpatialResolution, skip_header): + if skip_header == 0: + header_opt = None + else: + header_opt = 0 + spatial_in = pd.read_csv(spatial_in, header=header_opt) + spatial_in = pd.DataFrame(spatial_in) + if(down_type == "dist"): + spatial_in = spatial_in/(.5**2 /SpatialResolution**2) + spatial_in['ID'] = spatial_in.index + 1 + spatial_out = key_df[["ID"]].merge(spatial_in, how = 'left', on='ID') + spatial_out = spatial_out.drop(spatial_out.columns[[0]],axis = 1) + spatial_out = spatial_out.to_numpy() + if spatial_out.shape[1] == 1: + spatial_out = spatial_out[:, 0] + return spatial_out + +def getKeyCoordinates(Coord, SpatialResolution): + pointDf = pd.DataFrame(get_array_csv(Coord, 0)) + pointDf.rename(columns = {0:'ID'}, inplace = True) + gdf = gpd.GeoDataFrame(pointDf, geometry=gpd.points_from_xy(pointDf[1], pointDf[2]), crs="epsg:4326") + gdf['geometry'] = gdf.geometry.buffer(.5, cap_style=3) + geo_grid = make_geocube(vector_data=gdf, measurements=['ID'], resolution = (SpatialResolution, SpatialResolution)) + grid_df = geo_grid.to_dataframe() + grid_df = grid_df.dropna() + grid_df = grid_df.reset_index() + grid_df['New_ID'] = grid_df.index + 1 + return grid_df + +def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years, SpatialResolution, key_df): """ Update the irrigation maps to include a unique map for each historical time period """ - - hyde_irr = get_array_csv(Irrigation_HYDE, 1) - gmia_irr = get_array_csv(Irrigation_GMIA, 1).reshape(-1, 1) # with only 1 year, resulting array is 1D, so reshape + if(SpatialResolution != .5): + hyde_irr = downscaleSpatialInputs(spatial_in = Irrigation_HYDE, key_df=key_df, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1) + gmia_irr = downscaleSpatialInputs(spatial_in = Irrigation_GMIA, key_df=key_df, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).reshape(-1,1) + else: + hyde_irr = get_array_csv(Irrigation_HYDE, 1) + gmia_irr = get_array_csv(Irrigation_GMIA, 1).reshape(-1, 1) # with only 1 year, resulting array is 1D, so reshape hyde_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] gmia_years = [2005] @@ -45,7 +79,7 @@ def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years): return irr -def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution): +def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution, key_df): """ Update the irrigation maps to include a unique map for each historical time period from Demeter outputs by crop types """ @@ -57,7 +91,10 @@ def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution): yearstr = re.sub("[^0-9]", "", filename) demeter_years.append(int(yearstr)) if int(yearstr) in years: - tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) + if(SpatialResolution!=0.5): + tmp = downscaleSpatialInputs(spatial_in = os.path.join(DemeterOutputFolder, filename),key_df=key_df,down_type='dist', SpatialResolution=SpatialResolution,skip_header=1) + else: + tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) index = check_header_Demeter_outputs(os.path.join(DemeterOutputFolder, filename)) # tmp[:, 1] is latitude area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (SpatialResolution**2) @@ -95,14 +132,18 @@ def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution): return irr_new -def getPopYearData(Population_GPW, Population_HYDE, years): +def getPopYearData(Population_GPW, Population_HYDE, years, SpatialResolution, key_df): """" Update the population maps to include a unique map for each historical time period """ # could be rewritten to only load years/files that will be needed - hyde_pop = get_array_csv(Population_HYDE, 1) - gpw_pop = get_array_csv(Population_GPW, 1) + if(SpatialResolution!=0.5): + hyde_pop = downscaleSpatialInputs(spatial_in = Population_HYDE, key_df = key_df, down_type='dist', SpatialResolution=SpatialResolution , skip_header=1) + gpw_pop = downscaleSpatialInputs(spatial_in = Population_GPW, key_df = key_df, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) + else: + hyde_pop = get_array_csv(Population_HYDE, 1) + gpw_pop = get_array_csv(Population_GPW, 1) hyde_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980] From 7a793052e854480f36dcfad62c15c13cbc2a3197 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 16 Aug 2022 14:26:11 -0400 Subject: [PATCH 091/142] removed mapindex (sub2ind) and related. These were for converting 67420 shape to 259200 flat shape, which is not used now, nor widely useful since ilat and ilon allow for converting to grid. --- tethys/data_reader/gis_reader.py | 4 +--- tethys/data_writer/outputs.py | 2 -- tethys/run_disaggregation.py | 1 - tethys/utils/utils_math.py | 31 ------------------------------- 4 files changed, 1 insertion(+), 37 deletions(-) delete mode 100644 tethys/utils/utils_math.py diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py index d5aabd2..4677180 100644 --- a/tethys/data_reader/gis_reader.py +++ b/tethys/data_reader/gis_reader.py @@ -21,13 +21,12 @@ import pandas as pd from tethys.utils.data_parser import get_array_csv from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops, downscaleSpatialInputs, getKeyCoordinates -from tethys.utils.utils_math import sub2ind def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, - Population_GPW, Population_HYDE, mapsize, SpatialResolution): + Population_GPW, Population_HYDE, SpatialResolution): # dictionary GISData{} saves the data related to GIS data GISData = dict() @@ -82,7 +81,6 @@ def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, GISData['coord'] = coord_df.to_numpy() else: GISData['coord'] = get_array_csv(Coord, 0) - #GISData['mapindex'] = sub2ind(mapsize, GISData['coord'][:, 4].astype(int)-1, GISData['coord'][:, 3].astype(int)-1) # read area values for each land grid cell, convert from ha to km2 if(SpatialResolution != .5): diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py index e2dc934..2e23008 100644 --- a/tethys/data_writer/outputs.py +++ b/tethys/data_writer/outputs.py @@ -126,7 +126,6 @@ def write_netcdf(filename, data, timestrs, unit, GISData, timestep='year'): lat = datagrp.createVariable('lat', 'f4', ('index',)) ilon = datagrp.createVariable('ilon', 'i4', ('index',)) ilat = datagrp.createVariable('ilat', 'i4', ('index',)) - map_index = datagrp.createVariable('mapindex', 'i4', ('index',)) griddata = datagrp.createVariable('data', 'f4', ('index', timestep)) griddata.units = f'{unit}/{"yr" if timestep == "year" else "month"}' griddata.description = f'Downscaled Results: {nrows} rows, {ncols} columns ({timestep}s)' @@ -138,7 +137,6 @@ def write_netcdf(filename, data, timestrs, unit, GISData, timestep='year'): lat[:] = GISData['coord'][:, 2] ilon[:] = GISData['coord'][:, 3].astype(int) ilat[:] = GISData['coord'][:, 4].astype(int) - map_index[:] = GISData['mapindex'].astype(int) + 1 griddata[:] = data[:].copy() datagrp.close() diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py index ff8c060..d7fe207 100644 --- a/tethys/run_disaggregation.py +++ b/tethys/run_disaggregation.py @@ -111,7 +111,6 @@ def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagn Irrigation_GMIA=Irrigation_GMIA, Irrigation_HYDE=Irrigation_HYDE, DemeterOutputFolder=DemeterOutputFolder, - mapsize=mapsize, SpatialResolution=SpatialResolution ) endtime2 = time.time() diff --git a/tethys/utils/utils_math.py b/tethys/utils/utils_math.py deleted file mode 100644 index 473bd3c..0000000 --- a/tethys/utils/utils_math.py +++ /dev/null @@ -1,31 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project:Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -""" -import logging -import numpy as np -from tethys.utils.exceptions import DataError - - -# Convert subscripts to linear indices -def sub2ind(array_size, row_sub, col_sub): - - linear_ind = [] - if len(row_sub) != len(col_sub): - msg = 'sub2ind: row_sub and col_sub must have equal lengths. len(row_sub) = {} len(col_sub) = {}'.format( - len(row_sub), len(col_sub)) - logging.error(msg) - - raise DataError(msg) - - arr = tuple(array_size) - for i in range(0, len(row_sub)): - temp = np.ravel_multi_index((row_sub[i], col_sub[i]), arr, order='F') - linear_ind.append(temp) - - return np.array(linear_ind) From 29b2930f9adb8ee69f37206e400c0767c775a619 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 23 Sep 2022 17:59:11 -0400 Subject: [PATCH 092/142] inital tethys2 commit --- requirements.txt | 5 +- setup.py | 5 +- tethys/__init__.py | 7 - tethys/config_reader.py | 188 - .../queries => data}/all_queries.xml | 58 +- tethys/data/regionbasins.npz | Bin 0 -> 159790 bytes tethys/data/regions.npz | Bin 0 -> 108443 bytes tethys/data_reader/__init__.py | 0 tethys/data_reader/gcam_outputs.py | 434 - tethys/data_reader/gis_reader.py | 137 - tethys/data_reader/hist_pop_irr_data.py | 182 - tethys/data_writer/__init__.py | 0 tethys/data_writer/outputs.py | 142 - tethys/diagnostics/__init__.py | 0 tethys/diagnostics/spatial_diagnostics.py | 176 - tethys/diagnostics/temporal_diagnostics.py | 69 - tethys/gridded_data.py | 224 + tethys/model.py | 392 +- ...tries_Monthly_AvgElectricity_2000_2015.csv | 14 - tethys/reference/__init__.py | 0 tethys/reference/grid_info/BasinNames.csv | 235 - tethys/reference/grid_info/Grid_Areas_ID.csv | 67420 --------------- tethys/reference/grid_info/RgnNames.csv | 33 - .../reference/grid_info/RgnNames_gcamUSA.csv | 84 - tethys/reference/grid_info/basin.csv | 67421 ---------------- .../basin_state_area_ratio_gcamUSA.csv | 141 - tethys/reference/grid_info/coordinates.csv | 67420 --------------- .../reference/grid_info/gcam_basin_lookup.csv | 236 - tethys/reference/grid_info/region32_grids.csv | 67421 ---------------- .../grid_info/region32_grids_gcamUSA.csv | 67421 ---------------- tethys/reference/obv_dom.csv | 6 - tethys/region_data.py | 53 + tethys/region_map.py | 67 + tethys/run_disaggregation.py | 202 - tethys/sensitivity/SA_ntbk.ipynb | 243 - tethys/spatial_downscaling/__init__.py | 0 tethys/spatial_downscaling/proxy_maps.py | 127 - tethys/spatial_downscaling/total_water_use.py | 45 - tethys/temporal_downscaling/__init__.py | 0 .../temporal_downscaling.py | 302 - tethys/utils/data_parser.py | 92 +- 41 files changed, 636 insertions(+), 340366 deletions(-) delete mode 100644 tethys/config_reader.py rename tethys/{reference/queries => data}/all_queries.xml (82%) create mode 100644 tethys/data/regionbasins.npz create mode 100644 tethys/data/regions.npz delete mode 100644 tethys/data_reader/__init__.py delete mode 100644 tethys/data_reader/gcam_outputs.py delete mode 100644 tethys/data_reader/gis_reader.py delete mode 100644 tethys/data_reader/hist_pop_irr_data.py delete mode 100644 tethys/data_writer/__init__.py delete mode 100644 tethys/data_writer/outputs.py delete mode 100644 tethys/diagnostics/__init__.py delete mode 100644 tethys/diagnostics/spatial_diagnostics.py delete mode 100644 tethys/diagnostics/temporal_diagnostics.py create mode 100644 tethys/gridded_data.py delete mode 100644 tethys/reference/IEA_9_Countries_Monthly_AvgElectricity_2000_2015.csv delete mode 100644 tethys/reference/__init__.py delete mode 100644 tethys/reference/grid_info/BasinNames.csv delete mode 100644 tethys/reference/grid_info/Grid_Areas_ID.csv delete mode 100644 tethys/reference/grid_info/RgnNames.csv delete mode 100644 tethys/reference/grid_info/RgnNames_gcamUSA.csv delete mode 100644 tethys/reference/grid_info/basin.csv delete mode 100644 tethys/reference/grid_info/basin_state_area_ratio_gcamUSA.csv delete mode 100644 tethys/reference/grid_info/coordinates.csv delete mode 100644 tethys/reference/grid_info/gcam_basin_lookup.csv delete mode 100644 tethys/reference/grid_info/region32_grids.csv delete mode 100644 tethys/reference/grid_info/region32_grids_gcamUSA.csv delete mode 100644 tethys/reference/obv_dom.csv create mode 100644 tethys/region_data.py create mode 100644 tethys/region_map.py delete mode 100644 tethys/run_disaggregation.py delete mode 100644 tethys/sensitivity/SA_ntbk.ipynb delete mode 100644 tethys/spatial_downscaling/__init__.py delete mode 100644 tethys/spatial_downscaling/proxy_maps.py delete mode 100644 tethys/spatial_downscaling/total_water_use.py delete mode 100644 tethys/temporal_downscaling/__init__.py delete mode 100644 tethys/temporal_downscaling/temporal_downscaling.py diff --git a/requirements.txt b/requirements.txt index bead30f..a638e4e 100755 --- a/requirements.txt +++ b/requirements.txt @@ -3,4 +3,7 @@ numpy~=1.21 pandas~=1.2.4 requests~=2.20.0 gcamreader>=1.2.5 -netCDF4~=1.6 \ No newline at end of file +netCDF4~=1.6 +tifffile~=2022.5.4 +Pillow~=8.4.0 +setuptools~=57.0.0 \ No newline at end of file diff --git a/setup.py b/setup.py index 8418cd1..4b13a0f 100644 --- a/setup.py +++ b/setup.py @@ -33,7 +33,10 @@ def get_requirements(): 'pandas~=1.2.4', 'requests~=2.20.0', 'gcamreader>=1.2.5', - 'netCDF4~=1.6' + 'netCDF4~=1.6', + 'tifffile~=2022.5.4', + 'Pillow~=8.4.0', + 'setuptools~=57.0.0' ], extras_require={ 'dev': [ diff --git a/tethys/__init__.py b/tethys/__init__.py index d3033a3..e69de29 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,7 +0,0 @@ -from .model import * -from .install_supplement import * -from .config_reader import * -from .run_disaggregation import * -from .logger import * - -__version__ = "1.3.1" \ No newline at end of file diff --git a/tethys/config_reader.py b/tethys/config_reader.py deleted file mode 100644 index 49ee471..0000000 --- a/tethys/config_reader.py +++ /dev/null @@ -1,188 +0,0 @@ -import os -import pkg_resources -import re - -from configobj import ConfigObj - -from tethys.logger import Logger - - -class ReadConfig(Logger): - """Read the configuration file to a dictionary. - - :param config_file: Full path with file name and extension to the input config.ini file - :type config_file: str - - """ - - # type hints - config_file: str - - DEFAULT_CONFIG_FILE = pkg_resources.resource_filename('tethys', 'data/config.ini') - - def __init__(self, **kwargs): - - self.params = kwargs - - # inherit logger class attributes - super(ReadConfig, self).__init__() - - # if no configuration file has been provided, use the default template - self.config_file = self.params.get('config_file', self.DEFAULT_CONFIG_FILE) - - # read into config object - self.config = ConfigObj(self.config_file) - - # project level - self.project_config = self.config.get('Project') - - # GCAM access settings - self.gcam_config = self.config.get('GCAM') - - # reference data - self.map_params = self.config.get('GriddedMap') - - # update any default dictionary values with items specified as arguments by the user - self.project_config.update(self.params) - - self.ProjectName = self.validate_string(self.project_config.get('ProjectName')) - - self.InputFolder = self.validate_directory(self.project_config.get('InputFolder'), 'InputFolder') - self.OutputFolder = os.path.join(self.project_config.get('OutputFolder'), self.ProjectName) - self.rgnmapdir = self.project_config.get('rgnmapdir') - self.OutputFormat = int(self.project_config.get('OutputFormat', 0)) - self.OutputUnit = int(self.project_config.get('OutputUnit', 0)) - self.PerformWithdrawal = int(self.project_config.get('PerformWithdrawal', 1)) - self.PerformConsumption = int(self.project_config.get('PerformConsumption', 0)) - self.PerformDiagnostics = int(self.project_config.get('PerformDiagnostics', 0)) - self.PerformTemporal = int(self.project_config.get('PerformTemporal', 0)) - self.UseDemeter = int(self.project_config.get('UseDemeter', 0)) - self.DemeterOutputFolder = self.project_config.get('DemeterOutputFolder', 'None') - self.SpatialResolution = float(self.project_config.get('SpatialResolution', 0.5)) - - # assumes geographic coordinates - self.mapsize = [int(180 / self.SpatialResolution), int(360 / self.SpatialResolution)] - - self.GCAM_DBpath = os.path.join(self.InputFolder, self.gcam_config.get('GCAM_DBpath', None)) - self.GCAM_DBfile = self.gcam_config.get('GCAM_DBfile', None) - - self.GCAMUSA = int(self.project_config.get('GCAMUSA', 0)) - - self.query_file = self.gcam_config.get('GCAM_query', 'None') - if not self.query_file.endswith('.xml'): - self.query_file = pkg_resources.resource_filename('tethys', 'reference/queries/all_queries.xml') - - # a single year input will be string not list for self.years - self.years = self.gcam_config.get('GCAM_Years', None) - - if not isinstance(self.years, list): - self.years = [self.years] - self.years = [int(i) for i in self.years] - - # update any default dictionary values with items specified as arguments by the user - self.map_params.update(self.params) - - self.Area = os.path.join(self.InputFolder, self.map_params.get('Area', 'None')) - if os.path.basename(self.Area) == 'None': - self.Area = pkg_resources.resource_filename('tethys', 'reference/grid_info/Grid_Areas_ID.csv') - - self.Coord = os.path.join(self.InputFolder, self.map_params.get('Coord', 'None')) - if os.path.basename(self.Coord) == 'None': - self.Coord = pkg_resources.resource_filename('tethys', 'reference/grid_info/coordinates.csv') - - self.InputBasinFile = os.path.join(self.InputFolder, self.map_params.get('BasinIDs', 'None')) - if os.path.basename(self.InputBasinFile) == 'None': - self.InputBasinFile = pkg_resources.resource_filename('tethys', 'reference/grid_info/basin.csv') - - self.BasinNames = os.path.join(self.InputFolder, self.map_params.get('BasinNames', 'None')) - if os.path.basename(self.BasinNames) == 'None': - self.BasinNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/BasinNames.csv') - - self.gcam_basin_lu = os.path.join(self.InputFolder, self.map_params.get('GCAM_Basin_Key', 'None')) - if os.path.basename(self.gcam_basin_lu) == 'None': - self.gcam_basin_lu = pkg_resources.resource_filename('tethys', 'reference/grid_info/gcam_basin_lookup.csv') - - self.InputRegionFile = os.path.join(self.InputFolder, self.map_params.get('RegionIDs', 'None')) - if os.path.basename(self.InputRegionFile) == 'None': - if self.GCAMUSA == 1: - self.InputRegionFile = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids_gcamUSA.csv') - else: - self.InputRegionFile = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/region32_grids.csv') - - self.RegionNames = os.path.join(self.InputFolder, self.map_params.get('RegionNames', 'None')) - if os.path.basename(self.RegionNames) == 'None': - if self.GCAMUSA == 1: - self.RegionNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/RgnNames_gcamUSA.csv') - else: - self.RegionNames = pkg_resources.resource_filename('tethys', 'reference/grid_info/RgnNames.csv') - - self.Population_GPW = os.path.join(self.InputFolder, self.map_params.get('Population_GPW')) - self.Population_HYDE = os.path.join(self.InputFolder, self.map_params.get('Population_HYDE')) - - self.Irrigation_GMIA = os.path.join(self.InputFolder, self.map_params.get('Irrigation_GMIA', 'None')) - self.Irrigation_HYDE = os.path.join(self.InputFolder, self.map_params.get('Irrigation_HYDE', 'None')) - - self.Livestock_Buffalo = os.path.join(self.InputFolder, self.map_params.get('Livestock_Buffalo')) - self.Livestock_Cattle = os.path.join(self.InputFolder, self.map_params.get('Livestock_Cattle')) - self.Livestock_Goat = os.path.join(self.InputFolder, self.map_params.get('Livestock_Goat')) - self.Livestock_Sheep = os.path.join(self.InputFolder, self.map_params.get('Livestock_Sheep')) - self.Livestock_Poultry = os.path.join(self.InputFolder, self.map_params.get('Livestock_Poultry')) - self.Livestock_Pig = os.path.join(self.InputFolder, self.map_params.get('Livestock_Pig')) - - # Additional details for GCAM USA (Only if present) - self.basin_state_area = os.path.join(self.InputFolder, self.map_params.get('BasinStateArea', 'None')) - if os.path.basename(self.basin_state_area) == 'None' and self.GCAMUSA == 1: - self.basin_state_area = \ - pkg_resources.resource_filename('tethys', 'reference/grid_info/basin_state_area_ratio_gcamUSA.csv') - - if self.PerformTemporal: - self.temporal_params = self.config.get('TemporalDownscaling') - - # update any default dictionary values with items specified as arguments by the user - self.temporal_params.update(self.params) - - self.temporal_climate = self.temporal_params.get('temporal_climate') - self.Domestic_R = self.temporal_params.get('Domestic_R') - self.Irr_MonthlyData = self.temporal_params.get('Irr_MonthlyData') - self.TemporalInterpolation = int(self.temporal_params.get('TemporalInterpolation')) - else: # quick fix to allow running spatial only - self.temporal_climate = None - self.Domestic_R = None - self.Irr_MonthlyData = None - self.TemporalInterpolation = None - - if self.UseDemeter: - demeter_years = [] - for filename in os.listdir(self.DemeterOutputFolder): # Folder contains Demeter outputs - if filename.endswith('.csv'): - yearstr = re.sub("[^0-9]", "", filename) - demeter_years.append(int(yearstr)) - - # If we use Demeter outputs, we will start from the beginning year in Demeter. - self.years = [i for i in self.years if i >= min(demeter_years)] - - @staticmethod - def validate_string(string): - """Ensure that a string is all lower case and spaces are underscore separated. - - :param string: any string value - :type string: str - - :return: lower case underscore separated string - - """ - - return '_'.join(string.strip().lower().split(' ')) - - @staticmethod - def validate_directory(directory, param_name): - """Ensure directory exists.""" - - if os.path.isdir(directory): - return directory - - else: - msg = f"Directory {directory} not found for {param_name}" - raise NotADirectoryError(msg) diff --git a/tethys/reference/queries/all_queries.xml b/tethys/data/all_queries.xml similarity index 82% rename from tethys/reference/queries/all_queries.xml rename to tethys/data/all_queries.xml index a4bd2e1..27f6b17 100644 --- a/tethys/reference/queries/all_queries.xml +++ b/tethys/data/all_queries.xml @@ -1,28 +1,6 @@ - - - - - LandLeaf - land-allocation[@year] - /LandNode[@name='root' or @type='LandNode' (: collapse :)]//LandNode[starts-with(@name, 'CropLand')]//LandLeaf[not(starts-with(@name, 'OtherArableLand'))]/land-allocation/text() - - - - - - - - - region - populationMiniCAM - demographics[not(contains(parent::region/@name, 'grid'))]/populationMiniCAM/total-population/node() - - - - @@ -36,7 +14,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -47,7 +25,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -58,7 +36,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -69,7 +47,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -80,7 +58,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -91,7 +69,7 @@ - + subsector demand-physical[@vintage] AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() @@ -102,7 +80,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -113,7 +91,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -124,7 +102,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -135,7 +113,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -146,7 +124,7 @@ - + sector demand-physical[@vintage] *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -157,7 +135,7 @@ - + subsector demand-physical[@vintage] AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() @@ -168,7 +146,7 @@ - + sector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_W')]/physical-output/node() @@ -179,7 +157,7 @@ - + sector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_W')]/physical-output/node() @@ -190,7 +168,7 @@ - + subsector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_W')]/physical-output/node() @@ -201,7 +179,7 @@ - + sector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_C')]/physical-output/node() @@ -212,7 +190,7 @@ - + sector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_C')]/physical-output/node() @@ -223,7 +201,7 @@ - + subsector physical-output[@vintage] *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_C')]/physical-output/node() diff --git a/tethys/data/regionbasins.npz b/tethys/data/regionbasins.npz new file mode 100644 index 0000000000000000000000000000000000000000..488cd85efe3e549be08eb75fbf3121879b29dc95 GIT binary patch literal 159790 zcmeFY`Ck&)_diZG)ijfpHCE zB92BZ)e?UF7<%E4Eisd)4)%vpqmvV^e(l{gecI{N^uyc8TWiOifJc~DpD)~3EU?=_pexr646-{Z_rkk)YWsT&PlkUgxT1xYX59 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zdsbf>{=!diZ=pKt>S{gdnd?s*4;Y#6V;oiQRZM;8)Lnkg+A;sYR?o541(q*%FDY|B z8usXyXTS81hvwKf#pZY(y`Q6glv8o~OV2gxTR4Y9f+LsCNB2Yvru&v-{g< z5xH~Y>wjM4{qcdIteDLGWp+ox2GrU%x?P>oPRn;(wIE^!qw3O{tdB*sW#4FSt$h7S z443^~Knb_~`gNbyPwUkUUW^;6u5_K`!dOlAG}i!D4cX!an5R6e)P}Zu6%twX@ZyrKiM&7eP(6{aOv1TlkT t(izVmyb0$1zd!oF2u{G|B}l;sO--S@h1o2bNNWZ)gF1$KS~6+!e*hEahhqQ$ literal 0 HcmV?d00001 diff --git a/tethys/data_reader/__init__.py b/tethys/data_reader/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/data_reader/gcam_outputs.py b/tethys/data_reader/gcam_outputs.py deleted file mode 100644 index bbc64cc..0000000 --- a/tethys/data_reader/gcam_outputs.py +++ /dev/null @@ -1,434 +0,0 @@ -""" -Import and process sector data from GCAM source database. - -@author: Chris R. Vernon (chris.vernon@pnnl.gov), Xinya Li (xinya.li@pnl.gov) - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute -""" - -import gcamreader -import numpy as np -import pandas as pd - - -# codes for 50 states + DC + PR -states = ['AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', - 'GA', 'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', - 'MD', 'ME', 'MI', 'MN', 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', - 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'PR', - 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', - 'WV', 'WY'] - - -def get_region_info(f): - """ - Get a dictionary of {region_name: region_id, ...} - - :param f: full path to CSV file of GCAM region names and ids - :return: dictionary, {region_name: region_id, ...} - """ - return pd.read_csv(f).groupby('region').sum().to_dict()['region_id'] - - -def get_basin_info(f): - """ - Get a dictionary of {region_name: region_id, ...} - - :param f: full path to CSV file of GCAM basin names and ids - :return: dictionary, {basin_name: basin_id, ...} - """ - return pd.read_csv(f, usecols=['glu_name', 'basin_id'], index_col='glu_name').to_dict()['basin_id'] - - -def population_to_array(conn, query, d_reg_name, years): - """ - Query GCAM database for population. Place in format required by - Tethys. - In unit: thousands - Out unit: ones - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use in YYYY integer format - - :return: NumPy array of (regions, value per year) shape. - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Remove NA's - df = df[df['region'].notnull()] - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region'], columns='Year', fill_value=0) - - return piv.values * 1000 - - -def df_to_array(df, d_reg_name, years): - # pivot df to region - year array, then filter, expand, and order regions and years - pivot = pd.pivot_table(df, values='value', index='region', columns='Year', fill_value=0, aggfunc=np.sum) - pivot = pivot.reindex(index=sorted(d_reg_name.values()), columns=years, fill_value=0) - return pivot.to_numpy() - - -def nonag_water_demand_to_array(conn, query, d_reg_name, years): - """ - Query GCAM database for industrical manufacturing water demand (billion m3). - Place in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use - - :return: NumPy array of (regions, years) shape - """ - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Restructure data (For GCAM USA queries) - # Check if column name "input" exists it means that the new GCAM USA queries were used. - # Rename this to "output" to conform with original format - if 'output' in df.columns: - df.rename(columns={"output": "input"}, inplace=True) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - return df_to_array(df, d_reg_name, years) - - -def livestock_water_demand_to_array(conn, query, query_core, d_reg_name, years): - """ - Query GCAM database for livestock water demand (billion m3). - Place in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param query_core: XPath Query for GCAM core - :param d_reg_name: A dictionary of 'region_name': region_id - :param years: list of years to use - - :return: NumPy array of (regions per type, years) shape - """ - # query content to data frame - df = conn.runQuery(query) - - # If using GCAM USA queries - # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by animal - # Check if column name "input" exists it means that the new GCAM USA queries were used. - # Rename this to "output" to conform with original format - if 'output' in df.columns: - df.rename(columns={"output": "input"}, inplace=True) - df_core = conn.runQuery(query_core) - df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'Units', 'scenario', 'input']).agg({'value': 'sum'}).reset_index() - df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] - df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] - df_core_us_ratio = df_core_us.assign( - ratio=lambda x: x['value'] / (x.groupby(['region', 'Year']).transform('sum')['value']) - ) - d_reg_name_us = dict(filter(lambda elem: elem[1] > 32, d_reg_name.items())) - search_list = '|'.join(d_reg_name_us.keys()) - df_us = df[df['region'].str.contains(search_list)] - df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], - df_core_us_ratio[['Year', 'sector', 'ratio']], on=['Year'], how='left') - df_us_new['value'] = df_us_new['ratio']*df_us_new['value'] - df_us_new = df_us_new.drop('ratio', 1) - df = df_us_new.append(df_core_non_us) - - # drop unneeded cols - df.drop(['Units', 'scenario', 'input'], axis=1, inplace=True) - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # set ordering of livestock - # combine beef and dairy into "bovine" that will be proxied by buffalo + cattle - # keep sheepgoat and use sheep + goat as proxy - df['sector'] = df['sector'].map({'Beef': 0, 'Dairy': 0, 'SheepGoat': 1, 'Poultry': 2, 'Pork': 3}) - - # convert shape for use in Tethys, handle order and filter years - piv = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='Year', fill_value=0, aggfunc=np.sum) - piv = piv.reindex(index=[(i, j) for i in range(4) for j in sorted(d_reg_name.values())], columns=years, fill_value=0) - - return np.reshape(piv.to_numpy(), (4, len(d_reg_name), len(years))) - - -def land_to_array(conn, query, query_core, basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years): - """ - Query GCAM database for irrigated land area per region, subregion, - and crop type. Place in format required by Tethys. - - :param conn: gcamreader database object - :param query: XPath Query - :param query_core: XPath Query for GCAM core - :param basin_state_area: state basin area ratios for GCAM USA - :param d_reg_name: A dictionary of 'region_name': region_id - :param d_basin_name: A dictionary of 'basin_name' : basin_id - :param d_crops: A dictionary of 'crop_name': crop_id - :param years: list of years to use - - :return: NumPy array where col_1: region_id, col_2: subreg_id, - col_3: crop_number, col_n...n: irrigated area per year in - thousands km2 - """ - - # query content to data frame - df = conn.runQuery(query) - - # If using GCAM USA queries - # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by basin - # Check if length of d_reg_name are more than 33 which indicates it includes states from GCAM USA - # Apply the distribution per basin to state/basin - if any(item in d_reg_name for item in states): - # Get US land allocation by basin - df_us = df[df['region'].str.contains("USA")].copy() - df_us['basin'] = df_us['land-allocation'].str.replace("^.*?_", "") - df_us['basin'] = df_us['basin'].str.replace("_IRR.*$", "") - df_us['basin'] = df_us['basin'].str.replace("_RFD.*$", "") - df_us = df_us.drop('region', axis=1) - # Get US states and basins - df_core = conn.runQuery(query_core) - df_core_st_basin = df_core[df_core['region'].str.contains("USA")].copy() - df_core_st_basin = df_core_st_basin[['subsector', 'sector']].drop_duplicates().reset_index(drop=True) - df_core_st_basin.rename(columns={"subsector": "region", "sector": "basin"}, inplace=True) - df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("water_td_irr_", "") - df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_W", "") - df_core_st_basin['basin'] = df_core_st_basin['basin'].str.replace("_C", "") # added this to fix consumption - # Make a copy of US values for each state by joining by basin - df_us_new = pd.merge(df_us, df_core_st_basin, on=['basin'], how='left') - df_area = pd.read_csv(basin_state_area) # Get area ratio of each state in basins - df_area = df_area[['basin', 'subRegion_State', 'area_ratio']] - df_area.rename(columns={"subRegion_State": "region"}, inplace=True) - df_us_new_area = pd.merge(df_us_new, df_area, on=['basin', 'region'], how='left') - df_us_new_area['valueNew'] = df_us_new_area['value']*df_us_new_area['area_ratio'] - df_us_new_area = df_us_new_area.drop(['basin', 'value', 'area_ratio'], axis=1) - df_us_new_area.rename(columns={"valueNew": "value"}, inplace=True) - df = df.append(df_us_new_area) - # Check US Total - # df_us_new_check = df_us_new_area.groupby(['Year', 'Units', 'land-allocation','scenario']).agg( - # {'value': 'sum'}).reset_index() - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # drop unused columns - df.drop(['Units', 'scenario'], axis=1, inplace=True) - - # replace region name with region number - df['region'] = df['region'].map(d_reg_name) - - temp = df['land-allocation'].apply(lambda x: x.split('_')[-1]) - if 'IRR' in temp.unique(): - df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-2][0]) # 'Root_Tuber' will be 'Root' - df['subreg'] = df['land-allocation'].apply(lambda x: x.split('_')[-2]).map(d_basin_name) - df['use'] = df['land-allocation'].apply(lambda x: x.split('_')[-1]) - df = df.loc[df['use'] == 'IRR'].copy() - df.drop('land-allocation', axis=1, inplace=True) - else: - # create management type column - df['mgmt'] = df['land-allocation'].apply(lambda x: x.split('_')[-1]) - df['crop'] = df['land-allocation'].apply(lambda x: x.split('_')[:-3][0]) # 'Root_Tuber' will be 'Root' - df['subreg'] = df['land-allocation'].apply(lambda x: x.split('_')[-3]).map(d_basin_name) - df['use'] = df['land-allocation'].apply(lambda x: x.split('_')[-2]) - df = df.loc[df['use'] == 'IRR'].copy() - df.drop('land-allocation', axis=1, inplace=True) - - # sum hi and lo management allocation - df = df.drop(['mgmt'], axis=1) - df = df.groupby(['region', 'subreg', 'crop', 'use', 'Year']).sum() - df = df.reset_index() - - # aggregate all biomass crops - df['crop'] = df['crop'].map(sub_to_sector) - grp = df.groupby(['region', 'subreg', 'crop', 'Year']).sum() - grp.reset_index(inplace=True) - - # convert crop name to number reference - grp['crop'] = grp['crop'].map(sector_to_id) - - # convert shape for use in Tethys - piv = pd.pivot_table(grp, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0, aggfunc=np.sum) - piv.reset_index(inplace=True) - - return piv.values - - -def irr_water_demand_to_array(conn, query, query_core, d_reg_name, d_basin_name, years): - """ - Query GCAM database for irrigated water demand (billion m3). Place - in format required by Tethys. - - :param conn: gcam_reader database object - :param query: XPath Query - :param query_core: XPath Query for GCAM core - :param d_reg_name: A dictionary of 'region_name': region_id - :param d_crops: A dictionary of 'crop_name': crop_id - :param years: list of years to use - - :return: NumPy array where col_1: region_id, col_2: subreg_id, - col_3: crop_number, col_n...n: irrigated demand per year in - billion m3 - """ - # query content to data frame - df = conn.runQuery(query) - - # If using GCAM USA queries - # Restructure data (For GCAM USA queries) & also read in core GCAM values to distribute by crop - # Check if column name "input" exists it means that the new GCAM USA queries were used. - # Rename this to "output" to conform with original format - if 'output' in df.columns: - df = df.drop(['region', 'output'], axis=1) - df.rename(columns={"sector": "input", "subsector": "region"}, inplace=True) - df_core = conn.runQuery(query_core) - df_core_sum = df_core.groupby(['region', 'Year', 'sector', 'subsector', 'Units', 'scenario', 'input']).agg( - {'value': 'sum'}).reset_index() - df_core_non_us = df_core_sum[~df_core_sum['region'].str.contains("USA")] - df_core_us = df_core_sum[df_core_sum['region'].str.contains("USA")] - df_core_us_ratio = df_core_us.assign( - ratio=lambda x: x['value'] / (x.groupby(['input', 'Year']).transform('sum')['value']) - ) - d_reg_name_us = dict(filter(lambda elem: elem[1] > 32, d_reg_name.items())) - search_list = '|'.join(d_reg_name_us.keys()) - df_us = df[df['region'].str.contains(search_list)] - df_us_new = pd.merge(df_us[['Units', 'scenario', 'region', 'input', 'Year', 'value']], - df_core_us_ratio[['Year', 'sector', 'subsector', 'input', 'ratio']], on=['Year', 'input'], how='left') - df_us_new['value'] = df_us_new['ratio'] * df_us_new['value'] - df_us_new = df_us_new.drop('ratio', 1) - df = df_us_new.append(df_core_non_us) - # Check US Total - # df_us_new_check = df_us_new.groupby(['Year', 'region', 'Units', 'scenario', 'input']).agg( - # {'value': 'sum'}).reset_index() - - df2 = df.loc[:, ['subsector', 'sector']] - df2['subsector'] = df2['subsector'].str.replace('_.*$', '', regex=True) - df2.set_index('subsector', inplace=True) - sub_to_sector = df2.to_dict()['sector'] - sector_to_id = dict((k, v + 1) for v, k in enumerate(sorted(set(sub_to_sector.values()), key=str.upper))) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # drop unused columns - df.drop(['Units', 'scenario', 'input'], axis=1, inplace=True) - - # replace region name with region number - df['region'] = df['region'].map(d_reg_name) - - df['subreg'] = df['subsector'].apply(lambda x: x.split('_')[-1]).map(d_basin_name) - - df['crop'] = df['sector'].map(sector_to_id) - - # drop sector - df.drop('sector', axis=1, inplace=True) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # convert shape for use in Tethys - piv = pd.pivot_table(df, values='value', index=['region', 'subreg', 'crop'], columns='Year', fill_value=0, aggfunc=np.sum) - piv.reset_index(inplace=True) - - return piv.values, sub_to_sector, sector_to_id - - -def elec_proportions_to_array(conn, query, d_reg_name, years): - - # query content to data frame - df = conn.runQuery(query) - - # get only target years - df = df.loc[df['Year'].isin(years)].copy() - - # map region_id to region name - df['region'] = df['region'].map(d_reg_name) - - # Remove USA if using GCAM USA - if any(item in d_reg_name for item in states): - df.loc[df.region == 1, 'value'] = 0 - - # comm/resid heating/cooling is from regular GCAM, the rest is categories from states that might be equivalent - # "other" building elec sector is implicit by what's left - heating_sectors = ['comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'] - cooling_sectors = ['comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'] - - bld_array = df_to_array(df[df.input == 'elect_td_bld'], d_reg_name, years) - heating_array = df_to_array(df[df.sector.isin(heating_sectors)], d_reg_name, years) - cooling_array = df_to_array(df[df.sector.isin(cooling_sectors)], d_reg_name, years) - total_array = df_to_array(df, d_reg_name, years) - - # build output dict of ratios, handle 0/0 case - ele = {'building': np.divide(bld_array, total_array, out=np.zeros_like(bld_array), where=total_array != 0), - 'heating': np.divide(heating_array, bld_array, out=np.zeros_like(heating_array), where=bld_array != 0), - 'cooling': np.divide(cooling_array, bld_array, out=np.zeros_like(cooling_array), where=bld_array != 0) - } - ele['industry'] = 1 - ele['building'] - ele['others'] = 1 - ele['heating'] - ele['cooling'] - - return ele - - -def get_gcam_data(years, RegionNames, gcam_basin_lu, GCAM_DBpath, GCAM_DBfile, query_file, - basin_state_area, PerformTemporal, demand, variant): - """ - Import and format GCAM data from database for use in Tethys. - - :return: dictionary, {metric: numpy array, ...} - """ - - # get region info as dict - d_reg_name = get_region_info(RegionNames) - - # get basin info as dict - d_basin_name = get_basin_info(gcam_basin_lu) - - # get GCAM database connection and queries objects - conn = gcamreader.LocalDBConn(GCAM_DBpath, GCAM_DBfile, suppress_gabble=False) - queries = {i.title: i for i in gcamreader.parse_batch_query(query_file)} - - d = {'pop_tot': population_to_array(conn, queries['Population by region'], d_reg_name, years), - 'rgn_wddom': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Domestic)'], d_reg_name, years), - 'rgn_wdelec': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Industrial - Electricity)'], d_reg_name, years), - 'rgn_wdmfg': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Industrial-Manufacturing)'], d_reg_name, years), - 'rgn_wdmining': nonag_water_demand_to_array(conn, queries[f'Water {demand} (Resource Extraction){variant}'], d_reg_name, years), - 'wdliv': livestock_water_demand_to_array(conn, queries[f'Water {demand} (Livestock){variant}'], - queries[f'Water {demand} (Livestock)'], d_reg_name, years)} - - d['irrV'], sub_to_sector, sector_to_id = irr_water_demand_to_array(conn, queries[f'Water {demand} (Agriculture by subsector){variant}'], - queries[f'Water {demand} (Agriculture by subsector)'], - d_reg_name, d_basin_name, years) - d['irrArea'] = land_to_array(conn, queries[f'Crop Land Allocation'], queries[f'Water {demand} (Agriculture by subsector){variant}'], basin_state_area, d_reg_name, d_basin_name, sub_to_sector, sector_to_id, years) - - if PerformTemporal: # only query this if needed, otherwise save time - d['elec_p'] = elec_proportions_to_array(conn, queries['elec consumption by demand sector'], d_reg_name, years) - - return d diff --git a/tethys/data_reader/gis_reader.py b/tethys/data_reader/gis_reader.py deleted file mode 100644 index 4677180..0000000 --- a/tethys/data_reader/gis_reader.py +++ /dev/null @@ -1,137 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -This reader will reading the following three types of input files: -1. asc input files that were generated in GIS for baseyear disaggregation of water withdrawals. -2. other input files that were generated in GIS -3. region map files. All of these are two-column comma-separated tables. - -Note we allow for (and in fact require) a single header line. The assumption is that there are two region mappings in -play. The first is the 'ag' mapping, which covers agriculture (including land use), livestock, and (currently) mining. -The second is the 'nonag' mapping, which covers everything else. - -""" - -import numpy as np -import pandas as pd -from tethys.utils.data_parser import get_array_csv -from tethys.data_reader.hist_pop_irr_data import getPopYearData, getIrrYearData, getIrrYearData_Crops, downscaleSpatialInputs, getKeyCoordinates - - -def getGISData(UseDemeter, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, Livestock_Sheep, - Livestock_Poultry, Livestock_Pig, Coord, Area, InputRegionFile, InputBasinFile, BasinNames, - Irrigation_GMIA, Irrigation_HYDE, years, DemeterOutputFolder, - Population_GPW, Population_HYDE, SpatialResolution): - # dictionary GISData{} saves the data related to GIS data - GISData = dict() - - - key = getKeyCoordinates(Coord, SpatialResolution) - print(key.head()) - - # using finer resolution gridded population map (from HYDE or GPW) according to year availability - GISData['pop'] = getPopYearData(Population_GPW=Population_GPW, - Population_HYDE=Population_HYDE, - years=years, - SpatialResolution = SpatialResolution, - key_df = key) # dictionary - - if UseDemeter: - # using finer resolution gridded Irrigation map (from demeter by individual crops) according to year availability - GISData['irr'] = getIrrYearData_Crops(DemeterOutputFolder=DemeterOutputFolder, - years=years, - SpatialResolution=SpatialResolution, - key_df = key) - else: - # using finer resolution gridded Irrigation map (from HYDE or GMIA) according to year availability - GISData['irr'] = getIrrYearData(Irrigation_GMIA=Irrigation_GMIA, - Irrigation_HYDE=Irrigation_HYDE, - years=years, - SpatialResolution=SpatialResolution, - key_df = key) # dictionary - - # Livestock (heads) in year 2000: dim is 4x67420x1 # TODO: update to latest version of dataset - if(SpatialResolution != .5): - GISData['Livestock'] = np.stack([downscaleSpatialInputs(spatial_in = Livestock_Buffalo, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) + - downscaleSpatialInputs(spatial_in = Livestock_Cattle, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), - downscaleSpatialInputs(spatial_in = Livestock_Goat, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) + - downscaleSpatialInputs(spatial_in = Livestock_Sheep, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), - downscaleSpatialInputs(spatial_in = Livestock_Poultry, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1), - downscaleSpatialInputs(spatial_in = Livestock_Pig, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1)]).reshape(4,-1,1) - else: - GISData['Livestock'] = np.stack([get_array_csv(Livestock_Buffalo, 1) + get_array_csv(Livestock_Cattle, 1), - get_array_csv(Livestock_Goat, 1) + get_array_csv(Livestock_Sheep, 1), - get_array_csv(Livestock_Poultry, 1), - get_array_csv(Livestock_Pig, 1)]).reshape(4, -1, 1) - - # TODO: be explicit about array reshaping to catch errors rather than using -1 (dimension constants?) - - # Coordinates for flattened grd: 67420 x 5 - # The columns are ID#, lon, lat, ilon, ilat - if(SpatialResolution != .5): - coord_df = key - coord_df['ilat'] = pd.DataFrame(coord_df['y']).rank(axis=0, method='dense').astype(int) - coord_df['ilon'] = pd.DataFrame(coord_df['x']).rank(axis=0, method='dense').astype(int) - coord_df = coord_df[["New_ID", "y", "x", "ilat", "ilon"]] - GISData['coord'] = coord_df.to_numpy() - else: - GISData['coord'] = get_array_csv(Coord, 0) - - # read area values for each land grid cell, convert from ha to km2 - if(SpatialResolution != .5): - GISData['area'] = downscaleSpatialInputs(spatial_in = Area, key_df=key, down_type='dist', SpatialResolution=SpatialResolution, skip_header=0) * 0.01 - else: - GISData['area'] = get_array_csv(Area, 0) * 0.01 - - - # Basin ID Map: 67420 x 1, 235 Basins - if(SpatialResolution != .5): - GISData['BasinIDs'] = downscaleSpatialInputs(spatial_in = InputBasinFile, key_df=key, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).astype(int) - else: - GISData['BasinIDs'] = get_array_csv(InputBasinFile, 1).astype(int) - - # Corresponding to Basin ID Map, 235 Basin Names: 1D String Array - with open(BasinNames, 'r') as f: - GISData['BasinNames'] = f.read().splitlines() - - # 67420 valid "land cells" - if(SpatialResolution != .5): - GISData['RegionIDs'] = downscaleSpatialInputs(spatial_in = InputRegionFile, key_df=key, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).astype(int) - else: - GISData['RegionIDs'] = get_array_csv(InputRegionFile, 1).astype(int) - - - GISData['nregions'] = GISData['RegionIDs'].max() # Number of regions - - GISData['RegionBasins'] = dict() - for i, pair in enumerate(zip(GISData['RegionIDs'], GISData['BasinIDs'])): - if (pair[0] != 0): - if pair not in GISData['RegionBasins']: - GISData['RegionBasins'][pair] = list() - GISData['RegionBasins'][pair].append(i) - for pair in GISData['RegionBasins']: - GISData['RegionBasins'][pair] = np.array(GISData['RegionBasins'][pair]) - - GISData['basinlookup'] = dict() - for i, basin in enumerate(GISData['BasinIDs']): - if basin not in GISData['basinlookup']: - GISData['basinlookup'][basin] = list() - GISData['basinlookup'][basin].append(i) - for basin in GISData['basinlookup']: - GISData['basinlookup'][basin] = np.array(GISData['basinlookup'][basin]) - - GISData['regionlookup'] = dict() - for i, region in enumerate(GISData['RegionIDs']): - if region != 0: - if region not in GISData['regionlookup']: - GISData['regionlookup'][region] = list() - GISData['regionlookup'][region].append(i) - for region in GISData['regionlookup']: - GISData['regionlookup'][region] = np.array(GISData['regionlookup'][region]) - - return GISData diff --git a/tethys/data_reader/hist_pop_irr_data.py b/tethys/data_reader/hist_pop_irr_data.py deleted file mode 100644 index 25352cd..0000000 --- a/tethys/data_reader/hist_pop_irr_data.py +++ /dev/null @@ -1,182 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -""" - -import os -import re -import logging -import pandas as pd -from geocube.api.core import make_geocube -import geopandas as gpd - -import numpy as np -from tethys.utils.data_parser import get_array_csv - -def downscaleSpatialInputs(spatial_in, key_df, down_type, SpatialResolution, skip_header): - if skip_header == 0: - header_opt = None - else: - header_opt = 0 - spatial_in = pd.read_csv(spatial_in, header=header_opt) - spatial_in = pd.DataFrame(spatial_in) - if(down_type == "dist"): - spatial_in = spatial_in/(.5**2 /SpatialResolution**2) - spatial_in['ID'] = spatial_in.index + 1 - spatial_out = key_df[["ID"]].merge(spatial_in, how = 'left', on='ID') - spatial_out = spatial_out.drop(spatial_out.columns[[0]],axis = 1) - spatial_out = spatial_out.to_numpy() - if spatial_out.shape[1] == 1: - spatial_out = spatial_out[:, 0] - return spatial_out - -def getKeyCoordinates(Coord, SpatialResolution): - pointDf = pd.DataFrame(get_array_csv(Coord, 0)) - pointDf.rename(columns = {0:'ID'}, inplace = True) - gdf = gpd.GeoDataFrame(pointDf, geometry=gpd.points_from_xy(pointDf[1], pointDf[2]), crs="epsg:4326") - gdf['geometry'] = gdf.geometry.buffer(.5, cap_style=3) - geo_grid = make_geocube(vector_data=gdf, measurements=['ID'], resolution = (SpatialResolution, SpatialResolution)) - grid_df = geo_grid.to_dataframe() - grid_df = grid_df.dropna() - grid_df = grid_df.reset_index() - grid_df['New_ID'] = grid_df.index + 1 - return grid_df - -def getIrrYearData(Irrigation_GMIA, Irrigation_HYDE, years, SpatialResolution, key_df): - """ - Update the irrigation maps to include a unique map for each historical time period - """ - if(SpatialResolution != .5): - hyde_irr = downscaleSpatialInputs(spatial_in = Irrigation_HYDE, key_df=key_df, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1) - gmia_irr = downscaleSpatialInputs(spatial_in = Irrigation_GMIA, key_df=key_df, down_type='eq', SpatialResolution=SpatialResolution, skip_header=1).reshape(-1,1) - else: - hyde_irr = get_array_csv(Irrigation_HYDE, 1) - gmia_irr = get_array_csv(Irrigation_GMIA, 1).reshape(-1, 1) # with only 1 year, resulting array is 1D, so reshape - - hyde_years = [1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1990, 2000] - gmia_years = [2005] - - irr = {'years': years, 'array': np.zeros((len(gmia_irr), len(years)))} - - for y, year in enumerate(years): - if year < min(hyde_years): - irr['array'][:, y] = hyde_irr[:, 0] - logging.info(f'------Use HYDE {min(hyde_years)} Irrigation Area Data for {year}') - elif year < min(gmia_years): - new_year = max(i for i in hyde_years if i <= year) - irr['array'][:, y] = hyde_irr[:, hyde_years.index(new_year)] - logging.info(f'------Use HYDE {new_year} Irrigation Area Data for {year}') - else: - new_year = max(i for i in gmia_years if i <= year) - irr['array'][:, y] = gmia_irr[:, gmia_years.index(new_year)] - logging.info(f'------Use FAO-GMIA {new_year} Irrigation Area Data for {year}') - - return irr - - -def getIrrYearData_Crops(DemeterOutputFolder, years, SpatialResolution, key_df): - """ - Update the irrigation maps to include a unique map for each historical time period from Demeter outputs by crop types - """ - - irr = {} - demeter_years = [] # is the range of years from Demeter outputs - for filename in os.listdir(DemeterOutputFolder): # Folder contains Demeter outputs in the fraction of a 0.5 degree grid cell - if filename.endswith('.csv'): - yearstr = re.sub("[^0-9]", "", filename) - demeter_years.append(int(yearstr)) - if int(yearstr) in years: - if(SpatialResolution!=0.5): - tmp = downscaleSpatialInputs(spatial_in = os.path.join(DemeterOutputFolder, filename),key_df=key_df,down_type='dist', SpatialResolution=SpatialResolution,skip_header=1) - else: - tmp = get_array_csv(os.path.join(DemeterOutputFolder, filename), 1) - index = check_header_Demeter_outputs(os.path.join(DemeterOutputFolder, filename)) - # tmp[:, 1] is latitude - area = np.cos(np.radians(tmp[:, 1])) * (111.32 * 110.57) * (SpatialResolution**2) - newdata = tmp[:, index] * area[:, np.newaxis] # cell_crop_fraction * cell_area - - # While Tethys contains code to aggregate numerous subsectors into the biomass category (see l_biomass), - # the only biomass outputs from GCAM databases I've seen are from biomass_grass and biomass_tree. - # In all Demeter outputs I've seen, biomass_tree_irr == biomass_grass_irr. - # As an initial method for downscaling the total biomass irrigation water demand, - # we use biomass grass irrigation area as the proxy. - # While this gives the correct total when biomass_tree_irr == biomass_grass_irr, - # (the raw cell irrigation area does not matter, only the proportion to the basin total) - # this may not always be guaranteed, or separate biomass_grass and biomass_tree outputs may be desired. - # A more robust solution will involve some reworking of gcam_outputs.py - - irr[yearstr] = newdata - - years_new = years[:] - for y, year in enumerate(years): - # config_reader.py guarantees min(demeter_years) <= year - years_new[y] = max(i for i in demeter_years if i <= year) - logging.info(f'------Use Demeter {years_new[y]} Irrigation Area Data for {year}') - - irr['years'] = years # years (integer) from settings - irr['years_new'] = years_new # years to import irrigation data (integer) corresponding to years - - # reorganize into an an array (will rewrite above to build this directly) - nyears = len(years) - ncells, ncrops = irr[str(irr['years_new'][0])].shape - - irr_new = {'array': np.zeros((ncells, ncrops, nyears), dtype=float)} - for y, year in enumerate(years_new): - irr_new['array'][:, :, y] = irr[str(year)] - - return irr_new - - -def getPopYearData(Population_GPW, Population_HYDE, years, SpatialResolution, key_df): - """" - Update the population maps to include a unique map for each historical time period - """ - - # could be rewritten to only load years/files that will be needed - if(SpatialResolution!=0.5): - hyde_pop = downscaleSpatialInputs(spatial_in = Population_HYDE, key_df = key_df, down_type='dist', SpatialResolution=SpatialResolution , skip_header=1) - gpw_pop = downscaleSpatialInputs(spatial_in = Population_GPW, key_df = key_df, down_type='dist', SpatialResolution=SpatialResolution, skip_header=1) - else: - hyde_pop = get_array_csv(Population_HYDE, 1) - gpw_pop = get_array_csv(Population_GPW, 1) - - hyde_years = [1750, 1760, 1770, 1780, 1790, 1800, 1810, 1820, 1830, 1840, 1850, 1860, 1870, 1880, 1890, - 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980] - gpw_years = [1990, 1995, 2000, 2005, 2010, 2015] - - pop = np.zeros((len(gpw_pop), len(years))) - - # build the population array used by PopulationMap - for y, year in enumerate(years): - if year < min(hyde_years): - pop[:, y] = hyde_pop[:, 0] - logging.info(f'------Use HYDE {min(hyde_years)} Population Data for {year}') - elif year < min(gpw_years): - new_year = max(i for i in hyde_years if i <= year) - pop[:, y] = hyde_pop[:, hyde_years.index(new_year)] - logging.info(f'------Use HYDE {new_year} Population Data for {year}') - else: - new_year = max(i for i in gpw_years if i <= year) - pop[:, y] = gpw_pop[:, gpw_years.index(new_year)] - logging.info(f'------Use GPW {new_year} Population Data for {year}') - - return pop - - -def check_header_Demeter_outputs(filename): - # check the header (order) of the Demeter outputs are consistent and corresponding to the crops used in GCAM - d_crops = ['biomass_grass_irr', 'corn_irr', 'fibercrop_irr', 'foddergrass_irr', 'fodderherb_irr', - 'misccrop_irr', 'oilcrop_irr', 'othergrain_irr', 'palmfruit_irr', - 'rice_irr', 'root_tuber_irr', 'sugarcrop_irr', 'wheat_irr'] - - with open(filename, 'r') as file: - headers = file.readline().strip().lower().replace('"', '').split(',') - headers = [i.replace('"','') for i in headers] - index = [headers.index(crop) for crop in d_crops] - - return index diff --git a/tethys/data_writer/__init__.py b/tethys/data_writer/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/data_writer/outputs.py b/tethys/data_writer/outputs.py deleted file mode 100644 index 2e23008..0000000 --- a/tethys/data_writer/outputs.py +++ /dev/null @@ -1,142 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -""" - -import os -import logging - -import numpy as np -import netCDF4 as nc4 - - -class OUTSettings: - """ - Output file names - """ - - def __init__(self): - - # gridded results, 2D array, size: (360*720, NY) - self.wdtotal = None - self.wdnonag = None - self.wddom = None - self.wdelec = None - self.wdmfg = None - self.wdmin = None - self.wdirr = None - self.wdliv = None - - # regional aggregates, 2D array, size: (NRegion, NY) - self.rtotal = None - self.rnonag = None - self.rdom = None - self.relec = None - self.rmfg = None - self.rmin = None - self.rirr = None - self.rliv = None - - -def write_outputs(OutputUnit, OutputFormat, OutputFolder, PerformTemporal, TDYears, years, OUT, GISData): - - # Names of the 13 crop types - d_crops = ['biomass', 'Corn', 'FiberCrop', 'FodderGrass', 'FodderHerb', 'MiscCrop', 'OilCrop', 'OtherGrain', - 'PalmFruit', 'Rice', 'Root_Tuber', 'SugarCrop', 'Wheat'] - - if OutputUnit: - unit = 'mm' - else: - unit = 'km3' - - if OutputFormat == 1: - msg = f'Save the gridded water usage results for each withdrawal category in CSV format (Unit: {unit}/yr)' - elif OutputFormat == 2: - msg = f'Save the gridded water usage results for each withdrawal category in NetCDF format (Unit: {unit}/yr)' - else: - msg = f'Save the gridded water usage results for each withdrawal category in CSV and NetCDF format (Unit: {unit}/yr)' - - logging.info(msg) - - if PerformTemporal: - logging.info(f'Save the monthly water usage results for each withdrawal category (Unit: {unit}/month)') - - TDMonthStr = [str(y) + str(i).zfill(2) for y in TDYears for i in range(1, 13)] - - for attr, value in OUT.__dict__.items(): - # only want OUT.wd*, OUT.twd*, OUT.crops_wdirr, or OUT.crops_twdirr - if attr[0] in ('w', 't', 'c') and value is not None: - OutputFilename = os.path.join(OutputFolder, attr) - - if attr.startswith('crops_t') or attr.startswith('t'): - timestep, timestr = 'month', TDMonthStr # set monthly options - else: - timestep, timestr = 'year', years # set year options - - if attr.startswith('crops_'): - for i in range(value.shape[1]): # iterate over crops - newvalue = value[:, i, :] - filename = OutputFilename + '_' + d_crops[i] - if OutputFormat == 1 or OutputFormat == 0: - write_csv(filename, newvalue, timestr, unit, GISData) - if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(filename + '.nc', newvalue, timestr, unit, GISData, timestep=timestep) - else: # non-crop output - if OutputFormat == 1 or OutputFormat == 0: - write_csv(OutputFilename, value, timestr, unit, GISData) - if OutputFormat == 2 or OutputFormat == 0: - write_netcdf(OutputFilename + '.nc', value, timestr, unit, GISData, timestep=timestep) - - -def write_csv(filename, data, timestrs, unit, GISData): - - headerline = 'Grid_ID,lon,lat,ilon,ilat,' + ','.join([str(time) for time in timestrs]) - - with open('{}_{}peryr.csv'.format(filename, unit), 'w') as outfile: - newdata = np.append(GISData['coord'][:, :], data, axis=1) - np.savetxt(outfile, newdata, delimiter=',', header=headerline, comments='') - - -def write_netcdf(filename, data, timestrs, unit, GISData, timestep='year'): - """ - Input: - - filename string, filename of netcdf file - - data 2d array, row: number of cells (67420), col: number of years - - GISData structure, contains grid coordinates - - unit string, e.g. "mm" or 'km3' - """ - - datagrp = nc4.Dataset(filename, 'w') - (nrows, ncols) = data.shape - - # dimensions - datagrp.createDimension('index', nrows) - datagrp.createDimension(timestep, ncols) - - # create variables - # Add the columns from coordinates: ID#, lon, lat, ilon, ilat - time = datagrp.createVariable(f'{timestep}s', 'i4', (timestep,)) - ID = datagrp.createVariable('ID', 'i4', ('index',)) - lon = datagrp.createVariable('lon', 'f4', ('index',)) - lat = datagrp.createVariable('lat', 'f4', ('index',)) - ilon = datagrp.createVariable('ilon', 'i4', ('index',)) - ilat = datagrp.createVariable('ilat', 'i4', ('index',)) - griddata = datagrp.createVariable('data', 'f4', ('index', timestep)) - griddata.units = f'{unit}/{"yr" if timestep == "year" else "month"}' - griddata.description = f'Downscaled Results: {nrows} rows, {ncols} columns ({timestep}s)' - - # write data to file variables - time[:] = np.array(timestrs).astype(int) - ID[:] = GISData['coord'][:, 0].astype(int) - lon[:] = GISData['coord'][:, 1] - lat[:] = GISData['coord'][:, 2] - ilon[:] = GISData['coord'][:, 3].astype(int) - ilat[:] = GISData['coord'][:, 4].astype(int) - griddata[:] = data[:].copy() - - datagrp.close() diff --git a/tethys/diagnostics/__init__.py b/tethys/diagnostics/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/diagnostics/spatial_diagnostics.py b/tethys/diagnostics/spatial_diagnostics.py deleted file mode 100644 index 9662523..0000000 --- a/tethys/diagnostics/spatial_diagnostics.py +++ /dev/null @@ -1,176 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -Perform diagnostics to ensure that the spatially downscaled results and initial aggregate results from GCAM are Consistent - -""" - -import os -import logging - -import numpy as np -import pandas as pd - -from tethys.data_writer.outputs import OUTSettings - - -def compare_downscaled_GCAMinput(PerformDiagnostics, NY, years, OutputFolder, RegionNames, GCAMData, OUT): - # These calculations will be performed ONLY if we are logging debug-level output. - # Otherwise, we skip the output and the calculations - if PerformDiagnostics != 1: - return - - logging.info( - f"Spatial Downscaling diagnostics (Global Total): downscaled results vs. aggregated results from GCAM (Total Water, km3/yr)") - - NY = NY - value = np.zeros((NY, 3), dtype=float) - for y in range(0, NY): # Global Total For Each Year in log - - # Global_DS Global Total [km3/yr] from downscaled results - value[y, 0] = sum(OUT.rtotal[:, y]) - # Global_GCAM Global Total [km3/yr] from GCAM inputs - value[y, 1] = sum(GCAMData['rgn_wddom'][:, y]) + sum(GCAMData['rgn_wdelec'][:, y]) + sum( - GCAMData['rgn_wdmfg'][:, y]) + sum(GCAMData['rgn_wdmining'][:, y]) \ - + sum(GCAMData['irrV'][:, y + 3]) + np.sum(GCAMData['wdliv'][:, :, y]) - value[y, 2] = value[y, 0] - value[y, 1] - if years: - yrout = years[y] - else: - yrout = y + 1 - - msg = f'Year {yrout:4d}: {value[y, 0]:12.6f} {value[y, 1]:12.6f} Diff= {value[y, 2]:12.6f}' - logging.info(msg) - - # Comprehensive diagnostics information to file: - category = ['Domestic', 'Electricity', 'Manufacturing', 'Mining', 'Livestock', 'Irrigation', 'Non-Agriculture', - 'Agriculture', 'Total'] - group = ['Downscaled_', 'GCAM_', 'Diff_'] - Sector = ['Year', 'Region ID', 'Region Name', 'GCAM Population (millions)'] - Unit = " (km3/yr)" - - headerline = ",".join(Sector) + "," + ",".join([prefix + s + Unit for prefix in group for s in category]) - extension = '.csv' - OutputFilename = os.path.join(OutputFolder, 'Diagnostics_Spatial_Downscaling{}'.format(extension)) - - Regions = pd.read_csv(RegionNames, index_col='region_id').to_dict()['region'] - NR = len(Regions) - - # Regions.insert(0, 'Global') # Add "Global" to regions - Regions[0] = 'Global' - Years = years - Population = GCAMData['pop_tot'] / 1e6 - - # Add Global data to all - Population = np.vstack([sum(Population), Population]) - OUT.rtotal = np.vstack([sum(OUT.rtotal), OUT.rtotal]) - OUT.rnonag = np.vstack([sum(OUT.rnonag), OUT.rnonag]) - OUT.rdom = np.vstack([sum(OUT.rdom), OUT.rdom]) - OUT.relec = np.vstack([sum(OUT.relec), OUT.relec]) - OUT.rmfg = np.vstack([sum(OUT.rmfg), OUT.rmfg]) - OUT.rmin = np.vstack([sum(OUT.rmin), OUT.rmin]) - OUT.rirr = np.vstack([sum(OUT.rirr), OUT.rirr]) - OUT.rliv = np.vstack([sum(OUT.rliv), OUT.rliv]) - - GCAMOUT = OUTSettings() - wdliv = np.zeros((NR, NY), dtype=float) - irrV = np.zeros((NR, NY), dtype=float) - - for IN in range(0, NR): - wdliv[IN, :] = np.sum(GCAMData['wdliv'][:, IN], axis=0) - - ls = np.where(GCAMData['irrV'][:, 0].astype(int) - 1 == IN)[0] - irrV[IN, :] = sum(GCAMData['irrV'][ls, 3:]) - - nonAG = GCAMData['rgn_wddom'] + GCAMData['rgn_wdelec'] + GCAMData['rgn_wdmfg'] + GCAMData['rgn_wdmining'] - AG = irrV + wdliv - total = nonAG + AG - GCAMOUT.rtotal = np.vstack([sum(total), total]) - GCAMOUT.rnonag = np.vstack([sum(nonAG), nonAG]) - GCAMOUT.rdom = np.vstack([sum(GCAMData['rgn_wddom']), GCAMData['rgn_wddom']]) - GCAMOUT.relec = np.vstack([sum(GCAMData['rgn_wdelec']), GCAMData['rgn_wdelec']]) - GCAMOUT.rmfg = np.vstack([sum(GCAMData['rgn_wdmfg']), GCAMData['rgn_wdmfg']]) - GCAMOUT.rmin = np.vstack([sum(GCAMData['rgn_wdmining']), GCAMData['rgn_wdmining']]) - GCAMOUT.rirr = np.vstack([sum(irrV), irrV]) - GCAMOUT.rliv = np.vstack([sum(wdliv), wdliv]) - - values = [] # 'Year', 'Region ID', 'Region Name', 'GCAM Population (millions)' and all the category*group - for j in range(0, NY): - for i in range(0, NR + 1): - - DS = np.array( - [OUT.rdom[i, j], OUT.relec[i, j], OUT.rmfg[i, j], OUT.rmin[i, j], OUT.rliv[i, j], OUT.rirr[i, j], - OUT.rnonag[i, j], OUT.rliv[i, j] + OUT.rirr[i, j], OUT.rtotal[i, j]]) - - GCAM = np.array( - [GCAMOUT.rdom[i, j], GCAMOUT.relec[i, j], GCAMOUT.rmfg[i, j], GCAMOUT.rmin[i, j], GCAMOUT.rliv[i, j], - GCAMOUT.rirr[i, j], - GCAMOUT.rnonag[i, j], GCAMOUT.rliv[i, j] + GCAMOUT.rirr[i, j], GCAMOUT.rtotal[i, j]]) - - Diff = DS.tolist() + GCAM.tolist() + (DS - GCAM).tolist() - - if Years is not None: - data = [Years[j], str(i), Regions[i]] + ["%.2f" % Population[i, j]] + ["%.3f" % x for x in Diff] - else: - data = ['Index ' + str(j), str(i), Regions[i]] + ["%.2f" % Population[i, j]] + ["%.3f" % x for x in - Diff] - values.append(data) - - values = np.array(values) - - with open(OutputFilename, 'w') as outfile: - np.savetxt(outfile, values, delimiter=',', header=headerline, fmt='%s', comments='') - - logging.info(f'------diagnostics information is saved to: {OutputFilename}') - - -def compare_downscaled_GCAMinput_irr_by_crops(PerformDiagnostics, NY, years, GCAMData, OUT): - # These calculations will be performed ONLY if we are logging debug-level output. - # Otherwise, we skip the output and the calculations - if PerformDiagnostics != 1: - return - - logging.info( - '---Spatial Downscaling diagnostics (Irr by Crops): downscaled results vs. aggregated results from GCAM (Total Water, km3/yr)') - - NY = NY - NCrops = OUT.crops_wdirr.shape[1] - d_crops = ['biomass', 'corn', 'fibercrop', 'foddergrass', 'fodderherb', - 'misccrop', 'oilcrop', 'othergrain', 'palmfruit', - 'rice', 'root_tuber', 'sugarcrop', 'wheat'] - for y in range(NY): - value = np.zeros((3,), dtype=float) - # Irr Total For Each Year in log - # Global Total [km3/yr] from downscaled results - value[0] = sum(OUT.wdirr[:, y]) - # Global Total [km3/yr] from GCAM inputs - value[1] = sum(GCAMData['irrV'][:, y + 3]) - value[2] = value[0] - value[1] - if years: - yrout = years[y] - else: - yrout = y + 1 - - logging.info(f'Year {yrout:4d}: AllCrops {value[0]:12.6f} {value[1]:12.6f} Diff= {value[2]:12.6f}') - - for c in range(NCrops): - value = np.zeros((3,), dtype=float) - - # GLobal Total [km3/yr] from downscaled results - value[0] = sum(OUT.crops_wdirr[:, c, y]) - - # Global Total [km3/yr] from GCAM inputs - index = np.where(GCAMData['irrV'][:, 2] == c + 1)[0] - value[1] = sum(GCAMData['irrV'][index, y + 3]) - value[2] = value[0] - value[1] - if years: - yrout = years[y] - else: - yrout = y + 1 - - logging.info(f'Year {yrout:4d}: {d_crops[c]:12} {value[0]:12.6f} {value[1]:12.6f} Diff= {value[2]:12.6f}') diff --git a/tethys/diagnostics/temporal_diagnostics.py b/tethys/diagnostics/temporal_diagnostics.py deleted file mode 100644 index 3756beb..0000000 --- a/tethys/diagnostics/temporal_diagnostics.py +++ /dev/null @@ -1,69 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - - -Perform diagnostics to ensure that the temporally downscaled results of electricity, domestic and irrigation are reasonable -Livestock, Mining and Manufacturing Sectors are uniformly downscaled, thus diagnostics are not needed. - -""" -import os -import logging - -import numpy as np - - -def compare_temporal_downscaled(PerformDiagnostics, TDYears, OutputFolder, OUT, GISData): - - ## The outputs produced in this function are an extension of the debugging - ## logs; therefore, if the logging level is set above DEBUG, we skip the - ## calculations and the output - if PerformDiagnostics != 1: - return - - BasinNames = GISData['BasinNames'] - years = TDYears - logging.info(f'Temporal Downscaling diagnostics (Global): downscaled results vs. results before temporal downscaling (Total Water, km3/yr)') - - # Print out the basin level comparison - Sector = ['Year', 'Basin ID', 'Basin Name', 'After Spatial Downscaling', 'After Temporal Downscaling', 'Diff'] - Unit = " (km3/yr)" - headerline = ",".join(Sector) + Unit - - values = [] - for i, name in enumerate(BasinNames): - cells = GISData['basinlookup'][i + 1] - year_values = np.sum(OUT.WIrr[cells], axis=0) - month_sums = np.sum(OUT.twdirr.reshape(-1, len(years), 12)[cells], axis=(0, 2)) - - for N, j in enumerate(years): - values.append([str(j), str(i + 1), name, "%.3f" % year_values[N], "%.3f" % month_sums[N], - "%.3f" % (year_values[N] - month_sums[N])]) - - with open(os.path.join(OutputFolder, 'Diagnostics_Temporal_Downscaling_Irrigation.csv'), 'w') as outfile: - np.savetxt(outfile, values, delimiter=',', header=headerline, fmt='%s', comments='') - - logging.info('------Irrigation------') - for N, j in enumerate(years): - month_sum = np.sum(OUT.twdirr[:, N*12:(N+1)*12]) - year_value = np.sum(OUT.WIrr[:, N]) - diff = month_sum - year_value - logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') - - logging.info('------Domestic------') - for N, j in enumerate(years): - month_sum = np.sum(OUT.twddom[:, N*12:(N+1)*12]) - year_value = np.sum(OUT.WDom[:, N]) - diff = month_sum - year_value - logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') - - logging.info('------Electricity Generation------') - for N, j in enumerate(years): - month_sum = np.sum(OUT.twdelec[:, N*12:(N+1)*12]) - year_value = np.sum(OUT.WEle[:, N]) - diff = month_sum - year_value - logging.info(f'Year {j:4d}: {month_sum:.6f} {year_value:.6f} Diff= {diff:.6e}') diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py new file mode 100644 index 0000000..8068fba --- /dev/null +++ b/tethys/gridded_data.py @@ -0,0 +1,224 @@ +import numpy as np +import netCDF4 as nc4 +from PIL import Image + +from tethys.utils.data_parser import regrid, load_tiff, load_nc, from_monthly_npz + + +class GriddedData: + def __init__(self, subsectors, years, resolution, mask=None, files=None): + self.subsectors = subsectors + self.nsubsectors = len(subsectors) + self.years = years + self.nyears = len(years) + self.resolution = resolution + self.nlat = int(180 / resolution) + self.nlon = int(360 / resolution) + # ~4x memory savings by only storing land cells, mask helps convert back to lat lon array + self.mask = np.full((self.nlat, self.nlon), True) if mask is None else mask + self.nflat = np.count_nonzero(self.mask) + self.flatarray = np.zeros((self.nsubsectors, self.nyears, self.nflat), dtype=np.float32) + + if files is not None: + self.load(files) + + def load(self, files): + """Load data as described by files + + files is of form {'subsector': {'years': {2010: 'path/to/subsector_2010.nc'}}} + """ + for i, subsector in enumerate(self.subsectors): + print(f'Loading Proxy Data for {subsector}') + flags = files[subsector]['flags'] + # "round" down to earlier year if no exact match + datayears = [max(y for y in files[subsector]['years'].keys() if y <= year) for year in self.years] + for year, filename in files[subsector]['years'].items(): + if year in datayears: + temp = None + if filename.endswith('.tif'): + temp = load_tiff(filename) + elif filename.endswith('.nc'): + temp = load_nc(filename, subsector) + else: + print('CANT HANDLE THIS FILE TYPE') + if temp.shape != (self.nlat, self.nlon): + temp = regrid(temp, self.resolution, preserve_sum=flags != 'PCTAREA') + if flags == 'PCTAREA': + areas = np.cos(np.radians(np.arange(-90 + self.resolution/2, 90, self.resolution))) * \ + (111.32 * 110.57) * self.resolution * self.resolution + temp *= areas.reshape(-1, 1) + + self.flatarray[i, [j for j, y in enumerate(datayears) if y == year]] = temp[self.mask] + + def extract(self, subsectors, parts=None): + """Create a new GriddedData object from combinations of existing subsectors""" + if parts is None: + parts = [[i] for i in subsectors] + out = GriddedData(subsectors, self.years, self.resolution, self.mask) + for i, subsector in enumerate(subsectors): + for p in parts[i]: + out.flatarray[i] += self.flatarray[self.subsectors.index(p)] + return out + + def harmonize(self, regiondata): + """Spatial downscaling really happens here""" + + axes = (0, 2) if regiondata.nsubsectors == 1 else 2 # keep susbectors separate, unless applying constraint to sum of sectors + for i in range(len(regiondata.regionmap.key)): + print(f'Downscaling {regiondata.regionmap.key["name"][i]}, {i} of {len(regiondata.regionmap.key)}') + mask = np.equal(regiondata.regionmap.flatmap, regiondata.regionmap.key['id'][i]) + + region_total = np.sum(self.flatarray, where=mask, axis=axes, keepdims=True) + region_total[region_total == 0] = 1 # so we can treat 0/0 as 0 + + scale = regiondata.array[:, i].reshape(-1, self.nyears, 1) / region_total + np.multiply(self.flatarray, scale, out=self.flatarray, where=mask) + + def interp_annual(self): + summed = self.flatarray.sum(axis=0) + nyears = self.years[-1] - self.years[0] + 1 # include endpoints + out = np.zeros((nyears, self.nflat), dtype=np.float32) + for i in range(len(self.years) - 1): + start = self.years[i] - self.years[0] + end = self.years[i+1] - self.years[0] + slope = (summed[i+1] - summed[i]) / (end - start) + out[start:end] = summed[i] + slope * np.arange(end - start).reshape(-1, 1) + out[-1] = summed[-1] + return out.reshape(nyears, 1, self.nflat) + + def temp_irr(self, pirrww_file, regionmap): + self.temporal = from_monthly_npz(pirrww_file, 'pirrww', self.years[0], self.years[-1], self.resolution, self.mask) + + for i in range(len(regionmap.key)): + mask = np.equal(regionmap.flatmap, regionmap.key['id'][i]) + if np.count_nonzero(mask) > 0: + monthsums = np.sum(self.temporal, where=mask, axis=2, keepdims=True) + yearsums = np.sum(monthsums, axis=1, keepdims=True) + yearsums[yearsums == 0] = 1 + self.temporal[:, :, mask] = monthsums / yearsums + + self.temporal *= self.interp_annual() + + return + + def temp_dom(self, tas_file, domr_file): + self.temporal = from_monthly_npz(tas_file, 'tas', self.years[0], self.years[-1], self.resolution, self.mask) + ranges = np.max(self.temporal, axis=1, keepdims=True) - np.min(self.temporal, axis=1, keepdims=True) + ranges[ranges == 0] = 1 + self.temporal -= np.mean(self.temporal, axis=1, keepdims=True) + self.temporal /= ranges + + domr = np.load(domr_file)['R'] + domr[domr == -9999] = 0 + domr = regrid(domr, self.resolution, thematic=True)[self.mask] + self.temporal *= domr + self.temporal += 1 + self.temporal /= 12 + + self.temporal *= self.interp_annual() + + def temp_elec(self, temp_file, elec_weights): + hdd = from_monthly_npz(temp_file, 'hdd', self.years[0], self.years[-1], self.resolution, self.mask) + cdd = from_monthly_npz(temp_file, 'cdd', self.years[0], self.years[-1], self.resolution, self.mask) + hdd_sums = np.sum(hdd, axis=1, keepdims=True) + cdd_sums = np.sum(cdd, axis=1, keepdims=True) + hdd = np.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) + cdd = np.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) + hdd = np.where((hdd_sums < 650) & (cdd_sums < 450), 1/12, hdd) + cdd = np.where((hdd_sums < 650) & (cdd_sums < 450), 1/12, cdd) + hdd_sums = np.sum(hdd, axis=1, keepdims=True) + cdd_sums = np.sum(cdd, axis=1, keepdims=True) + hdd_sums[hdd_sums == 0] = 1 + cdd_sums[cdd_sums == 0] = 1 + hdd /= hdd_sums + cdd /= cdd_sums + + self.temporal = np.full_like(hdd, 1/12, dtype=np.float32) + + weights = elec_weights.interp_annual() + + for i in range(len(elec_weights.regionmap.key)): + mask = np.equal(elec_weights.regionmap.flatmap, elec_weights.regionmap.key['id'][i]) + hdd[:, :, mask] *= weights[0, i].reshape(-1, 1, 1) + cdd[:, :, mask] *= weights[1, i].reshape(-1, 1, 1) + self.temporal[:, :, mask] *= weights[2, i].reshape(-1, 1, 1) + + self.temporal += hdd + self.temporal += cdd + + self.temporal *= self.interp_annual() + + def temp_uniform(self): + self.temporal = np.full((self.years[-1] - self.years[0] + 1, 12, self.nflat), 1/12, dtype=np.float32) + self.temporal *= self.interp_annual() + + def unflatten(self, subsector, year): + out = np.zeros((self.nlat, self.nlon), dtype=np.float32) + if subsector == 'Total': + out[self.mask] = self.flatarray.sum(axis=0)[self.years.index(year)] + else: + out[self.mask] = self.flatarray[self.subsectors.index(subsector), self.years.index(year)] + return out + + def show(self, subsector='Total', year=None): + """Show plot of subsector during year""" + if year is None: + year = self.years[0] + temp = self.unflatten(subsector, year) + m = np.max(temp) + if m != 0: + temp /= m # normalize (0, 1) + temp = np.sqrt(np.sqrt(temp)) # 4th root plots better (squishes large values) + temp *= 255 # normalize to (0, 255) + temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail + Image.fromarray(temp.astype(np.uint8), 'L').show() # show the image in system default viewer + + def save(self, filename): + """Save array to NetCDF file""" + + datagrp = nc4.Dataset(filename, 'w') + + datagrp.createDimension('time', self.nyears) + datagrp.createDimension('lat', self.nlat) + datagrp.createDimension('lon', self.nlon) + + year = datagrp.createVariable('year', 'i4', ('time',)) + lat = datagrp.createVariable('lat', 'f4', ('lat',)) + lon = datagrp.createVariable('lon', 'f4', ('lon',)) + data = datagrp.createVariable('value', 'f4', ('time', 'lat', 'lon'), compression='zlib') + + year[:] = np.asarray(self.years) + lat[:] = np.arange(-90 + self.resolution/2, 90, self.resolution) + lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) + + unflattened = np.full((self.nyears, self.nlat, self.nlon), np.nan, dtype=np.float32) + unflattened[:, self.mask] = np.sum(self.flatarray, axis=0) + data[:] = unflattened + + datagrp.close() + + def save_temporal(self, filename): + """Save array to NetCDF file""" + + datagrp = nc4.Dataset(filename, 'w') + + datagrp.createDimension('time', self.temporal.shape[0] * 12) + datagrp.createDimension('lat', self.nlat) + datagrp.createDimension('lon', self.nlon) + + year = datagrp.createVariable('year', 'i4', ('time',)) + month = datagrp.createVariable('month', 'i4', ('time',)) + lat = datagrp.createVariable('lat', 'f4', ('lat',)) + lon = datagrp.createVariable('lon', 'f4', ('lon',)) + data = datagrp.createVariable('value', 'f4', ('time', 'lat', 'lon'), compression='zlib') + + year[:] = np.arange(self.years[0], self.years[-1] + 1).repeat(12) + month[:] = np.tile(np.arange(12), self.temporal.shape[0]) + lat[:] = np.arange(-90 + self.resolution/2, 90, self.resolution) + lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) + + unflattened = np.full((self.temporal.shape[0], 12, self.nlat, self.nlon), np.nan, dtype=np.float32) + unflattened[:, :, self.mask] = self.temporal + data[:] = unflattened.reshape(-1, self.nlat, self.nlon) + + datagrp.close() diff --git a/tethys/model.py b/tethys/model.py index 81f61b0..3ef065b 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -1,204 +1,188 @@ -"""model.py which defines the Tethys class and calls the run_model() method to run remaining model. -""" - -import logging -import time -import os - -from tethys.config_reader import ReadConfig -from tethys.run_disaggregation import run_disaggregation -from tethys.data_writer.outputs import write_outputs - -class Tethys(ReadConfig): - """Model wrapper for Tethys. - - :param config_file: Full path with file name and extension to a input config.ini file. If not - passed, the default configuration will be used. - :type config_file: str - - """ - - def __init__(self, config_file): - - # start time for model run - self.start_time = time.time() - - # initialize console handler for logger - self.console_handler() - - logging.info("Starting Tethys model") - - # inherit the configuration reader class attributes - super(Tethys, self).__init__(config_file=config_file) - - def execute(self): - """Execute the model and save the outputs.""" - - t0 = time.time() - logging.info('Start Disaggregation...') - - if self.PerformWithdrawal == 1: - - # Create OutputFolder if doesn't exist - # Check whether the specified path exists or not - if not os.path.exists(self.OutputFolder): - # Create a new directory because it does not exist - os.makedirs(self.OutputFolder) - print(f"Output folder created: {self.OutputFolder}") - - TDYears, gridded_data, gis_data = run_disaggregation(years=self.years, - InputRegionFile=self.InputRegionFile, - mapsize=self.mapsize, - UseDemeter=self.UseDemeter, - PerformDiagnostics=self.PerformDiagnostics, - PerformTemporal=self.PerformTemporal, - RegionNames=self.RegionNames, - gcam_basin_lu=self.gcam_basin_lu, - GCAM_DBpath=self.GCAM_DBpath, - GCAM_DBfile=self.GCAM_DBfile, - query_file=self.query_file, - OutputFolder=self.OutputFolder, - temporal_climate=self.temporal_climate, - Irr_MonthlyData=self.Irr_MonthlyData, - TemporalInterpolation=self.TemporalInterpolation, - Domestic_R=self.Domestic_R, - Livestock_Buffalo=self.Livestock_Buffalo, - Livestock_Cattle=self.Livestock_Cattle, - Livestock_Goat=self.Livestock_Goat, - Livestock_Sheep=self.Livestock_Sheep, - Livestock_Poultry=self.Livestock_Poultry, - Livestock_Pig=self.Livestock_Pig, - Coord=self.Coord, - Area=self.Area, - InputBasinFile=self.InputBasinFile, - BasinNames=self.BasinNames, - Population_GPW=self.Population_GPW, - Population_HYDE=self.Population_HYDE, - Irrigation_GMIA=self.Irrigation_GMIA, - Irrigation_HYDE=self.Irrigation_HYDE, - DemeterOutputFolder=self.DemeterOutputFolder, - OutputUnit=self.OutputUnit, - basin_state_area=self.basin_state_area, - SpatialResolution=self.SpatialResolution, - demand='Withdrawals', - variant=' GCAMUSA' if self.GCAMUSA else '' - ) - - print(gridded_data) - - logging.info(f"Disaggregation completed in : {(time.time() - t0)} seconds") - - t0 = time.time() - logging.info('Writing outputs...') - write_outputs(OutputUnit=self.OutputUnit, - OutputFormat=self.OutputFormat, - OutputFolder=self.OutputFolder, - PerformTemporal=self.PerformTemporal, - TDYears=TDYears, - years=self.years, - OUT=gridded_data, - GISData=gis_data) - logging.info(f"Outputs writen in: {(time.time() - t0)}") - - if self.PerformConsumption == 1: - - # Create OutputFolder if doesn't exist - # Check whether the specified path exists or not - if not os.path.exists(self.OutputFolder + "_C"): - # Create a new directory because it does not exist - os.makedirs(self.OutputFolder + "_C") - print(f"Consumption Output folder created: {self.OutputFolder + '_C'}") - - TDYears, gridded_data, gis_data = run_disaggregation(years=self.years, - InputRegionFile=self.InputRegionFile, - mapsize=self.mapsize, - UseDemeter=self.UseDemeter, - PerformDiagnostics=self.PerformDiagnostics, - PerformTemporal=self.PerformTemporal, - RegionNames=self.RegionNames, - gcam_basin_lu=self.gcam_basin_lu, - GCAM_DBpath=self.GCAM_DBpath, - GCAM_DBfile=self.GCAM_DBfile, - query_file=self.query_file, - OutputFolder=self.OutputFolder + '_C', - temporal_climate=self.temporal_climate, - Irr_MonthlyData=self.Irr_MonthlyData, - TemporalInterpolation=self.TemporalInterpolation, - Domestic_R=self.Domestic_R, - Livestock_Buffalo=self.Livestock_Buffalo, - Livestock_Cattle=self.Livestock_Cattle, - Livestock_Goat=self.Livestock_Goat, - Livestock_Sheep=self.Livestock_Sheep, - Livestock_Poultry=self.Livestock_Poultry, - Livestock_Pig=self.Livestock_Pig, - Coord=self.Coord, - Area=self.Area, - InputBasinFile=self.InputBasinFile, - BasinNames=self.BasinNames, - Population_GPW=self.Population_GPW, - Population_HYDE=self.Population_HYDE, - Irrigation_GMIA=self.Irrigation_GMIA, - Irrigation_HYDE=self.Irrigation_HYDE, - DemeterOutputFolder=self.DemeterOutputFolder, - OutputUnit=self.OutputUnit, - basin_state_area=self.basin_state_area, - SpatialResolution=self.SpatialResolution, - demand='Consumption', - variant=' GCAMUSA' if self.GCAMUSA else '' - ) - - print(gridded_data) - - logging.info(f"Consumption Disaggregation completed in : {(time.time() - t0)} seconds") - - t0 = time.time() - logging.info('Writing Consumption outputs...') - write_outputs(OutputUnit=self.OutputUnit, - OutputFormat=self.OutputFormat, - OutputFolder=self.OutputFolder + "_C", - PerformTemporal=self.PerformTemporal, - TDYears=TDYears, - years=self.years, - OUT=gridded_data, - GISData=gis_data) - - for filename in os.listdir(self.OutputFolder + '_C'): #TODO make write_outputs write these right instead - if 'wd' in filename: - oldname = os.path.join(self.OutputFolder + '_C', filename) - newname = os.path.join(self.OutputFolder + '_C', filename.replace('wd', 'cd', 1)) - try: - os.rename(oldname, newname) - except: - os.remove(newname) - os.rename(oldname, newname) - - logging.info(f"Consumption Outputs writen in: {(time.time() - t0)}") - - logging.info(f'Tethys model run completed in {round(time.time() - self.start_time, 7)}') - - # clean up log - self.close_logger() - - -def run_model(config_file=None, **kwargs): - """Run the Tethys model based on a user-defined configuration. - - :param config_file: Full path with file name and extension to the input configuration file. - :type config_file: str - - :returns: model instance housing configuration and output data - - """ - - if config_file is not None: - config = config_file - - print(f"kwargs: {kwargs}") - - config = kwargs.get('config', config) - - model = Tethys(config) - - model.execute() - - return model +""" +@Date: 09/20/2022 +@author: Isaac Thompson (isaac.thompson@pnnl.gov) +@Project: Tethys V2.0 + +License: BSD 2-Clause, see LICENSE and DISCLAIMER files +Copyright (c) 2022, Battelle Memorial Institute + +""" +import os +from configobj import ConfigObj + +import gcamreader + +from tethys.region_data import RegionData +from tethys.region_map import RegionMap +from tethys.gridded_data import GriddedData + + +class Tethys: + """Model wrapper for Tethys""" + + def __init__(self, cfg=None): + self.resolution = 0.125 + self.nlat = int(180 / self.resolution) + self.nlon = int(360 / self.resolution) + self.years = [] + self.nyears = len(self.years) + self.demand_types = [] + self.sectors = [] + self.gcam_db_path = None + self.gcam_db_file = None + self.query_file = None + self.gcam_usa = False + self.regionmaps = dict() + self.regiondata = dict() + self.proxies = None + self.outputs = dict() + if cfg is not None: + self.load_config(cfg) + + def load_config(self, config_file): + self.config = ConfigObj(config_file) + + project = self.config.get('Project') + self.outputfolder = project.get('OutputFolder') + self.sectors = project.get('Sectors', ['Domestic', 'Electricity', 'Manufacturing', 'Mining', 'Livestock', 'Irrigation']) + if isinstance(self.sectors, str): + self.sectors = [self.sectors] + self.resolution = float(project.get('Resolution', 0.125)) + self.nlat = int(180 / self.resolution) + self.nlon = int(360 / self.resolution) + self.years = project.get('Years', range(2010, 2101, 5)) + if isinstance(self.years, str): + self.years = [self.years] + self.years = [int(year) for year in self.years] + self.nyears = len(self.years) + self.demand_types = project.get('DemandTypes', 'Withdrawals') + if isinstance(self.demand_types, str): + self.demand_types = [self.demand_types] + self.perform_temporal = int(project.get('PerformTemporal', 0)) + + self.mapfiles = self.config.get('RegionMaps').items() + + # parse proxy files + self.proxyfiles = {} + for sectionname in self.config.sections: + if sectionname.startswith('Proxy'): + section = self.config.get(sectionname) + folder = section.get('Folder') + subsectors = section.get('Subsectors', None) + flags = section.get('Flags', None) + for key, value in section.items(): + if key not in ('Folder', 'Subsectors', 'Flags'): + proxy, year = key.split('_') + if proxy == 'Subsectors': # reserve this as keyword for files with multiple proxies (demeter) + for subsector in subsectors: + if subsector not in self.proxyfiles: + self.proxyfiles[subsector] = {'flags': flags, 'years': {}} + self.proxyfiles[subsector]['years'][int(year)] = os.path.join(folder, value) + else: + if proxy not in self.proxyfiles: + self.proxyfiles[proxy] = {'flags': flags, 'years': {}} + self.proxyfiles[proxy]['years'][int(year)] = os.path.join(folder, value) + + gcaminputs = self.config.get('GCAMInputs') + self.gcam_db_path = gcaminputs.get('GCAM_DBpath', None) + self.gcam_db_file = gcaminputs.get('GCAM_DBfile', None) + self.query_file = gcaminputs.get('QueryFile', None) + self.gcam_usa = True if gcaminputs.get('GCAMUSA', 'False') == 'True' else False + + # parse rules related to spatial proxies + self.rules = {} + for sector in self.sectors: + self.rules[sector] = {} + section = self.config.get(sector) + self.rules[sector]['subsectors'] = section.get('Subsectors', [sector]) + self.rules[sector]['parts'] = [] + for subsector in self.rules[sector]['subsectors']: + parts = section.get(subsector) + if isinstance(parts, str): + parts = [parts] + self.rules[sector]['parts'].append(parts) + + self.rules[sector]['map1'] = section.get('Map1', self.mapfiles[0][0]) + self.rules[sector]['map2'] = section.get('Map2', None) + + self.rules[sector]['query1'] = section.get('Query1', None) + self.rules[sector]['query2'] = section.get('Query2', None) + + if self.perform_temporal: + temporal_params = self.config.get('Temporal') + folder = temporal_params.get('Folder') + self.irr_file = os.path.join(folder, temporal_params.get('pirrww_file', '')) + self.temp_file = os.path.join(folder, temporal_params.get('temp_file', '')) + self.domr_file = os.path.join(folder, temporal_params.get('DomesticR', '')) + + def load_maps(self): + self.regionmaps = {} + for mapname, filename in self.mapfiles: + self.regionmaps[mapname] = RegionMap(self.resolution, filename) + + def load_proxies(self): + mask = self.regionmaps[self.mapfiles[0][0]].mask + self.proxies = GriddedData(list(self.proxyfiles.keys()), self.years, self.resolution, mask, self.proxyfiles) + + def load_regiondata(self): + queries = {i.title: i for i in gcamreader.parse_batch_query(self.query_file)} + self.regiondata = {} + conn = gcamreader.LocalDBConn(self.gcam_db_path, self.gcam_db_file, suppress_gabble=False) + for sector in self.sectors: + self.regiondata[sector] = {} + subsectors = self.rules[sector]['subsectors'] + for demand in self.demand_types: + print(f'Loading Region Data for {sector} Water {demand}') + regionmap = self.regionmaps[self.rules[sector]['map1']] + query = queries[self.rules[sector]['query1'].replace('Demand', demand)] + self.regiondata[sector][demand] = {'data1': RegionData(subsectors, regionmap, self.years, conn, query)} + if self.rules[sector]['query2'] is not None: + regionmap = self.regionmaps[self.rules[sector]['map2']] + query = queries[self.rules[sector]['query2'].replace('Demand', demand)] + self.regiondata[sector][demand]['data2'] = RegionData([sector], regionmap, self.years, conn, query) + # weights for temporal downscaling of electricity + if self.perform_temporal and 'Electricity' in self.sectors: + subsectors = ('Heating', 'Cooling', 'Other') + regionmap = self.regionmaps['Regions'] + query = queries['elec consumption by demand sector'] + self.elecdemand = RegionData(subsectors, regionmap, self.years, conn, query) + self.elecdemand.subsector_ratio() + + def downscale(self, sector, demand): + print(f'Downscaling {sector} water {demand}') + self.outputs[sector][demand] = self.proxies.extract(self.rules[sector]['subsectors'], self.rules[sector]['parts']) + self.outputs[sector][demand].harmonize(self.regiondata[sector][demand]['data1']) + if 'data2' in self.regiondata[sector][demand]: + self.outputs[sector][demand].harmonize(self.regiondata[sector][demand]['data2']) + + def run_model(self): + self.load_maps() + self.load_proxies() + self.load_regiondata() + for sector in self.sectors: + self.outputs[sector] = {} + for demand in self.demand_types: + self.downscale(sector, demand) + if self.perform_temporal: + for demand in self.demand_types: + if 'Domestic' in self.sectors: + self.outputs['Domestic'][demand].temp_dom(self.temp_file, self.domr_file) + if 'Electricity' in self.sectors: + self.outputs['Electricity'][demand].temp_elec(self.temp_file, self.elecdemand) + if 'Irrigation' in self.sectors: + regionmap = self.regionmaps[self.rules['Irrigation']['map1']] + self.outputs['Irrigation'][demand].temp_irr(self.irr_file, regionmap) + if 'Manufacturing' in self.sectors: + self.outputs['Manufacturing'][demand].temp_uniform() + if 'Mining' in self.sectors: + self.outputs['Mining'][demand].temp_uniform() + if 'Livestock' in self.sectors: + self.outputs['Livestock'][demand].temp_uniform() + # save outputs + for sector in self.sectors: + for demand in self.demand_types: + filename = os.path.join(self.outputfolder, f'{sector}{demand}.nc') + self.outputs[sector][demand].save(filename) + if self.perform_temporal: + filename = os.path.join(self.outputfolder, f'{sector}{demand}Temporal.nc') + self.outputs[sector][demand].save_temporal(filename) diff --git a/tethys/reference/IEA_9_Countries_Monthly_AvgElectricity_2000_2015.csv b/tethys/reference/IEA_9_Countries_Monthly_AvgElectricity_2000_2015.csv deleted file mode 100644 index 0f6ecac..0000000 --- a/tethys/reference/IEA_9_Countries_Monthly_AvgElectricity_2000_2015.csv +++ /dev/null @@ -1,14 +0,0 @@ -Month,AUSTRALIA,CANADA,CHILE,FRANCE,JAPAN,MEXICO,SWEDEN,TURKEY,UNITED STATES -0,233,34,21,145,197,39,104,135,150 -1,19857.8125,59700.125,2735.4375,55281.1875,94031.25,19083.4375,15179.8125,15556.1875,350456.375 -2,18575.3125,53643.25,2533.875,49307.1875,86591.625,17832.125,13838.4375,14140.3125,310750.625 -3,18761.6875,54209.3125,2745.6875,49345.375,88246.3125,20209.8125,14187.375,15019.25,316153.125 -4,18026.75,47603.4375,2600.1875,42856.4375,78235.5,20181.0625,12416.25,14071.4375,294659.375 -5,18639.1875,45899.8125,2739.125,41190.8125,78109.9375,22051.125,11627.8125,14325.3125,323055.5625 -6,18711,44929.4375,2724.25,39348.25,81993.125,22124.375,9956.4375,14603.9375,357089.5 -7,19764.8125,48178,2790,40197.25,94881,22387.75,10129.875,16367.1875,393638.5 -8,19489.375,48088.75,2737.6875,38071.125,97567.25,22844.0625,10089,16412.5,392785.5 -9,18787.9375,44076.9375,2543.5,39182.8125,86090,21185.375,10465,14778.8125,337709.6875 -10,18443.625,46927.75,2714.25,43072.8125,80598.0625,20800.6875,12197.875,14361,313453.625 -11,18677.5625,50226.875,2676.75,47894.0625,81222.8125,18853.6875,12948.125,14747.5,305232.1875 -12,18881.0625,56916,2810.875,53488.4375,90908.1875,18942.6875,14215.875,16114.875,340227.625 diff --git a/tethys/reference/__init__.py b/tethys/reference/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/reference/grid_info/BasinNames.csv b/tethys/reference/grid_info/BasinNames.csv deleted file mode 100644 index 8ad96e4..0000000 --- a/tethys/reference/grid_info/BasinNames.csv +++ /dev/null @@ -1,235 +0,0 @@ -Arctic Ocean Islands -Northwest Territories -Siberia North Coast -Siberia West Coast -Kara Sea Coast -Lena -Pacific and Arctic Coast -Scandinavia North Coast -Russia Barents Sea Coast -Mackenzie -Iceland -Sweden -Finland -Northern Dvina -Hudson Bay Coast -Scotland -Neva -Volga -Atlantic Ocean Seaboard -Baltic Sea Coast -Denmark - Germany Coast -Narva -Saskatchewan - Nelson -Ireland -Daugava -England and Wales -Fraser -Ems - Weser -Oder -Wisla -Elbe -Rhine 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-Sinai Peninsula -Eastern Jordan - Syria -Africa Red Sea - Gulf of Aden Coast -Caribbean -Hamun-i-Mashkel -Taiwan -Arabian Sea Coast -North Gulf -Yangtze -Sabarmati -Xun Jiang -Hong (Red River) -Ganges - Bramaputra -Yucatan Peninsula -South China Sea Coast -Mahi -Mexico Interior -Pacific Central Coast -Bay of Bengal North East Coast -Tapti -Yasai -Philippines -Brahamani -North Marina Islands and Guam -Mahandi -Godavari -Hainan -Mekong -Viet Nam Coast -Salween -India North East Coast -India West Coast -Papaloapan -Rio Lerma -Rio Verde -Grijalva - Usumacinta -Rio Balsas -Southern Central America -Isthmus of Tehuantepec -Irrawaddy -Sittang -Peninsula Malaysia -Krishna -Andaman - Nicobar Islands -Africa West Coast -Caribbean Coast -Africa North Interior -India East Coast -Chao Phraya -Pennar -Gulf of Thailand Coast -Niger -Micronesia -Lake Chad -Senegal -Cauvery -Sri Lanka -India South Coast -Orinoco -Colombia - Ecuador Pacific Coast -Palau and East Indonesia -North Borneo Coast -Volta 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a/tethys/reference/grid_info/basin_state_area_ratio_gcamUSA.csv b/tethys/reference/grid_info/basin_state_area_ratio_gcamUSA.csv deleted file mode 100644 index 8774e0a..0000000 --- a/tethys/reference/grid_info/basin_state_area_ratio_gcamUSA.csv +++ /dev/null @@ -1,141 +0,0 @@ -subRegion_GCAMBasin,subRegion_State,area_sqkm_st_basin,area_sqkm_sum,area_ratio,basin -Pacific_and_Arctic_Coast,AK,1557618.40352491,1557618.40352491,1,Pacific_and_Arctic_Coast -Saskatchewan_Nelson,MT,1576.07446514428,152048.742307003,0.0103655869902693,NelsonR -Saskatchewan_Nelson,MN,74167.7052293499,152048.742307003,0.487789008340478,NelsonR -Saskatchewan_Nelson,ND,75200.0550505795,152048.742307003,0.494578606238928,NelsonR -Saskatchewan_Nelson,SD,1104.90756192946,152048.742307003,0.00726679843032523,NelsonR -Fraser,WA,291.401006745613,291.401006745613,1,FraserR -Baja_California,CA,36.6196329842682,36.6196329842682,1,Baja_California -Mexico_Northwest_Coast,NM,88.1798415075215,4456.84902437375,0.0197852431225022,MexCstNW -Mexico_Northwest_Coast,AZ,4368.66918286623,4456.84902437375,0.980214756877498,MexCstNW -Caribbean,PR,9319.75328294543,9319.75328294543,1,Caribbean -California_River,CA,391600.138280664,419685.343324583,0.933080329130774,California -California_River,OR,17477.3822187445,419685.343324583,0.0416440137754049,California -California_River,NV,10607.8228251745,419685.343324583,0.0252756570938206,California -Upper_Mississippi,IA,99531.0256184988,491637.987071836,0.202447793367838,MissppRN -Upper_Mississippi,WI,102830.473534174,491637.987071836,0.20915892636089,MissppRN -Upper_Mississippi,MO,36632.0071413641,491637.987071836,0.0745101235149504,MissppRN -Upper_Mississippi,MI,234.341672673953,491637.987071836,0.000476654934802082,MissppRN -Upper_Mississippi,IL,116849.740590718,491637.987071836,0.237674353209903,MissppRN -Upper_Mississippi,MN,123830.052714999,491637.987071836,0.251872426401634,MissppRN -Upper_Mississippi,IN,7729.00783671375,491637.987071836,0.0157209329627827,MissppRN -Upper_Mississippi,SD,4001.33796269497,491637.987071836,0.0081387892471993,MissppRN -Lower_Mississippi_River,AR,67539.6984598839,265619.706967629,0.254272166892026,MissppRS -Lower_Mississippi_River,KY,3754.52796801035,265619.706967629,0.0141349751901801,MissppRS -Lower_Mississippi_River,MO,12751.3219848665,265619.706967629,0.0480059334845231,MissppRS -Lower_Mississippi_River,TN,22119.522088378,265619.706967629,0.0832751543208113,MissppRS -Lower_Mississippi_River,LA,99303.7479258086,265619.706967629,0.373856853693129,MissppRS -Lower_Mississippi_River,IL,44.7597611801018,265619.706967629,0.000168510694071192,MissppRS -Lower_Mississippi_River,MS,60106.1287795015,265619.706967629,0.22628640572526,MissppRS -Upper_Colorado_River,NM,24909.3706879133,293050.050097526,0.0850003973028618,UsaColoRN -Upper_Colorado_River,UT,96736.102745913,293050.050097526,0.330100959592805,UsaColoRN -Upper_Colorado_River,CO,100705.452909638,293050.050097526,0.343645916034218,UsaColoRN -Upper_Colorado_River,WY,53978.0130111295,293050.050097526,0.184193836490271,UsaColoRN -Upper_Colorado_River,AZ,16721.1107429325,293050.050097526,0.0570588905798439,UsaColoRN -Lower_Colorado_River,NM,35359.4174781818,361036.927892223,0.0979385064143281,UsaColoRS -Lower_Colorado_River,CA,10266.6702017569,361036.927892223,0.0284366207681164,UsaColoRS -Lower_Colorado_River,NV,31584.6367168844,361036.927892223,0.087483119528186,UsaColoRS -Lower_Colorado_River,UT,9680.87149247157,361036.927892223,0.0268140756376077,UsaColoRS -Lower_Colorado_River,AZ,274145.332002928,361036.927892223,0.759327677651762,UsaColoRS -Great,CA,8150.32253007159,366972.60205581,0.0222096213298018,GreatBasin -Great,OR,3970.89129686764,366972.60205581,0.0108206750984199,GreatBasin -Great,ID,8580.56402008896,366972.60205581,0.0233820289907747,GreatBasin -Great,NV,230054.007565221,366972.60205581,0.626896957092818,GreatBasin -Great,UT,112230.547401283,366972.60205581,0.305828137502796,GreatBasin -Great,WY,3986.2692422778,366972.60205581,0.0108625799853897,GreatBasin -Missouri_River,IA,46135.8577431251,1326161.36033567,0.0347890227562109,MissouriR -Missouri_River,NE,200365.497071271,1326161.36033567,0.151086815725468,MissouriR -Missouri_River,MO,95752.6108800016,1326161.36033567,0.0722028357512735,MissouriR -Missouri_River,ID,811.021808187333,1326161.36033567,0.00061155590295743,MissouriR -Missouri_River,IL,17.1770654206054,1326161.36033567,1.29524701400271e-05,MissouriR -Missouri_River,MT,314187.389735416,1326161.36033567,0.236914902765597,MissouriR -Missouri_River,MN,5076.51056031245,1326161.36033567,0.00382797351223348,MissouriR -Missouri_River,KS,103425.029094777,1326161.36033567,0.0779882691413957,MissouriR -Missouri_River,ND,107935.247560571,1326161.36033567,0.0813892266724247,MissouriR -Missouri_River,CO,75774.8449930837,1326161.36033567,0.0571384804741289,MissouriR -Missouri_River,SD,194610.974251191,1326161.36033567,0.146747582965268,MissouriR -Missouri_River,WY,182069.19957231,1326161.36033567,0.137290381862903,MissouriR -Arkansas_White_Red,AR,70253.040412758,647665.950728784,0.10847110355841,ArkWhtRedR -Arkansas_White_Red,NM,45688.6895620222,647665.950728784,0.0705436027795057,ArkWhtRedR -Arkansas_White_Red,TX,114922.925615218,647665.950728784,0.177441666473127,ArkWhtRedR -Arkansas_White_Red,MO,35292.8334327889,647665.950728784,0.0544923403694077,ArkWhtRedR -Arkansas_White_Red,LA,16556.1153777421,647665.950728784,0.0255627385677947,ArkWhtRedR -Arkansas_White_Red,KS,109759.618826334,647665.950728784,0.169469490719448,ArkWhtRedR -Arkansas_White_Red,CO,74243.5351798381,647665.950728784,0.114632450719844,ArkWhtRedR -Arkansas_White_Red,OK,180949.192322082,647665.950728784,0.279386606812463,ArkWhtRedR -Texas_Gulf_Coast,NM,13096.9943461777,465748.06770508,0.0281203407041744,TexasCst -Texas_Gulf_Coast,TX,445405.486933876,465748.06770508,0.956322780099895,TexasCst -Texas_Gulf_Coast,LA,7245.58642502592,465748.06770508,0.0155568791959304,TexasCst -South_Atlantic_Gulf,AL,115941.082393544,714043.557820922,0.162372562743044,UsaCstSE -South_Atlantic_Gulf,GA,148891.498943205,714043.557820922,0.208518790362851,UsaCstSE -South_Atlantic_Gulf,VA,28794.5900341529,714043.557820922,0.0403260973630609,UsaCstSE -South_Atlantic_Gulf,TN,272.798766689267,714043.557820922,0.000382047794845708,UsaCstSE -South_Atlantic_Gulf,LA,2388.78549940747,714043.557820922,0.00334543386498358,UsaCstSE -South_Atlantic_Gulf,FL,154174.59345469,714043.557820922,0.215917631026868,UsaCstSE -South_Atlantic_Gulf,NC,120692.56183837,714043.557820922,0.16902688990948,UsaCstSE -South_Atlantic_Gulf,SC,80571.386068559,714043.557820922,0.112838194793665,UsaCstSE -South_Atlantic_Gulf,MS,62316.2608223036,714043.557820922,0.0872723521412011,UsaCstSE -Great_Lakes,OH,28393.236494061,327595.960878873,0.0866715096788367,GreatLakes -Great_Lakes,PA,1103.19649543374,327595.960878873,0.00336755218981971,GreatLakes -Great_Lakes,WI,42730.4464707394,327595.960878873,0.130436426493484,GreatLakes -Great_Lakes,NY,61093.5179003429,327595.960878873,0.186490449199806,GreatLakes -Great_Lakes,MI,153386.204526575,327595.960878873,0.468217630385526,GreatLakes -Great_Lakes,IL,1344.63601475317,327595.960878873,0.00410455614637552,GreatLakes -Great_Lakes,MN,15707.4719127969,327595.960878873,0.0479476971286733,GreatLakes -Great_Lakes,IN,9064.43476045247,327595.960878873,0.027669555925337,GreatLakes -Great_Lakes,VT,14351.9181982013,327595.960878873,0.0438098142593032,GreatLakes -Great_Lakes,ME,363.185857210768,327595.960878873,0.00110863960665576,GreatLakes -Great_Lakes,NH,57.712248305655,327595.960878873,0.000176168986182934,GreatLakes -Ohio_River,MD,1056.82435754523,422559.287647535,0.00250100847014574,OhioR -Ohio_River,OH,78584.5924393729,422559.287647535,0.185972938559386,OhioR -Ohio_River,PA,41311.6229226832,422559.287647535,0.0977652701770504,OhioR -Ohio_River,KY,98001.1285568392,422559.287647535,0.231922789113049,OhioR -Ohio_River,MO,1.80118590337753,422559.287647535,4.26256375384639e-06,OhioR -Ohio_River,VA,10512.0038658946,422559.287647535,0.0248769916392487,OhioR -Ohio_River,TN,28385.723685865,422559.287647535,0.0671757183326713,OhioR -Ohio_River,NY,5319.1167913806,422559.287647535,0.0125878591404134,OhioR -Ohio_River,IL,27638.0540892401,422559.287647535,0.0654063344415081,OhioR -Ohio_River,IN,76995.8011431443,422559.287647535,0.182213013401726,OhioR -Ohio_River,NC,1312.42393580373,422559.287647535,0.00310589300524012,OhioR -Ohio_River,WV,53440.1946738626,422559.287647535,0.126467921155807,OhioR -Pacific_Northwest,WA,178524.799553302,709717.456249049,0.251543481115469,UsaPacNW -Pacific_Northwest,CA,462.186554361905,709717.456249049,0.00065122613272699,UsaPacNW -Pacific_Northwest,OR,229927.644385255,709717.456249049,0.323970676444191,UsaPacNW -Pacific_Northwest,ID,207290.11089799,709717.456249049,0.292074133266421,UsaPacNW -Pacific_Northwest,MT,64843.6143861623,709717.456249049,0.0913653931085046,UsaPacNW -Pacific_Northwest,NV,14099.680697446,709717.456249049,0.0198666111046002,UsaPacNW -Pacific_Northwest,UT,1252.01682387826,709717.456249049,0.00176410600141546,UsaPacNW -Pacific_Northwest,WY,13317.402950654,709717.456249049,0.0187643728266714,UsaPacNW -Tennessee_River,AL,18017.2853128883,106819.040897997,0.168671101719526,TennR -Tennessee_River,KY,2874.68020738422,106819.040897997,0.0269116833779596,TennR -Tennessee_River,GA,3843.02111203908,106819.040897997,0.0359769295785836,TennR -Tennessee_River,VA,8102.29082538112,106819.040897997,0.0758506232340928,TennR -Tennessee_River,TN,58399.2595303673,106819.040897997,0.546712075295017,TennR -Tennessee_River,IL,74.2356708892975,106819.040897997,0.00069496664887851,TennR -Tennessee_River,NC,14498.0176776052,106819.040897997,0.135725031377594,TennR -Tennessee_River,SC,67.8344507315798,106819.040897997,0.000635040814458874,TennR -Tennessee_River,MS,880.556888738743,106819.040897997,0.00824344500134203,TennR -Tennessee_River,WV,61.8592219722405,106819.040897997,0.000579102952546735,TennR -Rio_Grande_River,NM,195771.851519792,346964.046228122,0.564242473097848,RioGrande -Rio_Grande_River,TX,132334.460225476,346964.046228122,0.381406839308269,RioGrande -Rio_Grande_River,CO,18857.7344828544,346964.046228122,0.0543506875938834,RioGrande -New_England,NY,401.519149128787,157440.886989122,0.00255028510577769,UsaCstNE -New_England,MA,21344.0176135484,157440.886989122,0.135568453797031,UsaCstNE -New_England,VT,9338.72489743503,157440.886989122,0.0593157538427757,UsaCstNE -New_England,CT,12423.4336845345,157440.886989122,0.0789085600450974,UsaCstNE -New_England,ME,86753.4662878336,157440.886989122,0.551022469111392,UsaCstNE -New_England,NH,23980.5015526764,157440.886989122,0.152314319433003,UsaCstNE -New_England,RI,3199.22380396531,157440.886989122,0.0203201586649239,UsaCstNE -Mid_Atlantic,MD,26485.7244972771,258045.025250958,0.102639934528941,UsaCstE -Mid_Atlantic,DE,5324.64280833504,258045.025250958,0.0206345493510547,UsaCstE -Mid_Atlantic,PA,74942.648895896,258045.025250958,0.290424699422171,UsaCstE -Mid_Atlantic,VA,58326.6654589516,258045.025250958,0.226032900274775,UsaCstE -Mid_Atlantic,NY,60779.7938020599,258045.025250958,0.235539490610018,UsaCstE -Mid_Atlantic,MA,592.948908847569,258045.025250958,0.00229785057189498,UsaCstE -Mid_Atlantic,VT,1244.73351144702,258045.025250958,0.00482370667768724,UsaCstE -Mid_Atlantic,CT,538.360733846022,258045.025250958,0.00208630541636076,UsaCstE -Mid_Atlantic,NJ,20184.5461834977,258045.025250958,0.0782210242722857,UsaCstE -Mid_Atlantic,DC,178.935928562071,258045.025250958,0.000693429095903125,UsaCstE -Mid_Atlantic,WV,9441.36202431462,258045.025250958,0.0365880412347906,UsaCstE -Mid_Atlantic,RI,4.66249792307198,258045.025250958,1.80685441175916e-05,UsaCstE -Hawaii,HI,16762.3429317338,16762.3429317338,1,Hawaii diff --git a/tethys/reference/grid_info/coordinates.csv b/tethys/reference/grid_info/coordinates.csv deleted file mode 100644 index b4fde71..0000000 --- a/tethys/reference/grid_info/coordinates.csv +++ /dev/null @@ -1,67420 +0,0 @@ -1,-179.75,-16.25,1,148 -2,-179.75,65.25,1,311 -3,-179.75,65.75,1,312 -4,-179.75,66.25,1,313 -5,-179.75,66.75,1,314 -6,-179.75,67.25,1,315 -7,-179.75,67.75,1,316 -8,-179.75,68.25,1,317 -9,-179.75,68.75,1,318 -10,-179.75,70.75,1,322 -11,-179.75,71.25,1,323 -12,-179.25,66.25,2,313 -13,-179.25,66.75,2,314 -14,-179.25,67.25,2,315 -15,-179.25,67.75,2,316 -16,-179.25,68.25,2,317 -17,-179.25,68.75,2,318 -18,-179.25,70.75,2,322 -19,-179.25,71.25,2,323 -20,-179.25,71.75,2,324 -21,-178.75,-20.75,3,139 -22,-178.75,-18.25,3,144 -23,-178.75,65.75,3,312 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-104,Arabian_Sea_Coast,ArabianSea -1,Arctic_Ocean_Islands,ArcticIsl -224,Arkansas_White_Red_Basin,ArkWhtRedR -19,Atlantic_Ocean_Seaboard,CanAtl -189,Australia_East_Coast,AusCstE -193,Australia_Interior,AusInt -184,Australia_North_Coast,AusCstN -202,Australia_South_Coast,AusCstS -191,Australia_West_Coast,AusCstW -91,Baja_California,MexBaja -20,Baltic_Sea_Coast,BalticSea -116,Bay_of_Bengal_North_East_Coast,BengalBay -47,Black_Sea_North_Coast,BlackSeaN -70,Black_Sea_South_Coast,BlackSeaS -66,Bo_Hai_Korean_Bay_North_Coast,BoHai -120,Brahamani,BrahmaniR -217,California_River_Basin,California -101,Caribbean,Caribbean -143,Caribbean_Coast,SAmerCstN -45,Caspian_Sea_Coast,CaspianNE -52,Caspian_Sea_East_Coast,CaspianE -72,Caspian_Sea_South_West_Coast,CaspianSW -153,Cauvery,CauveryR -82,Central_Iran,Iran -214,Central_Patagonia_Highlands,Patagonia -146,Chao_Phraya,ChaoPhrR -78,China_Coast,ChinaCst -34,Churchill,ChurchillR -157,Colombia_Ecuador_Pacific_Coast,ColEcuaCst -183,Congo,CongoR 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-23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -6 -6 -6 -6 -29 -29 -29 -29 -33 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -6 -6 -6 -29 -29 -29 -29 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -6 -29 -29 -29 -29 -29 -29 -33 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -29 -29 -29 -29 -29 -29 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -29 -29 -29 -29 -33 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 -23 diff --git a/tethys/reference/obv_dom.csv b/tethys/reference/obv_dom.csv deleted file mode 100644 index d2728f6..0000000 --- a/tethys/reference/obv_dom.csv +++ /dev/null @@ -1,6 +0,0 @@ -City,Country,Year,Index,LAT,LON,JAN,FEB,MAR,APR,MAY,JUN,JUL,AUG,SEP,OCT,NOV,DEC -Yorkton,Canada,2001-2015,6759,51.213,-102.471,176141.1333,166580.0667,198995.6667,198773.8,229287.7333,217223.5333,226249.9333,212812.1333,204514.2667,204616.4,189247.5333,190615.8 -Imperial,USA,2013 & 2015,3898,32.841,-115.571,52.5,52,66.5,75.5,85,89.5,89.5,89,79,76.5,64,55.5 -West Bengal,India,2006,49705,23.191,87.823,2.62,3.08,3.29,3.4,3.47,3.59,3.4,3.32,3.18,2.61,2.55,2.62 -Perth,Australia,2000-2001,57202,-31.948,115.857,1032,1052,852,541,441,421,440,490,620,883,1103,1103 -Beijing,China,2013-2014,57438,39.917,116.404,68356713,57839447,75411003,75921657,80814531,75436217,84623266,80985503,74746867,74301459,74102809,71446374 diff --git a/tethys/region_data.py b/tethys/region_data.py new file mode 100644 index 0000000..7ebb556 --- /dev/null +++ b/tethys/region_data.py @@ -0,0 +1,53 @@ +import numpy as np +import pandas as pd + + +class RegionData: + def __init__(self, subsectors, regionmap, years, conn=None, query=None): + self.subsectors = subsectors + self.nsubsectors = len(self.subsectors) + self.regionmap = regionmap + self.regions = list(self.regionmap.key['name']) + self.nregions = len(self.regions) + self.years = years + self.nyears = len(self.years) + self.array = None + if query is not None: + self.from_db(conn, query) + + def from_db(self, conn, query): + df = conn.runQuery(query) + if 'Irrigation' in query.title: # make region names of the form region_basin + df['region'] += '_' + df.iloc[:, 5].apply(lambda x: x.split('_')[-2]) # column 5 is input/output + elif query.title == 'elec consumption by demand sector': + df['sector'] = df['sector'].map(elec_sector) + if len(self.subsectors) == 1: # lets us prettify single sector names and force GCAMUSA names + df['sector'] = self.subsectors[0] + pivot = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='Year', fill_value=0, aggfunc=np.sum) + pivot = pivot.reindex(index=pd.MultiIndex.from_product([self.subsectors, self.regions]), columns=self.years, fill_value=0) + self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) + + def subsector_ratio(self): + sums = self.array.sum(axis=0, keepdims=True) + sums[sums == 0] = 1 + self.array /= sums + + def interp_annual(self): + nyears = self.years[-1] - self.years[0] + 1 # include endpoints + out = np.zeros((self.nsubsectors, self.nregions, nyears), dtype=np.float32) + for i in range(len(self.years) - 1): + start = self.years[i] - self.years[0] + end = self.years[i + 1] - self.years[0] + slope = (self.array[:, :, i + 1] - self.array[:, :, i]) / (end - start) + out[:, :, start:end] = self.array[:, :, i, np.newaxis] + slope[:, :, np.newaxis] * np.arange(end - start) + out[:, :, -1] = self.array[:, :, -1] + return out + + +def elec_sector(x): + if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): + return 'Heating' + elif x in ('comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'): + return 'Cooling' + else: + return 'Other' diff --git a/tethys/region_map.py b/tethys/region_map.py new file mode 100644 index 0000000..8ebafb5 --- /dev/null +++ b/tethys/region_map.py @@ -0,0 +1,67 @@ +import numpy as np +from PIL import Image +from tethys.utils.data_parser import regrid + + +class RegionMap: + def __init__(self, resolution, npzfile=None): + self.resolution = resolution + self.nlat = int(180 / resolution) + self.nlon = int(360 / resolution) + self.map = None + self.mask = None + self.flatmap = None + self.key = None + if npzfile is not None: + self.load_npz(npzfile) + + def load_bil_map(self, filename): + # hardcoded to work with the moirai bil files + # really just here to help convert to npz so we can use that instead + temp = np.fromfile(filename, dtype=np.float32).reshape(2160, 4320) + temp[temp == -9999] = 0 + if temp.shape != (self.nlat, self.nlon): + temp = regrid(temp, self.resolution, thematic=True) + self.map = temp.astype(np.uint16) + + def load_csv_key(self, filename, skiprows=1): + self.key = np.loadtxt(filename, dtype=[('name', 'U128'), ('id', np.uint16)], skiprows=skiprows, delimiter=',') + + def save_npz(self, filename): + np.savez_compressed(filename, map=self.map, key=self.key) + + def load_npz(self, filename): + data = np.load(filename) + self.map = data['map'] + if self.map.shape != (self.nlat, self.nlon): + self.map = regrid(self.map, self.resolution, thematic=True) + self.mask = self.map != 0 + self.flatmap = self.map[self.mask] + self.key = data['key'] + self.extensify(n=2) + + def intersection(self, other): + # assumes that regions are numbered 1 through n and sorted + # here for complete workflow to region-basin map + # redo with pandas at some point + out = RegionMap(self.resolution) + key, out.map = np.unique(np.stack((self.map, other.map)).reshape(2, -1), axis=1, return_inverse=True) + out.map = out.map.reshape(out.nlat, out.nlon) + out.key = np.zeros(key.shape[1] - 1, dtype=[('name', 'U128'), ('id', np.uint16)]) + out.key['id'] = np.arange(len(out.key)) + 1 + for i in range(len(out.key)): + out.key['name'][i] = self.key['name'][key[0, i+1]-1] + '_' + other.key['name'][key[1, i+1]-1] + return out + + def extensify(self, n=1): + for i in range(n): + for shift in ((0, 1), (0, -1), (1, 0), (-1, 0)): + self.map = np.where(self.map == 0, np.roll(self.map, shift, axis=(0, 1)), self.map) + self.mask = self.map != 0 + self.flatmap = self.map[self.mask] + + def show(self): + temp = self.map.astype(np.float32) + temp *= 255/temp.max() # normalize to (0, 255) + temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail + Image.fromarray(temp.astype(np.uint8), 'L').show() diff --git a/tethys/run_disaggregation.py b/tethys/run_disaggregation.py deleted file mode 100644 index d7fe207..0000000 --- a/tethys/run_disaggregation.py +++ /dev/null @@ -1,202 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute -""" - -import time -import logging - -from tethys.data_reader.gcam_outputs import get_gcam_data -from tethys.data_reader import gis_reader -from tethys.data_writer.outputs import OUTSettings -import tethys.spatial_downscaling.proxy_maps as ProxyMaps -import tethys.spatial_downscaling.total_water_use as TotalWaterUse -import tethys.diagnostics.spatial_diagnostics as DiagnosticsSD -import tethys.diagnostics.temporal_diagnostics as DiagnosticsTD -import tethys.temporal_downscaling.temporal_downscaling as TemporalDownscaling - - -def run_disaggregation(years, InputRegionFile, mapsize, UseDemeter, PerformDiagnostics, - PerformTemporal, RegionNames, gcam_basin_lu, GCAM_DBpath, - GCAM_DBfile, query_file, OutputFolder, temporal_climate, Irr_MonthlyData, - TemporalInterpolation, Domestic_R, Livestock_Buffalo, Livestock_Cattle, Livestock_Goat, - Livestock_Sheep, Livestock_Poultry, Livestock_Pig, Coord, Area, InputBasinFile, BasinNames, - Irrigation_GMIA, Irrigation_HYDE, DemeterOutputFolder, - Population_GPW, Population_HYDE, OutputUnit, basin_state_area, SpatialResolution, demand, variant): - """Main Function of Tethys Steps for water disaggregation - - :param x: x description - :type x: x type here - - Main Function of Tethys Steps for water disaggregation - 1. Read in the GCAM Data and Get the number of years - 2. Read in the GIS data - 3. Rearranging data and map indices - 4. Create proxy maps for population, livestock and irrigation - and downscale non-Agriculture (domestic, electricity, manufacturing and mining), - livestock and irrigation water withdrawals to grid scale - 5. Compute Total Water withdrawal - 6. diagnostics of Spatial Downscaling - 7. Temporal Downscaling (annually -> monthly) - 8. diagnostics of Temporal Downscaling - - # Output: - - OUT class data_writer.OUTWritter, data for output, gridded results for each withdrawal category - """ - - # initialize output parameters - OUT = OUTSettings() - - # 1. Read in the GCAMData - # a. Population tables - # b. irrigation tables - # c. livestock tables - # d. Results of water withdrawals from GCAM by sectors and regions - starttime1 = time.time() # Set-up timer - logging.info('---Read in and format GCAM data---') - - GCAMData = get_gcam_data(years=years, - RegionNames=RegionNames, - gcam_basin_lu=gcam_basin_lu, - GCAM_DBpath=GCAM_DBpath, - GCAM_DBfile=GCAM_DBfile, - query_file=query_file, - basin_state_area=basin_state_area, - PerformTemporal=PerformTemporal, - demand=demand, - variant=variant) - endtime1 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime1 - starttime1)) - - # e. Get the number of years - years = [int(i) for i in years] - if years: - NY = len(years) - logging.info('---Number of years: {}'.format(NY)) - logging.info('------ {}'.format(str(years))) - else: - (_, size) = GCAMData['pop_tot'].shape - NY = size - logging.info('---Number of years: {}'.format(NY)) - - # 2. Read in the GIS data - # a. Coordinates of grids - # b. Area of grids - # c. Population maps - # d. irrigation maps - # e. livestock maps - # f. mask shape files of GCAM regions, river basins, countries, states, etc. - - logging.info( - '---Read in the GIS data (asc/txt/csv format) and the region map data (csv format)---') - GISData = gis_reader.getGISData(UseDemeter=UseDemeter, - Livestock_Buffalo=Livestock_Buffalo, - Livestock_Cattle=Livestock_Cattle, - Livestock_Goat=Livestock_Goat, - Livestock_Sheep=Livestock_Sheep, - Livestock_Poultry=Livestock_Poultry, - Livestock_Pig=Livestock_Pig, - Coord=Coord, - Area=Area, - InputRegionFile=InputRegionFile, - InputBasinFile=InputBasinFile, - BasinNames=BasinNames, - Population_GPW=Population_GPW, - Population_HYDE=Population_HYDE, - years=years, - Irrigation_GMIA=Irrigation_GMIA, - Irrigation_HYDE=Irrigation_HYDE, - DemeterOutputFolder=DemeterOutputFolder, - SpatialResolution=SpatialResolution - ) - endtime2 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime2 - endtime1)) - logging.info('---Mapsize: {}'.format(mapsize)) - - # 3. Rearranging data and map indices - # Rearrange all the input data into a common framework (from 2D to 1D) - # has been added to step 2 - endtime3 = time.time() - - # 4. Create proxy maps and downscale non-Agriculture (domestic, electricity, manufacturing and mining) water - # withdrawals to grid scale - # a. Create a population proxy map - logging.info('---Create a population map as proxy of non-agricultural water withdrawals') - ProxyMaps.PopulationMap(GISData, GCAMData, OUT, NY) - endtime4 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime4 - endtime3)) - - # b. Create a livestock proxy map and downscale livestock water withdrawal to grid scale - logging.info('---Create an livestock map as proxy of livestock water withdrawal') - ProxyMaps.LivestockMap(GISData, GCAMData, NY, OUT) - endtime5 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime5 - endtime4)) - - # c. Create an irrigation proxy map and downscale irrigation water withdrawal to grid scale - - logging.info('---Create an irrigation map as proxy of agricultural water withdrawal') - ProxyMaps.IrrigationMap(GISData, GCAMData, NY, UseDemeter, OUT) - - - endtime6 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime6 - endtime5)) - - # 5. Total Water Withdrawal - logging.info('---Aggregate to compute total water withdrawal at grid scale') - TotalWaterUse.TotalWaterUse(OutputUnit=OutputUnit, - GISData=GISData, - OUT=OUT) - endtime7 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime7 - endtime6)) - - # 6. diagnostics of Spatial Downscaling - if PerformDiagnostics: - DiagnosticsSD.compare_downscaled_GCAMinput(PerformDiagnostics=PerformDiagnostics, - NY=NY, - years=years, - OutputFolder=OutputFolder, - RegionNames= RegionNames, - GCAMData=GCAMData, - OUT=OUT) - if UseDemeter: - DiagnosticsSD.compare_downscaled_GCAMinput_irr_by_crops(PerformDiagnostics=PerformDiagnostics, - NY=NY, - years=years, - GCAMData=GCAMData, - OUT=OUT) - - # 7. Temporal Downscaling - if PerformTemporal: - logging.info( - '---Temporal downscaling for Domestic, Electricity, Irrigation, Livestock, Mining and Manufacturing') - endtime6 = time.time() - TDYears = TemporalDownscaling.GetDownscaledResults(temporal_climate=temporal_climate, - Irr_MonthlyData=Irr_MonthlyData, - years=years, - UseDemeter=UseDemeter, - TemporalInterpolation=TemporalInterpolation, - Domestic_R=Domestic_R, - ele=GCAMData['elec_p'], - basinlookup=GISData['basinlookup'], - OUT=OUT, - regionID=GISData['RegionIDs']) - print(f'TDyears = {TDYears}') - endtime7 = time.time() - logging.info("------Time Cost: %s seconds ---" % (endtime7 - endtime6)) - - else: - TDYears = 'None' - - # 8. diagnostics of Temporal Downscaling - if PerformDiagnostics and PerformTemporal: - DiagnosticsTD.compare_temporal_downscaled(PerformDiagnostics=PerformDiagnostics, - TDYears=TDYears, - OutputFolder=OutputFolder, - OUT=OUT, - GISData=GISData) - - return TDYears, OUT, GISData diff --git a/tethys/sensitivity/SA_ntbk.ipynb b/tethys/sensitivity/SA_ntbk.ipynb deleted file mode 100644 index b9c4670..0000000 --- a/tethys/sensitivity/SA_ntbk.ipynb +++ /dev/null @@ -1,243 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from SALib.sample import saltelli, latin\n", - "from SALib.analyze import sobol, delta\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "# Problem setup\n", - "d = 3\n", - "problem = {\n", - " 'num_vars': d,\n", - " 'names': ['x'+str(i) for i in range(d)],\n", - " 'bounds': [[0, 100] for i in range(d)] # will sample uniformly by default\n", - "}\n", - "\n", - "# Sobol g-function, commonly used for testing SA\n", - "# low a_i means high dependence on x_i,\n", - "# high a_i means low dependence on x_i\n", - "a = [(i*2)/10 for i in range(1,d+1)]\n", - "\n", - "# Example function to test sensitivity on\n", - "def f(x):\n", - " #return sum([(abs(4*x[i]-2)+a[i])/(1+a[i]) for i in range(d)])\n", - " return x[0]+x[1]+x[2]\n", - "\n", - "#" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "pycharm": { - "is_executing": true - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " delta delta_conf S1 S1_conf\n", - "x0 0.259328 0.011765 0.432834 0.018491\n", - "x1 0.210918 0.011295 0.330041 0.019277\n", - "x2 0.176058 0.011341 0.246034 0.019397\n" - ] - } - ], - "source": [ - "# Typical delta analysis steps\n", - "# usually used with latin hypercube sampling, although delta was designed\n", - "# with making the most of preexisting samples in mind\n", - "\n", - "X = latin.sample(problem, 5000) # generate input sample\n", - "Y = np.array([f(x) for x in X]) # calculate ouptuts\n", - "S = delta.analyze(problem, X, Y, print_to_console=True) # perform analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "pycharm": { - "is_executing": true - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " ST ST_conf\n", - "x0 0.258885 0.007966\n", - "x1 0.190201 0.005243\n", - "x2 0.145623 0.004508\n", - "x3 0.115060 0.003325\n", - "x4 0.093199 0.002736\n", - "x5 0.077024 0.002456\n", - "x6 0.064721 0.001889\n", - "x7 0.055147 0.001712\n", - " S1 S1_conf\n", - "x0 0.258885 0.012608\n", - "x1 0.190201 0.012144\n", - "x2 0.145623 0.011603\n", - "x3 0.115060 0.010077\n", - "x4 0.093199 0.009253\n", - "x5 0.077060 0.008859\n", - "x6 0.064721 0.007351\n", - "x7 0.055183 0.008149\n", - " S2 S2_conf\n", - "(x0, x1) 1.034254e-04 0.022895\n", - "(x0, x2) 1.034254e-04 0.021462\n", - "(x0, x3) 1.034254e-04 0.018847\n", - "(x0, x4) 1.034254e-04 0.022487\n", - "(x0, x5) -1.387779e-17 0.022125\n", - "(x0, x6) 1.034254e-04 0.021796\n", - "(x0, x7) 1.034254e-04 0.021019\n", - "(x1, x2) -2.775558e-17 0.018615\n", - "(x1, x3) -1.387779e-17 0.018319\n", - "(x1, x4) 0.000000e+00 0.017545\n", - "(x1, x5) -1.387779e-17 0.017556\n", - "(x1, x6) 4.163336e-17 0.017771\n", - "(x1, x7) 1.387779e-17 0.017921\n", - "(x2, x3) -4.163336e-17 0.018243\n", - "(x2, x4) -2.775558e-17 0.017335\n", - "(x2, x5) -4.163336e-17 0.017922\n", - "(x2, x6) -1.387779e-17 0.017430\n", - "(x2, x7) -1.387779e-17 0.017066\n", - "(x3, x4) -4.163336e-17 0.014915\n", - "(x3, x5) -5.551115e-17 0.014766\n", - "(x3, x6) 0.000000e+00 0.014497\n", - "(x3, x7) -5.551115e-17 0.014169\n", - "(x4, x5) -1.387779e-17 0.013465\n", - "(x4, x6) -1.387779e-17 0.013184\n", - "(x4, x7) -4.163336e-17 0.012899\n", - "(x5, x6) 6.762431e-05 0.013094\n", - "(x5, x7) 3.182321e-05 0.013153\n", - "(x6, x7) 2.775558e-17 0.010356\n" - ] - } - ], - "source": [ - "# Typical sobol/saltelli analysis steps\n", - "# must be done with saltelli sampling (low discrepancy sequence)\n", - "\n", - "Xb = saltelli.sample(problem, 2**13) # saltelli sample size needs to be a power of 2\n", - "Yb = np.array([f(x) for x in Xb])\n", - "Sb = sobol.analyze(problem, Yb, print_to_console=True) # note: unlike delta, does not take X as a parameter\n", - " # saltelli sequence is deterministic for given N,\n", - " # so SALib might recreate X under the hood, have to check" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "pycharm": { - "is_executing": true - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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lKdod72zLYOX+XB6Z0Ze+SeePbVcoFE1DCYSiXXGm0MVvl+1jbI847r28e2ubo1Bc0iiBULQbgiHJj5fsQicET986tMPnyVEoWho1BqFoN/z36+NsPlnIX28dqqqPKRQXAdWDULQLDmSX8rcVh5k1KImbhqe0tjkKRYdACYSizeMNBHl48U6irEaevHGwqvimUFwklItJ0eb524rDHMwp45W7RxJnN7W2OQpFh0H1IBRtmk3HC3jx6+PMG5PGlH6dW9schaJDccEehBBCBwwFkgE3sFdKebalDVMoyjx+fvzOLtLibPzy6v6tbY5C0eE4r0AIIXoCjwLTgCNAHmAB+gghXMB/gIVSytDFMFTR8Xjio/1kFbt559vjVSI+haIVqOtX93vgX8C3pJTVivEJIToB84C7gIUtZ56io/L5vhze2ZbB967sxYhusa1tjkLRITmvQEgpb69j21ngmZYwSKHIK/Py8/f2MDA5iu9P7d3a5igUHZZ69duFEIOAAWguJgCklK+1lFGKjouWiG83Dm+AZ1QiPoWiVanPIPWvgcloArEcmAV8AyiBUDQ7S7aeYdWBs/zq2gH07qwS8XU4snfBZ78Abwn0mga9roKuo0Gvaoy3BvXpQdyCFsW0Q0p5jxCiM/BGy5ql6IicLnDxxEf7Gd8znnvGp7e2OYqLic8Ja/8IG14AWxwk9IF1z8I3fwdzNPScrIlFr2kQ1aW1re0w1Ecg3FLKkBAiIISIAs4CXVvYLkUHIxiS/GjJTnQ6wV9UIr6OxZFV8MnDUHwahs+Hab/VRMJTAsfXwpGVcHQV7P9Q27/zYOitehcAOPMhYyuE/ND/umY/fX0EYqsQIgb4L7ANcAAbmt0SRYfmxa+Os/VUEX+fM5SUGGtrm6O4GDjOwmc/g73vQnxvuHs5pF9eud0SDQOu115SQu4+OLpSE4yO2LsI+iFnjyYIGVu0V9EJbVungS0iEKJGBGvdOwuRDkRJKXfXc/+ZwD8APfCSlPKpGtsnokVDDQHmSimXVtkWBPaEP56WUs6u61ojR46UW7durec3UbQl9mWVcMPz67hqQGeenzdc5Vq61AmFYMfrsPJX4HfDFT+GCQ+DwVz/c9TsXZRla+vLexe9p0PqaNC34/kzpVmVQpCxFbJ2QMCjbYtIgq6jIDX86jIMTI3LcCyE2CalHFnrtgsJhBDiCynl1Autq+U4PXAYuArIALYAt0sp91fZJx2IAn4CLKshEA4pZUSdxlVBCUT7xOMPcv1z6yhy+fj8hxOJVbmWLm3yDsPHP4RT66Db5XDtM5DYxJriNXsXpzeCDLav3oXfrQ3QVxWE0kxtm94MXYZqQlAuClEp0EwPUnUJRF0zqS2ADUgQQsQC5dZEAfXJtzwaOCqlPB4+3yLgeqBCIKSUJ8Pb1GzsDspfVxziUG4Z/7tnlBKHS5mAV3MJff1XMFph9j9h2J2ga4YwZiEgaZD2mvDwhccuWrt3IaXmGqrqKsrZA6GAtj2mG6SNq+wdJA1qWO+qGanrDn0L+CFaDqbtVdaXAs/V49wpwJkqnzOAMQ2wzSKE2AoEgKeklB/U3EEI8SDwIEBaWloDTq1oC2w8XsBL35zgzrFpXNm3U2ubo2gpTq2Hj34A+Ydh0C0w848Q0YJ/73PGLvZWikVrjF14SiFre2XPIGMLuAq0bUY7pAyH8d8PC8LIlr03DaSumdT/AP4hhPg/KeU/L6JN5XSTUmYKIXoAq4UQe6SUx2rY+CLwImguplawUdFISj1+frxkF+nxdn6hEvFdmriLYOXjsP01iEmDO97VnuAvJkJA0mDtdcWPLtC7uEp7NaV3EQpB/qHqrqKzB4Bw85TQF/rM0oQgdRR06g86fXN80xahLhfTTeHFzCrLFUgp37vAuTOpHg6bGl5XL6SUmeH340KItcBlwLE6D1K0OFJK9n2VSUrfWGKT7I0+z2+X7Se7xM3Sh8ZjM7XjgUTFuUipRSZ99nPtSXn8/8Hkn4Op8f8vzUadvYt/wDd/a1jvwlkAmVVcRZnbwVsavlaMJgIDbtAEIWUEWGNa/js2I3X9MuuKmZLAhQRiC9BbCNEdTRjmoiX4uyDhMQ+XlNIrhEgALgf+XJ9jFS3LjhWn2fD+MaISrcz55ShMloY37p/tzebd7Rl8f0ovhqepRHyXFEWn4JMfawPGXYbBnUu1Ada2yHl7Fyvg6Be19y6M1upjB4XHw+fSQ+eBMPjWyrGD+J7NNpDcWjQozLXBJxfiarQwVj3wipTySSHEE8BWKeUyIcQo4H0gFvAAOVLKgUKI8WjpxENoRY2ekVK+XNe1VBRTy3N6fwEf/3MXST2jyTlWQt9xXZg6v2HuobNlHmb8/StSY228953xGPUq19IlQTAAG1/QZkMjYOqvYPSDbdp9Uic1exflkVHlRHSuHDNIHQXJl7WNHlIjaGqYa2fgD0CylHKWEGIAMO5CDfbFRglEy1KS5+adP24hItbMzY+MZNtnJ9n26SlmPDCIXiPqN6gmpeS+hVtZdzSfT74/gV6dVK6lS4LM7dogdM5u6DMTrn4aYi6xZAueEjj+pTZjOXUURHdt972DcuoSiPo8vr0KfI4WzQTa3IYfNotlbYT1WevxB/2tbUabxe8N8um/tTmLs749GKNZz6hru9OpWyRr3zxIWaGnXudZtOUMqw+e5Wez+ilxuBTwOrRxhpemarOib10Ity+69MQBwmMXs2HQzdqA+yUiDheiPgKRIKVcgubuQUoZAIJ1H9J+OF5ynIdWPcQjXz1CoDwOWVGBlJI1bxykIMvBVfcNJDpRm62p1+u46t6BBIOSLxbuR4bq7omeKnDyu4/3c3mveBaMS78IlitalEOfwQtjNbfSiHvge5th4A0dpuHsKNRHIJxCiHjCcVpCiLFASYtadRHpEd2Dn478KatOr+IX3/yCYOiS0b5mYdcXZziyJZex1/eg28D4attiOtu44rbeZB4qZseq0+c9h5aIbxcGneBplYivfVOWA0sWwNtzwBQB966Aa/+mPWErLjnqE4LyI2AZ0FMIsQ5IREsBfslw54A78Qa9PLP9GUw6E09c/gQ6oQZPMw4Wsv7do/S8LJHhM7rVuk//8V04vbeATR8ep2u/OBLTznUd/fvLY2w7VcQ/5g6jS7RKxNcuCYVg2/9g1W+1fEBTHoPxPwCDmv1+KXNBgZBSbhdCTAL6oqXbOCSlvOQc9vcNvg9v0Mu/dv0Li8HCL8f8skMnjSstcPP5f/cRk2RnyoL+570XQggm39GPnOObWPHyPm775SiMpsrIlb2ZJfx95WGuGdKF2UOTaz3HpUwwFGRd1jqiTFEMTRzaPv+nzh7QBqHPbIL0K+C6f2ghnIpWodhTzJHiIxwuOsyRoiMcKTpCoi2RZ658ptmvVadAhF1L84B+4VUHgCygsNktaQM8NPQhvEEvr+x9BaPOyCOjHmmfP+gmEvBpg9KhkOTqbw++4FwHS4SRqfcMYNkzO1m39CiT5/UFtER8Dy/eSZzdxJM3DOpQ99If8vPJ8U94ac9LnCo9BUCf2D7M6TuHa3pcg93YDkIi/R74+mn45hkwR8IN/4Kht6txhouEN+jlePFxjhRrIlAuCHnuvIp9Yswx9IntQ9/Yvi1iQ10zqfsDq9EimHag9R5GAb8QQkyRUh5sEYtaESEEPxz+Q7xBL28ceAOLwcL3L/t+h2rYpJSsefMg+RkOrvnOEGI61y+FcNd+cQy7Ko2dK0/TbVA83Yck8JfPD3HkrIOF944mxtYxXBG+oI8Pjn7AK3tfIdORSb+4fjw96WlKfaUsObSE3238HX/d+leu63kdt/W9jT6xTcxk2lKc+Ao++iEUHoMhc2HGk2BPaG2rLklCMkSWI6tSBMKCcKr0FMHw3AuTzkTPmJ6MSx5Hn9g+9I7pTe/Y3iRYE1q0farr0fB3wA/CEUwVCCFuBp4Ebm4xq1oRIQSPjnoUX9DHS3tewqw38+2h325tsy4au9dkcHhTLqOv60764IY1CGNn9yDjYCGrXztAr7t68fI3J7hrbDcm9UlsIWvbDp6Ah3ePvMv/9v6PXFcugxMG8/PRP2di6sSKH/AtvW9hd/5ulhxawvtH3mfxocVc1ukybut7G9O7TcekbwMi6iqEFY/Bzjchtjvc9QH0vLK1rbpkKPGWVLqGwkJwpOgIroCrYp+UiBT6xPZhWrdp9I7tTZ+YPqRFpWHQXfyUNOedKCeEOCSlrLXfUte21qK5J8qFZIhfrfsVy44t40cjfsQ9g+5ptnO3VTIPF/HhMztJHxzPrG8NRjQi2qgw28mSP2zhjD7IhhQdH//giks615LL72LJoSW8uu9VCjwFDO80nG8N/RbjuoyrfLLLO6zlJLJEadE+lmiKQwE+PL6MJYeWcLrsNLHmWG7ofQO39rmVrpGtMI9ASti9BD7/uTYpbPz3YdIjWmoJRYPxBX2cKDlR0SMoF4WzrrMV+0Sboyt6Ar1je9Mntg+9YnpddPdjo+pBAM5Gbrsk0AkdT4x/Al/Qx9+2/Q2T3sQd/e9obbNajLJCD5//dy/RiVam3T2gUeIAENfFTk53C8mHXfykZ8olKw5lvjLePvg2r+9/nWJvMWO7jOXpIU8zMqnK7yxzG3z5Fzj86TnHxwgdC8xR3GWJYqPNxhLp4bW9/+PVvf9jvCmROVH9mRjbD701VhMVc6W4VHxurnoGhcfh4x/B8TXaLOHr/qHlFVJcECkl2c7sagPGR4qPcLLkJAGpzasy6oz0iO7B6KTRmnsotje9Y3rTydapzbuv6/oP6ySE+FEt6wVaqOslQSgU4vDhw6SkpBAZWT1EU6/T84cr/oAv6OOpzU9h1pu5pc8lFeELQMAf5LP/7CHgD3HjQ4MxWRvf8Hy6J5tXcwv4cVIsp1dnUTAmmfiUehcGbPOUeEt4ff/rvHXgLcr8ZUxMnciDQx5kaGKVhHRnNsOXf9Jy+Fhi4MrHIHWEVhfAU6Jl+/SUgKcEnaeU8Z4SxntKyPUV8y5lvBvM5fu+PJJyVnNLmYObyxwkBGupqWWKqCEcUdUF5Jz1MdXX6/Sw4TlY+xTojFqKjJH3tt/8SS1MibeEo8VHK4TgcNFhjhYfxeF3VOyTbE+mT2wfrux6ZUWvIC0qDaPO2IqWN566XEy/rutAKeVvW8SiRtJYF1NhYSHPPvssEydOZMqUKbXu4wv6+MGaH7Aucx1PTniS63o2f3Hw1kJKyerXDnBwQw6zvj2YHsMar/1nSz3MeOYrusbZeOPOkSx9cgu2KBO3/GwkBmP7bnQK3AUs3L+QxQcX4wq4mJY2jQeHPEj/+CrJCk+t14Th+FqwxWtprkfdr0UANQB/yM+Xp9ew+ODbbMzdikHomZIwlDnxIxhlSkB4qwpNcYXYVAhQ+bYLZQYQei0BXf/rYNafIarjhSHXxB/0c8ZxhpMlJzlZerLae5G3qGK/SGNkNddQuXsowtT+HoaalKyvvdCUMYi33nqLzMxMHn74YQyG2p+ePQEP3/vie2zJ3cKfJv6Jmekzm2Jum2HP2gy+WnSYkdekM+a6Ho0+j5SSe17dwoZjBXzy/Svo1SmCU3sL+Pi5XQyd0pUJt/VuRqsvHmddZ/nf3v+x9PBSfCEfM9Jn8MDgB+gdG/4+UsLJr+HLP2vv9k5w+fe1J/FmyO55qvQUSw4t4YOjH1DqK6V7dHdu63Mbs3vNJsoUdf4DpQS/q3bhqBCVUug2HvrMaLKd7QkpJQWegnNFoPQkGWUZFZFDAHGWONKj0uke3Z30qHR6xPSgT2wfOts6t3n3UH1plEAIIR4DnpdSFp1n+xTAJqX8uNksbQJNEYijR4/yxhtvcOONNzJ06Plz17v8Lh5a9RC783bz18l/ZUpa7T2O9kLW0WI+/NsO0gbGcfVDQxo97gDw5qZT/PL9vfx29kAWjE+vWP/VosPsWZvBdf83lLQaqTraMlmOLF7Z+wrvHXmPkAxxbY9ruX/w/aRHp2s7SAnHVmvCcGYjRCTBhB/C8AVgql9ocEPwBDx8fvJzlhxawu783Vj0FmZ1n8WcvnMYmKDGC2rDE/BwqvRUhQhUXS7zl1XsZ9abSYtKIz0qvZoYdIvuVrcIXyI0ViCuBx5Bq9OwHcgDLEBvYBiwCviDlDKv1hNcZJoiEFJKnn/+eUwmEw8++GCd+zp8Dr618lscKDzAs1OeZULKhEZds7VxFHlZ8sctmCx6bv3ZSMy2xvtIT+Q7ufofXzMyPZaF94yulmsp4Auy5I9b8Tr9zP3VaKyRbSCUsw5Ol57mpT0v8dGxj0DADb1u4L5B95EamartIKVWI+DLP2mVxKJSYMLDcNldYLRcFBsPFBxg8aHFLD+xHHfAzcD4gczpO4eZ3WdiNXSsqCMpJbmuXE6UnDjHJZTtzEZS2b51tnUmPbq6CKRHp9PF3qVDp9Zpaj2I3mgV3boAbrTZ1F9JKd3NbWhTaGqY6+bNm1m+fDn3338/qampde5b4i3hgRUPcLzkOM9PfZ4xXcY0+rqtQdAf4v2/bacwy8ktj44kLrnxrpBAMMSt/9nAsbMOVjw8iaTocxvJ/Iwy3nlqK2kD4rn6ocFtsmt+vPg4/93zX5afWI5RZ+Tm3jdzz6B7SLInaTtICYc+1YQheydEp2lVyIbNA4O5VWwu85Xx0bGPWHJoCcdKjhFpjGR2r9nc1vc2ekQ33l3YFnH6necIwMlSrVfgDlQ2RTaDrUIEygUgPSqdblHdsBmbv2d3KaDGIOqB1+vlr3/9K3379uXmmy88B7DIU8S9n99LpiOTf0/7N8M7D2/0tS82a944yP5vspj5rUH0vKx+xX7Ox3Orj/D0isM8e/tldeZa2rnqtJaG446+DLwipUnXbE4OFR7ixd0vsvLUSiwGC3P6zmHBwAUkWMOTBEMhOPiRFq6auwdi0+GKn8DQuaBvG5EpUkq25W5jyaElrDy9kkAowKikUczpO4cpaVPaRQSNN+ilwF1AvjufAncBGY6MamJw1l05f0AndCTbk2vtDSRaE9vkA0hbRglEPfn000/ZsmULDz/88Dkhr7WR787nns/uIc+dx3+v+i+DEwc36foXg31fZ7L2zUOMmNmNsTc0LeHanowSbnxhHbMGd+Gft19W574yJPnonzvJPlrCbb8cRWxS6+Yi2pu/l//s/g9rz6zFbrQzr9887hpwF7GWcI3sUBD2f6AJQ94BiOsJE3+q1RxurvkHLUC+O58Pjn7AO4feIcuZRYI1gZt638StfW6t7A1dJPwhP4XuQvI9WqNfIQCeSiEof686JlBOlCnqXBGISictKq1tzDq/RFACUU/y8/N57rnnmDx5MpMnT67XMbnOXO7+7G5KfCW8MuMV+sX1u/BBrUTO8RLe/+t2UvvFcs13m1aXweMPcu0/v8HhCfDZD6+oV64lZ7GXRb/bTGS8hZsfGYHecPH9vjvO7uA/u/5TkWH1zgF3Mq/fPKLN4XoGwQDsew+++gvkH4aEvpowDLqpXc0PKM8iu/jQYr7O+BohBBNTJzKn7xzGJ49vtM89GApS5C2qbPA9lQ19eeNf/rnYW1zrOSKMESRYE4i3xhNviSfBmlDxufy9i70LseZY1Ru4CCiBaABvvPEGOTk5/PCHPzxvyGtNshxZLPhsAd6Al1dmvEKv2F5NtqO5cZZ4WfKHLRiMOm79+Sgs9qa5HZ74aD+vrDvB6/eN5ore9Z87cXxHHp/+Zw/DZ6Qx7saLc5+klGzO2cx/dv+HLTlbiLPEMX/AfOb2m1uZ1iDohz3vwFdPawnqOg3QUk30vx507XsAM9ORydLDS3nvyHsUegpJjUjl1r63ckOvG4izxCGlpMRbUvFkX/F0X8uTf6GnkJA8d9KeRW+p1sgnWBOIt8RXa/TL11kMF2cwX1E/mjpI3Qf4F9BZSjlICDEEmC2l/H3zm9p4mksgjhw5wptvvsnNN9/M4MH1dxmdLj3N3Z/dTUiGeHXmq5XhkG2AYCDEB3/bQX5GGbc8OrLJM5vXHc3njpc2sWBcN357/aAGH7/mjYPsX5fFDT+8jJS+sU2ypS6klHyT+Q0v7n6RnXk7SbQmcs+ge7i5982VA5YBH+x6G77+KxSfgqTBMOlR6HtNuxeGmviDfladXsXiQ4vZlrsNo85InCWOAk9BreV2jTqj1rBbKp/wqzb0VZ/8bQabetpvpzRVIL4Efgr8R0p5WXjdXillw1uGFqS5BCIUCvHcc89hs9m4//77G3Ts8eLj3PP5PRh1Rl6d+WplaGQr8+Vbh9j7VSbT7x9I75GdG30eKSUf7c7miY/2EWU18sn/XYHV1HC3i98bZMkfthDwBZnz2Ogm92ZqEpIh1p5Zy4u7X2RfwT662Ltw36D7uKH3DZj14YijgBd2vAHf/B1KzkDyZZow9Jl5SdQ7kFLi9wZxlfhwlZa/vLhKfDhLfeTnF5FbUIAnoRDT2BLio2PPefKPMkWpRr8D0NhkfeXYpJSba/yjXGAOf/tFp9MxevRoPvvsM7KyskhOrn/6gR4xPXjxqhe5b8V93L/ifl6d+epFHxisyf51Wez9KpPLpqc1SRx2nSnmiY/3s+1UEf27RPGPucMaJQ4ARrOeq+4dwLt/2sbaNw8x44GBzdIQBUNBVp5eyX93/5fDRYdJjUjlt+N/y3U9rsNYHnHk98D21zRhKMvSktNd+wz0mtouhCEYCOEuCzf4Jec2/No6L65SHwHfua4gnU5gjTJhizKRlpBK1mE79rO9uGJeX9K7q3oPiurURyDyhRA9QZtxIoS4BchuUatamWHDhvHFF1+wadMmbrzxxgYd2zeuL/+56j/c//n93Pf5fbw681USba2T2zD3RClfvn2Irv1jGx2xlFvq4U+fHeS97ZkkRJh46qbB3DqyK/omDHADdOoWxejZ3dn4wXEObYyn37gujT5XcVkxH2z+gM0HNrPfuJ+ozlH8YcIfmNV9VmUOfZ9Lq6m87llw5EDaOLjhBegxudWFQUqJ1xnAGW7Ya3vqL1/vcdZe7ddsN2CLMmOLMtG5ezS2aBP2KDO2aE0MbFEmbNEmLDZjtRnzuSdKWf36AT55fje9R3Xmitt6t/nJjIqLR31cTD2AF4HxQBFwArhTSnmyxa1rAM1dD+KTTz5h+/btPPzww0RENNxnv/PsTh5c+SDJ9mRemfkKcZa4ZrOtPrhKfSz5wxZ0esFtPx+FJaJhbhyPP8hLXx/nhbXHCAQl90xI53tX9iLS0nzuoFBI8uHfd5B3uow5j40iOrF+E5ncbjcnT57k6PGj7Dm8B1+Jr2KbyW7iR9//ERZzeCDU64CtL8P6f4IzT6upPOlRSJ9w0YShJM9FfoajRsPvw1XirVgOBc/9HeqNOuwVDby5opGvbPDD6yJN6I2NHy8JBkJs//wUW5efxGQxcMWc3vQedenkGmoKgYIC3Dt3hl+7QKfDOmQI1mFDsQ4diiGh/fe6miWKSQhhB3RSynMDltsAtQmE3+8nIyMDj8fT4PMFg0HKysqwWCxYLI2LuvAGvRS6CzHoDMRb4xscWmixWEhNTcVobFijHAyGtIb3VBk3PTKCxK71zyYqpeTj3dk89elBMovdzByYxM+v7ke3+JaZt1BW6GHR7zYTm2Tjpp8MR6c/9x55PB5Onz7NiRMnOHHiBDk5OQAERZB8cz6GBAPTh09nYMxAXnvtNS0z7/iRsOW/sP45cBdCzykw8RHoNq5FvkdtBP0htn56km2fnUKGwr8zAdZIrYG/UONvsugvaiNdkOVgzesHyT1RSrfB8Uy6vS+RcR0n4kj6/XgOHa4UhF278J85o200GLD01zL3eg4cgEC41kNKCtahQysEw9y/PzpT++qBNXWQ+g/An6WUxeHPscCPpZSPNbehTaE2gThx4gSRkZHEx8c36oeWn59PIBCgc+fGP005fA5Ol53GrDeTHpWOvp6x9FJKCgoKKCsro3v37g265leLD7NnTQZX3TuAPqPrPwayO6OYJz7az9bwOMOvru3P+J61PCEF/VqmUKHX5gboDOHlxj3FHtmay4qX9jHqmnRGX9cDn89XIQgnT54kKysLKSV6vR5drI4D8gAZpgz6pvfl/qH3M7LzyIq/z3vvLGLf/oN8x/gu8b7T0Hu6JgxdRzXKtsZy9lQpXyw8QGGWk75jkxg6pSu2aBPWCGOtIthWCIUke9ZksPHDYwidYPyNPRl4RUqTEjm2VQL5+RVi4Nq5E8/efcjww6QhMRHrsGHa67JhWAYMQBd+UAx5PHj2H8C9a1fFK5Cted2F0YhlwABNMIYN03oZXbq06d5YUwViR3n0UpV126WUbSq3RG0CceDAAfr169foP47H46GwsJDY2Fis1sYnQSvzlXGm9AwWo4Vukd0aJBIHDx6kf//+F945zMGN2Xzx6gGGTuvKhFvql2I7t9TDXz4/xNJtGcTbTfxkRl9uO984Q1ku/HcKlGbUfrIKsSgXDp32rtOH1xs0IalY1uPHyIcZ13HcF0dU9BHOBk2E0KFDkmJx0claxj5rDh8YT+HUBZiqj+F+UyqDjNFVzquHoJ+yfSt5zncTqbYAd86bi0gdUe971xwE/SG2fHKC7StOY4s0MvmOfqQPaX9uiNJ8N2veOEjGwSK69Ipmyl39iencfnMZSb8fz8FDVdxFO/FnZmobjUYsA/pjHToUW1gUGtqo+3NzqwnGuWKj9TCsQ4diGTgQna3t3MumRjHphRBmKaU3fDIr0DrZyRpBU5TbbDaj1+txOp1NEohIUySpkamcKTvDmbIzpEWl1cvd1FDbz54qZe2bh0jpG8v4Gy88KO3xB3n5mxM8v+Yo/mCIb03swXen9CKqrnGG5T/RfPnTfqM1/qGAlq9IBsPLwfBysMpy1fUhAoEAmS4DJxwmTjrMnHFbCJqcYHQS9MYxJvYkPS2F6Ez5vK4v4XmdhxAwK2jgPreZXkEXhA7UuFYAZIjInpdzZewoPlu/mwOlVgY06A42jdyTWq+hKNtJv3FJXH5L72YP4b1YRCVYmf2DYRzckM26pUdZ9LvNjL6uO8OmdW3TPaByAnl5uKqMHXj27kV6vQAYOnfGOmwYsXfcgXXYMCwDB6AzN61JM3bujHH6dKKmTwfCgnT4cIWryr1rF2UrV2k76/WY+/apEAzr0KGY0tPbZC+jPgLxJvCFEOJ/4c/3AAtbzqS2gxACu91OaWkpPp8PUxN8i1HmKFJIIbMskzNlZ+ga2bVZUwy7y3x8+p89WCONzLh/YJ0/Yikln+zJ5o/LtXGG6QM684ur+5OecIFxhv0fwoFlMPXXWorrehIMBsnKyuLkyZOcOHGC06dPEwj7cJOSkhg9tDvdu3fHHIzhk2f34uw6kZcGfMCnJw6gF3pu7HUbdw+6m66RXet1vVHBIDuO5fLZZ5/Rq1evJv3d6kPAH2TLxyfYseI0tmgz135vKN0GtZ/aF+dDCEH/8cmkDYznq0WH2fD+MY5szWXKXf1JTGtYlbyWRPp8eA4dwr2jSu8gKwuodPnEzp1b4fYxdml8xFx9EUYj1oEDsQ4cCHdotewDRUWVPYxduyhd9hHFby8CQBcdjXXokLBgDMM6ZDD6qNavRVGvQWohxCxgavjjSinl5y1qVSM4n4upIe6Z2giFQuTm5mK1WomJiWnSuUDLApvlyOLzpZ/zr7/+C4DHHnuMBQsW1Lp/fb5DKBhi2bM7yTleys0/HVHnj3dPRglPfLyPLSeL6JcUyePXDmB8r3q4QFyF8PwYiOoC96+uM2FdKBQiJyenYgzh1KlT+HxapFGnTp3o3r076enpdOvWDVuVrvbe/L2899ZXxO/vx5d932L0hH7MHzifTraGZ5w9ffo0r7zyChMmTGDatGkNPr6+5JwoYfXCAxTluOg/vguX39obcxNqerdljm0/y5eLDuNx+LlsehqjrklvlVKy/rNnK3oG7p078ezbV9k7SEoKjx1Ucee00UFjGQziO368imtqN94jR7TU8oCpZ8/KXsawoZh79ULom/9+d9hcTM0hEADFxcW4XC46d+6Mvhn+QMcyjzH58sks/3I5KZEpjBw5km3bthEbWz3tRMjr5eDRowwYWHfFsG+WHmHXqjNMu7s/fcfW/nR0tnycYXsGcTYTP57elzmjGjCf4f1va7mKHlyrpaOoamcoxNmzZyt6CKdOnaqIHEtISCA9Pb1CFOz26r0UKSVbcrbw3z3/ZWP2RqKNMdx+6GcYSyK4/fExTYqi+eCDD9i9ezcPPfQQiYnNOxcl4A+yedkJdq46jT3GzOQ7+9GtHVXMaywep5917x7l4PpsYjrbuPKufiT3immx60mfD8/Bg9UGkwNZVQaEBw6sFIRhwzAmte7E1KYSdDjw7N2rid8uTQCDRVpRT2GzYR08uDJqasiQZgmzbdIYhBDiJuBPQCdAhF9SStn6/Z+LhN1ux+Vy4XK56pUGvCpbtmzhvvvuY/PmzQSDQUaPHs3cuXOZMnUKOrsOl9HFtGnT+Oyzz7j99tsrjgu6XPiOHydw9izZi5cQe/vcijC7qhzenMOuVWcYcmVqreJQPs7wwpqj+IIhHriiB9+70DjDORdZoeUrmvhTSBqMlJL8/PyKsNOTJ0/idmtFW2JjYxkwYADp6emkp6cTdZ5uspSSrzK+4r97/suuvF3EW+L50YgfcVvf2wgU61j8+82s+t9+rn/4skZnnZ02bRoHDhzg008/5a677mo2H2/O8RJWv6b1GgZMSGb8zb0u2V5DTSx2I1Pn96fPyM6sefMg7z+9ncGTUhh7Y09MlqbfAxkM4ly/Aef69ZW9g3Dv09ClC9ZhQ7EtWKCFlA4Y0GZ7B41FHxGBfexY7GPHAuGUKWfOhMVCE42CV16pDLNNTdUG18eMJva225rdnvpEMR0FrpNSHmj2qzcjF+pB/PajfezPKm30+f1+PyAxGiv/IQckR/Hr6y5cD/ixxx7D4/Hgdrsr5jV4PB6+9aNvcdZ1llf/8Sqdojrx05/+FAAZCuE9ehSk5GhBAYaHvoP0erEMHULsnLlEXT0LncVC3pky3vvzNjqlRzH7h8PQVxl3kFLy6d4c/rD8ABlFbq4a0Jlf1mecoSaeUnhhLJgj4Vtf4QmEePbpp3EFtMLu0dHR1XoIF3LDBUNBVpxawUt7XuJw0WGS7cncO+je6nmSgIMbsvli4QHG3tCDETPTG2ZzFcorBd5yyy0MGtS09GEBX5BNy46z84szRMSYufKufqQNuPR7DefD5wmwedkJdq3R7sekeX1JH9y4J9pAQQHF775H8eLF+DMzESZTld6B1kMwdm58qphLCS3Mdn9lL2PXLkzdutFt4auNOl9To5hyGysOQoiZwD8APfCSlPKpGtsnAs8AQ4C5UsqlVbYtAMrnWvxeStmqA+N6vZ5AIEAoFELXwHj/xx9/nFGjRmGxWHj22Wf5+9//DkCiLRGJxBPwUOYrQ0qJEIJATi7S58OUno4+FKL3V19S8uGHFC1aTPYvfkHuU09hnX0La8rGYIkwMuOBQdXEYW9mCU98vJ/NJwrplxTJm/eP4fL6jDPUxqpfQ1k23PYaGMx88Np/cQWCmHPPkBhpZ8acW+ja/8INrz/o56PjH/Hynpc5XXaa7tHdeXLCk8zqPqvWimd9xyZxam8Bm5edoGv/ODp1a1yHdeTIkWzfvp3PP/+c3r17Y25ktEr20WJWv36Q4lwXA69IZvxNvTB1kF7D+TBZDEy4rTe9RnZi9esH+eT53fQZ05kJt/bGGnHhJ3spJa4tWyhetJjSlSvB78c2ZgydfvJjIqZOveR6B82FzmLBNnw4tuGVMw1CLleLXKs+/+FbhRCLgQ8Ab/lKKeV7dR0khNADzwNXARnAFiHEMinl/iq7nQbuBn5S49g44NfASLQcUNvCxxbVw95aqc+Tfl1IKTl79ix6vZ6EBvr9CgoKcDgc+P1+PB4PKSkprF27FoBEayLFucWkdU8j15VLoowgUFiAIT4efTjFhz46mrj584m96y5cm7dQuGgxX++NwBXlZrxvBYF1pcipU8nzhnj680O8sy2DWJuJJ28cxJyRXTE0NizxxNew9RUY9z1IHUl+bg4HT54hUoSYffd9rFn4X5b85mcMnDSNiXfegy0q+pxTuANu3jvyHv/b+z9yXbn0j+vP3yf/nSlpU+qM4hJCMGleX3KOl7Di5X3M+eVojOaGj//odDquueYaXn75Zb788kumh8MQ64vfF2TTh8fZtfoMkbEWZv9gGF37X9y0KW2dpB7RzPnFKLZ+dpLtn57izP5CrpjTh14jOtXq1guWllLywYcULV6M79gxdFFRxM27nZg5czD3uLRqaV8sWmpeRX1cTP+rZbWUUt57gePGAb+RUs4If/55+MA/1rLvq8DH5T0IIcTtwGQp5bfCn/8DrJVSvn2+67XkIHU5ZWVllJWVkZiY2KD0F7Nnz2bu3LmcOHGC7OxsnnjiCUaMGMH27dsBGD58OJ98+QnCKulWINDpDFrEgk5X63dY/95Rdqw4zai0XOJWvYQ/KwtvVAwfp4zk025juPqq4XxvSm+irU2Iwfe54F/jteWH1oPJxr//+hdySsq446Yb6T3sMvweDxveW8S2j9/HZLEy4fYFDJk6A6HTUeorZfHBxby+/3WKvEWM6DyCBwY/wPjk8Q0aC8g8VMQHz+xgwOXJXHln3dX6AkVF6O12RC1Pnh9++CG7du3i29/+Np061S8qKutoMasXHqAkz82giSmMu6l5/OyXMgWZDla/doCzp8pIH5LApNv7EBGrBRq49+ylaNHblH6yHOnxYBkyhNg5czSXaRPmGV0MPMeKKV1xikC+G53diM5uRB9hrFwOv+siqizbjAh925vbUJMmuZiklPc08ropwJkqnzOAMU04ttUr3dtsNsrKynA6nfUOeX3ttdcwGo3MmzePYDDI+PHj2blzJ7/61a8YNUpL//D444/Tv2t/Sk8dQQR8uJIjsJzHjXVkay47Vpxm0KQURs29ks+uvoJlL7/H6D1fcuPBL7j54BdEuCeis81BTpzY+LC4NU9C0QlY8DGYbBzcs5ucMidd7BZ6D9Mm1hstFibOu5uBE6ew6uUXWPXS8+xc/SnFV3RiUfEnOPwOJqRM4IHBDzC8c+Mm3qf0jWX49DS2f36abgPj6XFZZTRSyOPBtXUbzvXrca5bh/fQIXQREURMmkTktKnYr7iiohdWPmC9fPlyFixYUKdI+b1BNn54jN1rMoiMs3D9D4eR2k/1GupDfEoENz86kt2rz7Dpw+O8/dtNDEsvJf7rhXj37UNYrURfdx0xc+docwTaOL5sJ6WfncBzqAh9tAnrwHhCTj9Bpx9/jpOQ00/IdZ7qBwJ0VkOFiFQISUQNUSkXG5sR0QpleOuiPlFMFuA+YCBQEXN4oR7ExUAI8SDwIEBaWlqLX0+v12Oz2XC73URFRdVrLGL+/PnMnz+/4vhNmzZVbLv33spbGCwtxeTw4Y62kB0qIuQ2kWCt7soqfzrr0jOa2Ms7MffFjWw6UUjfHsO44/vz6GP3UfTOOxQvXYrjoe9gSO5C7K23En3zzRjr+dQMQMZW2PgCjLgHul+hFQr64ANEwM/Ndz1wzu7xqWlM/PEPeO3dv3DmiwOYFx5j1qCe3HD3jxjStekZWUZf14MzB4pY/cYBokN5sHMjznXrcG3divT5tElJI0aQ+MMf4MvIwLF6DaWffIIwGrGNG0vk1GlETrmSadOm8fHHH7N3797zVgvMOlLEF68dpDTP3azROR0JnU7QP91HRPxWNh+OYrOnF3FR1zH+x7eQOvca9A2MBGwNAsUeSlecwrXjLMJsIHpWdyLGd0HUMu9DBiUhl79COELhV9BRfTmQ58Z3spSQyx8unnAuwqIPi4jpHBGp1jsJL7e0oNTnP/914CAwA3gCuAOoz6B1JlB16mtqeF19yAQm1zh2bc2dpJQvoqUiZ+TIkRdlQkfVkNfGpAGvDRkI4M/KQmexEJPSA6czk1xnLjoq//gep5/l/9qN0WJgS7KeH/9rPbE2E7+/YRBzR1WOM3T6wQ9I/M53KFu9hqJFb5P3j2fJe/4FIqdOJXbuHGxjx9bt4gl44cPvQmQXuOoJAL5e+TnOYIgBXZNJSK7ekTtVeopX9r7CsmPLQMC1C2Yw8EgcJ9Z+w7rf/Q3DXffRf8LkRoeYBvLycG7YwNDCHawuG8Pnf1rDsN3PY+ndk9jbb8c+4XJsI0dWc1HIYBD3zp2UrfqCslWryPn1r8n5zW+IGzaMToMG8vny5fTu3btall6/N8iGD46xZ00GUQkWbni4ZcuhXoqEfD7KVqykeNEiXFu3IoxGJk6fQf7wQWzZ2p1Pd4cY3a2QYVPtbTZdR8jlp3TNGRwbtJnYEVekEjU5FZ3t/O5aoRfoI03oI03Ux6krQ5KQO6CJh8NXKSqOsMA4/AQcPnxnXZqYuAPnFZSgAL8QeCOMDPxFfR009afeyfqEELullEOEEEbgaynl2AscZwAOo83AzgS2APOklPtq2fdVqo9BxAHbgPLHz+3ACCll4fmudzHGIMrJz88nGAzSqVPtg3ANoTzOOVhWhrlnT3QWCyEZIqMsgzJfGfmn8nku83mGbrmG6PxkPuj5AdmWfNLjoxnQJY4IkwWT3oRZb8aoM2LWmzHpTRWviJxSYj/bSuTKLejKnIS6JhGaPQ3DNVdhiovX9tOZKo/76q8Yvn4a7lgKva/C5/Px5yd/DwE/P33sV5it2mDYocJDvLTnJVacWoFRZ+Sm3jdx98C7SY7QKvDlHj/KqpdfIOfoYVIHDGLqvQ+R0LXbBe9HyOPBtW0bznWVbiMAfWwseaPmsNM3mLEzOjPixvq5J6SUeA8foeyLVThWfUFmTg6rrppG/7NnubJvXyKnTqPAlMya1w9Smu9h8JWpjLuhZ6MGxDsqvowMihcvofjddwkWFmLs2pXYObcRfdNNGOI015yz2MuXbx/ixK58EtMimTK/HwmpbacnIf1BytZlUbb2DNIbxDa8M1FXdcMQ07iot2AghNcVwOvy43UH8LoC+MKfPVWWy7dV7OsK4HMHqNksGwWYBZiEwKwDm1mPzaTDYtBh1gkM0WYGPty43npTs7lullKOFkJ8BXwHyAE2SykvGG4ghLgaLYxVD7wipXxSCPEEsFVKuUwIMQp4H4gFPECOlHJg+Nh7gV+ET/WklLK2wfIKLqZAuN1uioqKmpzlFSBQXIw/IwND584Yq8z2DckQea48jh4+yrKV20k7PpDVKavITNtLp0gDUvjxh/x4g158QR++oA9v0Is8z6OGMSAZe0By1Y4Q/TLBp4cN/QUrLtNxJIVqxXN0gNlgxagzMvxEH+J93ci3HiKnvx+z3kxQBtlXsA+70c6cvnO4a8Bd57jDQJvPsWf1Cr5+61V8HjcjrrmBsTfPxWSp8rQfbsCd69ZVuo283gq3kf3y8djHj9cmCQrBp//ew6l9Bdz6s5GNamD8mZl8uGgx+0pLmLpqLflxk8lMmYRd7+aKadH0uHYMooH1NzoiMhjE8eWXFC1ahPPrb0AIIq68kti5c7FfPh5Ri/tVSsmx7Xl8tegQXmeA4TO7MXJWepOKHTUVGZK4tuVSuvIUwVIfln5xRM9Mx5hkr7DZ6wrgKPLiKPLgcWiNuMflDzfygXAj76/W0NdW7rUqeqMOs82A2WrAbDNqy7bqyyarAUv4s8lmwGgWIL2EAm68LicepwOP04HX4cBst9N/wuRG3YOmCsT9wLvAYOBVIAL4lZTyP42ypoW4mAIhpSQ3NxeDwdDgkNeqhPx+fEePIkwmTD16VPRGpJQEQxJvIMTOHXvY+WoRJ6MFs+8fxBW9z58yQkpJQAbwB6sLhy/kq/Y5eOQ4xmWrsX6xGZ3bi7t7EnlXDSXHsg63LMM36l58Qoe31I3/Sz86fxklVwl8+PEHNWEalTSK2/vdTrT53NDWmrhKS/j6rVfZu2YlEfEJTLppLkkuH65163GsX0cwLx8AU6+eRFx+OfbLw26jWkL33GU+Fv1uM2a7kdt+PhJDI+piu1wu/vHMswiPhYizg+ipO07axpfQucrQRUURMXkSkVOnETHhcnT2limU1F7xnz1L8dKlFL+zlEB2NobERGJuvZWY226td5oLj8PPuqVHOLgxh9gkG1fe2Y8uLZiuozaklLj3F1D86UlC+W5CcRacvWIoFjocxR6cRV4cRV6cxV4C/tobe5PVUKVhDzfu1vM09HYjJmu4kcdLwOvC43BUa+Qrlp0OPI7we5V1vnC2gtro3KM3d/7x7426F00ViO5SyhMXWtfaXEyBgIaFvEopCUlJICgJhMKvYAhTTiZ6r5uixFS8Qh9eLwmGQkjAIAVlp46z43MX9/xyDOZmHiwNOpyUfvIJRYsW4T1wAJ0hRNSUscR+5+dY+vXjv/94hsyCQm65eiaDxo5v9HVCXi/ubds4/tlyNh7YSakOEkudDHb46TR6LPbx47FfPr7eDczpfQV89M9dDJ6cysS5fRpki88TYMN7x9iyZSuO6CNcOX4Gk6aPI+R241y/nrJVX+BYs4ZgcTHCZMI+fjyRV00j4sorK9wlHQ0ZCuHatImitxdRtno1BALYx48nZu4cIq+8stE9rtP7Cljz5kEcRV4GT05l7PU9mi0gIBQM4Szx4Sz2Vjz9O4q1Bl+cdZFc6iUGcAQl+z1Bsv1aO6jTC+wxZiJizUTEmLHHWrT38DprpAmjWSBDHnxuZ0Xj7m6GRh7AYDJjsduxRERitkdgiYjAYo/Qlsvfa6yzRGjLhkb+HZoqEOcUBwqf8OJWYrkAF1sgAoEgZ8/mYrJYMdkiCAYlgVCoopEvF4FyQah5n6O9Tjq5i8i3xeKyRWHQCQx6gV4nMOh0GHQgS/ycPH2UAQMGYG+kL7Q+yLzDeH4/maLcHpQecCC9XorGjGJF9x4k6uG7v/pNw84nJd4jRyrGEVxbtmjZNo1GLJddxpm0Luw8dZiQlIy+/lZGX38LhgbOmv1myRF2rT7DNd8dUu/0DmcOFrLmtYOUFXkYMiWVA0VfUlJSzPe+971qrkIZCODatr1i3MKflaXVIh5+mRYRNW0qpq71Sz3engkUFVHywYcUL1qE79Qp9NHRRN98M7G33YopPb1ZruHzBNj44XH2rM0gItbMlXf0I+0CSQ8D/mBFw18hAMXe8FO/JgTuUt85fvxok46BdgOJUhLQC0rTohC9Y4mItxARa8EeY8YaYSQQ8FF6Npfi3GyKc3K099xsSnJzcBYX1ruRr2jMIyJbvJFvCo0SCCFEP7TQ1j8DP62yKQr4aflYQVuhqQIhpdaQB2s07IHyhj9Yvl1bDkpJhPBiJkihtFV4/oUQGHUCvb68odca/mrLwQCzZ1zFlt27mTBxIh9//PE59jiLvThLvOSWnGHwkBa81aEQ/G8W5B2E724mGLJQ/P77vLxvD26zhRlffU33WVeHZ7l2J+QLEizxIgOycthCQLC4RCvQsmM77u3bCRQWgpSY0tKwjrgM2/ARWIcOqYg2cpUUseH9xRzbuomoxE5cPudO0gYN0U5G5Vvlu6j6RiAQ4sNnduAq83PLIyOxRplAgDDozimP6XMHWP/eUfZ9nUVMZxtT5venS89osrKyePHFFxkzZgyzZs2q9fZIKfEePFgREVU+aG7u25fIqVOJnDYVc//+bbLYS2OQUuLeuVNLf/Hpp0ifD+tllxE7dw6RM2c2ubDO+cg+VsKa17UEiH3HJtFndGecxT6cxZ5KIQiLgcfhP+d4k9VQ+dQfY8YeXo6ItWA36WDnWTw7zyIMeiInpWK8LJqSwrAI5OZUCEBxbjaOwoIa57YR07kLMZ2TiIiLP+/TfWs28k2hsQJxPXADMBtYVmVTGbBISrm+me1sEo0VCH8wxJFcB4FQ7X5GAeh1unAjH27ow8s6gvgcJVjsEdjtdgw6HTpRdyU4KSW+EydYvXYtvpgY/vvKK+cIRMAfojDbidlqICv/ZIv1ggDY9B/49BG44d/IoXMJOf1sWv0lK7avYzBxjHFE4M9zorPGoovqhNC17RmvAMKoQ5j16Mx6/CEoLvLg84eI6GwjoXsUequxYvsXR9ez6/QB7p4+h86dk9CZ9RXbhFmPMOqrCY7vzBnKvvgCx6ovcG3fDqEQxuRkIqZNJXLqNGwjhiMM7W/eRNDhpPTjjyhatBjvwYPobDairp9N7Jw5WPrVPYO9uQj4g2z79BTbPztFKFTZLlkijOe4fCJiK90+9hjzOa4pGQpRlpNHyZpTsN8DQci35XDYtZ38syfxOB3V9rfHxBLduQuxSV2I7pwUFgRt2RoZdck8ANRGo2ZSSyk/FEJ8DDwqpfxDi1nXyuiFINpqQK8PP+HXEAG9TtT5z5HndeH3uDFFRda63znpvkeMYOEf/8hVN97IN7t21XpOZ5EHAUTEmiG/ub6pNqEnWOolWOQlUOwhmJ1LcGMWAfPzBL/oTfDd9fj9ftabtxEnIxjlG4aw6rEMNCDdhfhO7SOYfwaEl5DHCX4/6A2YunfH0rcv5r59MaakVN4HGQ7flrIyjltW3aAtBoMBTu3ewYntWxFC0GP4aLoOHFI5EVFq55AVx1eeJ+tIMSd25dNjWAJdekQj/SFC3iABp5+8YyU4891YTHo6d7FjALyHi5DeIDIcZTKYBA6aDSz/7FOu9Y1AUONvKNBEoopo6MzDsV81CvtVQQL5OfgzTuLcegzHutcRxjew9OuFddggrMMGoY+0obPo0cdY2lzahUOHDpF/+DCWbdswfPY5puJizP36kfSb3xB17bXoIy7uAL3BqGfM7B70G5eEo8gbdvuYzluUKBjwU3L2LJkHsqv3BHJySXB1pl/kGCx6G6cdB9lT8g2GWDPRnZPo22siMZ2TiE7SRCCmUxJGS+PrjlzK1PmoI6UMCiFuANq/QHz6M8jZc85qHU3I4ZE0GPukxykuLsbr9VabeFXOqFGjmD17No899hguh4M5M2cyZPhw9OdJ1eF1a2Fz9hgz+gbOkgx5gwSLPQSKNREIFoeFILwcLPWeM+FGJ0aij++EMcGGpW8cX5/agCPPw4RufUiZMw6dzVAZXRWcjvObbyhZ9hH6uBQtBHXUqGaJ9Bk8LpW0s6NY/eqLfPbFC8QfSmPafd8hdUDdmWL7TEjh8HO7WL09n9tmdCcu2a4Nfr5xEGexl2FXpTHs2u7nRDvJkET6g0hvkGk77Xy8+lOyp+gZnNoP6Q0S8gbD74HKz75gxXKo2EvIF0R6o9BFDMTcp7KXJwHXTnDtPFSxTljAnK7HlBpCZwwig0GkPwDBQMWyDAbggstB7Zjwsgz4IRA+XyB8vsC5yzIYQAYCuAMBymSQwwkJHE9Lr7whM2dgFBBhtRB5NpuoRW8QbbcRHRmJxWJBZzCgNxrRGwzoDeXv5euM2vZz1hvQhdc15Ak8OtFGdKIWweZzuzibGR4HyCkfC9DEoCw/Hykre/4Gs5m+SWMYYrkes8mKLzZAYJSFAQOuY0zCvejbYc+utanPHVsnhHgOWAw4y1dKKbe3mFXtCKvVSmlpKU6ns1aBgMp032YEa958A2Nycq0/GBmSOAo96A06bJHVB22llNqU/fKn/+LynoCXYPjzOTlhdAJ9tAl9jAVzz2j0MWYMMRb0sWb0mZ9hWPN9xLV/hFHXAVBaUsL2LYew+r1cOf9W9IbqvlSh1xMxaRIRkyY14Y6dn+hOSdz4yOMc3bqJNa/+h8W//RkDJk5h4h33YI+pfVazEIIp8/uz6HebWfm/fSSmRXJgXTaxSTZuemQESd1rD8MVOoEwG8BsYPiEUew6spe1O9cx+Irh2Boxt0UGJdIXFg+nB/fOfTi3bMe9az/S5cOQPALpGYR7f4BA1nb8x9cSLDzasIsYjQi9HmEwaDm2DIZal6VBj8ugx6ETlOokZUJSpgtRaggQMEh8MQl4u6RjLCsmpugsfpsdv96AX2+i1GWiyGwBXaWgCr8XndeN3uNG5w2/fB5EA6pR6vQ1hcOAwWgMrzeiNxoqhMZgNOIuK6U4Nwd3aUm181gjo4jp3IXkPv2JmVjpBorwROH9Kg9/lhNjZzvRs7pj7h1zSbuGLgb1EYhh4fcnqqyTwJRmt6YlmfXUhfdpBAIt/UZZWRl+v7/WkNeCggIcJSX49HqCcXHnhAXKYAgZknjK/OiCIWwRJoJlPghKgg4fOU9vJVDshUD1cRJh0qOPNWOIMWPqGok+1oIhxow+xow+1oI+0nTOgC0Apdmw9FFIHwUjKvNBvfvm60hg2vSrzhGHi0mvkWPoNngom95fwpZl73Fs6yYmzJ3PkKtmotOd626wR5uZMr8/y1/YTUGGg+EzujHq2vrXS9bpdFx99dW8+OKLrF69mmuuuabBNgu9QFgN6KwGiDFjShlP9DXjtUHuAwcIFhcTdOnwnjLgM4/GmDoafZwB6wA7lj52dDaz1tDr9YhyIdDrK0WhlqSLAb+f4uxMCjIzKMg4TWHmGQozz1CUnUXAr5V8JaT51+NSutI1pStOo4Udx0/RPT2deXfcUev/aygYpKCwkNzsbM6ezSUvL4+8/AIKi4oIhcfqhBBE2e3EREYQHRlBlM1GpNWM1WiCUJCA308o4CcYCBAsf/dr76Gq6wL+auv9Xg8eRxlmm51eI8dUGRfQBonNtuq9VV+mg5LPTuA4chJ9jJnYOX2xDU2s/f9e0WDqk831yothSHumPMury+UiOjpaC2kNSmRIQkjy4L3386vv/5jTOdn87PEn+Mcf/wYhib/ATcgTwJ+tdcwMgEEnwOUnBKAXIMHYxY6lf1y48bdUiIKwNqzrDmjjAZ/8CIJemP1PCPv5Tx4/xqncPOJEiOGTpjbr/WkMRrOFCXPn0/+KK1n9yr/44pV/sXftSqbd9x2Sep0796H7kARmPDCIqARLo4oLdenShVGjRrFlyxYuu+wykpOTm+NrIITAMmBAtXUhXxDXjrM4N2Tj+KYE51Yn9pGdiRjbBUPCub0Xn9tFYWYGBZlnKAiLQGHmGYpzc5DlwRVCEJ3YibiUrqQNuYz4lK7Ep3YlLrkrlnDOsN27d/Pee+/Ro0cPbr/99vPO39Hp9SQmJp5TxzsYDFJYWMjZs2ervU4fOVYRxl1eL6VTp07VXtHR0Q0utFUXgUIPpStO4tqZh85mIPqaHkSM7YJoxVnZlyL1mQcRjVa8Z2J41ZfAE1LKkvMfdfFp6XkQ5Y29DJa/h7T3kCYGJT4HPuknjkhElQf9N5a+xUcrlrP4xTcIhoJMuuEqfv/L3/LEX57k0NHDOJwO4uPiee6vzzNx/BSiOlm11APhwfFmn8uxZym8ex9M/z2M/z/tu0nJP/70FCUOJ/fcOY+0fgMucJKLi5SSQ+u/Yu1rL+EsKWbotJlMmLugouFrLtxuN8899xwxMTHcd999zdqg1YaUEt/JUhwbsnDvLYCQhGQDpYml5HhOUpiliYKjoDJSQac3ENslmbiUVOJTuhKXmkZ8SldiuyRjNJ9/oHXfvn0sXbqUbt26MW/ePEzNWK3N7/eTn59/jnCUlFQ2EUaj8RzR6NSpExEREQ16yAk6/ZStPo1jYzZCJ4i4PIXIyanoVMbdRtPUiXLvAnuB8pKfdwFDpZQ3NauVTaSxAiGl5juubPhrvIcF4JxZN+XoBEIn8IsgxUEHkUYbNrNVW68XBIqLCBYVYkpNQRdZ+4/B5wlQnOvCHm0+Z0JcswqEMx+eHw2x6XDfygo/89YN6/n48xWkR1i5+yePNs+1WgCvy8n6JW+y47OPsURGMvGOexg4aWqz+pl37drF+++/z+zZsxk+vHHJz+pCSklZQR4FGVovoLxH4MgqJFXXk56RQ7EaInEGSsgxnMbTxU9MWhfiUrsSn9KV6E5JDR5sPXDgAO+88w6pqanccccdjS672lA8Hg95eXnnCIfTWTGUidVqrVU4auY4C/mCONZlUrY2A+kLYh+ZRNS0NPTRF+e7XMo0tSZ1TynlzVU+/1YIsbNZLGsLhCSBvBozI8ONOzqBzqQDna7is9AJ0Fd5DzdORsCZ58UV8hIRGY0QgqDTSbDgLPrYOPRRtSeWk1IbmNbpddiiWrgG76ePgKcUrn++QhwCgQArVqxA5/Nw093fbdnrNxGzzc6Vdz/IwMnTWPXyC3z+r2fYu2YFU+/7DolVI3KawJAhQ9i2bRsrV66kX79+2Ooo5RgKBfF7PPjcbnweN/7wu8/jwe92acvhdSVnc8OuoQz8Xk/FOSyRUcSnpJI2aijxKV0xdumE1R2LaU8U9pPRkKfDlpxIRJcumJIbnpzw8OHDvPPOOyQnJ19UcQCwWCx07dqVrjVmnTscjnOEY/fu3Xi9FRWNMZvNWK1WrFYrZr8efUEQs1+PPSGK2IFJ2Du5sJ09jbVM28dms2E2m1u819fRqI9AuIUQE6SU3wAIIS4H6p5r3p7QCc3vW97oX2DeQ13Y7faKkFez0Yg/MxNhMmFM6nzeY9xlfgL+ENGJ1pYdWDu4HPa+C5N/AZ0qeyQrPlqGT8KI3r2ISjh/IsC2RKf0Htz+2z+zd+0qvnrrVV5/9PsMnzWb8bfOw2Sto0EPBisabb/HXa0B1xp3Dz63i2R9iNNuNwv/+Q9SzbpwY++pIQJuAlUatAsREZ9AfEpXBk25ShsfSEkjLrVrrXW8Abgc/DlOHBuycG0/i2tbLqa0SOzjkrENTqhXoZijR4+yePFiOnfufNHFoS4iIiKIiIige/fuFeuklJSWllYIRmlpKY7sYkozC3H6nfiMQby2AJ7iDFi3v9bzCiGwWCzYbLYKcanPsslkUtFO56E+AvEQsDA8FiGAQmBBi1p1ERFCIJrJf1k15FXn9SJ9Pkzdu5+37GcwGMJZ4sVk0TI+thjuYvj4Yeg0ECY8XLHaUVbG1p27MPvczLz9zpa7fgsgdDoGT5lOr1Fj+frthWz75AMObfia5D79K0XA7cLn9YSX3QT8vnqeXGDpkk6ujIOzBUSaDJgsViLjE7TcWxYrRqs1vGzBZLWd+9lixWTVPhvNllrTX18IY5Kd2Bt7Ez2rO85tuTg3ZFO0+BAlHx/HPjoJ+5gkDDG1jzscP36cRYsWkZCQwF133dXktPQtjRCCqKgoIrCQ6oulbHcmvlMRGBJ7Ez0zHcuAeIQQhEIhPB4PLpcLt9uN2+0+73JZWRlnz57F7Xbj853/b6/X6xskKGazGYvFgslkuuR7LPWJYtoJDBVCRIU/l7a0Ue0VIQQ2mw2Hw4GluBhTfAL6OiaROYu9yJAkIs7csk8wKx4D51m4/W0wVLqx3l/0FiEkk6+4ot3OJLVGRjH9wf9j0OSr+PqtV8k7fVJrqK1WrJ06YzRbtIbaatMadkv4s8UabsgtFfuXfzaazHh9Pp577jn0KSnMu//+Vm0IdBYDkZenEDEuGe+xYhwbsilbe4aytWew9I8nYnwXzD0rY/5PnTrF22+/TVxcHPPnz6/TTdZayJAkkO/Gn+XAl+XEn+3An+Ug5NTm8ugiTcTc1Av7iKRqM9B1Oh02m63B3ykQCFQIR12i4nK5KCwsrFgOBoN1ntdisWCxWCpEo+qrtnU11+sbWzP+IlGfmtTxaFFMEwAphPgGLYqpoO4jOyY2iwVHWRleux1b5/PXgfZ7g3gcfmxR508l0CwcWwM7XofLfwgplYOuGWdOcywji+ign7EzGx7339ZI7tOPOb9pvrkuFouF6dOn895777F9+3ZGjqx1DO+iInQCS+9YLL1jCRR5cG7Kxrk5h/z9BRgSrUSMS6ags483F79FdHQ08+fPx94G6lmEfEH8OU782U78WQ78WU78OU5keZ0FvcCYZMfSPx5TcgTGZDumlMhmDVk1GAxERkYS2YB62FJK/H5/NRHxeDy1vrxeLx6Ph+Li4mrrLoTRaGyQwNRcZzQaW/Thsj5+jUXAV0D5QPUdaLOqp7WUUe2ZUO5ZTMEAXrMZCTUz+wDhSJZCDzq9wNaSURheB3z0fYjvBZN/Vu367y9aBKEg1918a6PcHx2BwYMHs337dlatWkX//v3bRGNbjiHWQvTM7kRN7YZrdx6ODVkc+WgHy007sJmtzLv61marmd4Qgk5/hQj4wr2CQJ67IsWLsOgxdonAPjoJY3KE9kq01mtM5WIjhMBkMmEymYiOvnBhrJqEQiF8Pt95xaS29eU9mPJ1ofMkES1Hp9NVBAPcfvvtjf2q56U+AtFFSvm7Kp9/L4SY0+yWXAIES0oIlhRjS0ykOBjE7XbX2qhsWr+V7/3fd3G5HRiMBn75y18yZ04L3NIvnoDiM3DPp2Cs9EHv3r6NAqeLVJuZXpc1fyjnpYIQgquvvpp///vffPHFF8yePbu1TToHYdRhH9GZ0uQQn//vM6zSzCzXUFwvHibYIxf7uGSsA+KbPVGglJJgkTfsIgr3CrIdBEsqff36aDPGZDvWwYmYutgxJkegj21hd2oborzxPl8KngtR3oOpTVBqrmtIz6gh1EcgVggh5gJLwp9vAT5vEWvaMdLvx5+Vhc5ixZSYiLOgAKfTic1mq/aDCAVDENDz7+f+y4hxQ8jOzmbEiBHMmDGDmPMk8GsUpzfC5hdh9APQbVzF6kAgwKfLl6Pzerjhge813/UuUTp16sTYsWNZv349l1122Tkhm22B3NxcXnvtNcxWC3fffTdRpgicW3Jwbsym8M0D6KNM2Md0wT46CX1kw0OpZTCEP9dV4SIqHzOQnrB/XoAh0Ya5e3S4V2DH2CUCvb191UVoa1TtwbSUAFyI+gjEA8APgTfCn3WAUwjxLUBKKRue1+ASQ0qJPysbGQphSk1B6HQVIa/r16/noYceqkj3PXLEKP797CuMGDcKIQTJycl06tSJvLy85hMIvwc+/B5Ed4Wpv662ac3nn+EJhhjcLZWElNTmud4lzqRJk9izZw/Lly/ngQceaFORK3l5ebz22msYDAYWLFhAbKyW1DBqclciJ6biOViIY0MWpStPUbr6NNZBCUSM64KpW+01DspTv1QbPM51aZNF0Xosxi52bEMTMSZHaGMGSTZES46jKVqN+kQxtY50NTN/2vwnDhYebNZz9ovrx6OjH9USsZWVYkxKQhfuTlosFnQ6Hf37969I9+10uLhp9q0MHzEMYzj99ObNm/H5fPTs2bP5DPvyKSg4Ane+B+ZKP7TT6WTDli0YPS6uvvPHzXe9Sxyz2cyMGTNYunQpW7duZfTo0a1tEqAlgVy4UEtwsGDBAuJq1MwWOoF1QDzWAfH481w4N2bj3JqLe1cexi52IsYlo4syaWMG2U58WQ6CBZWT+HR2I8ZkOxETUjCFewWGhBaer6NoU9Qr+F4IMQRIr7q/lPK9FrKpXRHy+QhkZ6Oz2dDHV9bSLQ/Hczgc/OIXv2DcuHEY9CY+eW8l9hitm5+dnc1dd93FwoULm++pNGsHrHsWht0Jvaon3Vv2zmJCEiaNHoU14pLQ/YvGwIED2bZtG6tXr2bAgAGtMgBclcLCQhYuXEgoFOLuu+8mIaHuutzGRBsx1/Ukano6rp1ncW7Ioui9IxXb9fEWbZxgROdwz8COLlJNIOvo1CfM9RVgCLAPKB9Sl0C7EohHRzd/jiEt2dpJJGBKTT3nx1QuEGfOnKGszIFRb8Rgkej0OkpLS7nmmmt48sknGTt2bPMYFPBpriV7Isz4fbVN2dlZHDpxigifiwmz21QarXZB+YD1v/71L1atWsUNN9zQarYUFxezcOFC/H4/CxYsoFOn84dT10Rn1hMRHo/wnSmDgMSYbFfJ7hS1Up//irFSyraV3rONECwsJOR0YkxORldLdkyDwYDFog0cPvLwLziTeZpf/+4x/v73v3PjjTcyf/58brnlluYzaN0zkLsX5r4F1uoFdt4Lh7VePfsGVVmrkSQmJjJu3DjWrVvH8OHDSUtLu+g2lJSUsHDhQrxeL/PnzycpKalR5xFCYE7r8MOHigtQH7/GBiGEEogahLxe/Dm56CIi0MfWXu0M4P3338doNHLDDTfwq8d/wdatW1m0aBFfffUVr776KsOGDWPYsGHs3LmzaQadPQBf/hkG3gT9qk9827t7N3klpXQ2CvqPHd+063RwJk6cSFRUFJ988skFZ9k2N2VlZbz22ms4nU7uvPPOZqtZoVCcj/o8Sr6GJhI5gBdt7peUUg5pUcvaMFJK/BmZCJ3AmJJSp592wV13M2vmNaALYLaa2LRpEwDz589vPoNCQc21ZI6Eq/9SbVMwGGT5R8vQ+TzceP/9yqfcRMxmMzNnzmTJkiVs3bqVMWPGXJTrOhwOFi5cSGlpKXfddRepqSoCTdHy1EcgXkarAbGHyjGIDk0gP5+Q24UxNRXdeapyQTiVd5EXvTQRlB58Pl/LZNTc+C/I3Ao3vQT26oOVX32xCpc/QL+kRJJ69Gr+a3dA+vfvT8+ePSsGrFs6Rt3lcvHaa69RXFzMnXfe2SquLUXHpD4upjwp5TIp5Qkp5anyV4tb1kYJeTwEzp5FHxWF/gLT733uAD5PgIgoO0KIaoVSmo2CY7D699BnJgyuPp7hcrn4Zv0GDG4H1951T/Nfu4MihGDWrFkEAgFWrlzZotdyu9289tprFBYWMm/ePNLT01v0egpFVeojEDuEEG8JIW4XQtxU/mpxy9ogMhTCn5GB0OsxJifX6a6RIUlZoRe9UYct0oTdbsfj8RAIBJrPoFAIln0f9Ea49u9Qw55P3n+XoJSMGTqEiNi485xE0RgSEhIYP348u3fv5uTJky1yDY/Hw+uvv05eXh5z5syhR48eLXIdheJ81EcgrGhjD9OB68Kva1vSqLZKIC+PkMejicMFIoFcpT5CwRCRcZaKNOCgPdU3G9v+B6e+0epLR1UfsDx7Npd9h49i8ziYfItKndUSXHHFFURHR7N8+fJmH7D2er28+eab5OTkcNttt9G7d+9mPb9CUR/qM5Na+SaAkMtFIC8PfUwM+qi6wwOD/hDOUh9mmxFTOL68POTV5XIRERHR9IlxJRmw8tfQfRIMP3fAWwtrDXHVzJkYTW2jktilhslkYubMmSxevJjNmzczbty4Cx9UD3w+H2+99RYZGRnceuut9O3bt1nOq1A0lPMKhBDin1Qk6T0XKeX3W8SiNogMhfBlZCCMRoxdulxwf0eRBwFExFZvmMvdTB6Pp2lFXKSEj34IMgiznz3HtXTowAFyCotIwM+wySore0vSr18/evXqxZo1axg4cCBRF3h4uBB+v5+3336b06dPc/PNNzNggIowV7QedT3GbgW21fHqMARyc5E+nxbSeoEKUF53AK87gC3ahL5GjnuTyYTBYODAgQMMHz6cYcOGMXDgQP797383zKDdi+HoSpj6OMSmV9sUDAZZ9sH7CJ+H2bffqcJaW5jyGdbBYLDJA9Z+v59FixZx4sQJbrjhBgYNGtRMVioUjeO8PQgp5cKLaUhbJehwECgowBAXj/4C+XeklDgKPegN2sB0TYQQ2O124uPjWbt2LVFRUTgcDgYNGsTs2bPrN/GpLBc+fRRSR8PoB8/ZvP7rr3B6ffSIiSJtgGpgLgZxcXFMmDCBL7/8kuHDh9O9e/cGnyMQCPDOO+9w7NgxZs+ezdChQ1vAUoWiYbSdvMVtEBkM4s/MRJhMGJI6X3B/V6mPYCBERJylIuPlli1bGDJkCB6PB6fTyejRozlx4kRFNJPX671g1ahqLP8J+N1w/fOgq96bcbvdfPnlV+jdDmYvuLf+51Q0mQkTJhATE9OoGdbBYJClS5dy+PBhrr32WoYPV0WcFG2DFk3KI4SYCfwD0AMvSSmfqrHdjDZTewRQAMyRUp4UQqQDB4BD4V03Sim/3RRbcv7wB7wHGpbuO+TzIv0BdFZrrWU5zf37kfSLXwAQDIRwlfgwWQ2YrZW3ddSoURXpvt1uN3feeSfDhw/n8OHDTJ48maNHj/KXv/ylfr2H/R/CgWWaaymxzzmbP/toGYFQiFF9exPTuXE5ehSNw2g0MmvWLN5++202btzI5ZdfXq/jgsEg7733HgcPHmTWrFltova1QlFOnT0IIYReCPFwY04shNADzwOzgAHA7bXkdLoPKJJS9gL+DvypyrZjUsph4VeTxKExyGAQ6Q8gjMZ61Wx2FHmRQETsueUFH3/8cVauXMnWrVt55JFHsNvtpKSk8M0333D06FEWLlxIbm5u3RdwFcInP4GkITD+3PiA/Px8du3bj8VVyrS5d9X3ayqakb59+9KnTx/Wrl1LSUnJBfcPhUJ8+OGH7Nu3j+nTp1+0tB0KRX2pswchpQwKIW5Ha7wbymjgqJTyOIAQYhFwPbC/yj7XA78JLy8FnhMtNKpa/qRfH2QggPfoUYTBgKlHjwsKhM8TwOvyY4s2YzCeu29BQQEOhwO/34/H48Fut2M2m3G5XHTp0oVBgwbx9ddf153Z9fNfgLsQ7nxXmxhXgw+WLIZQiCsnT8bclAgpRZOYNWsWzz//PCtWrODWW289736hUIhly5axe/dupkyZwvjxKomiou1RnzGIdUKI54QQVwghhpe/6nFcCnCmyueM8Lpa95FSBoASoLzqTnchxA4hxJdCiCtqu4AQ4kEhxFYhxNa8vLx6mFQ//NnZyGBQi1q6gDiUD0zr9DpsUbXX+/3Wt77F7373O+644w4effRRMjIy0Ol0hEIhsrKy+Oabb+qOdT+yEna9DZf/ELqcmyPxyJEjZJzNIybgZtTMDjmHsc0QGxvLhAkT2LdvH8eOHat1Hykln3zyCTt37mTSpElMnDjxIlupUNSP+oxBDAu/P1FlnQSmNLs1lWQDaVLKAiHECOADIcRAKWVp1Z2klC8CLwKMHDnyvHM2GkKguJhgSQmGTp3RWa0X3N9d5ifgDxGVaEVXSynG1157DaPRyLx58wgGg4wfP559+/bx05/+lGAwiJSSn/zkJwwePLj2C8gQfPQDSOgLkx45Z3MoFGLZe+8ifF6uveU2dBcIw1W0PJdffjm7du1i+fLlPPTQQxiqzLqXUvLpp5+ybds2JkyYwOTJk1vPUIXiAtRnJvWVjTx3JtC1yufU8Lra9skQQhiAaKBASinR0nsgpdwmhDgG9EGbm9FihPx+rXyo1Yohse4SjgDBYAhniReTpfrAdFXmz59fkdpbr9dXpPueMWMGTqeTkpKSustFeoqhNAvuWwGGc2dEb1q/njK3h642E71GtI1ayR0do9HI1VdfzZtvvsmGDRu44gqtAyylZMWKFRWzrqdOnarmqSjaNBd0MQkhooUQfyt35Qgh/iqEqDuNqcYWoLcQorsQwgTMBZbV2GcZsCC8fAuwWkophRCJ4UFuhBA9gN7A8fp+qcYgpcSflYUMSYy1lA+tDWexFxmSRMSZG/VDt1qtdWd59ZaB1wFjvwNdz238PR4Pq1evRu9ycL0Ka21T9O7dm379+vHVV19RXFyMlJIvvviCDRs2MHr0aKZPn67EQdHmqc8YxCtAGXBb+FUK/O9CB4XHFL4HfI4WsrpESrlPCPGEEGJ2eLeXgXghxFHgR8DPwusnAruFEDvRBq+/LaUsrPe3agTBoiJCZWUYkzqjq0fNBr83iMfhxxZlwmBsnFtHp9Nhs9lwu93nxs6HglB8GnQGmPJYrcev+HQ5/lCIQeldSejarVE2KFqOmTNnIqXk888/58svv+Sbb75hxIgRzJo1S4mDol1QnzGInlLKm6t8/m244b4gUsrlwPIa6x6vsuwBzgn1kFK+C7xbn2s0ByGfj0BODjq7HX3chdNiSykpK/Sg0wts0U1LhGez2XA6nbhcruqFZ8qyIegDWxyYzo1KKiwsZMeu3Zgdxcz4UaMikRUtTExMDBMnTmT16tUcOHCAYcOGcc011yhxULQb6tODcAshJpR/EEJcDrhbzqSLS3n5UOCC5UPL8Tj9BHxBImIstQ5MNwSj0YjZbMbpdKINvaC5lZx5YEsAw7nzKgA+XPoOMhRkwtix2KLq4/FTtAbjx48nNTWV4cOHM3v27KZn8VUoLiL16UF8G3ityrhDEZXjBu0e6fMhvR4MXbqgM9UeplqVUDCEs8iL0azHbG+eieh2u53CwkLcbjc2i1lzLelNWo2H7MPn7H/ixHFOZWUT5XEwbnaHrN3UbjAYDNx///2tbYZC0Sjq08KVSimHCiGiAKSUpUKIhmcja6PozGbMvXtDPcNDnSU+QiFJdLgQUHNgNpvR6/U4nU5s/kIIeiG+1zm5lkALa/1g6bsIv48Zs2/AUA9RUygUisZQn/7uu6AJQ5V5CEtbzqSLjzAY6tXY+31B3GU+rBEmjKamzzcoLS0lNTWV//u//8Nut+P3+/E5izTXkjmy1mO2bdlCidNJkl4y4HI1wUqhULQcdRUM6gcMBKJr1KCOAmp3jF/ClM+YFjqBPaZ5ntp/9atfVcyitVktlJWW4BQRmKJqT9zn9XpZuWIFOpeD6x64Xw12KhSKFqWuHkRftNrTMVTWor4OGA480OKWtTG8rgB+b5CIGDM6ff0HGmum+x44cCB79+5l27Zt5ObmMn36dAB0jlysuHFLM8HzzAlfvWIFvmCQfkmJJPfu1xxfS6FQKM5LXQWDPgQ+FEKMk1JuuIg2tQhfLzlM/hlHo4/3e4MIAYYqrqWErhFccdu5aberUlu67wEDBjBlyhTeeOMNVq1aBUE/OM9ityTg8nBuyCtQXFzM5m3bMJUVMfN732n091AoFIr6Up9H4W8LIWLKPwghYoUQr7ScSW2PYCAESPS1ZGqtDzXTfb/wwgtcffXVpKamQiikzZjWmzDGJGMymaqHvIZZ9t57yFCQMZcNIyqhUzN8K4VCoaib+kQxDZFSFpd/kFIWCSEuazmTWoYLPemfj4A/SGGWE4vdSFTChZP31UbNdN8bNmzg66+/5oUXXsBRVorP5yMiPomn/vI3IiIiKCwsxOPxYA0nCzx9+jTHT5/G7izhilvmNsoGhUKhaCj1EQidECJWSlkEIISIq+dx7R5tYNqr1ZKObfyM6fJ03ydOnODRRx/lzTff1DZ4Hbz6wl/Zuv84T/3lb0D1kFer1YqUkg+WLkX4fUybOQuTpXEipVAoFA2lPg39X4ENQoh3AIGWVO/JFrWqjeBzB/B5AkTEWtA3YGC6KrWl+169ejVTJk+uzLVkiqjYXwiB3W6ntFTrWfj9fgpLS0kMeRk6dXozfTOFQqG4MKKmr7vWnYQYCJSn/V4tpdxf1/6twciRI+XWrdWzgR84cID+/fs36nwyJCnIdiIExHWxN39IaUkmOM9CXE+wRFXbFAqFyM3NxWw2c/jwYVa8/y7z75hH+pB259lTKBRtHCHENillrcXQ6+UqCmdhzSM8/0EIkSalPN2MNrY5XKU+QoEQMZ1tzS8OPqcmDrb4c8QBtCyvVqsVl8uFlJIeMRFKHBQKxUWnPvUgZgshjgAngC+Bk8CnLWxXqxL0h3CW+jDbjJgszTzcEgpB0alwrqWaFVgrsdvtAAgZ4uoF9zWvDQqFQlEP6uNY/x0wFjgspewOTAU2tqhVrYyjyIMAIpowMH1eyrK1XEvRXc/JtSSlxO/1UFaQT3FWBsLrwWQ0Epec2vx2KBQKxQWoz+OxP1wbWieE0Ekp1wghnmlpw1oLrzuA1x3AHmNGb2jm1MzncS35fV68DgduRxlBvx8hBCarjYiICIrcnua1QaFQKOpJfQSiWAgRAXwFvCmEOAucp0Zm+6Y835LeoMMW2cxZUstdSzojRKUQ8PvwOBx4HGUEfD4ATFYb9phYLPYIdOHssirfkkKhaC3qStZXPhB9PVqBoIeBO4Bo4ImLY97FxVXqIxgIEd3JhmhiIaBzKMsmGPDhMSfhycrC79V6BkaLlaiERMz2CPSGDjG9RKFQtBPqapE+AIZLKZ1CiHfDZUcXXhyzLj7BQAhXiQ+T1YDZ2nwNdTAQwFtaiKekDF/IDp4yjGYzKX36MXjQIBCCtLQ0li1b1mzXVCgUiuagrpaw6iN0j5Y2pLVxFnuRNM/AdCgYxON04HE48LldABh0OiJiY7FERGEwmbBarezctavJ11IoFIqWoq5RWHme5UsOnyeAx+nHFmXCYGxcIaBQKIi7rJSi7CzyTp2gNO8swYCfg4f3c9W11xARG4MwWxl62WXs3bu3mb+BQqFQND919SCGCiFK0XoS1vAy4c9SSnnuDK82zJpXX+TsqePnbpAQ8IWQSK1KXAOGHhLTujP+1jvwOMrwurQMrHqDAVt0NBZ7JAZdkMmGNK6/ZgaP/f7PFem+Bw0ahMfjYeTIkRgMBn72s59xww03NNt3VSgUiuagrnoQTa+p2Q6QEiRSC2mtjzhILRVGKBjAXVZKcW42Or0ea1QUFnskRku4VnUoBPmHQGfk8d//iVFjxmGxWHj22WcBOHXqFCkpKRw/fpwpU6YwePBgevbs2bJfVqFQKBpAhwmbufLuB8+7TYYkiPOHlEop8XncWk/B6SQUDKLT6zDbIrBERGKyWs891pENAQ/E9aSgqKRaum+73U5KijaLukePHkyePJkdO3YogVAoFG2KZp4J1j4ROnFOA18uCqX5eeSdOkFRViYehwOz1UZMUjKJ3boT3akzZlstuZp8TnBUTogrT/d9xx138Oijj1JUVITX6wUgPz+fdevWMWDAgIv1dRUKhaJedJgeRH2QUhLweSsmsAUDAYQQmG12LBERmGx2dLoLaGooFE7jbYSo5FrTff/rX//i7bffRqfTEQqF+NnPfqYEQqFQtDnqle67PdCUdN9VRSFQJdWFJSICs81eMau5XpRmgSO31jTejaEpKcsVCoXiQjQ53felTMDvI/+MlrncZLURVSPVRYPwOTVxsMU1izgoFApFa9LhBcJgNBHdqTMmq61pqS6quZbOn8ZboVAo2gsdXiAArJHN8LTvyKmIWkKnbqtCoWj/qCim5qDctWRVriWFQnHpoASiqcgqrqVo5VpSKBSXDkogmkpZ2LUU01W5lhQKxSWFEoimUM21FN2gQ0+fPs306dPp378/AwYM4OTJky1jo0KhUDQS9cjbWJroWpo/fz6//OUvueqqq3A4HBeegKdQKBQXmRZtlYQQM4UQh4QQR4UQP6tlu1kIsTi8fZMQIr3Ktp+H1x8SQsxoSTsbRT1dS1u2bGHIkCF4PB6cTicDBw5k9+7dBAIBrrrqKgAiIiKw2WwXy3KFQqGoFy3WgxBC6IHngauADGCLEGKZlHJ/ld3uA4qklL2EEHOBPwFzhBADgLnAQCAZWCWE6COlDDbWnuKPjuHLaqZS2jIIfhemJDsxt9btWho1ahSzZ8/mscceq0j3ffz4cWJiYrjppps4ceIE06ZN46mnnkLfmMl5CoVC0UK0ZA9iNHBUSnlcSukDFqHVt67K9VSWMV0KTBVa5rvrgUVSSq+U8gRwNHy+NoDUeg7owGyv1xGPP/44K1euZOvWrTzyyCMEAgG+/vprnn76abZs2cLx48d59dVXW9RqhUKhaCgtOQaRApyp8jkDGHO+faSUASFECRAfXr+xxrHnOPqFEA8CDwKkpaXVaUzMdc2USrsi11KPeg9MFxQUVEv3nZqayrBhw+jRQ6vkesMNN7Bx40buu+++5rFRoVAomoF2PTIqpXxRSjlSSjkyMTGx5S/oczUqaqlmuu9Ro0ZRXFxMXl4eAKtXr1bZXBUKRZujJXsQmUDXKp9Tw+tq2ydDCGEAooGCeh57cZEhKD7V4Kil2tJ9f/nllzz99NNMnToVKSUjRozggQceaEHjFQqFouG0pEBsAXoLIbqjNe5zgXk19lkGLAA2ALcAq6WUUgixDHhLCPE3tEHq3sDmFrT1wpTlhnMt9WjQhLj58+czf/58APR6PZs2barYtnv37mY3U6FQKJqLFhOI8JjC94DPAT3wipRynxDiCWCrlHIZ8DLwuhDiKFCIJiKE91sC7AcCwHebEsHUZHwuLRlfIybEKRQKRXulRSfKSSmXA8trrHu8yrIHuPU8xz4JPNmS9tWLRrqWFAqFor3TrgepLwrlriWVa0mhUHQwlEDURUXUUqxyLSkUig6HEojzUZFrSQ9Rqa1tjUKhUFx0lECcj7JcCLghOg30yrWkUCg6HkogaqOqa8na/K6lNWvWMGzYsIqXxWLhgw8+aPbrKBQKRVNQj8Y1uQiupSuvvJKdO3cCUFhYSK9evZg+fXqLXEuhUCgai+pB1MRR7lrq2iyupdrSfe/du7di+9KlS5k1a5ZK961QKNocHaYH8emnn5KTk1P3TjIEfpcWzmrYecFzJiUlMWvWrDr3qS3d96BBgyq2L1q0iB/96Ef1+QoKhUJxUekwAlEvAh5AgMHcrKd9/PHHGTVqFBaLhWeffbZifXZ2Nnv27GHGjLZXD0mhUCg6jEBc6EmfsmytSlxsd7DGNOu1a6b7ttu1OhJLlizhxhtvxGg0Nuv1FAqFojlQYxCguZXKyqOWYpr99DXTfZfz9ttvc/vttzf79RQKhaI56DA9iPMiQ1DUclFLtaX7Xr16NT169ODMmTNMmjSp2a+pUCgUzYESiKBfqzHdTFFLNakr3XdmZuuWuFAoFIq6UAJhMEOn/iCUt02hUCiqolpFUOKgUCgUtXDJt4xSytY2odG0Z9sVCkX755IWCIvFQkFBQbtsaKWUFBQUYLFYWtsUhULRQbmkxyBSU1PJyMggLy+vtU1pFBaLhdRUlWpcoVC0Dpe0QBiNRrp3797aZigUCkW75JJ2MSkUCoWi8SiBUCgUCkWtKIFQKBQKRa2I9hjhUxtCiDzgVGvb0QIkAPmtbUQ7Qt2vhqHuV8O4FO9XNyllYm0bLhmBuFQRQmyVUo5sbTvaC+p+NQx1vxpGR7tfysWkUCgUilpRAqFQKBSKWlEC0fZ5sbUNaGeo+9Uw1P1qGB3qfqkxCIVCoVDUiupBKBQKhaJWlEAoFAqFolaUQCgUCoWiVi7pZH2XAkIIHfA7IArYKqVc2MomtXmEEGnAs0AhcFhK+VQrm9TmEEL0AH4JREspbxFC2IEXAB+wVkr5Zqsa2Aap5Z7dAFyD9tt8WUq5ojXtawlUD6KNIIToKoRYI4TYL4TYJ4T4QXjT9UAq4AcyWs/Ctkcd92wwsFRKeS9wWSua2Oqc7x5JKY9LKe+rsutNaPfsAWB2qxjbRqjvPZNSfhC+X98G5rSWvS2J6kG0HQLAj6WU24UQkcA2IcRKoC+wXkr5HyHEUuCLVrWybXG+e7YRWCqEuBd4vVUtbH1qvUdSyv019ksF9oSXgxfVwrZHfe9ZOY8Bz1888y4eqgfRRpBSZkspt4eXy4ADQApar6EovFtH/+FWo457dg/waynlFDQXQIeljntUkww0kYAO3i7U954JjT8Bn5bvf6mhehBtECFEOpprZBPa08w/hRBXAF+1pl1tmRr3LBv4jRBiHnCyFc1qU1S9R0KIeOBJ4DIhxM/RxmyeE0JcA3zUela2LS5wz5zANCBaCNFLSvnv1rO0ZVAT5doYQogI4EvgSSnle61tT3tA3bMLo+5Rw1H3rIN3JdsaQggj8C7wZkf9h2wo6p5dGHWPGo66ZxqqB9FGEEIIYCFQKKX8YSub0y5Q9+zCqHvUcNQ9q0QJRBtBCDEB+BotkiQUXv0LKeXy1rOqbaPu2YVR96jhqHtWiRIIhUKhUNSKGoNQKBQKRa0ogVAoFApFrSiBUCgUCkWtKIFQKBQKRa0ogVAoFApFrSiBUCgUCkWtKIFQdCiEEL8Mp3DeLYTYKYQY08LXWyuEGNmA/ccKITaFbTsghPhNeP1sIcTPWsxQhaIWVLI+RYdBCDEOuBYYLqX0CiESAFMrm1WThcBtUspdQgg9Wrp3pJTLgGWtapmiw6F6EIqORBcgX0rpBZBS5kspswCEEI8LIbYIIfYKIV4Mp1so7wH8XQixNfxEP0oI8Z4Q4ogQ4vfhfdKFEAeFEG+G91kqhLDVvLgQYroQYoMQYrsQ4p1wMriadELLRouUMlheg0AIcbcQ4rnw8s4qL7cQYpIQwi6EeEUIsVkIsUMIcX0L3D9FB0MJhKIjsQLoKoQ4LIR4QQgxqcq256SUo6SUgwArWk+jHJ+UciTwb+BD4LvAIODucApo0J70X5BS9gdKge9UvXC4t/IYME1KORzYCvyoFhv/DhwSQrwvhPiWEMJScwcp5TAp5TDgV+HzrEcrhblaSjkauBL4i9DKiCoUjUYJhKLDIKV0ACOAB4E8YLEQ4u7w5ivDvv89wBRgYJVDy107e4B94YIyXuA40DW87YyUcl14+Q1gQo3LjwUGAOuEEDuBBUC3Wmx8AhiJJmbzgM9q+y5CiN7AX9DcUX5gOvCz8LnXAhYgrY7boVBcEDUGoehQSCmDaA3o2rAYLBBCLAJeAEZKKc+EB4arPrl7w++hKsvln8t/QzWTmtX8LICVUsrb62HjMeBfQoj/AnlVeinaiTTX1BLgASlldpXz3yylPHSh8ysU9UX1IBQdBiFE3/CTdznDgFNUikF+uPG9pRGnTwsPgoP25P9Nje0bgcuFEL3CttiFEH1qsfGa8vEPoDdamdniGru9AvxPSvl1lXWfA/9XZezkskZ8B4WiGqoHoehIRKCVb41BK+V6FHhQSlkcflrfC+QAWxpx7kPAd4UQrwD7gX9V3SilzAu7s94WQpjDqx8DDtc4z13A34UQrrCNd0gpg+WaIYTohiZgfYQQ94aPuR/4HfAMsFsIoQNOUH0cRaFoMCrdt0LRRMJ1iz8OD3ArFJcMysWkUCgUilpRPQiFQqFQ1IrqQSgUCoWiVpRAKBQKhaJWlEAoFAqFolaUQCgUCoWiVpRAKBQKhaJWlEAoFAqFolb+H0wxdy2zZxU+AAAAAElFTkSuQmCC\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# runs SA on multiple sample size trials, plots results\n", - "def show_convergence(problem, func, trials, method='delta'):\n", - " results = np.zeros((len(trials), problem['num_vars']))\n", - " for i, n in enumerate(trials):\n", - " if method == 'delta':\n", - " Xd = latin.sample(problem, n)\n", - " Yd = np.array([func(x) for x in Xd])\n", - " Sd = delta.analyze(problem, Xd, Yd)\n", - " results[i] = Sd['delta']\n", - " elif method == 'sobol':\n", - " Xs = saltelli.sample(problem, n)\n", - " Ys = np.array([func(x) for x in Xs])\n", - " Ss = sobol.analyze(problem, Ys)\n", - " results[i] = Ss['S1']\n", - " else:\n", - " print(\"use method='delta' (default) or 'sobol'\")\n", - " return\n", - " # matplotlib stuff\n", - " plt.figure()\n", - " plt.title('{} Analysis'.format(method.title()))\n", - " plt.xlabel('Sample Size')\n", - " plt.ylabel('Factor Importance ({})'.format(method.title()))\n", - " plt.semilogx(base=2)\n", - " for res in results.T: # plot results columns\n", - " plt.plot(trials, res)\n", - " plt.legend(problem['names'], loc=3)\n", - " plt.show()\n", - " return results\n", - "\n", - "r1 = show_convergence(problem, f, [2**i for i in range(5,16)], 'delta')\n", - "r2 = show_convergence(problem, f, [2**i for i in range(5,12)], 'sobol')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} \ No newline at end of file diff --git a/tethys/spatial_downscaling/__init__.py b/tethys/spatial_downscaling/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/spatial_downscaling/proxy_maps.py b/tethys/spatial_downscaling/proxy_maps.py deleted file mode 100644 index f43755d..0000000 --- a/tethys/spatial_downscaling/proxy_maps.py +++ /dev/null @@ -1,127 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - - -This is the core of Water Disaggregation - - - mapsize [360,720] for 0.5 degree - - settings class ConfigSettings(), required input and controlling parameters - - OUT class OUTSettings(), data for output, gridded results for each withdrawal category - - GISData structure GISData{}, GIS data on grid map of 360*720 - - GCAMData structure GCAMData{}, GCAM outputs with dimension: NRegions X NYears - - GISData structure GISData{}, region names, region ID for each valid cell on grid map - -""" -import logging - -import numpy as np - - -def PopulationMap(GISData, GCAMData, OUT, nyears): - """ - Population density map is used to downscale non-agricultural water withdrawal - - :param GISData: dictionary with population arrays, region mappings, and other data - :param GCAMData: dictionary with GCAM water demand and population data - :param OUT: OUTSettings object that will hold downscaled results - :param nyears: number of years - """ - - nonag_demand = np.stack([GCAMData['rgn_wddom'], - GCAMData['rgn_wdelec'], - GCAMData['rgn_wdmfg'], - GCAMData['rgn_wdmining']]) - - out_map = np.zeros((4, len(GISData['RegionIDs']), nyears), dtype=float) - for region, cells in GISData['regionlookup'].items(): - pop_cells = GISData['pop'][cells] - pop_region = np.sum(pop_cells, axis=0, keepdims=True) - out_map[:, cells] = nonag_demand[:, region - 1, np.newaxis] * \ - np.divide(pop_cells, pop_region, out=np.zeros_like(pop_cells), where=pop_region != 0) - - OUT.wddom, OUT.wdelec, OUT.wdmfg, OUT.wdmin = out_map # unpack array - OUT.wdnonag = np.sum(out_map, axis=0) - - -def LivestockMap(GISData, GCAMData, nyears, OUT): - """ - Livestock gridded GIS data maps by six types are used to downscale livestock Water withdrawal - """ - - ncells = len(GISData['RegionIDs']) - wdliv = GCAMData['wdliv'] - - out_map = np.zeros((4, ncells, nyears), dtype=float) - for region, cells in GISData['regionlookup'].items(): - cell_heads = GISData['Livestock'][:, cells] - region_heads = np.sum(cell_heads, axis=1, keepdims=True) - out_map[:, cells] = wdliv[:, region - 1, np.newaxis] * \ - np.divide(cell_heads, region_heads, out=np.zeros_like(cell_heads), where=region_heads != 0) - - OUT.wdliv = np.sum(out_map, axis=0) - - # Diagnostic message - fmtstr = '[Year Index, Region ID, {:7s} from GCAM not assigned (no GIS data)]: {} {} {}' - for region, cells in GISData['regionlookup'].items(): - for y in range(nyears): - for a, animal in enumerate(['Bovine', 'SheepGoat', 'Poultry', 'Pig']): - if wdliv[a, region-1, y] > 0 and np.sum(GISData['Livestock'][a, cells]) == 0: - logging.info(fmtstr.format(animal.lower(), y+1, region, wdliv[a, region, y])) - - -def IrrigationMap(GISData, GCAMData, nyears, UseDemeter, OUT): - - ncells = len(GISData['RegionIDs']) - ncrops = int(max(GCAMData['irrV'][:, 2])) - - irr_demand_map = np.zeros((ncells, ncrops, nyears), dtype=float) - irr_area_map = np.zeros((ncells, nyears), dtype=float) - - # build dict to look up GCAM irrigation area - gcam_irr_areas = {} - for row in GCAMData['irrArea']: - region = int(row[0]) - basin = int(row[1]) - crop = int(row[2]) - 1 - for year in range(nyears): - gcam_irr_areas[region, basin, crop, year] = row[year + 3] * 1000 # convert to km^2 from thousands of km^2 - - for row in GCAMData['irrV']: # row looks like [region, basin, crop, year1, year2, ...] - region = int(row[0]) - basin = int(row[1]) - crop = int(row[2]) - 1 # convert to array index - if (region, basin) in GISData['RegionBasins']: # check if intersection has any cells - cells = GISData['RegionBasins'][region, basin] # indices of cells in intersection - for year in range(nyears): - if UseDemeter: - irr_area = GISData['irr']['array'][cells, crop, year] # Demeter crop irrigation area map - else: - irr_area = GISData['irr']['array'][cells, year] # irrigation area map - - if np.any(irr_area > 0): # if irrigated cells exist in the intersection use them as proxy - irr_distribution = irr_area / np.sum(irr_area) - else: # otherwise downscale in proportion to total land area - logging.warning(f'No gridded irrigation data for region {region}, basin {basin}') - irr_distribution = GISData['area'][cells] / np.sum(GISData['area'][cells]) - - irr_demand_map[cells, crop, year] = row[year + 3] * irr_distribution - irr_area_map[cells, year] += gcam_irr_areas[region, basin, crop, year] * irr_distribution - else: - logging.warning(f'No intersection for region {region}, basin {basin}, demand dropped') - - # find cells where implied irrigated area is greater than total land area - for (region, basin) in GISData['RegionBasins']: - cells = GISData['RegionBasins'][region, basin] - for year in range(nyears): - if np.any(irr_area_map[cells, year] > GISData['area'][cells]): - logging.warning(f'Cells with implied irrigation area > total land area in region {region}, basin {basin}, year {year}') - - # Total Agricultural Water withdrawal in years - OUT.wdirr = np.sum(irr_demand_map, axis=1) - if UseDemeter: - OUT.crops_wdirr = irr_demand_map diff --git a/tethys/spatial_downscaling/total_water_use.py b/tethys/spatial_downscaling/total_water_use.py deleted file mode 100644 index ac4a460..0000000 --- a/tethys/spatial_downscaling/total_water_use.py +++ /dev/null @@ -1,45 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - - -1. Add agriculture, livestock, and non-agriculture water withdrawal into one withdrawal map -withd_nonAg_map, OUT.wdirr, OUT.wdliv have no nan - -2. Output downscaled results by region and time - -3. Perform the conversion from km3/yr to the output unit - -""" - -import numpy as np - - -def TotalWaterUse(OutputUnit, GISData, OUT): - """" - We use the grid-level representations of all the water withdrawal sources to aggregate them all into a total withdrawal. - When we go to re-aggregate them, we use the non-ag region map, since it will typically be the most detailed. - - """ - - # 1. - OUT.wdtotal = OUT.wdnonag + OUT.wdirr + OUT.wdliv - outvars = vars(OUT) - sectorstrs = ['total', 'nonag', 'irr', 'liv', 'dom', 'elec', 'mfg', 'min'] - - for item in sectorstrs: - outvars['r' + item] = np.zeros((GISData['nregions'], OUT.wdnonag.shape[1]), dtype=float) - for region, cells in GISData['regionlookup'].items(): - outvars['r' + item][region - 1] = np.sum(outvars['wd' + item][cells], axis=0) - - if OutputUnit: # convert the original unit km3/yr to new unit mm - area = GISData['area'] - conversion = 1e6 # km -> mm - - for item in sectorstrs: - outwd = outvars['wd'+item] - outwd = np.divide(outwd, area) * conversion # ignore grey in pycharm, this adjusts OUT.wd* diff --git a/tethys/temporal_downscaling/__init__.py b/tethys/temporal_downscaling/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/temporal_downscaling/temporal_downscaling.py b/tethys/temporal_downscaling/temporal_downscaling.py deleted file mode 100644 index 88d5e91..0000000 --- a/tethys/temporal_downscaling/temporal_downscaling.py +++ /dev/null @@ -1,302 +0,0 @@ -""" -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute - -Original Algorithms: -Huang, Z., Hejazi, M., Li, X., Tang, Q., Leng, G., Liu, Y., Döll, P., Eisner, S., Gerten, D., Hanasaki, N. and Wada, Y., 2018. -Reconstruction of global gridded monthly sectoral water withdrawals for 1971-2010 and analysis of their spatiotemporal patterns. -Hydrology and Earth System Sciences Discussions, 22, pp.2117-2133. - -Pre-processed Input Data Files: -1. Monthly average temperatures of 67420 cells in a period of years (indicated by filename) -2. Calculated monthly cdd (cooling degree day) and hdd (Heating degree day) data of 67420 cells in a period of years -3. For electricity water withdrawal, five parameters, the proportion of building and industry(including transportation) electricity use, the share of heating, cooling and others in building electricity use. -4. Monthly Irrigation Water withdrawal Data from other model - -Temporal Downscaling (Year to Month) for water withdrawal of five sectors: -Domestic: Wada et al. (2011), need input data 1 -Electricity: Voisin et al. (2013), need input data 2&3 -Livestock, Mining and Manufacturing: Uniform distribution (based on days and leap years) -Irrigation: Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water withdrawals, need input data 4 -""" - -import logging -import calendar - -import numpy as np -import netCDF4 as nc4 - -from tethys.utils.data_parser import get_array_csv - - -def GetDownscaledResults(temporal_climate, Irr_MonthlyData, years, UseDemeter, TemporalInterpolation, Domestic_R, - ele, basinlookup, OUT, regionID): - - TDYears = years - - if TemporalInterpolation: # Linear interpolation to GCAM time periods - - logging.info('Linearly interpolating from GCAM years to annual timesteps') - - OUT.WDom = LinearInterpolationAnnually(OUT.wddom, years) - OUT.WEle = LinearInterpolationAnnually(OUT.wdelec, years) - OUT.WIrr = LinearInterpolationAnnually(OUT.wdirr, years) - OUT.WLiv = LinearInterpolationAnnually(OUT.wdliv, years) - OUT.WMin = LinearInterpolationAnnually(OUT.wdmin, years) - OUT.WMfg = LinearInterpolationAnnually(OUT.wdmfg, years) - - # Update the TDYears to new values - TDYears = list(range(min(TDYears), max(TDYears) + 1)) - - else: - OUT.WDom = OUT.wddom - OUT.WEle = OUT.wdelec - OUT.WIrr = OUT.wdirr - OUT.WLiv = OUT.wdliv - OUT.WMin = OUT.wdmin - OUT.WMfg = OUT.wdmfg - - if UseDemeter: # Calculated the fraction values of each crop in each year for each cell - ncells = np.shape(OUT.crops_wdirr)[0] - ncrops = np.shape(OUT.crops_wdirr)[1] - W1 = OUT.wdirr.reshape(ncells, 1, -1) - F = np.divide(OUT.crops_wdirr, W1, out=np.zeros_like(OUT.crops_wdirr), where=W1 != 0) - if TemporalInterpolation: - FNew = np.zeros((ncells, ncrops, max(TDYears) - min(TDYears) + 1), dtype=float) - for j in range(ncrops): - FNew[:, j, :] = LinearInterpolationAnnually(F[:, j, :], years) - else: - FNew = np.copy(F) - - logging.info('Loading monthly proxies') - - # Determine the available temporal downscaling years according to other models and future years - temp_data_start = int(temporal_climate.split("_")[-2][:4]) - temp_data_end = int(temporal_climate.split("_")[-1][:4]) - irr_data_start = int(Irr_MonthlyData.split("_")[-2][:4]) - irr_data_end = int(Irr_MonthlyData.split("_")[-1][:4]) - - temp_indices = [max(min(i, temp_data_end) - temp_data_start, 0) for i in TDYears] - irr_indices = [max(min(i, irr_data_end) - irr_data_start, 0) for i in TDYears] - elec_param_indices = [years.index(max(j for j in years if j <= i)) for i in TDYears] - - # load climate data - tclim = np.load(temporal_climate) - - dom = {'tas': tclim['tas'].reshape(tclim['tas'].shape[0], -1, 12)[:, temp_indices], - 'DomesticR': get_array_csv(Domestic_R, 1).reshape(-1, 1, 1)} - - # The parameters pb, ph, pc, pu, pit are all obtained from GCAM. - ele['hdd'] = tclim['hdd'].reshape(tclim['hdd'].shape[0], -1, 12)[:, temp_indices] - ele['cdd'] = tclim['cdd'].reshape(tclim['cdd'].shape[0], -1, 12)[:, temp_indices] - ele['region'] = regionID - - # Monthly Irrigation Data from other models only available during 1971-2010 - irr, irrprofile = GetMonthlyIrrigationData(Irr_MonthlyData, irr_indices) - - logging.info('Temporally downscaling domestic sector') - OUT.twddom = Domestic_Temporal_Downscaling(dom, OUT.WDom, TDYears) - - logging.info('Temporally downscaling electricity sector') - OUT.twdelec = Electricity_Temporal_Downscaling(ele, OUT.WEle, elec_param_indices) - - logging.info('Temporally downscaling irrigation sector') - OUT.twdirr = Irrigation_Temporal_Downscaling(irr, irrprofile, OUT.WIrr, TDYears, basinlookup) - if UseDemeter: # Divide the temporal downscaled irrigation water demand ("twdirr") by crops - OUT.crops_twdirr = Irrigation_Temporal_Downscaling_Crops(OUT.twdirr, FNew) - - logging.info('Temporally downscaling livestock, mining, and manufacturing sectors') - OUT.twdliv = AnnualtoMonthlyUniform(OUT.WLiv, TDYears) - OUT.twdmin = AnnualtoMonthlyUniform(OUT.WMin, TDYears) - OUT.twdmfg = AnnualtoMonthlyUniform(OUT.WMfg, TDYears) - - logging.info('Calculating total') - OUT.twdtotal = OUT.twddom + OUT.twdelec + OUT.twdirr + OUT.twdliv + OUT.twdmin + OUT.twdmfg # add to get total - - return TDYears - - -def AnnualtoMonthlyUniform(WD, years): - """ - Global gridded annual water withdrawal to monthly water withdrawal - For Livestock, Mining and Manufacturing: Uniform distribution - WD : spatially downscaled water withdrawal (dimension: 67420 x nyear) - years : list of years for temporal downscaling - """ - - month_lens = np.asarray([month_lengths(year) for year in years]).reshape(1, len(years), 12) - year_lens = np.sum(month_lens, axis=2, keepdims=True) - - WT = WD[:, :, np.newaxis] * month_lens / year_lens - - return WT.reshape(-1, len(years) * 12) - - -def month_lengths(year): - # return the days in each month of a year - - if calendar.isleap(year): # leap year - return [31, 29, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - else: # regular year - return [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] - - -def GetMonthlyIrrigationData(filename, yearindex): - """ - Get the monthly irrigation Data (irrdata) from other model as weighting factors; - converted into the format (Year: 1971-2010; Unit: kg m-2 s-1; Dimension: 67420, number of TDYears*12) - - Get the irrigation monthly profiles (irrprofile) using averaged monthly irrigation from historical data - as weighting factors for futures years - """ - - datagrp = nc4.Dataset(filename, format="NETCDF3_CLASSIC") - datagrp.variables['pirrww'].set_auto_mask(False) # masked array was gumming up the works - irrdataall = datagrp.variables['pirrww'][:].copy() - datagrp.close() - - irrdataall = irrdataall.reshape(irrdataall.shape[0], -1, 12) - irrdata = irrdataall[:, yearindex] - - # Calculate the irr profile (Averaged monthly irrigation from historical data, e.g. averaged 1971-2010) - irrprofile = np.mean(irrdataall, axis=1, keepdims=True) - - return irrdata, irrprofile - - -def Domestic_Temporal_Downscaling(data, W, years): - """ - data: structure: 'tas' and 'R' - 'tas': Temp Data (Monthly) for domestic category; - converted into the format (Year: 1971-2010; Unit: C; Dimension: 67420, number of TDYears*12) - 'R' : a dimensionless amplitude, which adjusts the relative difference in domestic water withdrawal - between the months with the warmest and the coldest temperatures - W: water withdrawal of domestic sector, dimension: 67420,NY - years: the list of years for temporal downscaling - TDW: Temporally Downscaled W, dimension: 67420, NY*12 - """ - - tas = data['tas'] - tas[np.isnan(tas)] = 0 - tas_mean = np.mean(tas, axis=2, keepdims=True) - tas_range = np.max(tas, axis=2, keepdims=True) - np.min(tas, axis=2, keepdims=True) - - # cells with no month temperature data are downscaled uniformly across months - temp = data['DomesticR'] * np.divide(tas - tas_mean, tas_range, out=np.zeros_like(tas), where=tas_range != 0) + 1 - TDW = W[:, :, np.newaxis] * temp / 12 - - return TDW.reshape(W.shape[0], len(years) * 12) - - -def Electricity_Temporal_Downscaling(data, W, elec_param_indices): - - """ - data: structure: 'hdd', 'cdd','building','industry','heating','cooling','others' - 'hdd': calculated monthly HDD according to the original daily air temperature of Temp - (Year: 1971-2010; Unit: C; Dimension: 67420, number of TDYears*12) - 'cdd': calculated monthly CDD according to the original daily air temperature of Temp - (Year: 1971-2010; Unit: C; Dimension: 67420, number of TDYears*12) - 'building': the proportion of total electricity use for building - 'industry': the proportion of total electricity use for industry; Pb + Pi = 1 - 'heating': the proportion of total building electricity use for heating - 'cooling': the proportion of total building electricity use for cooling - 'others': the proportion of total building electricity use for other home utilities; Ph + Pc + Po = 1 - 'region": the region ID for 67420 grids, 67420*1 - W: water withdrawal of electricity sector, dimension: 67420,NY - years: the list of years for temporal downscaling - TDW: Temporally Downscaled W, dimension: 67420, NY*12 - """ - - # reshape to ncells x nyears x 12 months - hdd_month = data['hdd'] - cdd_month = data['cdd'] - # replace nan with 0 - hdd_month[np.isnan(hdd_month)] = 0 - cdd_month[np.isnan(cdd_month)] = 0 - # compute yearly sums, keep axis for broadcasting - hdd_year = np.sum(hdd_month, axis=2, keepdims=True) - cdd_year = np.sum(cdd_month, axis=2, keepdims=True) - # compute ratios - hdd_frac = np.divide(hdd_month, hdd_year, out=np.zeros_like(hdd_month), where=hdd_year != 0) - cdd_frac = np.divide(cdd_month, cdd_year, out=np.zeros_like(cdd_month), where=cdd_year != 0) - - # expand from regions to cells, add extra axis for broadcasting - Bu = data['building'][data['region'] - 1][:, elec_param_indices, np.newaxis] - In = data['industry'][data['region'] - 1][:, elec_param_indices, np.newaxis] - He = data['heating'][data['region'] - 1][:, elec_param_indices, np.newaxis] - Co = data['cooling'][data['region'] - 1][:, elec_param_indices, np.newaxis] - Ot = data['others'][data['region'] - 1][:, elec_param_indices, np.newaxis] - - # formula reduces to uniform when hdd_year < 650 & cdd_year < 450 - P = np.ones((W.shape[0], len(elec_param_indices), 12)) / 12 - P = np.where((hdd_year >= 650) & (cdd_year >= 450), Bu * (He*hdd_frac + Co*cdd_frac + Ot/12) + In/12, P) - P = np.where((hdd_year >= 650) & (cdd_year < 450), Bu * ((He+Co)*hdd_frac + Ot/12) + In/12, P) - P = np.where((hdd_year < 650) & (cdd_year >= 450), Bu * ((He+Co)*cdd_frac + Ot/12) + In/12, P) - - # apply calculated monthly elec demand distribution to yearly elec water demand - TDW = W[:, :, np.newaxis] * P - - return TDW.reshape(W.shape[0], len(elec_param_indices)*12) - - -def Irrigation_Temporal_Downscaling(data, dataprofile, W, years, basinlookup): - - """ - data: Irrigation Data (Monthly) from other model as weighting factors; converted into the format - (Year: 1971-2010; Unit: kg m-2 s-1; Dimension: 67420, number of TDYears*12) - W: water withdrawal of irrigation sector, dimension: 67420,nyears - years: the list of years for temporal downscaling - The weighting factors will be aggregated and performed at basin scale (nbasins = 235) - basins: the basin ID (1-235) for 67420 grids, 67420*1 - TDW: Temporally Downscaled W, dimension: 67420, nyears*12 - """ - - ncells = W.shape[0] - nyears = len(years) - TDW = np.zeros((ncells, nyears, 12), dtype=float) - - data2 = data.reshape(data.shape[0], -1, 12) - - for basin, cells in basinlookup.items(): - irr_basin_months = np.sum(data2[cells], axis=0, keepdims=True) - irr_basin_year = np.sum(irr_basin_months, axis=2, keepdims=True) - TDW[cells] = W[cells, :, np.newaxis] * np.divide(irr_basin_months, irr_basin_year, - out=np.full_like(irr_basin_months, 1/12, dtype=float), - where=irr_basin_year != 0) - - return TDW.reshape(ncells, nyears * 12) - - -def Irrigation_Temporal_Downscaling_Crops(twdirr, Fraction): - """ - Divide the temporal downscaled irrigation water demand ("twdirr") by crops - For each year, the fraction of a certain crop for each cell is stored in "Fraction" - """ - - ncells = twdirr.shape[0] - ncrops = Fraction.shape[1] - - # reshape to broadcast with common (cell, crop, year, month) dimensions - TDW = twdirr.reshape(ncells, 1, -1, 12) * Fraction.reshape(ncells, ncrops, -1, 1) - - return TDW.reshape(ncells, ncrops, -1) - - -def LinearInterpolationAnnually(data, years): - """ - data: dimension is [67420, NY] - years: the list of years, length is NY, for example: [1990, 2005, 2010] - Interpolate values linearly between years to create annual results - Out: dimension is [67420, NNY], for example, NNY is 21 - """ - nyears = 1 + max(years) - min(years) - ncells = np.shape(data)[0] - out = np.zeros((ncells, nyears), dtype=float) - for i in range(ncells): - out[i, :] = np.interp(np.arange(min(years), max(years) + 1), years, data[i, :]) - - return out diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index ec87842..d5c205d 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -1,22 +1,86 @@ """ -@Date: 09/09/2017 -@author: Xinya Li (xinya.li@pnl.gov) -@Project: Tethys V1.0 +@Date: 09/20/2022 +@author: Isaac Thompson (isaac.thompson@pnnl.gov) +@Project: Tethys V2.0 License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2017, Battelle Memorial Institute +Copyright (c) 2022, Battelle Memorial Institute """ -import pandas as pd +import numpy as np +import tifffile as tf +import netCDF4 as nc4 -def get_array_csv(filename, skip_header): - # a little roundabout but meant to replicate behavior of previous version that used np genfromtxt - if skip_header == 0: - header_opt = None +def load_tiff(filename): + with tf.TiffFile(filename) as tif: + temp = tif.asarray() + nodata = tif.pages.first.nodata + metadata = tif.geotiff_metadata + + temp[temp == nodata] = 0 + + # place in global grid + resolution = metadata['ModelPixelScale'][0] # assuming lat and lon same resolution + y_offset = round((90 - metadata['ModelTiepoint'][4]) / resolution) + x_offset = round((180 + metadata['ModelTiepoint'][3]) / resolution) + + out = np.zeros((int(180 / resolution), int(360 / resolution))) + out[y_offset:y_offset + temp.shape[0], x_offset:x_offset + temp.shape[1]] = temp + + return out + + +def load_nc(filename, short_name): + grp = nc4.Dataset(filename, format='NETCDF3_CLASSIC') + grp.set_auto_mask(False) + var = grp.get_variables_by_attributes(short_name=short_name)[0] + temp = var[:].copy() + temp[np.isnan(temp)] = 0 + if 'lon' in var.dimensions[0]: + temp = temp.T + grp.close() + return temp + + +def from_monthly_npz(filename, variable, firstyear, lastyear, resolution, mask): + file = np.load(filename) + years = file['years'] + data = file[variable] + _, _, nlat, nlon = data.shape + temp = np.zeros((lastyear - firstyear + 1, 12, nlat, nlon), dtype=np.float32) + start = max(years[0], firstyear) + end = min(years[-1], lastyear) + temp[:start - firstyear] = data[start - years[0]] + temp[start - firstyear:end - firstyear] = data[start - years[0]:end - years[0]] + temp[end - firstyear:] = data[end - years[0]] + + out = np.zeros((lastyear - firstyear + 1, 12, np.count_nonzero(mask))) + for i in range(lastyear - firstyear + 1): + for j in range(12): + out[i, j] = regrid(temp[i, j], resolution, preserve_sum=False)[mask] + + return out + + +def regrid(array, resolution, preserve_sum=True, thematic=False): + # quick regridding of 2d input array to a close output resolution with reasonable lcm (e.g., 5 to 7.5 arcmins) + # does not adjust weights for cell areas, but probably shouldn't be used for cases where that would matter + iny, inx = array.shape + outy, outx = int(180 / resolution), int(360 / resolution) + lcm = np.lcm(iny, outy) + r = lcm // iny + s = lcm // outy + + if thematic: # take center + temp = array.repeat(r, axis=1).reshape(iny, outx, s)[:, :, s//2] + out = temp.repeat(r, axis=0).reshape(outy, s, outx)[:, s//2, :] + return out else: - header_opt = 0 - data = pd.read_csv(filename, header=header_opt).to_numpy() - if data.shape[1] == 1: - data = data[:, 0] - return data + temp = array.repeat(r, axis=1).reshape(iny, outx, s).sum(axis=2) + out = temp.repeat(r, axis=0).reshape(outy, s, outx).sum(axis=1) + + if preserve_sum: + return out / (r * r) + else: + return out / (s * s) From c97280e6e289d401ef185b45f179d8ac8a31ca34 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 27 Sep 2022 11:59:54 -0400 Subject: [PATCH 093/142] Some docstrings and comments --- tethys/gridded_data.py | 15 +++++---------- tethys/model.py | 3 +++ tethys/region_data.py | 3 +++ tethys/region_map.py | 1 + 4 files changed, 12 insertions(+), 10 deletions(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 8068fba..0c6a8ef 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -75,6 +75,7 @@ def harmonize(self, regiondata): np.multiply(self.flatarray, scale, out=self.flatarray, where=mask) def interp_annual(self): + """Interpolate from 5-year (or whatever interval) to annual timesteps""" summed = self.flatarray.sum(axis=0) nyears = self.years[-1] - self.years[0] + 1 # include endpoints out = np.zeros((nyears, self.nflat), dtype=np.float32) @@ -87,8 +88,8 @@ def interp_annual(self): return out.reshape(nyears, 1, self.nflat) def temp_irr(self, pirrww_file, regionmap): + """Temporal downscaling of irrigation water demand""" self.temporal = from_monthly_npz(pirrww_file, 'pirrww', self.years[0], self.years[-1], self.resolution, self.mask) - for i in range(len(regionmap.key)): mask = np.equal(regionmap.flatmap, regionmap.key['id'][i]) if np.count_nonzero(mask) > 0: @@ -96,28 +97,25 @@ def temp_irr(self, pirrww_file, regionmap): yearsums = np.sum(monthsums, axis=1, keepdims=True) yearsums[yearsums == 0] = 1 self.temporal[:, :, mask] = monthsums / yearsums - self.temporal *= self.interp_annual() - return - def temp_dom(self, tas_file, domr_file): + """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" self.temporal = from_monthly_npz(tas_file, 'tas', self.years[0], self.years[-1], self.resolution, self.mask) ranges = np.max(self.temporal, axis=1, keepdims=True) - np.min(self.temporal, axis=1, keepdims=True) ranges[ranges == 0] = 1 self.temporal -= np.mean(self.temporal, axis=1, keepdims=True) self.temporal /= ranges - domr = np.load(domr_file)['R'] domr[domr == -9999] = 0 domr = regrid(domr, self.resolution, thematic=True)[self.mask] self.temporal *= domr self.temporal += 1 self.temporal /= 12 - self.temporal *= self.interp_annual() def temp_elec(self, temp_file, elec_weights): + """Temporal downscaling of water demand for electricity generatin using algorithm from Voisin et al. (2013)""" hdd = from_monthly_npz(temp_file, 'hdd', self.years[0], self.years[-1], self.resolution, self.mask) cdd = from_monthly_npz(temp_file, 'cdd', self.years[0], self.years[-1], self.resolution, self.mask) hdd_sums = np.sum(hdd, axis=1, keepdims=True) @@ -134,21 +132,18 @@ def temp_elec(self, temp_file, elec_weights): cdd /= cdd_sums self.temporal = np.full_like(hdd, 1/12, dtype=np.float32) - weights = elec_weights.interp_annual() - for i in range(len(elec_weights.regionmap.key)): mask = np.equal(elec_weights.regionmap.flatmap, elec_weights.regionmap.key['id'][i]) hdd[:, :, mask] *= weights[0, i].reshape(-1, 1, 1) cdd[:, :, mask] *= weights[1, i].reshape(-1, 1, 1) self.temporal[:, :, mask] *= weights[2, i].reshape(-1, 1, 1) - self.temporal += hdd self.temporal += cdd - self.temporal *= self.interp_annual() def temp_uniform(self): + """Divide demand evenly among months""" self.temporal = np.full((self.years[-1] - self.years[0] + 1, 12, self.nflat), 1/12, dtype=np.float32) self.temporal *= self.interp_annual() diff --git a/tethys/model.py b/tethys/model.py index 3ef065b..2eec014 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -40,6 +40,7 @@ def __init__(self, cfg=None): self.load_config(cfg) def load_config(self, config_file): + """Load model parameters from a config.ini""" self.config = ConfigObj(config_file) project = self.config.get('Project') @@ -60,6 +61,7 @@ def load_config(self, config_file): self.demand_types = [self.demand_types] self.perform_temporal = int(project.get('PerformTemporal', 0)) + # names and paths to region npz files self.mapfiles = self.config.get('RegionMaps').items() # parse proxy files @@ -83,6 +85,7 @@ def load_config(self, config_file): self.proxyfiles[proxy] = {'flags': flags, 'years': {}} self.proxyfiles[proxy]['years'][int(year)] = os.path.join(folder, value) + # for parsing GCAM database gcaminputs = self.config.get('GCAMInputs') self.gcam_db_path = gcaminputs.get('GCAM_DBpath', None) self.gcam_db_file = gcaminputs.get('GCAM_DBfile', None) diff --git a/tethys/region_data.py b/tethys/region_data.py index 7ebb556..95b0971 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -28,11 +28,13 @@ def from_db(self, conn, query): self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) def subsector_ratio(self): + """Set subsector values to fraction of total""" sums = self.array.sum(axis=0, keepdims=True) sums[sums == 0] = 1 self.array /= sums def interp_annual(self): + """Convert from 5-year time steps to annual""" nyears = self.years[-1] - self.years[0] + 1 # include endpoints out = np.zeros((self.nsubsectors, self.nregions, nyears), dtype=np.float32) for i in range(len(self.years) - 1): @@ -45,6 +47,7 @@ def interp_annual(self): def elec_sector(x): + """Helper for electricity demand sectors""" if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): return 'Heating' elif x in ('comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'): diff --git a/tethys/region_map.py b/tethys/region_map.py index 8ebafb5..7ea4dd5 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -54,6 +54,7 @@ def intersection(self, other): return out def extensify(self, n=1): + """Expand nonzero regions into cells without a region""" for i in range(n): for shift in ((0, 1), (0, -1), (1, 0), (-1, 0)): self.map = np.where(self.map == 0, np.roll(self.map, shift, axis=(0, 1)), self.map) From f22487662e8ddbc2d12acb70a27cda03b9816a7d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 28 Sep 2022 11:05:57 -0400 Subject: [PATCH 094/142] adding requirements --- requirements.txt | 1 + setup.py | 1 + tethys/__init__.py | 8 ++ tethys/data/config.ini | 202 ++++++++++++++++++++++------------------- 4 files changed, 118 insertions(+), 94 deletions(-) diff --git a/requirements.txt b/requirements.txt index a638e4e..27a6598 100755 --- a/requirements.txt +++ b/requirements.txt @@ -5,5 +5,6 @@ requests~=2.20.0 gcamreader>=1.2.5 netCDF4~=1.6 tifffile~=2022.5.4 +imagecodecs~=2022.9.26 Pillow~=8.4.0 setuptools~=57.0.0 \ No newline at end of file diff --git a/setup.py b/setup.py index 4b13a0f..41393b8 100644 --- a/setup.py +++ b/setup.py @@ -35,6 +35,7 @@ def get_requirements(): 'gcamreader>=1.2.5', 'netCDF4~=1.6', 'tifffile~=2022.5.4', + 'imagecodecs~=2022.9.26', 'Pillow~=8.4.0', 'setuptools~=57.0.0' ], diff --git a/tethys/__init__.py b/tethys/__init__.py index e69de29..411658f 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -0,0 +1,8 @@ +from .model import * +from .region_data import * +from .region_map import * +from .gridded_data import * +from .install_supplement import * +from .logger import * + +__version__ = "2.0.0" diff --git a/tethys/data/config.ini b/tethys/data/config.ini index 994261e..b1ecafc 100644 --- a/tethys/data/config.ini +++ b/tethys/data/config.ini @@ -1,96 +1,110 @@ +# Configuration file for Tethys V2.0 +# License: BSD 2-Clause, see LICENSE and DISCLAIMER files +# Copyright (c) 2022, Battelle Memorial Institute + [Project] -ProjectName = test_example - -# InputFolder is the folder contains all the input files in [GCAM], [GriddedMap] and [TemporalDownscaling], with a subfolder contains harmonized inputs -InputFolder = None -OutputFolder = None - -# The folder contains files: bfracFAO2005, gfracFAO2005, irrigation-frac and region names -rgnmapdir = None - -# Default output format is 0 (create both), 1 (csv file), 2 (netcdf(nc) file) -OutputFormat = 1 - -# Default output unit is 0 = cubic kilometers is the unit of GCAM outputs, 1 = mm -OutputUnit = 0 - -# Default is 1, perform diagnostics, if not = 0 -PerformDiagnostics = 0 - -# Default is 0, if perform temporal downscaling, = 1 -PerformTemporal = 1 - -[GCAM] -# 2. GCAM database/csv files related -# determines GCAM version (0: version of GCAM using regions/aez; 1: version of GCAM using regions/basins) -GCAM_subreg = 1 - -# The path to the database (basex) folder -GCAM_DBpath = None - -# The name of the database folder -GCAM_DBfile = None - -# The query file (xml) required for GCAM database -GCAM_query = None - -# select the GCAM years to process as comma-separated string of years in YYYY format -GCAM_Years = None - -[GriddedMap] -# 3. Gridded Map Data -# There are two types of input files: harmonized input maps, code-specified input maps -Area = Grid_Areas_ID.csv -Coord = coordinates.csv - -# Use basin instead of aez: "AEZ" can be replaced by basin map file used for "BasinIDs" -AEZ = /Input/harmonized_inputs/AEZ.csv -Population_GPW = /Input/harmonized_inputs/GPW_population.csv -Population_HYDE = /Input/harmonized_inputs/HYDE_population.csv -Irrigation_GMIA = /Input/harmonized_inputs/GMIA_cropland.csv -Irrigation_HYDE = /Input/harmonized_inputs/HYDE_cropland.csv -Livestock_Buffalo = /Input/harmonized_inputs/livestock_buffalo.csv -Livestock_Cattle = /Input/harmonized_inputs/livestock_cattle.csv -Livestock_Goat = /Input/harmonized_inputs/livestock_goat.csv -Livestock_Sheep = /Input/harmonized_inputs/livestock_sheep.csv -Livestock_Poultry = /Input/harmonized_inputs/livestock_poultry.csv -Livestock_Pig = /Input/harmonized_inputs/livestock_pig.csv -BasinIDs = /Input/harmonized_inputs/basin.csv -BasinNames = /Input/BasinNames.csv -RegionIDs = /Input/harmonized_inputs/region32_grids.csv -RegionNames = /Input/rgn32/RgnNames.csv -CountryIDs = /Input/harmonized_inputs/country.csv -CountryNames = /Input/country-names.csv -GCAM_Basin_Key = /Input/gcam_basin_lookup.csv -Buffalo_Fraction = /Input/rgn32/bfracFAO2005.csv -Goat_Fraction = /Input/rgn32/gfracFAO2005.csv -Irrigated_Fract = /Input/rgn32/irrigation-frac.csv - -[TemporalDownscaling] -# 4. Temporal Downscaling: Year to Month -# The file names end with *_startyear_endyear.*, e.g. *_1971_2100.npz - -# NumPy compressed array containing the variables tas, hdd, and cdd -temporal_climate = /Input/TemporalDownscaling/ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz - -# R for domestic category: -Domestic_R = /Input/TemporalDownscaling/DomesticR.csv - -# Parameter data files for electricity category (40 Year: 1971-2010; Region: 32): -Elec_Building = /Input/rgn32/TD_Elec_paras/ElecBuilding_1971_2010.csv -Elec_Industry = /Input/rgn32/TD_Elec_paras/ElecIndustry_1971_2010.csv -Elec_Building_heat = /Input/rgn32/TD_Elec_paras/ElecBuildingHeat_1971_2010.csv -Elec_Building_cool = /Input/rgn32/TD_Elec_paras/ElecBuildingCool_1971_2010.csv -Elec_Building_others = /Input/rgn32/TD_Elec_paras/ElecBuildingOthers_1971_2010.csv - -# Monthly Irrigation Data from other models as the weighting factor to downscale gridded annually irrigation water demands -# The model data files has the same format: -# 1. Classic NetCDF file -# 2. Dimensions: lon = 720; lat = 360; time = 480 (480 months in 40 years: 1971-2010) -# 3. Variables: pirrww; units = 'kg m-2 s-1'; masked array (FillValue = 1.000000020040877e+20) -# 4. The file names end with *_startyear_endyear.*, e.g. *_1990_2100.nc, the range of years should be the same as Temp_Monthly and HDD_CDD_Monthly -Irr_MonthlyData = /Input/TemporalDownscaling/Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc - -# Deafult is 0, = 1 if linear interpolation is needed between time periods when GCAM outputs are not annual -TemporalInterpolation = 1 +ProjectName = TestProject +OutputFolder = +PerformTemporal = 0 + +Resolution = 0.125 +Sectors = Domestic,Electricity,Manufacturing,Mining,Livestock,Irrigation + +DemandTypes = Withdrawals +Years = 2010,2015,2020,2025 + + +[RegionMaps] +Regions = +RegionBasins = + + +[GCAMInputs] +GCAM_DBpath = +GCAM_DBfile = +QueryFile = + + +[ProxyPopulation] +Folder = +Population_2010 = ssp1_2010.tif +Population_2020 = ssp1_2020.tif +Population_2030 = ssp1_2030.tif +Population_2040 = ssp1_2040.tif + +[ProxyLivestock] +Folder = +Buffalo_2010 = 5_Bf_2010_Da.tif +Cattle_2010 = 5_Ct_2010_Da.tif +Sheep_2010 = 5_Sh_2010_Da.tif +Goat_2010 = 5_Gt_2010_Da.tif +Chicken_2010 = 5_Ch_2010_Da.tif +Duck_2010 = 5_Dk_2010_Da.tif +Pig_2010 = 5_Pg_2010_Da.tif + +[ProxyCrops] +Flags = PCTAREA +Folder = +Subsectors = Corn_irr,Cotton_irr,OtherCrop_irr,Soy_irr,Rice_irr,Sugarcrop_irr,Wheat_irr,Bioenergy_irr +Subsectors_2010 = LU_ssp1_rcp26_gfdl_2010.nc + + +[Domestic] +Domestic = Population +Query1 = Water Demand Livestock GCAMUSA + +[Electricity] +Electricity = Population +Query1 = Water Demand Electricity Core + +[Manufacturing] +Manufacturing = Population +Query1 = Water Demand Manufacturing Core + +[Mining] +Mining = Population +Query1 = Water Demand Mining Core + +[Livestock] +Subsectors = Beef,Dairy,SheepGoat,Poultry,Pork +Query1 = Water Demand Livestock Core + +Beef = Buffalo,Cattle +Dairy = Buffalo,Cattle +SheepGoat = Sheep,Goat +Poultry = Chicken,Duck +Pork = Pig + +[Irrigation] +Subsectors = Corn,FiberCrop,FodderGrass,FodderHerb,MiscCrop,OilCrop,OtherGrain,PalmFruit,Rice,Root_Tuber,SugarCrop,Wheat,biomass +Query1 = Water Demand Irrigation Core +Map1 = RegionBasins + +Corn = Corn_irr +FiberCrop = Cotton_irr +FodderGrass = OtherCrop_irr +FodderHerb = OtherCrop_irr +MiscCrop = OtherCrop_irr +OilCrop = Soy_irr +OtherGrain = OtherCrop_irr +PalmFruit = OtherCrop_irr +Rice = Rice_irr +Root_Tuber = OtherCrop_irr +SugarCrop = Sugarcrop_irr +Wheat = Wheat_irr +biomass = Bioenergy_irr + + +[Temporal] +Folder = + +pirrww_file = pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.npz +temp_file = WATCH_WFDEI_monthly_1971_2010.npz +DomesticR = DomesticR.npz + + +[Logger] +filename = mainlog.txt +MinLogLevel = DEBUG +MinScreenLevel = INFO From 67c8793a9b4013130aad63a25e7fa659c4294a2c Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 3 Oct 2022 17:07:44 -0400 Subject: [PATCH 095/142] accept csv input, filter regions --- tethys/gridded_data.py | 14 +++++++++----- tethys/model.py | 33 +++++++++++++++++++-------------- tethys/region_data.py | 31 ++++++++++++++++++++++++++++--- tethys/region_map.py | 8 ++++++++ 4 files changed, 64 insertions(+), 22 deletions(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 0c6a8ef..68c9e9a 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -31,7 +31,9 @@ def load(self, files): print(f'Loading Proxy Data for {subsector}') flags = files[subsector]['flags'] # "round" down to earlier year if no exact match - datayears = [max(y for y in files[subsector]['years'].keys() if y <= year) for year in self.years] + datayears = [max(y for y in files[subsector]['years'].keys() + if y <= year or y == min(files[subsector]['years'].keys())) + for year in self.years] for year, filename in files[subsector]['years'].items(): if year in datayears: temp = None @@ -173,14 +175,16 @@ def save(self, filename): datagrp = nc4.Dataset(filename, 'w') - datagrp.createDimension('time', self.nyears) + datagrp.createDimension('year', self.nyears) datagrp.createDimension('lat', self.nlat) datagrp.createDimension('lon', self.nlon) - year = datagrp.createVariable('year', 'i4', ('time',)) + year = datagrp.createVariable('year', 'i4', ('year',)) + year.units = 'Year' lat = datagrp.createVariable('lat', 'f4', ('lat',)) lon = datagrp.createVariable('lon', 'f4', ('lon',)) - data = datagrp.createVariable('value', 'f4', ('time', 'lat', 'lon'), compression='zlib') + demand = datagrp.createVariable('demand', 'f4', ('year', 'lat', 'lon'), compression='zlib') + demand.units = 'km^3/year' year[:] = np.asarray(self.years) lat[:] = np.arange(-90 + self.resolution/2, 90, self.resolution) @@ -188,7 +192,7 @@ def save(self, filename): unflattened = np.full((self.nyears, self.nlat, self.nlon), np.nan, dtype=np.float32) unflattened[:, self.mask] = np.sum(self.flatarray, axis=0) - data[:] = unflattened + demand[:] = unflattened datagrp.close() diff --git a/tethys/model.py b/tethys/model.py index 2eec014..800dfb5 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -71,22 +71,25 @@ def load_config(self, config_file): section = self.config.get(sectionname) folder = section.get('Folder') subsectors = section.get('Subsectors', None) + years = section.get('Years', None) flags = section.get('Flags', None) for key, value in section.items(): - if key not in ('Folder', 'Subsectors', 'Flags'): + if key not in ('Folder', 'Subsectors', 'Years', 'Flags'): proxy, year = key.split('_') - if proxy == 'Subsectors': # reserve this as keyword for files with multiple proxies (demeter) - for subsector in subsectors: - if subsector not in self.proxyfiles: - self.proxyfiles[subsector] = {'flags': flags, 'years': {}} - self.proxyfiles[subsector]['years'][int(year)] = os.path.join(folder, value) - else: - if proxy not in self.proxyfiles: - self.proxyfiles[proxy] = {'flags': flags, 'years': {}} - self.proxyfiles[proxy]['years'][int(year)] = os.path.join(folder, value) + if proxy != 'Subsectors': # reserve this as keyword for files with multiple proxies (demeter) + subsectors = [proxy] + if year != 'Years': + years = [year] + for subsector in subsectors: + if subsector not in self.proxyfiles: + self.proxyfiles[subsector] = {'flags': flags, 'years': {}} + for y in years: + self.proxyfiles[subsector]['years'][int(y)] = \ + os.path.join(folder, value.replace('YYYY', y)) # for parsing GCAM database gcaminputs = self.config.get('GCAMInputs') + self.csv_file = gcaminputs.get('CSV_file', None) self.gcam_db_path = gcaminputs.get('GCAM_DBpath', None) self.gcam_db_file = gcaminputs.get('GCAM_DBfile', None) self.query_file = gcaminputs.get('QueryFile', None) @@ -130,7 +133,9 @@ def load_proxies(self): def load_regiondata(self): queries = {i.title: i for i in gcamreader.parse_batch_query(self.query_file)} self.regiondata = {} - conn = gcamreader.LocalDBConn(self.gcam_db_path, self.gcam_db_file, suppress_gabble=False) + conn = None + if self.gcam_db_path is not None: + conn = gcamreader.LocalDBConn(self.gcam_db_path, self.gcam_db_file, suppress_gabble=False) for sector in self.sectors: self.regiondata[sector] = {} subsectors = self.rules[sector]['subsectors'] @@ -138,17 +143,17 @@ def load_regiondata(self): print(f'Loading Region Data for {sector} Water {demand}') regionmap = self.regionmaps[self.rules[sector]['map1']] query = queries[self.rules[sector]['query1'].replace('Demand', demand)] - self.regiondata[sector][demand] = {'data1': RegionData(subsectors, regionmap, self.years, conn, query)} + self.regiondata[sector][demand] = {'data1': RegionData(sector, subsectors, regionmap, self.years, conn, query, self.csv_file)} if self.rules[sector]['query2'] is not None: regionmap = self.regionmaps[self.rules[sector]['map2']] query = queries[self.rules[sector]['query2'].replace('Demand', demand)] - self.regiondata[sector][demand]['data2'] = RegionData([sector], regionmap, self.years, conn, query) + self.regiondata[sector][demand]['data2'] = RegionData(sector, [sector], regionmap, self.years, conn, query, self.csv_file) # weights for temporal downscaling of electricity if self.perform_temporal and 'Electricity' in self.sectors: subsectors = ('Heating', 'Cooling', 'Other') regionmap = self.regionmaps['Regions'] query = queries['elec consumption by demand sector'] - self.elecdemand = RegionData(subsectors, regionmap, self.years, conn, query) + self.elecdemand = RegionData('elecdemand', subsectors, regionmap, self.years, conn, query) self.elecdemand.subsector_ratio() def downscale(self, sector, demand): diff --git a/tethys/region_data.py b/tethys/region_data.py index 95b0971..a81a5e3 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -3,7 +3,8 @@ class RegionData: - def __init__(self, subsectors, regionmap, years, conn=None, query=None): + def __init__(self, sector, subsectors, regionmap, years, conn=None, query=None, csv_file=None): + self.sector = sector self.subsectors = subsectors self.nsubsectors = len(self.subsectors) self.regionmap = regionmap @@ -12,12 +13,14 @@ def __init__(self, subsectors, regionmap, years, conn=None, query=None): self.years = years self.nyears = len(self.years) self.array = None - if query is not None: + if csv_file is not None: + self.from_csv(csv_file) + elif query is not None: self.from_db(conn, query) def from_db(self, conn, query): df = conn.runQuery(query) - if 'Irrigation' in query.title: # make region names of the form region_basin + if self.sector == 'Irrigation': # make region names of the form region_basin df['region'] += '_' + df.iloc[:, 5].apply(lambda x: x.split('_')[-2]) # column 5 is input/output elif query.title == 'elec consumption by demand sector': df['sector'] = df['sector'].map(elec_sector) @@ -27,6 +30,15 @@ def from_db(self, conn, query): pivot = pivot.reindex(index=pd.MultiIndex.from_product([self.subsectors, self.regions]), columns=self.years, fill_value=0) self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) + def from_csv(self, filename): + df = pd.read_csv(filename) + df['sector'] = df['sector'].map(rename_nonag) + if self.sector == 'Irrigation': # make region names of the form region_basin + df['region'] += '_' + df['subsector'].apply(lambda x: x.split('_')[-1]) + pivot = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='year', fill_value=0, aggfunc=np.sum) + pivot = pivot.reindex(index=pd.MultiIndex.from_product([self.subsectors, self.regions]), columns=self.years, fill_value=0) + self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) + def subsector_ratio(self): """Set subsector values to fraction of total""" sums = self.array.sum(axis=0, keepdims=True) @@ -46,6 +58,19 @@ def interp_annual(self): return out +def rename_nonag(x): + """Helper for converting full nonagricultural sector names to Tethys demand categories""" + if x in ('domestic water', 'municipal water'): + return 'Domestic' + elif x.startswith('elec'): + return 'Electricity' + elif x.startswith('industr'): + return 'Manufacturing' + elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII'): + return 'Mining' + return x + + def elec_sector(x): """Helper for electricity demand sectors""" if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): diff --git a/tethys/region_map.py b/tethys/region_map.py index 7ea4dd5..2e6cf31 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -61,6 +61,14 @@ def extensify(self, n=1): self.mask = self.map != 0 self.flatmap = self.map[self.mask] + def filter(self, region): + self.key = self.key[np.char.startswith(self.key['name'], region)] + for i in np.unique(self.map): + if i not in self.key['id']: + self.map[self.map == i] = 0 + self.mask = self.map != 0 + self.flatmap = self.map[self.mask] + def show(self): temp = self.map.astype(np.float32) temp *= 255/temp.max() # normalize to (0, 255) From 8e21c6dd1faa4d23843ffb69644bb392bae8e8b4 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 7 Oct 2022 16:21:17 -0400 Subject: [PATCH 096/142] updates to read new Demeter nc files --- tethys/gridded_data.py | 10 +++---- tethys/model.py | 8 +++--- tethys/region_map.py | 7 +++-- tethys/utils/data_parser.py | 55 +++++++++++++++++++++++++++++++------ 4 files changed, 60 insertions(+), 20 deletions(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 68c9e9a..579b6ad 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -12,8 +12,8 @@ def __init__(self, subsectors, years, resolution, mask=None, files=None): self.years = years self.nyears = len(years) self.resolution = resolution - self.nlat = int(180 / resolution) - self.nlon = int(360 / resolution) + self.nlat = round(180 / resolution) + self.nlon = round(360 / resolution) # ~4x memory savings by only storing land cells, mask helps convert back to lat lon array self.mask = np.full((self.nlat, self.nlon), True) if mask is None else mask self.nflat = np.count_nonzero(self.mask) @@ -117,7 +117,7 @@ def temp_dom(self, tas_file, domr_file): self.temporal *= self.interp_annual() def temp_elec(self, temp_file, elec_weights): - """Temporal downscaling of water demand for electricity generatin using algorithm from Voisin et al. (2013)""" + """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" hdd = from_monthly_npz(temp_file, 'hdd', self.years[0], self.years[-1], self.resolution, self.mask) cdd = from_monthly_npz(temp_file, 'cdd', self.years[0], self.years[-1], self.resolution, self.mask) hdd_sums = np.sum(hdd, axis=1, keepdims=True) @@ -187,7 +187,7 @@ def save(self, filename): demand.units = 'km^3/year' year[:] = np.asarray(self.years) - lat[:] = np.arange(-90 + self.resolution/2, 90, self.resolution) + lat[:] = np.arange(90 - self.resolution/2, -90, -self.resolution) lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) unflattened = np.full((self.nyears, self.nlat, self.nlon), np.nan, dtype=np.float32) @@ -213,7 +213,7 @@ def save_temporal(self, filename): year[:] = np.arange(self.years[0], self.years[-1] + 1).repeat(12) month[:] = np.tile(np.arange(12), self.temporal.shape[0]) - lat[:] = np.arange(-90 + self.resolution/2, 90, self.resolution) + lat[:] = np.arange(90 - self.resolution/2, -90, -self.resolution) lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) unflattened = np.full((self.temporal.shape[0], 12, self.nlat, self.nlon), np.nan, dtype=np.float32) diff --git a/tethys/model.py b/tethys/model.py index 800dfb5..29aa1a1 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -22,8 +22,8 @@ class Tethys: def __init__(self, cfg=None): self.resolution = 0.125 - self.nlat = int(180 / self.resolution) - self.nlon = int(360 / self.resolution) + self.nlat = round(180 / self.resolution) + self.nlon = round(360 / self.resolution) self.years = [] self.nyears = len(self.years) self.demand_types = [] @@ -49,8 +49,8 @@ def load_config(self, config_file): if isinstance(self.sectors, str): self.sectors = [self.sectors] self.resolution = float(project.get('Resolution', 0.125)) - self.nlat = int(180 / self.resolution) - self.nlon = int(360 / self.resolution) + self.nlat = round(180 / self.resolution) + self.nlon = round(360 / self.resolution) self.years = project.get('Years', range(2010, 2101, 5)) if isinstance(self.years, str): self.years = [self.years] diff --git a/tethys/region_map.py b/tethys/region_map.py index 2e6cf31..6107092 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -6,8 +6,8 @@ class RegionMap: def __init__(self, resolution, npzfile=None): self.resolution = resolution - self.nlat = int(180 / resolution) - self.nlon = int(360 / resolution) + self.nlat = round(180 / resolution) + self.nlon = round(360 / resolution) self.map = None self.mask = None self.flatmap = None @@ -41,7 +41,7 @@ def load_npz(self, filename): self.extensify(n=2) def intersection(self, other): - # assumes that regions are numbered 1 through n and sorted + # assumes that regions are numbered 1 through n and sorted, and same land mask # here for complete workflow to region-basin map # redo with pandas at some point out = RegionMap(self.resolution) @@ -71,6 +71,7 @@ def filter(self, region): def show(self): temp = self.map.astype(np.float32) + temp[temp == np.uint16(-1)] = 0 temp *= 255/temp.max() # normalize to (0, 255) temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail Image.fromarray(temp.astype(np.uint8), 'L').show() diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index d5c205d..692d5a5 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -25,22 +25,61 @@ def load_tiff(filename): y_offset = round((90 - metadata['ModelTiepoint'][4]) / resolution) x_offset = round((180 + metadata['ModelTiepoint'][3]) / resolution) - out = np.zeros((int(180 / resolution), int(360 / resolution))) + out = np.zeros((round(180 / resolution), round(360 / resolution))) out[y_offset:y_offset + temp.shape[0], x_offset:x_offset + temp.shape[1]] = temp return out -def load_nc(filename, short_name): - grp = nc4.Dataset(filename, format='NETCDF3_CLASSIC') +def load_nc(filename, name): + grp = nc4.Dataset(filename) grp.set_auto_mask(False) - var = grp.get_variables_by_attributes(short_name=short_name)[0] + + if name in grp.variables.keys(): + var = grp.variables[name] + else: # check short name (for earlier versions of Demeter outputs) + var = grp.get_variables_by_attributes(short_name=name)[0] + temp = var[:].copy() - temp[np.isnan(temp)] = 0 - if 'lon' in var.dimensions[0]: + # handle different names + + if 'lat' in grp.variables.keys(): + lat = grp.variables['lat'][:].copy() + lon = grp.variables['lon'][:].copy() + else: + lat = grp.variables['latitude'][:].copy() + lon = grp.variables['longitude'][:].copy() + + # handle swapped lat-lon dimension order + if var.dimensions[0].lower().startswith('lon'): temp = temp.T + grp.close() - return temp + + # handle ascending lat + if lat[0] < lat[1]: + lat = np.flip(lat, axis=0) + temp = np.flip(temp, axis=0) + + # replace nans + temp[np.isnan(temp)] = 0 + + # remove indices of repeated latitudes + diffs = lat[:-1] - lat[1:] + avg_diff = (lat[0] - lat[-1]) / (len(lat) - 1) + valid = np.where(diffs > 0.5 * avg_diff)[0] + temp = temp[valid] + lat = lat[valid] + + # place in global grid + resolution = (lat[0] - lat[-1])/(len(lat) - 1) # assuming lat and lon same resolution + y_offset = round((90 - lat[0]) / resolution - 0.5) + x_offset = round((180 + lon[0]) / resolution - 0.5) + + out = np.zeros((round(180 / resolution), round(360 / resolution))) + out[y_offset:y_offset + temp.shape[0], x_offset:x_offset + temp.shape[1]] = temp + + return out def from_monthly_npz(filename, variable, firstyear, lastyear, resolution, mask): @@ -67,7 +106,7 @@ def regrid(array, resolution, preserve_sum=True, thematic=False): # quick regridding of 2d input array to a close output resolution with reasonable lcm (e.g., 5 to 7.5 arcmins) # does not adjust weights for cell areas, but probably shouldn't be used for cases where that would matter iny, inx = array.shape - outy, outx = int(180 / resolution), int(360 / resolution) + outy, outx = round(180 / resolution), round(360 / resolution) lcm = np.lcm(iny, outy) r = lcm // iny s = lcm // outy From b344a308133b5a4d62ee0e45627a3d946edbdd33 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 19 Oct 2022 12:22:39 -0400 Subject: [PATCH 097/142] colormap visualization function --- tethys/gridded_data.py | 15 ++++++++----- tethys/model.py | 13 ++++++----- tethys/region_map.py | 50 ++++++++++++++++++++++++++++++------------ 3 files changed, 53 insertions(+), 25 deletions(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 579b6ad..211c76a 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -1,6 +1,7 @@ import numpy as np import netCDF4 as nc4 from PIL import Image +from matplotlib import cm from tethys.utils.data_parser import regrid, load_tiff, load_nc, from_monthly_npz @@ -157,18 +158,22 @@ def unflatten(self, subsector, year): out[self.mask] = self.flatarray[self.subsectors.index(subsector), self.years.index(year)] return out - def show(self, subsector='Total', year=None): + def show(self, subsector='Total', year=None, mask=None): """Show plot of subsector during year""" if year is None: year = self.years[0] temp = self.unflatten(subsector, year) - m = np.max(temp) - if m != 0: - temp /= m # normalize (0, 1) + maximum = np.max(temp) + if maximum != 0: + temp /= maximum # normalize (0, 1) temp = np.sqrt(np.sqrt(temp)) # 4th root plots better (squishes large values) + temp = cm.YlOrRd(temp) temp *= 255 # normalize to (0, 255) + if mask is None: + mask = self.mask + temp[~mask] = (173, 216, 230, 255) temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail - Image.fromarray(temp.astype(np.uint8), 'L').show() # show the image in system default viewer + Image.fromarray(temp.astype(np.uint8)).convert('RGB').show() # show the image in system default viewer def save(self, filename): """Save array to NetCDF file""" diff --git a/tethys/model.py b/tethys/model.py index 29aa1a1..f52d5c3 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -62,7 +62,7 @@ def load_config(self, config_file): self.perform_temporal = int(project.get('PerformTemporal', 0)) # names and paths to region npz files - self.mapfiles = self.config.get('RegionMaps').items() + self.mapfiles = dict(self.config.get('RegionMaps')) # parse proxy files self.proxyfiles = {} @@ -108,7 +108,7 @@ def load_config(self, config_file): parts = [parts] self.rules[sector]['parts'].append(parts) - self.rules[sector]['map1'] = section.get('Map1', self.mapfiles[0][0]) + self.rules[sector]['map1'] = section.get('Map1', 'Regions') self.rules[sector]['map2'] = section.get('Map2', None) self.rules[sector]['query1'] = section.get('Query1', None) @@ -123,12 +123,13 @@ def load_config(self, config_file): def load_maps(self): self.regionmaps = {} - for mapname, filename in self.mapfiles: - self.regionmaps[mapname] = RegionMap(self.resolution, filename) + self.landmask = RegionMap(self.resolution, self.mapfiles['Landmask']).mask + for mapname, filename in self.mapfiles.items(): + if mapname != 'Landmask': + self.regionmaps[mapname] = RegionMap(self.resolution, filename, self.landmask) def load_proxies(self): - mask = self.regionmaps[self.mapfiles[0][0]].mask - self.proxies = GriddedData(list(self.proxyfiles.keys()), self.years, self.resolution, mask, self.proxyfiles) + self.proxies = GriddedData(list(self.proxyfiles.keys()), self.years, self.resolution, self.landmask, self.proxyfiles) def load_regiondata(self): queries = {i.title: i for i in gcamreader.parse_batch_query(self.query_file)} diff --git a/tethys/region_map.py b/tethys/region_map.py index 6107092..5711d44 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -4,16 +4,24 @@ class RegionMap: - def __init__(self, resolution, npzfile=None): + + def __init__(self, resolution: float, npzfile=None, mask=None): self.resolution = resolution self.nlat = round(180 / resolution) self.nlon = round(360 / resolution) self.map = None - self.mask = None - self.flatmap = None self.key = None + self.mask = mask + self.flatmap = None if npzfile is not None: self.load_npz(npzfile) + self.extensify(n=2) + self.flatten() + + def flatten(self): + if self.mask is None: + self.mask = self.map != 0 + self.flatmap = self.map[self.mask] def load_bil_map(self, filename): # hardcoded to work with the moirai bil files @@ -30,15 +38,17 @@ def load_csv_key(self, filename, skiprows=1): def save_npz(self, filename): np.savez_compressed(filename, map=self.map, key=self.key) - def load_npz(self, filename): + def load_npz(self, filename: str): + """Load map and key from an npz file + + :param filename: path to npz file + """ + data = np.load(filename) self.map = data['map'] if self.map.shape != (self.nlat, self.nlon): self.map = regrid(self.map, self.resolution, thematic=True) - self.mask = self.map != 0 - self.flatmap = self.map[self.mask] self.key = data['key'] - self.extensify(n=2) def intersection(self, other): # assumes that regions are numbered 1 through n and sorted, and same land mask @@ -58,20 +68,32 @@ def extensify(self, n=1): for i in range(n): for shift in ((0, 1), (0, -1), (1, 0), (-1, 0)): self.map = np.where(self.map == 0, np.roll(self.map, shift, axis=(0, 1)), self.map) - self.mask = self.map != 0 - self.flatmap = self.map[self.mask] - def filter(self, region): - self.key = self.key[np.char.startswith(self.key['name'], region)] + def filter(self, region=None, minid=0, maxid=65535): + if region is not None: + self.key = self.key[np.char.startswith(self.key['name'], region)] + else: + self.key = self.key[(self.key['id'] >= minid) & (self.key['id'] <= maxid)] for i in np.unique(self.map): if i not in self.key['id']: self.map[self.map == i] = 0 - self.mask = self.map != 0 - self.flatmap = self.map[self.mask] + + def reindex(self): + self.key.sort(order=['id']) + _, self.map = np.unique(self.map, return_inverse=True) + self.key['id'] = np.arange(len(self.key)) + 1 + + def get_bounds(self): + if self.mask is None: + self.mask = self.map != 0 + indices = np.nonzero(self.mask) + min_row, min_col = np.min(indices, axis=0) + max_row, max_col = np.max(indices, axis=0) + + return self.mask[min_row:max_row + 1, min_col:max_col + 1] def show(self): temp = self.map.astype(np.float32) - temp[temp == np.uint16(-1)] = 0 temp *= 255/temp.max() # normalize to (0, 255) temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail Image.fromarray(temp.astype(np.uint8), 'L').show() From 93a4c62b7d33d12df4f3e8ec8096601caa8155e9 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 21 Oct 2022 09:49:51 -0400 Subject: [PATCH 098/142] method to reaggregate gridded data to region scale --- tethys/gridded_data.py | 12 ++++++++++++ tethys/region_data.py | 2 +- 2 files changed, 13 insertions(+), 1 deletion(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 211c76a..05f635e 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -4,6 +4,7 @@ from matplotlib import cm from tethys.utils.data_parser import regrid, load_tiff, load_nc, from_monthly_npz +from tethys.region_data import RegionData class GriddedData: @@ -77,6 +78,17 @@ def harmonize(self, regiondata): scale = regiondata.array[:, i].reshape(-1, self.nyears, 1) / region_total np.multiply(self.flatarray, scale, out=self.flatarray, where=mask) + def reaggregate(self, regionmap): + """Reaggregate grids back to region scale, for comparing with input data""" + + out = RegionData(None, self.subsectors, regionmap, self.years) + + for i in range(len(regionmap.key)): + mask = np.equal(regionmap.flatmap, regionmap.key['id'][i]) + out.array[:, i] = np.sum(self.flatarray, where=mask, axis=2) # region totals for each subsector and year + + return out + def interp_annual(self): """Interpolate from 5-year (or whatever interval) to annual timesteps""" summed = self.flatarray.sum(axis=0) diff --git a/tethys/region_data.py b/tethys/region_data.py index a81a5e3..1a217fe 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -12,7 +12,7 @@ def __init__(self, sector, subsectors, regionmap, years, conn=None, query=None, self.nregions = len(self.regions) self.years = years self.nyears = len(self.years) - self.array = None + self.array = np.zeros((self.nsubsectors, self.nregions, self.nyears), dtype=np.float32) if csv_file is not None: self.from_csv(csv_file) elif query is not None: From 7a23cba9b46f1ebec101c818c9e8e81621868955 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 26 Oct 2022 10:29:31 -0400 Subject: [PATCH 099/142] regrid can now handle non-global arrays if given input resolution --- tethys/gridded_data.py | 5 +++-- tethys/region_map.py | 4 ++-- tethys/utils/data_parser.py | 34 ++++++++++++++++++++++++++-------- 3 files changed, 31 insertions(+), 12 deletions(-) diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py index 05f635e..602e173 100644 --- a/tethys/gridded_data.py +++ b/tethys/gridded_data.py @@ -46,7 +46,8 @@ def load(self, files): else: print('CANT HANDLE THIS FILE TYPE') if temp.shape != (self.nlat, self.nlon): - temp = regrid(temp, self.resolution, preserve_sum=flags != 'PCTAREA') + method = 'intensive' if flags == 'PCTAREA' else 'extensive' + temp = regrid(temp, self.resolution, method=method) if flags == 'PCTAREA': areas = np.cos(np.radians(np.arange(-90 + self.resolution/2, 90, self.resolution))) * \ (111.32 * 110.57) * self.resolution * self.resolution @@ -123,7 +124,7 @@ def temp_dom(self, tas_file, domr_file): self.temporal /= ranges domr = np.load(domr_file)['R'] domr[domr == -9999] = 0 - domr = regrid(domr, self.resolution, thematic=True)[self.mask] + domr = regrid(domr, self.resolution, method='thematic')[self.mask] self.temporal *= domr self.temporal += 1 self.temporal /= 12 diff --git a/tethys/region_map.py b/tethys/region_map.py index 5711d44..271e8f3 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -29,7 +29,7 @@ def load_bil_map(self, filename): temp = np.fromfile(filename, dtype=np.float32).reshape(2160, 4320) temp[temp == -9999] = 0 if temp.shape != (self.nlat, self.nlon): - temp = regrid(temp, self.resolution, thematic=True) + temp = regrid(temp, self.resolution, method='thematic') self.map = temp.astype(np.uint16) def load_csv_key(self, filename, skiprows=1): @@ -47,7 +47,7 @@ def load_npz(self, filename: str): data = np.load(filename) self.map = data['map'] if self.map.shape != (self.nlat, self.nlon): - self.map = regrid(self.map, self.resolution, thematic=True) + self.map = regrid(self.map, self.resolution, method='thematic') self.key = data['key'] def intersection(self, other): diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index 692d5a5..c10a6a1 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -97,29 +97,47 @@ def from_monthly_npz(filename, variable, firstyear, lastyear, resolution, mask): out = np.zeros((lastyear - firstyear + 1, 12, np.count_nonzero(mask))) for i in range(lastyear - firstyear + 1): for j in range(12): - out[i, j] = regrid(temp[i, j], resolution, preserve_sum=False)[mask] + out[i, j] = regrid(temp[i, j], resolution, method='intensive')[mask] return out -def regrid(array, resolution, preserve_sum=True, thematic=False): - # quick regridding of 2d input array to a close output resolution with reasonable lcm (e.g., 5 to 7.5 arcmins) - # does not adjust weights for cell areas, but probably shouldn't be used for cases where that would matter +def regrid(array, out_resolution, in_resolution=None, method='extensive'): + """ quick regridding of 2d input array to an output resolution with reasonable lcm (e.g., 1/12 to 1/8 degrees) + + :param array: 2d array to be regridded + :param out_resolution: desired output resolution + :param in_resolution: resolution of array. if None (default), will be assumed to be 180 / array.shape[0] + :param method: choice of 'extensive' (preserves sum, default), 'intensive' (average), or 'thematic' (categories) + :return: array regridded to output resolution + """ + iny, inx = array.shape - outy, outx = round(180 / resolution), round(360 / resolution) + + if in_resolution is None: + in_resolution = 180 / iny + + scale = in_resolution / out_resolution + outy, outx = round(iny * scale), round(inx * scale) + lcm = np.lcm(iny, outy) r = lcm // iny s = lcm // outy - if thematic: # take center + if method == 'thematic': # take center temp = array.repeat(r, axis=1).reshape(iny, outx, s)[:, :, s//2] out = temp.repeat(r, axis=0).reshape(outy, s, outx)[:, s//2, :] return out + else: temp = array.repeat(r, axis=1).reshape(iny, outx, s).sum(axis=2) out = temp.repeat(r, axis=0).reshape(outy, s, outx).sum(axis=1) - if preserve_sum: + if method == 'extensive': # divide by repetitions to preserve sum return out / (r * r) - else: + + elif method == 'intensive': # take average within the output cells return out / (s * s) + + else: + print('invalid method') From 67e369a119c430faf594c312c4e5c60202c66952 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 11 Nov 2022 16:23:12 -0500 Subject: [PATCH 100/142] tethys2 with xarray and sparse --- requirements.txt | 11 +- tethys/__init__.py | 3 - tethys/gridded_data.py | 241 --------------------------- tethys/model.py | 246 +++++++++------------------ tethys/region_data.py | 81 --------- tethys/region_map.py | 99 ----------- tethys/utils/data_parser.py | 320 +++++++++++++++++++++++++----------- 7 files changed, 311 insertions(+), 690 deletions(-) delete mode 100644 tethys/gridded_data.py delete mode 100644 tethys/region_data.py delete mode 100644 tethys/region_map.py diff --git a/requirements.txt b/requirements.txt index 27a6598..3ae785d 100755 --- a/requirements.txt +++ b/requirements.txt @@ -1,10 +1,11 @@ -configobj~=5.0.6 numpy~=1.21 pandas~=1.2.4 requests~=2.20.0 gcamreader>=1.2.5 +xarray~=2022.3.0 +sparse~=0.13.0 netCDF4~=1.6 -tifffile~=2022.5.4 -imagecodecs~=2022.9.26 -Pillow~=8.4.0 -setuptools~=57.0.0 \ No newline at end of file +rioxarray~=0.12.4 +setuptools~=57.0.0 +PyYAML~=6.0 +matplotlib~=3.4.3 \ No newline at end of file diff --git a/tethys/__init__.py b/tethys/__init__.py index 411658f..01f7cbd 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,7 +1,4 @@ from .model import * -from .region_data import * -from .region_map import * -from .gridded_data import * from .install_supplement import * from .logger import * diff --git a/tethys/gridded_data.py b/tethys/gridded_data.py deleted file mode 100644 index 602e173..0000000 --- a/tethys/gridded_data.py +++ /dev/null @@ -1,241 +0,0 @@ -import numpy as np -import netCDF4 as nc4 -from PIL import Image -from matplotlib import cm - -from tethys.utils.data_parser import regrid, load_tiff, load_nc, from_monthly_npz -from tethys.region_data import RegionData - - -class GriddedData: - def __init__(self, subsectors, years, resolution, mask=None, files=None): - self.subsectors = subsectors - self.nsubsectors = len(subsectors) - self.years = years - self.nyears = len(years) - self.resolution = resolution - self.nlat = round(180 / resolution) - self.nlon = round(360 / resolution) - # ~4x memory savings by only storing land cells, mask helps convert back to lat lon array - self.mask = np.full((self.nlat, self.nlon), True) if mask is None else mask - self.nflat = np.count_nonzero(self.mask) - self.flatarray = np.zeros((self.nsubsectors, self.nyears, self.nflat), dtype=np.float32) - - if files is not None: - self.load(files) - - def load(self, files): - """Load data as described by files - - files is of form {'subsector': {'years': {2010: 'path/to/subsector_2010.nc'}}} - """ - for i, subsector in enumerate(self.subsectors): - print(f'Loading Proxy Data for {subsector}') - flags = files[subsector]['flags'] - # "round" down to earlier year if no exact match - datayears = [max(y for y in files[subsector]['years'].keys() - if y <= year or y == min(files[subsector]['years'].keys())) - for year in self.years] - for year, filename in files[subsector]['years'].items(): - if year in datayears: - temp = None - if filename.endswith('.tif'): - temp = load_tiff(filename) - elif filename.endswith('.nc'): - temp = load_nc(filename, subsector) - else: - print('CANT HANDLE THIS FILE TYPE') - if temp.shape != (self.nlat, self.nlon): - method = 'intensive' if flags == 'PCTAREA' else 'extensive' - temp = regrid(temp, self.resolution, method=method) - if flags == 'PCTAREA': - areas = np.cos(np.radians(np.arange(-90 + self.resolution/2, 90, self.resolution))) * \ - (111.32 * 110.57) * self.resolution * self.resolution - temp *= areas.reshape(-1, 1) - - self.flatarray[i, [j for j, y in enumerate(datayears) if y == year]] = temp[self.mask] - - def extract(self, subsectors, parts=None): - """Create a new GriddedData object from combinations of existing subsectors""" - if parts is None: - parts = [[i] for i in subsectors] - out = GriddedData(subsectors, self.years, self.resolution, self.mask) - for i, subsector in enumerate(subsectors): - for p in parts[i]: - out.flatarray[i] += self.flatarray[self.subsectors.index(p)] - return out - - def harmonize(self, regiondata): - """Spatial downscaling really happens here""" - - axes = (0, 2) if regiondata.nsubsectors == 1 else 2 # keep susbectors separate, unless applying constraint to sum of sectors - for i in range(len(regiondata.regionmap.key)): - print(f'Downscaling {regiondata.regionmap.key["name"][i]}, {i} of {len(regiondata.regionmap.key)}') - mask = np.equal(regiondata.regionmap.flatmap, regiondata.regionmap.key['id'][i]) - - region_total = np.sum(self.flatarray, where=mask, axis=axes, keepdims=True) - region_total[region_total == 0] = 1 # so we can treat 0/0 as 0 - - scale = regiondata.array[:, i].reshape(-1, self.nyears, 1) / region_total - np.multiply(self.flatarray, scale, out=self.flatarray, where=mask) - - def reaggregate(self, regionmap): - """Reaggregate grids back to region scale, for comparing with input data""" - - out = RegionData(None, self.subsectors, regionmap, self.years) - - for i in range(len(regionmap.key)): - mask = np.equal(regionmap.flatmap, regionmap.key['id'][i]) - out.array[:, i] = np.sum(self.flatarray, where=mask, axis=2) # region totals for each subsector and year - - return out - - def interp_annual(self): - """Interpolate from 5-year (or whatever interval) to annual timesteps""" - summed = self.flatarray.sum(axis=0) - nyears = self.years[-1] - self.years[0] + 1 # include endpoints - out = np.zeros((nyears, self.nflat), dtype=np.float32) - for i in range(len(self.years) - 1): - start = self.years[i] - self.years[0] - end = self.years[i+1] - self.years[0] - slope = (summed[i+1] - summed[i]) / (end - start) - out[start:end] = summed[i] + slope * np.arange(end - start).reshape(-1, 1) - out[-1] = summed[-1] - return out.reshape(nyears, 1, self.nflat) - - def temp_irr(self, pirrww_file, regionmap): - """Temporal downscaling of irrigation water demand""" - self.temporal = from_monthly_npz(pirrww_file, 'pirrww', self.years[0], self.years[-1], self.resolution, self.mask) - for i in range(len(regionmap.key)): - mask = np.equal(regionmap.flatmap, regionmap.key['id'][i]) - if np.count_nonzero(mask) > 0: - monthsums = np.sum(self.temporal, where=mask, axis=2, keepdims=True) - yearsums = np.sum(monthsums, axis=1, keepdims=True) - yearsums[yearsums == 0] = 1 - self.temporal[:, :, mask] = monthsums / yearsums - self.temporal *= self.interp_annual() - - def temp_dom(self, tas_file, domr_file): - """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" - self.temporal = from_monthly_npz(tas_file, 'tas', self.years[0], self.years[-1], self.resolution, self.mask) - ranges = np.max(self.temporal, axis=1, keepdims=True) - np.min(self.temporal, axis=1, keepdims=True) - ranges[ranges == 0] = 1 - self.temporal -= np.mean(self.temporal, axis=1, keepdims=True) - self.temporal /= ranges - domr = np.load(domr_file)['R'] - domr[domr == -9999] = 0 - domr = regrid(domr, self.resolution, method='thematic')[self.mask] - self.temporal *= domr - self.temporal += 1 - self.temporal /= 12 - self.temporal *= self.interp_annual() - - def temp_elec(self, temp_file, elec_weights): - """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" - hdd = from_monthly_npz(temp_file, 'hdd', self.years[0], self.years[-1], self.resolution, self.mask) - cdd = from_monthly_npz(temp_file, 'cdd', self.years[0], self.years[-1], self.resolution, self.mask) - hdd_sums = np.sum(hdd, axis=1, keepdims=True) - cdd_sums = np.sum(cdd, axis=1, keepdims=True) - hdd = np.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) - cdd = np.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) - hdd = np.where((hdd_sums < 650) & (cdd_sums < 450), 1/12, hdd) - cdd = np.where((hdd_sums < 650) & (cdd_sums < 450), 1/12, cdd) - hdd_sums = np.sum(hdd, axis=1, keepdims=True) - cdd_sums = np.sum(cdd, axis=1, keepdims=True) - hdd_sums[hdd_sums == 0] = 1 - cdd_sums[cdd_sums == 0] = 1 - hdd /= hdd_sums - cdd /= cdd_sums - - self.temporal = np.full_like(hdd, 1/12, dtype=np.float32) - weights = elec_weights.interp_annual() - for i in range(len(elec_weights.regionmap.key)): - mask = np.equal(elec_weights.regionmap.flatmap, elec_weights.regionmap.key['id'][i]) - hdd[:, :, mask] *= weights[0, i].reshape(-1, 1, 1) - cdd[:, :, mask] *= weights[1, i].reshape(-1, 1, 1) - self.temporal[:, :, mask] *= weights[2, i].reshape(-1, 1, 1) - self.temporal += hdd - self.temporal += cdd - self.temporal *= self.interp_annual() - - def temp_uniform(self): - """Divide demand evenly among months""" - self.temporal = np.full((self.years[-1] - self.years[0] + 1, 12, self.nflat), 1/12, dtype=np.float32) - self.temporal *= self.interp_annual() - - def unflatten(self, subsector, year): - out = np.zeros((self.nlat, self.nlon), dtype=np.float32) - if subsector == 'Total': - out[self.mask] = self.flatarray.sum(axis=0)[self.years.index(year)] - else: - out[self.mask] = self.flatarray[self.subsectors.index(subsector), self.years.index(year)] - return out - - def show(self, subsector='Total', year=None, mask=None): - """Show plot of subsector during year""" - if year is None: - year = self.years[0] - temp = self.unflatten(subsector, year) - maximum = np.max(temp) - if maximum != 0: - temp /= maximum # normalize (0, 1) - temp = np.sqrt(np.sqrt(temp)) # 4th root plots better (squishes large values) - temp = cm.YlOrRd(temp) - temp *= 255 # normalize to (0, 255) - if mask is None: - mask = self.mask - temp[~mask] = (173, 216, 230, 255) - temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail - Image.fromarray(temp.astype(np.uint8)).convert('RGB').show() # show the image in system default viewer - - def save(self, filename): - """Save array to NetCDF file""" - - datagrp = nc4.Dataset(filename, 'w') - - datagrp.createDimension('year', self.nyears) - datagrp.createDimension('lat', self.nlat) - datagrp.createDimension('lon', self.nlon) - - year = datagrp.createVariable('year', 'i4', ('year',)) - year.units = 'Year' - lat = datagrp.createVariable('lat', 'f4', ('lat',)) - lon = datagrp.createVariable('lon', 'f4', ('lon',)) - demand = datagrp.createVariable('demand', 'f4', ('year', 'lat', 'lon'), compression='zlib') - demand.units = 'km^3/year' - - year[:] = np.asarray(self.years) - lat[:] = np.arange(90 - self.resolution/2, -90, -self.resolution) - lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) - - unflattened = np.full((self.nyears, self.nlat, self.nlon), np.nan, dtype=np.float32) - unflattened[:, self.mask] = np.sum(self.flatarray, axis=0) - demand[:] = unflattened - - datagrp.close() - - def save_temporal(self, filename): - """Save array to NetCDF file""" - - datagrp = nc4.Dataset(filename, 'w') - - datagrp.createDimension('time', self.temporal.shape[0] * 12) - datagrp.createDimension('lat', self.nlat) - datagrp.createDimension('lon', self.nlon) - - year = datagrp.createVariable('year', 'i4', ('time',)) - month = datagrp.createVariable('month', 'i4', ('time',)) - lat = datagrp.createVariable('lat', 'f4', ('lat',)) - lon = datagrp.createVariable('lon', 'f4', ('lon',)) - data = datagrp.createVariable('value', 'f4', ('time', 'lat', 'lon'), compression='zlib') - - year[:] = np.arange(self.years[0], self.years[-1] + 1).repeat(12) - month[:] = np.tile(np.arange(12), self.temporal.shape[0]) - lat[:] = np.arange(90 - self.resolution/2, -90, -self.resolution) - lon[:] = np.arange(-180 + self.resolution/2, 180, self.resolution) - - unflattened = np.full((self.temporal.shape[0], 12, self.nlat, self.nlon), np.nan, dtype=np.float32) - unflattened[:, :, self.mask] = self.temporal - data[:] = unflattened.reshape(-1, self.nlat, self.nlon) - - datagrp.close() diff --git a/tethys/model.py b/tethys/model.py index f52d5c3..da8ada0 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -8,190 +8,106 @@ """ import os -from configobj import ConfigObj +os.environ['SPARSE_AUTO_DENSIFY'] = '1' # so that outputs are written +import yaml +import xarray as xr -import gcamreader - -from tethys.region_data import RegionData -from tethys.region_map import RegionMap -from tethys.gridded_data import GriddedData +from tethys.utils.data_parser import load_proxies, load_regionmap, load_region_data, downscale class Tethys: """Model wrapper for Tethys""" def __init__(self, cfg=None): - self.resolution = 0.125 - self.nlat = round(180 / self.resolution) - self.nlon = round(360 / self.resolution) + self.config = None + self.years = [] - self.nyears = len(self.years) - self.demand_types = [] + self.resolution = 0.125 self.sectors = [] + self.demand_types = ['withdrawals'] + self.perform_temporal = False + self.gcam_db_path = None self.gcam_db_file = None self.query_file = None - self.gcam_usa = False - self.regionmaps = dict() - self.regiondata = dict() + + self.output_folder = None + self.output_format = None + self.reduce_precision = False + + self.regionmaps = None + self.proxy_catalog = dict() self.proxies = None - self.outputs = dict() + + self.outputs = None + if cfg is not None: self.load_config(cfg) def load_config(self, config_file): - """Load model parameters from a config.ini""" - self.config = ConfigObj(config_file) - - project = self.config.get('Project') - self.outputfolder = project.get('OutputFolder') - self.sectors = project.get('Sectors', ['Domestic', 'Electricity', 'Manufacturing', 'Mining', 'Livestock', 'Irrigation']) - if isinstance(self.sectors, str): - self.sectors = [self.sectors] - self.resolution = float(project.get('Resolution', 0.125)) - self.nlat = round(180 / self.resolution) - self.nlon = round(360 / self.resolution) - self.years = project.get('Years', range(2010, 2101, 5)) - if isinstance(self.years, str): - self.years = [self.years] - self.years = [int(year) for year in self.years] - self.nyears = len(self.years) - self.demand_types = project.get('DemandTypes', 'Withdrawals') - if isinstance(self.demand_types, str): - self.demand_types = [self.demand_types] - self.perform_temporal = int(project.get('PerformTemporal', 0)) - - # names and paths to region npz files - self.mapfiles = dict(self.config.get('RegionMaps')) + """Load model parameters from a config.yml""" + with open(config_file) as file: + self.config = yaml.safe_load(file) - # parse proxy files - self.proxyfiles = {} - for sectionname in self.config.sections: - if sectionname.startswith('Proxy'): - section = self.config.get(sectionname) - folder = section.get('Folder') - subsectors = section.get('Subsectors', None) - years = section.get('Years', None) - flags = section.get('Flags', None) - for key, value in section.items(): - if key not in ('Folder', 'Subsectors', 'Years', 'Flags'): - proxy, year = key.split('_') - if proxy != 'Subsectors': # reserve this as keyword for files with multiple proxies (demeter) - subsectors = [proxy] - if year != 'Years': - years = [year] - for subsector in subsectors: - if subsector not in self.proxyfiles: - self.proxyfiles[subsector] = {'flags': flags, 'years': {}} - for y in years: - self.proxyfiles[subsector]['years'][int(y)] = \ - os.path.join(folder, value.replace('YYYY', y)) + project = self.config['project'] + self.sectors = project['sectors'] + self.years = project['years'] + self.resolution = project['resolution'] + self.demand_types = project['demand_types'] + self.perform_temporal = project['perform_temporal'] + + outputs = self.config['outputs'] + self.output_folder = outputs['folder'] + self.output_format = outputs['format'] + self.reduce_precision = outputs['reduce_precision'] if 'reduce_precision' in outputs else False + + self.regionmaps = xr.Dataset({k: load_regionmap(target_resolution=self.resolution, **v) for k, v in self.config['maps'].items()}) # for parsing GCAM database - gcaminputs = self.config.get('GCAMInputs') - self.csv_file = gcaminputs.get('CSV_file', None) - self.gcam_db_path = gcaminputs.get('GCAM_DBpath', None) - self.gcam_db_file = gcaminputs.get('GCAM_DBfile', None) - self.query_file = gcaminputs.get('QueryFile', None) - self.gcam_usa = True if gcaminputs.get('GCAMUSA', 'False') == 'True' else False - - # parse rules related to spatial proxies - self.rules = {} - for sector in self.sectors: - self.rules[sector] = {} - section = self.config.get(sector) - self.rules[sector]['subsectors'] = section.get('Subsectors', [sector]) - self.rules[sector]['parts'] = [] - for subsector in self.rules[sector]['subsectors']: - parts = section.get(subsector) - if isinstance(parts, str): - parts = [parts] - self.rules[sector]['parts'].append(parts) - - self.rules[sector]['map1'] = section.get('Map1', 'Regions') - self.rules[sector]['map2'] = section.get('Map2', None) - - self.rules[sector]['query1'] = section.get('Query1', None) - self.rules[sector]['query2'] = section.get('Query2', None) - - if self.perform_temporal: - temporal_params = self.config.get('Temporal') - folder = temporal_params.get('Folder') - self.irr_file = os.path.join(folder, temporal_params.get('pirrww_file', '')) - self.temp_file = os.path.join(folder, temporal_params.get('temp_file', '')) - self.domr_file = os.path.join(folder, temporal_params.get('DomesticR', '')) - - def load_maps(self): - self.regionmaps = {} - self.landmask = RegionMap(self.resolution, self.mapfiles['Landmask']).mask - for mapname, filename in self.mapfiles.items(): - if mapname != 'Landmask': - self.regionmaps[mapname] = RegionMap(self.resolution, filename, self.landmask) - - def load_proxies(self): - self.proxies = GriddedData(list(self.proxyfiles.keys()), self.years, self.resolution, self.landmask, self.proxyfiles) - - def load_regiondata(self): - queries = {i.title: i for i in gcamreader.parse_batch_query(self.query_file)} - self.regiondata = {} - conn = None - if self.gcam_db_path is not None: - conn = gcamreader.LocalDBConn(self.gcam_db_path, self.gcam_db_file, suppress_gabble=False) - for sector in self.sectors: - self.regiondata[sector] = {} - subsectors = self.rules[sector]['subsectors'] - for demand in self.demand_types: - print(f'Loading Region Data for {sector} Water {demand}') - regionmap = self.regionmaps[self.rules[sector]['map1']] - query = queries[self.rules[sector]['query1'].replace('Demand', demand)] - self.regiondata[sector][demand] = {'data1': RegionData(sector, subsectors, regionmap, self.years, conn, query, self.csv_file)} - if self.rules[sector]['query2'] is not None: - regionmap = self.regionmaps[self.rules[sector]['map2']] - query = queries[self.rules[sector]['query2'].replace('Demand', demand)] - self.regiondata[sector][demand]['data2'] = RegionData(sector, [sector], regionmap, self.years, conn, query, self.csv_file) - # weights for temporal downscaling of electricity - if self.perform_temporal and 'Electricity' in self.sectors: - subsectors = ('Heating', 'Cooling', 'Other') - regionmap = self.regionmaps['Regions'] - query = queries['elec consumption by demand sector'] - self.elecdemand = RegionData('elecdemand', subsectors, regionmap, self.years, conn, query) - self.elecdemand.subsector_ratio() - - def downscale(self, sector, demand): - print(f'Downscaling {sector} water {demand}') - self.outputs[sector][demand] = self.proxies.extract(self.rules[sector]['subsectors'], self.rules[sector]['parts']) - self.outputs[sector][demand].harmonize(self.regiondata[sector][demand]['data1']) - if 'data2' in self.regiondata[sector][demand]: - self.outputs[sector][demand].harmonize(self.regiondata[sector][demand]['data2']) + if 'GCAM' in self.config: + gcaminputs = self.config['GCAM'] + self.gcam_db_path = gcaminputs['gcam_db_path'] + self.gcam_db_file = gcaminputs['gcam_db_file'] + self.query_file = gcaminputs['query_file'] + + # parse proxy files + self.proxy_catalog = {} + for proxy in self.config['proxies']: + flags = proxy['flags'] if 'flags' in proxy else [] + for variable in proxy['variables']: + + abbreviation = proxy['variables'][variable] if isinstance(proxy['variables'], dict) else variable + + for year in proxy['years']: + + name = proxy['name'].replace('[VAR]', abbreviation).replace('[YEAR]', str(year)) + filepath = os.path.join(proxy['folder'], name) + + if filepath not in self.proxy_catalog: + self.proxy_catalog[filepath] = {'variables': set(), 'years': set(), 'flags': flags} + + self.proxy_catalog[filepath]['variables'].add(variable) + self.proxy_catalog[filepath]['years'].add(year) def run_model(self): - self.load_maps() - self.load_proxies() - self.load_regiondata() - for sector in self.sectors: - self.outputs[sector] = {} - for demand in self.demand_types: - self.downscale(sector, demand) - if self.perform_temporal: - for demand in self.demand_types: - if 'Domestic' in self.sectors: - self.outputs['Domestic'][demand].temp_dom(self.temp_file, self.domr_file) - if 'Electricity' in self.sectors: - self.outputs['Electricity'][demand].temp_elec(self.temp_file, self.elecdemand) - if 'Irrigation' in self.sectors: - regionmap = self.regionmaps[self.rules['Irrigation']['map1']] - self.outputs['Irrigation'][demand].temp_irr(self.irr_file, regionmap) - if 'Manufacturing' in self.sectors: - self.outputs['Manufacturing'][demand].temp_uniform() - if 'Mining' in self.sectors: - self.outputs['Mining'][demand].temp_uniform() - if 'Livestock' in self.sectors: - self.outputs['Livestock'][demand].temp_uniform() - # save outputs - for sector in self.sectors: - for demand in self.demand_types: - filename = os.path.join(self.outputfolder, f'{sector}{demand}.nc') - self.outputs[sector][demand].save(filename) - if self.perform_temporal: - filename = os.path.join(self.outputfolder, f'{sector}{demand}Temporal.nc') - self.outputs[sector][demand].save_temporal(filename) + self.outputs = xr.Dataset() + + self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) + + for sector in self.config['sectors']: + if 'csv' in sector: + df = load_region_data(csv=sector['csv']) + elif 'query' in sector: + df = load_region_data(gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, + query_file=self.query_file, query_title=sector['query']) + else: + pass # TODO: errors + + sector['proxies'] = {k: [v] if isinstance(v, str) else v for k, v in sector['proxies'].items()} + proxies = xr.Dataset({k: sum(self.proxies[i] for i in v) for k, v in sector['proxies'].items()}) + proxies = proxies.to_array(dim='sector') + + regions = self.regionmaps[sector['map']] + + self.outputs.update(downscale(df, proxies, regions).to_dataset(dim='sector')) + self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) diff --git a/tethys/region_data.py b/tethys/region_data.py deleted file mode 100644 index 1a217fe..0000000 --- a/tethys/region_data.py +++ /dev/null @@ -1,81 +0,0 @@ -import numpy as np -import pandas as pd - - -class RegionData: - def __init__(self, sector, subsectors, regionmap, years, conn=None, query=None, csv_file=None): - self.sector = sector - self.subsectors = subsectors - self.nsubsectors = len(self.subsectors) - self.regionmap = regionmap - self.regions = list(self.regionmap.key['name']) - self.nregions = len(self.regions) - self.years = years - self.nyears = len(self.years) - self.array = np.zeros((self.nsubsectors, self.nregions, self.nyears), dtype=np.float32) - if csv_file is not None: - self.from_csv(csv_file) - elif query is not None: - self.from_db(conn, query) - - def from_db(self, conn, query): - df = conn.runQuery(query) - if self.sector == 'Irrigation': # make region names of the form region_basin - df['region'] += '_' + df.iloc[:, 5].apply(lambda x: x.split('_')[-2]) # column 5 is input/output - elif query.title == 'elec consumption by demand sector': - df['sector'] = df['sector'].map(elec_sector) - if len(self.subsectors) == 1: # lets us prettify single sector names and force GCAMUSA names - df['sector'] = self.subsectors[0] - pivot = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='Year', fill_value=0, aggfunc=np.sum) - pivot = pivot.reindex(index=pd.MultiIndex.from_product([self.subsectors, self.regions]), columns=self.years, fill_value=0) - self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) - - def from_csv(self, filename): - df = pd.read_csv(filename) - df['sector'] = df['sector'].map(rename_nonag) - if self.sector == 'Irrigation': # make region names of the form region_basin - df['region'] += '_' + df['subsector'].apply(lambda x: x.split('_')[-1]) - pivot = pd.pivot_table(df, values='value', index=['sector', 'region'], columns='year', fill_value=0, aggfunc=np.sum) - pivot = pivot.reindex(index=pd.MultiIndex.from_product([self.subsectors, self.regions]), columns=self.years, fill_value=0) - self.array = pivot.to_numpy().reshape(self.nsubsectors, self.nregions, self.nyears) - - def subsector_ratio(self): - """Set subsector values to fraction of total""" - sums = self.array.sum(axis=0, keepdims=True) - sums[sums == 0] = 1 - self.array /= sums - - def interp_annual(self): - """Convert from 5-year time steps to annual""" - nyears = self.years[-1] - self.years[0] + 1 # include endpoints - out = np.zeros((self.nsubsectors, self.nregions, nyears), dtype=np.float32) - for i in range(len(self.years) - 1): - start = self.years[i] - self.years[0] - end = self.years[i + 1] - self.years[0] - slope = (self.array[:, :, i + 1] - self.array[:, :, i]) / (end - start) - out[:, :, start:end] = self.array[:, :, i, np.newaxis] + slope[:, :, np.newaxis] * np.arange(end - start) - out[:, :, -1] = self.array[:, :, -1] - return out - - -def rename_nonag(x): - """Helper for converting full nonagricultural sector names to Tethys demand categories""" - if x in ('domestic water', 'municipal water'): - return 'Domestic' - elif x.startswith('elec'): - return 'Electricity' - elif x.startswith('industr'): - return 'Manufacturing' - elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII'): - return 'Mining' - return x - - -def elec_sector(x): - """Helper for electricity demand sectors""" - if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): - return 'Heating' - elif x in ('comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'): - return 'Cooling' - else: - return 'Other' diff --git a/tethys/region_map.py b/tethys/region_map.py deleted file mode 100644 index 271e8f3..0000000 --- a/tethys/region_map.py +++ /dev/null @@ -1,99 +0,0 @@ -import numpy as np -from PIL import Image -from tethys.utils.data_parser import regrid - - -class RegionMap: - - def __init__(self, resolution: float, npzfile=None, mask=None): - self.resolution = resolution - self.nlat = round(180 / resolution) - self.nlon = round(360 / resolution) - self.map = None - self.key = None - self.mask = mask - self.flatmap = None - if npzfile is not None: - self.load_npz(npzfile) - self.extensify(n=2) - self.flatten() - - def flatten(self): - if self.mask is None: - self.mask = self.map != 0 - self.flatmap = self.map[self.mask] - - def load_bil_map(self, filename): - # hardcoded to work with the moirai bil files - # really just here to help convert to npz so we can use that instead - temp = np.fromfile(filename, dtype=np.float32).reshape(2160, 4320) - temp[temp == -9999] = 0 - if temp.shape != (self.nlat, self.nlon): - temp = regrid(temp, self.resolution, method='thematic') - self.map = temp.astype(np.uint16) - - def load_csv_key(self, filename, skiprows=1): - self.key = np.loadtxt(filename, dtype=[('name', 'U128'), ('id', np.uint16)], skiprows=skiprows, delimiter=',') - - def save_npz(self, filename): - np.savez_compressed(filename, map=self.map, key=self.key) - - def load_npz(self, filename: str): - """Load map and key from an npz file - - :param filename: path to npz file - """ - - data = np.load(filename) - self.map = data['map'] - if self.map.shape != (self.nlat, self.nlon): - self.map = regrid(self.map, self.resolution, method='thematic') - self.key = data['key'] - - def intersection(self, other): - # assumes that regions are numbered 1 through n and sorted, and same land mask - # here for complete workflow to region-basin map - # redo with pandas at some point - out = RegionMap(self.resolution) - key, out.map = np.unique(np.stack((self.map, other.map)).reshape(2, -1), axis=1, return_inverse=True) - out.map = out.map.reshape(out.nlat, out.nlon) - out.key = np.zeros(key.shape[1] - 1, dtype=[('name', 'U128'), ('id', np.uint16)]) - out.key['id'] = np.arange(len(out.key)) + 1 - for i in range(len(out.key)): - out.key['name'][i] = self.key['name'][key[0, i+1]-1] + '_' + other.key['name'][key[1, i+1]-1] - return out - - def extensify(self, n=1): - """Expand nonzero regions into cells without a region""" - for i in range(n): - for shift in ((0, 1), (0, -1), (1, 0), (-1, 0)): - self.map = np.where(self.map == 0, np.roll(self.map, shift, axis=(0, 1)), self.map) - - def filter(self, region=None, minid=0, maxid=65535): - if region is not None: - self.key = self.key[np.char.startswith(self.key['name'], region)] - else: - self.key = self.key[(self.key['id'] >= minid) & (self.key['id'] <= maxid)] - for i in np.unique(self.map): - if i not in self.key['id']: - self.map[self.map == i] = 0 - - def reindex(self): - self.key.sort(order=['id']) - _, self.map = np.unique(self.map, return_inverse=True) - self.key['id'] = np.arange(len(self.key)) + 1 - - def get_bounds(self): - if self.mask is None: - self.mask = self.map != 0 - indices = np.nonzero(self.mask) - min_row, min_col = np.min(indices, axis=0) - max_row, max_col = np.max(indices, axis=0) - - return self.mask[min_row:max_row + 1, min_col:max_col + 1] - - def show(self): - temp = self.map.astype(np.float32) - temp *= 255/temp.max() # normalize to (0, 255) - temp = temp.repeat(4, axis=0).repeat(4, axis=1) # make higher res so windows photos app shows more detail - Image.fromarray(temp.astype(np.uint8), 'L').show() diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py index c10a6a1..e5d866d 100644 --- a/tethys/utils/data_parser.py +++ b/tethys/utils/data_parser.py @@ -8,136 +8,264 @@ """ import numpy as np -import tifffile as tf -import netCDF4 as nc4 +import pandas as pd +import gcamreader +import xarray as xr +import sparse -def load_tiff(filename): - with tf.TiffFile(filename) as tif: - temp = tif.asarray() - nodata = tif.pages.first.nodata - metadata = tif.geotiff_metadata +def downscale(df, proxies, regions): + """Actual downscaling here - temp[temp == nodata] = 0 + :param df: pandas dataframe of region scale demand inputs, with columns 'region', 'sector', 'year', 'value' + :param proxies: xarray DataArray giving distribution of demand, with dimensions 'sector', 'year', 'lat', 'lon' + :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names + :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' + """ + regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() + + index = pd.MultiIndex.from_product([regionids.region.to_series(), proxies.sector.to_series(), proxies.year.to_series()]) + input_data = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() + + # groupby was slow so we do this hack with sparse arrays + # multiply the proxy by a bool array region mask to group, then operate on each layer + groups = regions == regionids + out = proxies * groups + + sums = out.sum(dim=('lat', 'lon')) + sums.data.fill_value = 1 # avoid 0/0 - # place in global grid - resolution = metadata['ModelPixelScale'][0] # assuming lat and lon same resolution - y_offset = round((90 - metadata['ModelTiepoint'][4]) / resolution) - x_offset = round((180 + metadata['ModelTiepoint'][3]) / resolution) + out *= input_data / sums # demand_cell = demand_region * (proxy_cell / proxy_region), but calculate efficiently - out = np.zeros((round(180 / resolution), round(360 / resolution))) - out[y_offset:y_offset + temp.shape[0], x_offset:x_offset + temp.shape[1]] = temp + out = out.sum(dim='region') return out -def load_nc(filename, name): - grp = nc4.Dataset(filename) - grp.set_auto_mask(False) +def rename_sector(x): + """Helper for converting full GCAM sector names to Tethys demand categories""" + if x in ('domestic water', 'municipal water') or x.startswith('water_td_dom_'): + return 'Domestic' + elif x.startswith('elec') or x.startswith('water_td_elec_'): + return 'Electricity' + elif x.startswith('industr') or x.startswith('water_td_ind_'): + return 'Manufacturing' + elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII') or x.startswith('water_td_pri_'): + return 'Mining' + elif x.startswith('water_td_irr_'): + return 'Irrigation' + elif x.startswith('water_td_an_'): + return 'Livestock' + return x + + +def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, gcam_db_path=None, gcam_db_file=None, basin_column=None): + if csv is not None: + df = pd.read_csv(csv) + elif df is None: + if conn is None: + conn = gcamreader.LocalDBConn(gcam_db_path, gcam_db_file, suppress_gabble=False) + if query is None: + query = next(i for i in gcamreader.parse_batch_query(query_file) if i.title == query_title) + df = conn.runQuery(query) + df['sector'] = df['sector'].map(rename_sector) + if basin_column is not None: + df['region'] += df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) + df.columns = df.columns.str.lower() + df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() + + return df + + +def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, flip_lat=False): + """ Load region map + + :param mapfile: path to map file + :param namefile: optional path to csv with region names + :param target_resolution: resolution to coerce map to. If None (default), use base resolution + """ - if name in grp.variables.keys(): - var = grp.variables[name] - else: # check short name (for earlier versions of Demeter outputs) - var = grp.get_variables_by_attributes(short_name=name)[0] + da = xr.load_dataarray(mapfile, engine='rasterio') - temp = var[:].copy() - # handle different names + if nodata is not None: + da.data[da.data == nodata] = 0 - if 'lat' in grp.variables.keys(): - lat = grp.variables['lat'][:].copy() - lon = grp.variables['lon'][:].copy() - else: - lat = grp.variables['latitude'][:].copy() - lon = grp.variables['longitude'][:].copy() + da = da.astype(np.uint16) - # handle swapped lat-lon dimension order - if var.dimensions[0].lower().startswith('lon'): - temp = temp.T + # coerce names + if 'y' in da.coords: + da = da.rename(y='lat') + if 'x' in da.coords: + da = da.rename(x='lon') - grp.close() + # set dimension order + da = da.transpose(..., 'lat', 'lon') - # handle ascending lat - if lat[0] < lat[1]: - lat = np.flip(lat, axis=0) - temp = np.flip(temp, axis=0) + # handle flipped latitudes + if flip_lat: + da['lat'] = -da.lat - # replace nans - temp[np.isnan(temp)] = 0 + # drop band + if 'band' in da.coords: + da = da.squeeze('band').drop_vars('band') - # remove indices of repeated latitudes - diffs = lat[:-1] - lat[1:] - avg_diff = (lat[0] - lat[-1]) / (len(lat) - 1) - valid = np.where(diffs > 0.5 * avg_diff)[0] - temp = temp[valid] - lat = lat[valid] + if target_resolution is not None: + lcm = np.lcm(da.lat.size, round(180 / target_resolution)) + r = lcm // da.lat.size + s = lcm // round(180 / target_resolution) - # place in global grid - resolution = (lat[0] - lat[-1])/(len(lat) - 1) # assuming lat and lon same resolution - y_offset = round((90 - lat[0]) / resolution - 0.5) - x_offset = round((180 + lon[0]) / resolution - 0.5) + da = da.isel(lon=np.arange(da.lon.size).repeat(r)).coarsen(lon=s).max() + da = da.isel(lat=np.arange(da.lat.size).repeat(r)).coarsen(lat=s).max() + else: + target_resolution = 180 / da.lat.size - out = np.zeros((round(180 / resolution), round(360 / resolution))) - out[y_offset:y_offset + temp.shape[0], x_offset:x_offset + temp.shape[1]] = temp + offset = target_resolution / 2 + da['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) + da['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) - return out + if namefile is not None: + df = pd.read_csv(namefile) + da = da.assign_attrs(names=dict(zip(df.iloc[:, 0], df.iloc[:, 1].astype(str)))) + elif 'names' in da.attrs: + # ew + temp = da.attrs['names'].replace('{', '').replace('}', '').replace("'", '') + da.attrs['names'] = dict(i.split(': ') for i in temp.split(', ')) + da = da.rio.set_spatial_dims(x_dim='lon', y_dim='lat') + da.name = 'regionid' -def from_monthly_npz(filename, variable, firstyear, lastyear, resolution, mask): - file = np.load(filename) - years = file['years'] - data = file[variable] - _, _, nlat, nlon = data.shape - temp = np.zeros((lastyear - firstyear + 1, 12, nlat, nlon), dtype=np.float32) - start = max(years[0], firstyear) - end = min(years[-1], lastyear) - temp[:start - firstyear] = data[start - years[0]] - temp[start - firstyear:end - firstyear] = data[start - years[0]:end - years[0]] - temp[end - firstyear:] = data[end - years[0]] + da.data = sparse.COO(da.data) - out = np.zeros((lastyear - firstyear + 1, 12, np.count_nonzero(mask))) - for i in range(lastyear - firstyear + 1): - for j in range(12): - out[i, j] = regrid(temp[i, j], resolution, method='intensive')[mask] - return out + return da -def regrid(array, out_resolution, in_resolution=None, method='extensive'): - """ quick regridding of 2d input array to an output resolution with reasonable lcm (e.g., 1/12 to 1/8 degrees) +def _preprocess(ds, catalog, target_resolution): + """ add missing metadata, filter - :param array: 2d array to be regridded - :param out_resolution: desired output resolution - :param in_resolution: resolution of array. if None (default), will be assumed to be 180 / array.shape[0] - :param method: choice of 'extensive' (preserves sum, default), 'intensive' (average), or 'thematic' (categories) - :return: array regridded to output resolution + :type ds: xarray.Dataset """ + filename = ds.encoding['source'] + variables = sorted(catalog[filename]['variables']) + years = sorted(catalog[filename]['years']) + flags = catalog[filename]['flags'] - iny, inx = array.shape + print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') - if in_resolution is None: - in_resolution = 180 / iny + # handle tif (can only handle single band single variable single year currently) + if 'band' in ds.coords: + ds = ds.squeeze('band').drop_vars('band') + ds = ds.rename(y='lat', x='lon', band_data=variables[0]) - scale = in_resolution / out_resolution - outy, outx = round(iny * scale), round(inx * scale) + if 'short_name_as_name' in flags: + ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) - lcm = np.lcm(iny, outy) - r = lcm // iny - s = lcm // outy + ds = ds[variables] # filter to desired variables - if method == 'thematic': # take center - temp = array.repeat(r, axis=1).reshape(iny, outx, s)[:, :, s//2] - out = temp.repeat(r, axis=0).reshape(outy, s, outx)[:, s//2, :] - return out + # pad year dimension if not existent + if 'year' not in ds.coords: + ds = ds.expand_dims(year=len(years)).assign_coords(year=('year', years)) - else: - temp = array.repeat(r, axis=1).reshape(iny, outx, s).sum(axis=2) - out = temp.repeat(r, axis=0).reshape(outy, s, outx).sum(axis=1) + ds = ds.isel(year=ds.year.isin(years)) # filter to desired years + + # coerce names + if 'latitude' in ds.coords: + ds = ds.rename(latitude='lat') + if 'longitude' in ds.coords: + ds = ds.rename(longitude='lon') + + # set dimension order + ds = ds.transpose(..., 'lat', 'lon') + + # handle flipped latitudes + if ds.lat.data[0] < ds.lat.data[-1]: + ds = ds.isel(lat=slice(None, None, -1)) + + # drop repeated latitudes + ds['lat'] = ds.lat.round(10) # 10 decimal-place tolerance + ds = ds.drop_duplicates(dim='lat') + + ds = ds.fillna(0) + + # regridding + source_resolution = (ds.lat.data[0] - ds.lat.data[-1])/(ds.lat.size - 1) - if method == 'extensive': # divide by repetitions to preserve sum - return out / (r * r) + if 'cell_area_share' in flags: + areas = np.cos(np.radians(ds.lat)) * (111.32 * 110.57) * source_resolution * source_resolution + ds = ds * areas - elif method == 'intensive': # take average within the output cells - return out / (s * s) + lat_offset = round((90 - ds.lat.data[0]) / source_resolution - 0.5) + lon_offset = round((ds.lon.data[0] + 180) / source_resolution - 0.5) + + ds = ds.pad(lat=(lat_offset, round(180 / source_resolution) - lat_offset - ds.lat.size), + lon=(lon_offset, round(360 / source_resolution) - lon_offset - ds.lon.size), + constant_values=0) + + target_lat_size = round(180 / target_resolution) + + lcm = np.lcm(ds.lat.size, target_lat_size) + r = lcm // ds.lat.size + s = lcm // target_lat_size + + ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).sum() + ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).sum() + ds = ds / (r * r) # correct for repetition + + offset = target_resolution / 2 + ds['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) + ds['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) + + for _, da in ds.items(): + da.data = sparse.COO(da.data.astype(np.float32)) + + return ds + + +def load_proxies(catalog, target_resolution, target_years): + + print('Loading Proxy Data') + dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i), catalog, target_resolution).values()] + + print('Interpolating Proxies') + ds = xr.merge(interp_sparse(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) + for variable in set(da.name for da in dataarrays)) + + return ds + + +def interp_sparse(da, target_years): + """Linearly interpolate da to target_years + scipy interp1d fails on sparse arrays so implement here by taking linear combinations of neighboring years + + :param da: xarray DataArray with source years + :param target_years: list of target years to interpolate to + :return: da linearly interpolated to target_years + """ - else: - print('invalid method') + source_years = da.year.data + target_years = np.asarray(target_years) + + # calculate indices of nearest data years above and below (or equal to) target years + # target years outside the available data are assigned the nearest (end point) + lower_idx = np.maximum(0, np.searchsorted(source_years, target_years, 'right') - 1) + upper_idx = np.minimum(np.searchsorted(source_years, target_years, 'left'), len(source_years) - 1) + + # calculate weights of the upper and lower indices + # When the same, lower is given 1 and upper is 0 + lower_weights = np.divide(source_years[upper_idx] - target_years, source_years[upper_idx] - source_years[lower_idx], + where=upper_idx != lower_idx, out=np.ones_like(target_years, dtype=np.float32)) + upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], + where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) + + # convert weights and indices to a sparse backed DataArray + interpolator = xr.DataArray(data=sparse.COO(np.block([[np.arange(target_years.size), np.arange(target_years.size)], + [lower_idx, upper_idx]]), + np.concatenate((lower_weights, upper_weights))), + coords=dict(target_year=target_years, year=source_years), + name=da.name) + + # multiply by interpolator, sum by years, rename + da = interpolator * da + da = da.sum(dim='year').rename(target_year='year') + + return da From 0667d811c95c0e127ef43c52917a63a36c612850 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 18 Nov 2022 10:35:30 -0500 Subject: [PATCH 101/142] dask working but not sparse --- tethys/model.py | 69 ++++++++- tethys/region_data.py | 58 +++++++ tethys/region_map.py | 60 ++++++++ tethys/spatial_proxies.py | 172 +++++++++++++++++++++ tethys/temporal_downscaling.py | 90 +++++++++++ tethys/utils/data_parser.py | 271 --------------------------------- 6 files changed, 445 insertions(+), 275 deletions(-) create mode 100644 tethys/region_data.py create mode 100644 tethys/region_map.py create mode 100644 tethys/spatial_proxies.py create mode 100644 tethys/temporal_downscaling.py delete mode 100644 tethys/utils/data_parser.py diff --git a/tethys/model.py b/tethys/model.py index da8ada0..1119bf3 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -11,8 +11,10 @@ os.environ['SPARSE_AUTO_DENSIFY'] = '1' # so that outputs are written import yaml import xarray as xr - -from tethys.utils.data_parser import load_proxies, load_regionmap, load_region_data, downscale +from tethys.region_data import load_region_data +from tethys.spatial_proxies import load_proxies, interp_sparse +from tethys.region_map import load_regionmap +from tethys.temporal_downscaling import * class Tethys: @@ -56,6 +58,9 @@ def load_config(self, config_file): self.demand_types = project['demand_types'] self.perform_temporal = project['perform_temporal'] + if self.perform_temporal: + self.temporal_files = self.config['temporal'] + outputs = self.config['outputs'] self.output_folder = outputs['folder'] self.output_format = outputs['format'] @@ -109,5 +114,61 @@ def run_model(self): regions = self.regionmaps[sector['map']] - self.outputs.update(downscale(df, proxies, regions).to_dataset(dim='sector')) - self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) + downscaled = downscale(df, proxies, regions) + + if self.perform_temporal: + # calculate the monthly distributions (share of annual) for each year + if sector['name'] == 'Domestic': + tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) + amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') + distribution = monthly_distribution_domestic(tas, amplitude) + + elif sector['name'] == 'Electricity': + hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + weights = load_region_data(gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, + query_file=self.query_file, query_title='elec consumption by demand sector') + distribution = monthly_distribution_electricty(hdd, cdd, weights, regions) + + elif sector['name'] == 'Irrigation': + irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), method='label') + distribution = monthly_distribution_irrigation(irr, regions) + + else: + distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) + + # interpolate + downscaled = interp_sparse(downscaled) + downscaled = downscaled * distribution + + self.outputs.update(downscaled.to_dataset(dim='sector')) + + #self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) + + +def downscale(df, proxies, regions): + """Actual downscaling here + + :param df: pandas dataframe of region scale demand inputs, with columns 'region', 'sector', 'year', 'value' + :param proxies: xarray DataArray giving distribution of demand, with dimensions 'sector', 'year', 'lat', 'lon' + :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names + :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' + """ + regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() + + index = pd.MultiIndex.from_product([regionids.region.to_series(), proxies.sector.to_series(), proxies.year.to_series()]) + input_data = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() + + # groupby was slow so we do this hack with sparse arrays + # multiply the proxy by a bool array region mask to group, then operate on each layer + groups = regions == regionids + out = proxies * groups + + sums = out.sum(dim=('lat', 'lon')) + sums = xr.where(sums != 0, sums, 1) # avoid 0/0 + + out *= input_data / sums # demand_cell = demand_region * (proxy_cell / proxy_region), but calculate efficiently + + out = out.sum(dim='region') + + return out diff --git a/tethys/region_data.py b/tethys/region_data.py new file mode 100644 index 0000000..17c5db1 --- /dev/null +++ b/tethys/region_data.py @@ -0,0 +1,58 @@ +import numpy as np +import pandas as pd +import gcamreader + + +def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, gcam_db_path=None, gcam_db_file=None, basin_column=None, elec_weights=False): + if csv is not None: + df = pd.read_csv(csv) + elif df is None: + if conn is None: + conn = gcamreader.LocalDBConn(gcam_db_path, gcam_db_file, suppress_gabble=False) + if query is None: + query = next(i for i in gcamreader.parse_batch_query(query_file) if i.title == query_title) + df = conn.runQuery(query) + + df.columns = df.columns.str.lower() + + df['sector'] = df['sector'].map(rename_sector) + df['value'] = df['value'].astype(np.float32) + + if basin_column is not None: + df['region'] += df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) + + df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() + + if elec_weights: + df['sector'] = df['sector'].map(elec_sector) + df = df.groupby(['region', 'sector', 'year'])[['value']].sum() / df.groupby(['region', 'year'])[['value']].sum() + df = df.reset_index() + + return df + + +def rename_sector(x): + """Helper for converting full GCAM sector names to Tethys demand categories""" + if x in ('domestic water', 'municipal water') or x.startswith('water_td_dom_'): + return 'Domestic' + elif x.startswith('elec') or x.startswith('water_td_elec_'): + return 'Electricity' + elif x.startswith('industr') or x.startswith('water_td_ind_'): + return 'Manufacturing' + elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII') or x.startswith('water_td_pri_'): + return 'Mining' + elif x.startswith('water_td_irr_'): + return 'Irrigation' + elif x.startswith('water_td_an_'): + return 'Livestock' + return x + + +def elec_sector(x): + """Helper for electricity demand sectors""" + if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): + return 'Heating' + elif x in ('comm cooling', 'resid cooling', 'comm refrigeration', 'resid freezers', 'resid refrigerators'): + return 'Cooling' + else: + return 'Other' diff --git a/tethys/region_map.py b/tethys/region_map.py new file mode 100644 index 0000000..571f671 --- /dev/null +++ b/tethys/region_map.py @@ -0,0 +1,60 @@ +import numpy as np +import pandas as pd +import xarray as xr +import sparse + +from tethys.spatial_proxies import regrid + + +def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, flip_lat=False): + """ Load region map + + :param mapfile: path to map file + :param namefile: optional path to csv with region names + :param target_resolution: resolution to coerce map to. If None (default), use base resolution + """ + + da = xr.load_dataarray(mapfile, engine='rasterio') + + if nodata is not None: + da.data[da.data == nodata] = 0 + + da = da.astype(np.uint16) + + # coerce names + if 'y' in da.coords: + da = da.rename(y='lat') + if 'x' in da.coords: + da = da.rename(x='lon') + + # set dimension order + da = da.transpose(..., 'lat', 'lon') + + # handle flipped latitudes + if flip_lat: + da['lat'] = -da.lat + + # drop band + if 'band' in da.coords: + da = da.squeeze('band').drop_vars('band') + + if target_resolution is not None: + da = regrid(da, target_resolution, method='label') + + if namefile is not None: + df = pd.read_csv(namefile) + da = da.assign_attrs(names=dict(zip(df.iloc[:, 0], df.iloc[:, 1].astype(str)))) + elif 'names' in da.attrs: + # ew + temp = da.attrs['names'].replace('{', '').replace('}', '').replace("'", '') + da.attrs['names'] = dict(i.split(': ') for i in temp.split(', ')) + + da = da.rio.set_spatial_dims(x_dim='lon', y_dim='lat') + da.name = 'regionid' + + da = da.chunk(chunks=dict(lat=360, lon=360)) + #da.data = da.data.map_blocks(sparse.COO) + + #da.data = sparse.COO(da.data) + + return da diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py new file mode 100644 index 0000000..e6ab237 --- /dev/null +++ b/tethys/spatial_proxies.py @@ -0,0 +1,172 @@ +import numpy as np +import xarray as xr +import sparse + + +def load_proxies(catalog, target_resolution, target_years): + + print('Loading Proxy Data') + dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i, chunks='auto'), catalog, target_resolution).values()] + + print('Interpolating Proxies') + ds = xr.merge(interp_sparse(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) + for variable in set(da.name for da in dataarrays)) + + return ds + + +def _preprocess(ds, catalog, target_resolution): + """ add missing metadata, filter + + :type ds: xarray.Dataset + """ + + # TODO: break out steps into functions as sensible (for testing) + + # get details from files catalog + filename = ds.encoding['source'] + variables = sorted(catalog[filename]['variables']) + years = sorted(catalog[filename]['years']) + flags = catalog[filename]['flags'] + + print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') + + ds = ds.astype(np.float32) + + # handle tif (can only handle single band single variable single year currently) + if 'band' in ds.coords: + ds = ds.squeeze('band').drop_vars('band') + ds = ds.rename(y='lat', x='lon', band_data=variables[0]) + + if 'short_name_as_name' in flags: + ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) + + ds = ds[variables] # filter to desired variables + + # pad year dimension if not existent + if 'year' not in ds.coords: + ds = ds.expand_dims(year=len(years)).assign_coords(year=('year', years)) + + ds = ds.isel(year=ds.year.isin(years)) # filter to desired years + + # coerce names + if 'latitude' in ds.coords: + ds = ds.rename(latitude='lat') + if 'longitude' in ds.coords: + ds = ds.rename(longitude='lon') + + # set dimension order + ds = ds.transpose(..., 'lat', 'lon') + + # handle flipped latitudes + if ds.lat.data[0] < ds.lat.data[-1]: + ds = ds.isel(lat=slice(None, None, -1)) + + # drop repeated latitudes + ds['lat'] = ds.lat.round(10) # 10 decimal-place tolerance + ds = ds.drop_duplicates(dim='lat') + + ds = ds.fillna(0) + + if 'cell_area_share' in flags: + ds = percent_to_area(ds) + + ds = pad_global(ds) + + ds = regrid(ds, target_resolution, method='extensive') + + ds = ds.chunk(chunks=dict(lat=360, lon=360)) + + for _, da in ds.items(): + pass #da.data = da.data.map_blocks(sparse.COO) + + return ds + + +def percent_to_area(ds): + source_resolution = (ds.lat.data[0] - ds.lat.data[-1]) / (ds.lat.size - 1) + cell_areas = xr.DataArray(np.cos(np.radians(ds.lat)) * (111.32 * 110.57) * source_resolution * source_resolution, + coords=dict(lat=ds.lat)) + ds = ds * cell_areas + return ds + + +def pad_global(ds): + # pad inputs to global resolution using xarray functions that don't break with sparse arrays + + source_resolution = (ds.lat.data[0] - ds.lat.data[-1]) / (ds.lat.size - 1) + offset = source_resolution / 2 + + ds = ds.reindex(lat=np.linspace(90 - offset, -90 + offset, round(180 / source_resolution)), + lon=np.linspace(-180 + offset, 180 - offset, round(360 / source_resolution)), + method='nearest', tolerance=source_resolution/10, fill_value=0) + + return ds + + +def regrid(ds, target_resolution, method='extensive'): + """ + + :param ds: xarray Dataset or DataArray + :param target_resolution: target resolution in degrees + :param method: choice of 'extensive' (preserves sums, default), 'intensive' (take average), or 'label' (for maps) + :return: + """ + + target_lat_size = round(180 / target_resolution) + + lcm = np.lcm(ds.lat.size, target_lat_size) + r = lcm // ds.lat.size + s = lcm // target_lat_size + + if method == 'label': + ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).max() + ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).max() + else: + ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).sum() + ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).sum() + if method == 'extensive': + ds = ds / (r * r) # correct for repetition + elif method == 'intensive': + ds = ds / (s * s) # take average + + # set coordinates + offset = target_resolution / 2 + ds['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) + ds['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) + + return ds + + +def interp_sparse(da, target_years=None): + """Linearly interpolate da to target_years + scipy interp1d fails on sparse arrays so implement here by taking linear combinations of neighboring years + + :param da: xarray DataArray with source years + :param target_years: list of target years to interpolate to. If None, then interpolate to annual + :return: da linearly interpolated to target_years + """ + + source_years = da.year.data + if target_years is None: + target_years = range(source_years[0], source_years[-1] + 1) + target_years = np.asarray(target_years) + + # calculate indices of nearest data years above and below (or equal to) target years + # target years outside the available data are assigned the nearest (end point) + lower_idx = np.maximum(0, np.searchsorted(source_years, target_years, 'right') - 1) + upper_idx = np.minimum(np.searchsorted(source_years, target_years, 'left'), len(source_years) - 1) + + # calculate weights of the upper and lower indices + # When the same, lower is given 1 and upper is 0 + lower_weights = np.divide(source_years[upper_idx] - target_years, source_years[upper_idx] - source_years[lower_idx], + where=upper_idx != lower_idx, out=np.ones_like(target_years, dtype=np.float32)) + upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], + where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) + + lower = da.isel(year=lower_idx).assign_coords(year=target_years) * xr.DataArray(lower_weights, dict(year=target_years)) + upper = da.isel(year=upper_idx).assign_coords(year=target_years) * xr.DataArray(upper_weights, dict(year=target_years)) + + out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + upper * xr.DataArray(upper_weights, dict(year=target_years)) + + return out.rename(da.name).chunk(chunks=dict(year=1)) diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py new file mode 100644 index 0000000..d8db0cf --- /dev/null +++ b/tethys/temporal_downscaling.py @@ -0,0 +1,90 @@ +import numpy as np +import pandas as pd +import xarray as xr +import sparse + +from tethys.spatial_proxies import pad_global, regrid + + +def load_monthly_data(filename, target_resolution, years=None, method='intensive'): + + da = xr.open_dataarray(filename, chunks=dict(year=1, month=12, lat=360, lon=360)).astype(np.float32) + + if years is not None and 'year' in da.coords: + da = da.sel(year=years, method='nearest').chunk(chunks=dict(year=1)) + da['year'] = years + + # handle flipped latitudes + if da.lat.data[0] < da.lat.data[-1]: + da = da.isel(lat=slice(None, None, -1)) + + da = da.fillna(0) + + da = pad_global(da) + da = regrid(da, target_resolution, method) + + da = da.chunk(chunks=dict(lat=360, lon=360)) + + #da.data = da.data.map_blocks(sparse.COO) + + return da + + +def monthly_distribution_domestic(tas, amplitude): + """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" + + ranges = tas.max(dim='month') - tas.min(dim='month') + ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 + + out = (((tas - tas.mean(dim='month')) / ranges) * amplitude + 1) / 12 + + return out + + +def monthly_distribution_electricty(hdd, cdd, weights, regions): + """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" + + hdd_sums = hdd.sum(dim='month') + cdd_sums = cdd.sum(dim='month') + hdd = xr.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) + cdd = xr.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) + hdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, hdd) + cdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, cdd) + hdd_sums = hdd.sum(dim='month') + cdd_sums = cdd.sum(dim='month') + hdd_sums = xr.where(hdd_sums != 0, hdd_sums, 1) + cdd_sums = xr.where(cdd_sums != 0, cdd_sums, 1) + hdd /= hdd_sums + cdd /= cdd_sums + + out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], + dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) + + regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() + + index = pd.MultiIndex.from_product([regionids.region.to_series(), + out.sector.to_series(), + out.year.to_series()]) + input_data = weights.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() + + groups = regions == regionids + out = out * groups + + out = out * input_data + out = out.sum(dim=('sector', 'region')) + + return out + + +def monthly_distribution_irrigation(irr, regions): + """Temporal downscaling of irrigation water demand""" + + regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() + groups = regions == regionids + + out = irr * groups + month_share_by_region = out.sum(dim=('lat', 'lon')) / out.sum(dim=('month', 'lat', 'lon')) + out = groups * month_share_by_region + out = out.sum(dim='region') + + return out diff --git a/tethys/utils/data_parser.py b/tethys/utils/data_parser.py deleted file mode 100644 index e5d866d..0000000 --- a/tethys/utils/data_parser.py +++ /dev/null @@ -1,271 +0,0 @@ -""" -@Date: 09/20/2022 -@author: Isaac Thompson (isaac.thompson@pnnl.gov) -@Project: Tethys V2.0 - -License: BSD 2-Clause, see LICENSE and DISCLAIMER files -Copyright (c) 2022, Battelle Memorial Institute - -""" -import numpy as np -import pandas as pd -import gcamreader -import xarray as xr -import sparse - - -def downscale(df, proxies, regions): - """Actual downscaling here - - :param df: pandas dataframe of region scale demand inputs, with columns 'region', 'sector', 'year', 'value' - :param proxies: xarray DataArray giving distribution of demand, with dimensions 'sector', 'year', 'lat', 'lon' - :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names - :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' - """ - regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - - index = pd.MultiIndex.from_product([regionids.region.to_series(), proxies.sector.to_series(), proxies.year.to_series()]) - input_data = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() - - # groupby was slow so we do this hack with sparse arrays - # multiply the proxy by a bool array region mask to group, then operate on each layer - groups = regions == regionids - out = proxies * groups - - sums = out.sum(dim=('lat', 'lon')) - sums.data.fill_value = 1 # avoid 0/0 - - out *= input_data / sums # demand_cell = demand_region * (proxy_cell / proxy_region), but calculate efficiently - - out = out.sum(dim='region') - - return out - - -def rename_sector(x): - """Helper for converting full GCAM sector names to Tethys demand categories""" - if x in ('domestic water', 'municipal water') or x.startswith('water_td_dom_'): - return 'Domestic' - elif x.startswith('elec') or x.startswith('water_td_elec_'): - return 'Electricity' - elif x.startswith('industr') or x.startswith('water_td_ind_'): - return 'Manufacturing' - elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII') or x.startswith('water_td_pri_'): - return 'Mining' - elif x.startswith('water_td_irr_'): - return 'Irrigation' - elif x.startswith('water_td_an_'): - return 'Livestock' - return x - - -def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, gcam_db_path=None, gcam_db_file=None, basin_column=None): - if csv is not None: - df = pd.read_csv(csv) - elif df is None: - if conn is None: - conn = gcamreader.LocalDBConn(gcam_db_path, gcam_db_file, suppress_gabble=False) - if query is None: - query = next(i for i in gcamreader.parse_batch_query(query_file) if i.title == query_title) - df = conn.runQuery(query) - df['sector'] = df['sector'].map(rename_sector) - if basin_column is not None: - df['region'] += df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) - df.columns = df.columns.str.lower() - df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() - - return df - - -def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, flip_lat=False): - """ Load region map - - :param mapfile: path to map file - :param namefile: optional path to csv with region names - :param target_resolution: resolution to coerce map to. If None (default), use base resolution - """ - - da = xr.load_dataarray(mapfile, engine='rasterio') - - if nodata is not None: - da.data[da.data == nodata] = 0 - - da = da.astype(np.uint16) - - # coerce names - if 'y' in da.coords: - da = da.rename(y='lat') - if 'x' in da.coords: - da = da.rename(x='lon') - - # set dimension order - da = da.transpose(..., 'lat', 'lon') - - # handle flipped latitudes - if flip_lat: - da['lat'] = -da.lat - - # drop band - if 'band' in da.coords: - da = da.squeeze('band').drop_vars('band') - - if target_resolution is not None: - lcm = np.lcm(da.lat.size, round(180 / target_resolution)) - r = lcm // da.lat.size - s = lcm // round(180 / target_resolution) - - da = da.isel(lon=np.arange(da.lon.size).repeat(r)).coarsen(lon=s).max() - da = da.isel(lat=np.arange(da.lat.size).repeat(r)).coarsen(lat=s).max() - else: - target_resolution = 180 / da.lat.size - - offset = target_resolution / 2 - da['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) - da['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) - - if namefile is not None: - df = pd.read_csv(namefile) - da = da.assign_attrs(names=dict(zip(df.iloc[:, 0], df.iloc[:, 1].astype(str)))) - elif 'names' in da.attrs: - # ew - temp = da.attrs['names'].replace('{', '').replace('}', '').replace("'", '') - da.attrs['names'] = dict(i.split(': ') for i in temp.split(', ')) - - da = da.rio.set_spatial_dims(x_dim='lon', y_dim='lat') - da.name = 'regionid' - - da.data = sparse.COO(da.data) - - - return da - - -def _preprocess(ds, catalog, target_resolution): - """ add missing metadata, filter - - :type ds: xarray.Dataset - """ - filename = ds.encoding['source'] - variables = sorted(catalog[filename]['variables']) - years = sorted(catalog[filename]['years']) - flags = catalog[filename]['flags'] - - print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') - - # handle tif (can only handle single band single variable single year currently) - if 'band' in ds.coords: - ds = ds.squeeze('band').drop_vars('band') - ds = ds.rename(y='lat', x='lon', band_data=variables[0]) - - if 'short_name_as_name' in flags: - ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) - - ds = ds[variables] # filter to desired variables - - # pad year dimension if not existent - if 'year' not in ds.coords: - ds = ds.expand_dims(year=len(years)).assign_coords(year=('year', years)) - - ds = ds.isel(year=ds.year.isin(years)) # filter to desired years - - # coerce names - if 'latitude' in ds.coords: - ds = ds.rename(latitude='lat') - if 'longitude' in ds.coords: - ds = ds.rename(longitude='lon') - - # set dimension order - ds = ds.transpose(..., 'lat', 'lon') - - # handle flipped latitudes - if ds.lat.data[0] < ds.lat.data[-1]: - ds = ds.isel(lat=slice(None, None, -1)) - - # drop repeated latitudes - ds['lat'] = ds.lat.round(10) # 10 decimal-place tolerance - ds = ds.drop_duplicates(dim='lat') - - ds = ds.fillna(0) - - # regridding - source_resolution = (ds.lat.data[0] - ds.lat.data[-1])/(ds.lat.size - 1) - - if 'cell_area_share' in flags: - areas = np.cos(np.radians(ds.lat)) * (111.32 * 110.57) * source_resolution * source_resolution - ds = ds * areas - - lat_offset = round((90 - ds.lat.data[0]) / source_resolution - 0.5) - lon_offset = round((ds.lon.data[0] + 180) / source_resolution - 0.5) - - ds = ds.pad(lat=(lat_offset, round(180 / source_resolution) - lat_offset - ds.lat.size), - lon=(lon_offset, round(360 / source_resolution) - lon_offset - ds.lon.size), - constant_values=0) - - target_lat_size = round(180 / target_resolution) - - lcm = np.lcm(ds.lat.size, target_lat_size) - r = lcm // ds.lat.size - s = lcm // target_lat_size - - ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).sum() - ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).sum() - ds = ds / (r * r) # correct for repetition - - offset = target_resolution / 2 - ds['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) - ds['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) - - for _, da in ds.items(): - da.data = sparse.COO(da.data.astype(np.float32)) - - return ds - - -def load_proxies(catalog, target_resolution, target_years): - - print('Loading Proxy Data') - dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i), catalog, target_resolution).values()] - - print('Interpolating Proxies') - ds = xr.merge(interp_sparse(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) - for variable in set(da.name for da in dataarrays)) - - return ds - - -def interp_sparse(da, target_years): - """Linearly interpolate da to target_years - scipy interp1d fails on sparse arrays so implement here by taking linear combinations of neighboring years - - :param da: xarray DataArray with source years - :param target_years: list of target years to interpolate to - :return: da linearly interpolated to target_years - """ - - source_years = da.year.data - target_years = np.asarray(target_years) - - # calculate indices of nearest data years above and below (or equal to) target years - # target years outside the available data are assigned the nearest (end point) - lower_idx = np.maximum(0, np.searchsorted(source_years, target_years, 'right') - 1) - upper_idx = np.minimum(np.searchsorted(source_years, target_years, 'left'), len(source_years) - 1) - - # calculate weights of the upper and lower indices - # When the same, lower is given 1 and upper is 0 - lower_weights = np.divide(source_years[upper_idx] - target_years, source_years[upper_idx] - source_years[lower_idx], - where=upper_idx != lower_idx, out=np.ones_like(target_years, dtype=np.float32)) - upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], - where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) - - # convert weights and indices to a sparse backed DataArray - interpolator = xr.DataArray(data=sparse.COO(np.block([[np.arange(target_years.size), np.arange(target_years.size)], - [lower_idx, upper_idx]]), - np.concatenate((lower_weights, upper_weights))), - coords=dict(target_year=target_years, year=source_years), - name=da.name) - - # multiply by interpolator, sum by years, rename - da = interpolator * da - da = da.sum(dim='year').rename(target_year='year') - - return da From c79c49ce4ac04078b25ac77d37be92ba2f9b12c2 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 9 Dec 2022 16:40:42 -0500 Subject: [PATCH 102/142] new maps --- tethys/data/config.ini | 110 --------------------------------- tethys/data/regionbasins.npz | Bin 159790 -> 0 bytes tethys/data/regionbasins.tif | Bin 0 -> 1101597 bytes tethys/data/regions.npz | Bin 108443 -> 0 bytes tethys/data/regions.tif | Bin 0 -> 754339 bytes tethys/model.py | 85 ++++++++++++++----------- tethys/region_data.py | 20 +++++- tethys/region_map.py | 24 +++++-- tethys/spatial_proxies.py | 33 +++++----- tethys/temporal_downscaling.py | 34 ++++------ 10 files changed, 113 insertions(+), 193 deletions(-) delete mode 100644 tethys/data/config.ini delete mode 100644 tethys/data/regionbasins.npz create mode 100644 tethys/data/regionbasins.tif delete mode 100644 tethys/data/regions.npz create mode 100644 tethys/data/regions.tif diff --git a/tethys/data/config.ini b/tethys/data/config.ini deleted file mode 100644 index b1ecafc..0000000 --- a/tethys/data/config.ini +++ /dev/null @@ -1,110 +0,0 @@ -# Configuration file for Tethys V2.0 -# License: BSD 2-Clause, see LICENSE and DISCLAIMER files -# Copyright (c) 2022, Battelle Memorial Institute - -[Project] -ProjectName = TestProject -OutputFolder = - -PerformTemporal = 0 - -Resolution = 0.125 -Sectors = Domestic,Electricity,Manufacturing,Mining,Livestock,Irrigation - -DemandTypes = Withdrawals -Years = 2010,2015,2020,2025 - - -[RegionMaps] -Regions = -RegionBasins = - - -[GCAMInputs] -GCAM_DBpath = -GCAM_DBfile = -QueryFile = - - -[ProxyPopulation] -Folder = -Population_2010 = ssp1_2010.tif -Population_2020 = ssp1_2020.tif -Population_2030 = ssp1_2030.tif -Population_2040 = ssp1_2040.tif - -[ProxyLivestock] -Folder = -Buffalo_2010 = 5_Bf_2010_Da.tif -Cattle_2010 = 5_Ct_2010_Da.tif -Sheep_2010 = 5_Sh_2010_Da.tif -Goat_2010 = 5_Gt_2010_Da.tif -Chicken_2010 = 5_Ch_2010_Da.tif -Duck_2010 = 5_Dk_2010_Da.tif -Pig_2010 = 5_Pg_2010_Da.tif - -[ProxyCrops] -Flags = PCTAREA -Folder = -Subsectors = Corn_irr,Cotton_irr,OtherCrop_irr,Soy_irr,Rice_irr,Sugarcrop_irr,Wheat_irr,Bioenergy_irr -Subsectors_2010 = LU_ssp1_rcp26_gfdl_2010.nc - - -[Domestic] -Domestic = Population -Query1 = Water Demand Livestock GCAMUSA - -[Electricity] -Electricity = Population -Query1 = Water Demand Electricity Core - -[Manufacturing] -Manufacturing = Population -Query1 = Water Demand Manufacturing Core - -[Mining] -Mining = Population -Query1 = Water Demand Mining Core - -[Livestock] -Subsectors = Beef,Dairy,SheepGoat,Poultry,Pork -Query1 = Water Demand Livestock Core - -Beef = Buffalo,Cattle -Dairy = Buffalo,Cattle -SheepGoat = Sheep,Goat -Poultry = Chicken,Duck -Pork = Pig - -[Irrigation] -Subsectors = Corn,FiberCrop,FodderGrass,FodderHerb,MiscCrop,OilCrop,OtherGrain,PalmFruit,Rice,Root_Tuber,SugarCrop,Wheat,biomass -Query1 = Water Demand Irrigation Core -Map1 = RegionBasins - -Corn = Corn_irr -FiberCrop = Cotton_irr -FodderGrass = OtherCrop_irr -FodderHerb = OtherCrop_irr -MiscCrop = OtherCrop_irr -OilCrop = Soy_irr -OtherGrain = OtherCrop_irr -PalmFruit = OtherCrop_irr -Rice = Rice_irr -Root_Tuber = OtherCrop_irr -SugarCrop = Sugarcrop_irr -Wheat = Wheat_irr -biomass = Bioenergy_irr - - -[Temporal] -Folder = - -pirrww_file = pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.npz -temp_file = WATCH_WFDEI_monthly_1971_2010.npz -DomesticR = DomesticR.npz - - -[Logger] -filename = mainlog.txt -MinLogLevel = DEBUG 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from tethys.spatial_proxies import load_proxies, interp_sparse from tethys.region_map import load_regionmap from tethys.temporal_downscaling import * +from numba import njit + class Tethys: """Model wrapper for Tethys""" @@ -99,40 +99,62 @@ def run_model(self): self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) - for sector in self.config['sectors']: - if 'csv' in sector: - df = load_region_data(csv=sector['csv']) - elif 'query' in sector: - df = load_region_data(gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, - query_file=self.query_file, query_title=sector['query']) - else: - pass # TODO: errors + for sector in self.sectors: + sector_config = self.config['sectors'][sector] + + regionmap = self.regionmaps[sector_config['map']] + regions = list(regionmap.names) + sectors = list(sector_config['proxies']) + + csv_file = sector_config['csv'] if 'csv' in sector_config else None + query_title = sector_config['query'] if 'query' in sector_config else None + basin_column = 'subsector' if sector == 'Irrigation' else None + + input_data = load_region_data(csv=csv_file, gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, + query_file=self.query_file, query_title=query_title, basin_column=basin_column, + regions=regions, sectors=sectors, years=self.years) + + sector_config['proxies'] = {k: [v] if isinstance(v, str) else v for k, v in sector_config['proxies'].items()} + proxies = xr.Dataset({k: sum(self.proxies[i] for i in v) for k, v in sector_config['proxies'].items()}).to_array(dim='sector') + + downscaled = downscale(input_data, proxies, regionmap) - sector['proxies'] = {k: [v] if isinstance(v, str) else v for k, v in sector['proxies'].items()} - proxies = xr.Dataset({k: sum(self.proxies[i] for i in v) for k, v in sector['proxies'].items()}) - proxies = proxies.to_array(dim='sector') + if 'total_map' in sector_config: + total_regionmap = self.regionmaps[sector_config['total_map']] + total_regions = list(total_regionmap.names) - regions = self.regionmaps[sector['map']] + total_csv_file = sector_config['total_csv'] if 'csv' in sector_config else None + total_query_title = sector_config['total_query'] if 'query' in sector_config else None - downscaled = downscale(df, proxies, regions) + total_basin_column = 'output' if sector == 'Irrigation' else None + + total_input_data = load_region_data(csv=total_csv_file, gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, + query_file=self.query_file, query_title=total_query_title, basin_column=total_basin_column, + regions=total_regions, sectors=[sector], years=self.years) + + downscaled = downscale(total_input_data, downscaled, total_regionmap) if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year - if sector['name'] == 'Domestic': + if sector == 'Domestic': tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') distribution = monthly_distribution_domestic(tas, amplitude) - elif sector['name'] == 'Electricity': + elif sector == 'Electricity': hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + weights = load_region_data(gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, - query_file=self.query_file, query_title='elec consumption by demand sector') - distribution = monthly_distribution_electricty(hdd, cdd, weights, regions) + query_file=self.query_file, query_title='elec consumption by demand sector', + regions=regions, years=self.years, elec_weights=True) + weights = interp_sparse(weights) - elif sector['name'] == 'Irrigation': + distribution = monthly_distribution_electricty(hdd, cdd, weights, regionmap) + + elif sector == 'Irrigation': irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), method='label') - distribution = monthly_distribution_irrigation(irr, regions) + distribution = monthly_distribution_irrigation(irr, regionmap) else: distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) @@ -146,7 +168,7 @@ def run_model(self): #self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) -def downscale(df, proxies, regions): +def downscale(input_data, proxies, regions): """Actual downscaling here :param df: pandas dataframe of region scale demand inputs, with columns 'region', 'sector', 'year', 'value' @@ -154,21 +176,14 @@ def downscale(df, proxies, regions): :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' """ - regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - - index = pd.MultiIndex.from_product([regionids.region.to_series(), proxies.sector.to_series(), proxies.year.to_series()]) - input_data = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() - - # groupby was slow so we do this hack with sparse arrays - # multiply the proxy by a bool array region mask to group, then operate on each layer - groups = regions == regionids - out = proxies * groups - sums = out.sum(dim=('lat', 'lon')) - sums = xr.where(sums != 0, sums, 1) # avoid 0/0 + out = proxies.where(region_masks(regions), 0) - out *= input_data / sums # demand_cell = demand_region * (proxy_cell / proxy_region), but calculate efficiently + # take total of proxy sectors when input condition is for total + if input_data.sector.size == 1: + input_data = input_data.squeeze('sector', drop=True) + sums = out.sum(dim=('lat', 'lon')).where(lambda x: x != 0, 1) # avoid 0/0 - out = out.sum(dim='region') + out = out.dot(input_data / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) return out diff --git a/tethys/region_data.py b/tethys/region_data.py index 17c5db1..fefefbb 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -3,7 +3,11 @@ import gcamreader -def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, gcam_db_path=None, gcam_db_file=None, basin_column=None, elec_weights=False): +def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, + gcam_db_path=None, gcam_db_file=None, basin_column=None, elec_weights=False, + regions=None, sectors=None, years=None): + # mess of a function + if csv is not None: df = pd.read_csv(csv) elif df is None: @@ -19,7 +23,7 @@ def load_region_data(df=None, csv=None, query=None, query_file=None, query_title df['value'] = df['value'].astype(np.float32) if basin_column is not None: - df['region'] += df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) + df['region'] += '_' + df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() @@ -28,7 +32,17 @@ def load_region_data(df=None, csv=None, query=None, query_file=None, query_title df = df.groupby(['region', 'sector', 'year'])[['value']].sum() / df.groupby(['region', 'year'])[['value']].sum() df = df.reset_index() - return df + if regions is None: + regions = df['region'].unique() + if sectors is None: + sectors = df['sector'].unique() + if years is None: + years = df['year'].unique() + + index = pd.MultiIndex.from_product([regions, sectors, years], names=['region', 'sector', 'year']) + out = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() + + return out def rename_sector(x): diff --git a/tethys/region_map.py b/tethys/region_map.py index 571f671..48c9ddb 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -1,7 +1,6 @@ import numpy as np import pandas as pd import xarray as xr -import sparse from tethys.spatial_proxies import regrid @@ -40,6 +39,7 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, if target_resolution is not None: da = regrid(da, target_resolution, method='label') + da = da.chunk(chunks=dict(lat=1440, lon=1440)) if namefile is not None: df = pd.read_csv(namefile) @@ -52,9 +52,23 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, da = da.rio.set_spatial_dims(x_dim='lon', y_dim='lat') da.name = 'regionid' - da = da.chunk(chunks=dict(lat=360, lon=360)) - #da.data = da.data.map_blocks(sparse.COO) + return da - #da.data = sparse.COO(da.data) - return da +def region_masks(da): + mask = da == pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() + return mask.chunk(chunks=dict(region=32)) + + +def intersection(da1, da2): + key, array = np.unique(np.stack((np.asarray(da1), np.asarray(da2))).reshape(2, -1), axis=1, return_inverse=True) + + out = da1.copy(data=array.reshape(da1.shape).astype(np.uint16)) + + df = pd.DataFrame(key.T) + df[0] = df[0].map({int(v): k for k, v in da1.names.items()}) + df[1] = df[1].map({int(v): k for k, v in da2.names.items()}) + names = (df[0] + '_' + df[1]).to_dict() + out.attrs['names'] = {v: str(k) for k, v in names.items() if k != 0} + + return out diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index e6ab237..829d459 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -1,6 +1,5 @@ import numpy as np import xarray as xr -import sparse def load_proxies(catalog, target_resolution, target_years): @@ -31,8 +30,6 @@ def _preprocess(ds, catalog, target_resolution): print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') - ds = ds.astype(np.float32) - # handle tif (can only handle single band single variable single year currently) if 'band' in ds.coords: ds = ds.squeeze('band').drop_vars('band') @@ -67,18 +64,15 @@ def _preprocess(ds, catalog, target_resolution): ds = ds.drop_duplicates(dim='lat') ds = ds.fillna(0) + ds = ds.astype(np.float32) if 'cell_area_share' in flags: ds = percent_to_area(ds) ds = pad_global(ds) - ds = regrid(ds, target_resolution, method='extensive') - ds = ds.chunk(chunks=dict(lat=360, lon=360)) - - for _, da in ds.items(): - pass #da.data = da.data.map_blocks(sparse.COO) + ds = ds.chunk(chunks=dict(lat=1440, lon=1440)) return ds @@ -92,14 +86,16 @@ def percent_to_area(ds): def pad_global(ds): - # pad inputs to global resolution using xarray functions that don't break with sparse arrays + # pad inputs to global resolution source_resolution = (ds.lat.data[0] - ds.lat.data[-1]) / (ds.lat.size - 1) - offset = source_resolution / 2 - ds = ds.reindex(lat=np.linspace(90 - offset, -90 + offset, round(180 / source_resolution)), - lon=np.linspace(-180 + offset, 180 - offset, round(360 / source_resolution)), - method='nearest', tolerance=source_resolution/10, fill_value=0) + lat_offset = round((90 - ds.lat.data[0]) / source_resolution - 0.5) + lon_offset = round((ds.lon.data[0] + 180) / source_resolution - 0.5) + + ds = ds.pad(lat=(lat_offset, round(180 / source_resolution) - lat_offset - ds.lat.size), + lon=(lon_offset, round(360 / source_resolution) - lon_offset - ds.lon.size), + constant_values=0) return ds @@ -119,6 +115,8 @@ def regrid(ds, target_resolution, method='extensive'): r = lcm // ds.lat.size s = lcm // target_lat_size + ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) + if method == 'label': ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).max() ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).max() @@ -164,9 +162,10 @@ def interp_sparse(da, target_years=None): upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) - lower = da.isel(year=lower_idx).assign_coords(year=target_years) * xr.DataArray(lower_weights, dict(year=target_years)) - upper = da.isel(year=upper_idx).assign_coords(year=target_years) * xr.DataArray(upper_weights, dict(year=target_years)) - + lower = da.isel(year=lower_idx).assign_coords(year=target_years) + upper = da.isel(year=upper_idx).assign_coords(year=target_years) out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + upper * xr.DataArray(upper_weights, dict(year=target_years)) - return out.rename(da.name).chunk(chunks=dict(year=1)) + out = out.rename(da.name).chunk(chunks=dict(year=1)) + + return out diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index d8db0cf..2056e92 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -1,8 +1,8 @@ import numpy as np import pandas as pd import xarray as xr -import sparse +from tethys.region_map import region_masks from tethys.spatial_proxies import pad_global, regrid @@ -25,8 +25,6 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive da = da.chunk(chunks=dict(lat=360, lon=360)) - #da.data = da.data.map_blocks(sparse.COO) - return da @@ -41,7 +39,7 @@ def monthly_distribution_domestic(tas, amplitude): return out -def monthly_distribution_electricty(hdd, cdd, weights, regions): +def monthly_distribution_electricty(hdd, cdd, weights, regionmap): """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" hdd_sums = hdd.sum(dim='month') @@ -60,31 +58,21 @@ def monthly_distribution_electricty(hdd, cdd, weights, regions): out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) - regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - - index = pd.MultiIndex.from_product([regionids.region.to_series(), - out.sector.to_series(), - out.year.to_series()]) - input_data = weights.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() - - groups = regions == regionids - out = out * groups - - out = out * input_data - out = out.sum(dim=('sector', 'region')) + out = out.where(region_masks(regionmap), 0) + out = out.dot(weights, dims=('sector', 'region')) return out -def monthly_distribution_irrigation(irr, regions): +def monthly_distribution_irrigation(irr, regionmap): """Temporal downscaling of irrigation water demand""" - regionids = pd.Series(regions.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - groups = regions == regionids + groups = region_masks(regionmap) + + irr_grouped = irr.where(groups, 0) + month_sums = irr_grouped.sum(dim=('lat', 'lon')) + year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 - out = irr * groups - month_share_by_region = out.sum(dim=('lat', 'lon')) / out.sum(dim=('month', 'lat', 'lon')) - out = groups * month_share_by_region - out = out.sum(dim='region') + out = groups.dot(month_sums / year_sums, dims='region') return out From 01ebe6edab7bbbb096ee0869905719c197e345b3 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 22 Dec 2022 12:03:12 -0500 Subject: [PATCH 103/142] fixed sums for total constraint --- tethys/model.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index b880398..d36c1f3 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -14,8 +14,6 @@ from tethys.region_map import load_regionmap from tethys.temporal_downscaling import * -from numba import njit - class Tethys: """Model wrapper for Tethys""" @@ -171,7 +169,7 @@ def run_model(self): def downscale(input_data, proxies, regions): """Actual downscaling here - :param df: pandas dataframe of region scale demand inputs, with columns 'region', 'sector', 'year', 'value' + :param input_data: xarray DataArray of region scale demand inputs, with dimensions 'region', 'sector', 'year' :param proxies: xarray DataArray giving distribution of demand, with dimensions 'sector', 'year', 'lat', 'lon' :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' @@ -180,9 +178,9 @@ def downscale(input_data, proxies, regions): out = proxies.where(region_masks(regions), 0) # take total of proxy sectors when input condition is for total - if input_data.sector.size == 1: - input_data = input_data.squeeze('sector', drop=True) - sums = out.sum(dim=('lat', 'lon')).where(lambda x: x != 0, 1) # avoid 0/0 + dims = ('sector', 'lat', 'lon') if input_data.sector.size == 1 else ('lat', 'lon') + + sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 out = out.dot(input_data / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) From 3d16648ce612493958fe7d128a4b02b53661e6bf Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 6 Jan 2023 13:44:49 -0500 Subject: [PATCH 104/142] replace query file with easy_query module --- tethys/data/all_queries.xml | 212 --------------------------------- tethys/model.py | 131 ++++++++++---------- tethys/region_data.py | 114 ++++++++++-------- tethys/spatial_proxies.py | 2 +- tethys/temporal_downscaling.py | 12 +- tethys/utils/easy_query.py | 119 ++++++++++++++++++ 6 files changed, 251 insertions(+), 339 deletions(-) delete mode 100644 tethys/data/all_queries.xml create mode 100644 tethys/utils/easy_query.py diff --git a/tethys/data/all_queries.xml b/tethys/data/all_queries.xml deleted file mode 100644 index 27f6b17..0000000 --- a/tethys/data/all_queries.xml +++ /dev/null @@ -1,212 +0,0 @@ - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector']//*[@type='input' and (@name='elect_td_bld' or @name='elect_td_ind' or @name='elect_td_trn')]/demand-physical/node() - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - subsector - demand-physical[@vintage] - AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_W')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='domestic water' or @name='municipal water')]//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and not(local-name()='AgSupplySector') and not(@name='domestic water' or @name='municipal water') and not(@name='industrial energy use' or @name='industrial feedstocks' or @name='industry') and not(@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat') and not (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and contains(@name, 'industr')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (contains(@name, 'regional coal') or contains(@name, 'nuclearFuelGenIII') or contains(@name, 'regional natural gas') or contains(@name, 'unconventional oil production') or contains(@name, 'regional oil') or contains(@name, 'nuclearFuelGenII'))]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - demand-physical[@vintage] - *[@type='sector' and (@name='Beef' or @name='Dairy' or @name='Pork' or @name='Poultry' or @name='SheepGoat')]//*[@type='input' and contains(@name,'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - subsector - demand-physical[@vintage] - AgSupplySector[@type='sector']//*[@type='input' and contains(@name, 'water_td') and ends-with(@name, '_C')]/demand-physical/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - subsector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_W')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_pri') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - - - - - sector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name,'water_td_an') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - - - - - subsector - physical-output[@vintage] - *[@type='sector']//*[@type='output' and contains(@name, 'water_td_irr') and ends-with(@name, '_C')]/physical-output/node() - Supply sectors only. - - - - diff --git a/tethys/model.py b/tethys/model.py index d36c1f3..e40a8a1 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -9,9 +9,9 @@ """ import os import yaml -from tethys.region_data import load_region_data +from tethys.region_data import load_region_data, elec_sector_weights from tethys.spatial_proxies import load_proxies, interp_sparse -from tethys.region_map import load_regionmap +from tethys.region_map import load_regionmap, region_masks from tethys.temporal_downscaling import * @@ -24,12 +24,11 @@ def __init__(self, cfg=None): self.years = [] self.resolution = 0.125 self.sectors = [] - self.demand_types = ['withdrawals'] + self.demand_type = 'withdrawals' self.perform_temporal = False - self.gcam_db_path = None - self.gcam_db_file = None - self.query_file = None + self.dbpath = None + self.dbfile = None self.output_folder = None self.output_format = None @@ -53,7 +52,6 @@ def load_config(self, config_file): self.sectors = project['sectors'] self.years = project['years'] self.resolution = project['resolution'] - self.demand_types = project['demand_types'] self.perform_temporal = project['perform_temporal'] if self.perform_temporal: @@ -64,14 +62,16 @@ def load_config(self, config_file): self.output_format = outputs['format'] self.reduce_precision = outputs['reduce_precision'] if 'reduce_precision' in outputs else False - self.regionmaps = xr.Dataset({k: load_regionmap(target_resolution=self.resolution, **v) for k, v in self.config['maps'].items()}) + self.regionmaps = xr.concat([region_masks(load_regionmap(target_resolution=self.resolution, mapfile=v)) + for v in self.config['maps']], dim='region') # for parsing GCAM database if 'GCAM' in self.config: gcaminputs = self.config['GCAM'] - self.gcam_db_path = gcaminputs['gcam_db_path'] - self.gcam_db_file = gcaminputs['gcam_db_file'] - self.query_file = gcaminputs['query_file'] + self.dbpath = gcaminputs['dbpath'] + self.dbfile = gcaminputs['dbfile'] + + self.rules = self.config['rules'] # parse proxy files self.proxy_catalog = {} @@ -92,67 +92,85 @@ def load_config(self, config_file): self.proxy_catalog[filepath]['variables'].add(variable) self.proxy_catalog[filepath]['years'].add(year) - def run_model(self): - self.outputs = xr.Dataset() + def harmonize(self, distribution, sectors=None): - self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) + if sectors is None: + sectors = distribution.sector.data + elif isinstance(sectors, str): + sectors = [sectors] - for sector in self.sectors: - sector_config = self.config['sectors'][sector] + inputs = self.inputs[(self.inputs.region.isin(self.regionmaps.region.data)) & + (self.inputs.sector.isin(sectors)) & + (self.inputs.year.isin(self.years))].set_index(['region', 'sector', 'year'])[ + 'value'].to_xarray().fillna(0) + regionmaps = self.regionmaps.sel(region=inputs.region) - regionmap = self.regionmaps[sector_config['map']] - regions = list(regionmap.names) - sectors = list(sector_config['proxies']) + out = distribution.where(regionmaps, 0) - csv_file = sector_config['csv'] if 'csv' in sector_config else None - query_title = sector_config['query'] if 'query' in sector_config else None - basin_column = 'subsector' if sector == 'Irrigation' else None + # take total of proxy sectors when input condition is for total + if inputs.sector.size == 1: + dims = ('sector', 'lat', 'lon') + inputs = inputs.squeeze(dim='sector', drop=True) + else: + dims = ('lat', 'lon') - input_data = load_region_data(csv=csv_file, gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, - query_file=self.query_file, query_title=query_title, basin_column=basin_column, - regions=regions, sectors=sectors, years=self.years) + sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 - sector_config['proxies'] = {k: [v] if isinstance(v, str) else v for k, v in sector_config['proxies'].items()} - proxies = xr.Dataset({k: sum(self.proxies[i] for i in v) for k, v in sector_config['proxies'].items()}).to_array(dim='sector') + out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) - downscaled = downscale(input_data, proxies, regionmap) + return out - if 'total_map' in sector_config: - total_regionmap = self.regionmaps[sector_config['total_map']] - total_regions = list(total_regionmap.names) + def run_model(self): + self.outputs = xr.Dataset() + + self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) + self.inputs = load_region_data(self.dbpath, self.dbfile, self.rules, self.demand_type) - total_csv_file = sector_config['total_csv'] if 'csv' in sector_config else None - total_query_title = sector_config['total_query'] if 'query' in sector_config else None + for supersector, rules in self.rules.items(): + if not isinstance(rules, dict): + rules = {supersector: rules} - total_basin_column = 'output' if sector == 'Irrigation' else None + proxies = xr.Dataset( + {sector: self.proxies.sel(variable=proxy if isinstance(proxy, list) else [proxy]).sum('variable') + for sector, proxy in rules.items()} + ).to_array(dim='sector') - total_input_data = load_region_data(csv=total_csv_file, gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, - query_file=self.query_file, query_title=total_query_title, basin_column=total_basin_column, - regions=total_regions, sectors=[sector], years=self.years) + downscaled = self.harmonize(proxies) - downscaled = downscale(total_input_data, downscaled, total_regionmap) + # handle constraint for entire supersector + if supersector not in rules and supersector in self.inputs.sector.unique(): + if not set(self.inputs.region[self.inputs.sector.isin(downscaled.sector.data)]).issubset( + set(self.inputs.region[self.inputs.sector == supersector])): + downscaled = self.harmonize(downscaled, supersector) if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year - if sector == 'Domestic': + if supersector == 'Domestic' or supersector == 'Municipal': tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') distribution = monthly_distribution_domestic(tas, amplitude) - elif sector == 'Electricity': + elif supersector == 'Electricity': hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) - weights = load_region_data(gcam_db_path=self.gcam_db_path, gcam_db_file=self.gcam_db_file, - query_file=self.query_file, query_title='elec consumption by demand sector', - regions=regions, years=self.years, elec_weights=True) + weights = elec_sector_weights(self.dbpath, self.dbfile) + weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & + (weights.region.isin(self.regionmaps.region.data)) & + (weights.year.isin(self.years))].set_index( + ['region', 'sector', 'year'])['value'].to_xarray().fillna(0) weights = interp_sparse(weights) + regionmasks = self.regionmaps.sel(region=weights.region) - distribution = monthly_distribution_electricty(hdd, cdd, weights, regionmap) + distribution = monthly_distribution_electricty(hdd, cdd, weights, regionmasks) - elif sector == 'Irrigation': + elif supersector == 'Irrigation': irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), method='label') - distribution = monthly_distribution_irrigation(irr, regionmap) + irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & + (self.inputs.region.isin(self.regionmaps.region.data)) + ].unique() + regionmasks = self.regionmaps.sel(region=irr_regions) + distribution = monthly_distribution_irrigation(irr, regionmasks) else: distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) @@ -164,24 +182,3 @@ def run_model(self): self.outputs.update(downscaled.to_dataset(dim='sector')) #self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) - - -def downscale(input_data, proxies, regions): - """Actual downscaling here - - :param input_data: xarray DataArray of region scale demand inputs, with dimensions 'region', 'sector', 'year' - :param proxies: xarray DataArray giving distribution of demand, with dimensions 'sector', 'year', 'lat', 'lon' - :param regions: xarray DataArray with labeled regions, dimensions 'lat', 'lon', and attribute names - :return: out: xarray DataArray with dimensions 'sector', 'year', 'lat', 'lon' - """ - - out = proxies.where(region_masks(regions), 0) - - # take total of proxy sectors when input condition is for total - dims = ('sector', 'lat', 'lon') if input_data.sector.size == 1 else ('lat', 'lon') - - sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 - - out = out.dot(input_data / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) - - return out diff --git a/tethys/region_data.py b/tethys/region_data.py index fefefbb..4d42c54 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -1,68 +1,78 @@ -import numpy as np -import pandas as pd import gcamreader +from tethys.utils.easy_query import easy_query -def load_region_data(df=None, csv=None, query=None, query_file=None, query_title=None, conn=None, - gcam_db_path=None, gcam_db_file=None, basin_column=None, elec_weights=False, - regions=None, sectors=None, years=None): - # mess of a function +def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): - if csv is not None: - df = pd.read_csv(csv) - elif df is None: - if conn is None: - conn = gcamreader.LocalDBConn(gcam_db_path, gcam_db_file, suppress_gabble=False) - if query is None: - query = next(i for i in gcamreader.parse_batch_query(query_file) if i.title == query_title) - df = conn.runQuery(query) + conn = gcamreader.LocalDBConn(dbpath, dbfile) - df.columns = df.columns.str.lower() + df = conn.runQuery(easy_query('demand-physical', sector=rules_to_sectors(rules), technology='!water_td_*', + input=[f'*_water {demand_type}', f'water_td_*_{demand_type[0].upper()}'])) - df['sector'] = df['sector'].map(rename_sector) - df['value'] = df['value'].astype(np.float32) + # add '_BasinName' to region if exists + df['region'] += df['sector'].apply(extract_basin_name) + df['input'].apply(extract_basin_name) - if basin_column is not None: - df['region'] += '_' + df[basin_column].apply(lambda x: x.strip('_W').strip('_C').split('_')[-1]) + df['sector'] = df['sector'].apply(pretty_sector_name) df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() - if elec_weights: - df['sector'] = df['sector'].map(elec_sector) - df = df.groupby(['region', 'sector', 'year'])[['value']].sum() / df.groupby(['region', 'year'])[['value']].sum() - df = df.reset_index() - - if regions is None: - regions = df['region'].unique() - if sectors is None: - sectors = df['sector'].unique() - if years is None: - years = df['year'].unique() - - index = pd.MultiIndex.from_product([regions, sectors, years], names=['region', 'sector', 'year']) - out = df.set_index(['region', 'sector', 'year']).reindex(index, fill_value=0)['value'].to_xarray() - - return out - - -def rename_sector(x): - """Helper for converting full GCAM sector names to Tethys demand categories""" - if x in ('domestic water', 'municipal water') or x.startswith('water_td_dom_'): - return 'Domestic' - elif x.startswith('elec') or x.startswith('water_td_elec_'): - return 'Electricity' - elif x.startswith('industr') or x.startswith('water_td_ind_'): - return 'Manufacturing' - elif x in ('regional coal', 'nuclearFuelGenIII', 'regional natural gas', 'unconventional oil production', 'regional oil', 'nuclearFuelGenII') or x.startswith('water_td_pri_'): - return 'Mining' - elif x.startswith('water_td_irr_'): - return 'Irrigation' - elif x.startswith('water_td_an_'): - return 'Livestock' + return df + + +def extract_basin_name(x): + """Maps 'water_td_irr_basin_C' to '_basin', and water_td_elec_C to ''""" + if x.startswith('water_td_irr_'): + return '_' + x.split('_')[3] + return '' + + +sector_lookup = {'Domestic': 'water_td_dom_', + 'Municipal': 'water_td_muni_', + 'Electricity': 'water_td_elec_', + 'Manufacturing': 'water_td_ind_', + 'Mining': 'water_td_pri_', + 'Livestock': 'water_td_an_', + 'Irrigation': 'water_td_irr_'} + + +def pretty_sector_name(x): + + for k, v in sector_lookup.items(): + if x.startswith(v): + return k + + return x + + +def ugly_sector_name(x): + + if x in sector_lookup: + return sector_lookup[x] + '*' + return x -def elec_sector(x): +def rules_to_sectors(rules): + sectors = [] + for k, v in rules.items(): + sectors.append(ugly_sector_name(k)) + if isinstance(v, dict): + sectors.extend(v.keys()) + return sectors + + +def elec_sector_weights(dbpath, dbfile): + + conn = gcamreader.LocalDBConn(dbpath, dbfile) + + df = conn.runQuery(easy_query('demand-physical', input=['elect_td_bld', 'elect_td_ind', 'elect_td_trn'])) + df['sector'] = df['sector'].apply(elec_sector_rename) + df = df.groupby(['region', 'sector', 'year'])[['value']].sum() / df.groupby(['region', 'year'])[['value']].sum() + + return df.reset_index() + + +def elec_sector_rename(x): """Helper for electricity demand sectors""" if x in ('comm heating', 'resid heating', 'comm hot water', 'resid furnace fans', 'resid hot water'): return 'Heating' diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index 829d459..bfcd34c 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -9,7 +9,7 @@ def load_proxies(catalog, target_resolution, target_years): print('Interpolating Proxies') ds = xr.merge(interp_sparse(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) - for variable in set(da.name for da in dataarrays)) + for variable in set(da.name for da in dataarrays)).to_array() return ds diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index 2056e92..d3a8788 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -39,7 +39,7 @@ def monthly_distribution_domestic(tas, amplitude): return out -def monthly_distribution_electricty(hdd, cdd, weights, regionmap): +def monthly_distribution_electricty(hdd, cdd, weights, regionmasks): """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" hdd_sums = hdd.sum(dim='month') @@ -58,21 +58,19 @@ def monthly_distribution_electricty(hdd, cdd, weights, regionmap): out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) - out = out.where(region_masks(regionmap), 0) + out = out.where(regionmasks, 0) out = out.dot(weights, dims=('sector', 'region')) return out -def monthly_distribution_irrigation(irr, regionmap): +def monthly_distribution_irrigation(irr, regionmasks): """Temporal downscaling of irrigation water demand""" - groups = region_masks(regionmap) - - irr_grouped = irr.where(groups, 0) + irr_grouped = irr.where(regionmasks, 0) month_sums = irr_grouped.sum(dim=('lat', 'lon')) year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 - out = groups.dot(month_sums / year_sums, dims='region') + out = regionmasks.dot(month_sums / year_sums, dims='region') return out diff --git a/tethys/utils/easy_query.py b/tethys/utils/easy_query.py new file mode 100644 index 0000000..291e70b --- /dev/null +++ b/tethys/utils/easy_query.py @@ -0,0 +1,119 @@ +import gcamreader + + +def easy_query(variable, year_axis=None, **kwargs): + """Build a query for a GCAM database + + kwargs act as filters on nodes, eg. "sector='Beef'" is converted to the xpath "[@type='sector' and @name='Beef']" + Lists are also accepted, so "sector=['Beef', 'Dairy']" matches 'Beef' or 'Dairy' + + Order of kwargs must follow the sector -> subsector -> technology -> input/output/etc hierarchy + + Some shortcuts are supported. '*' can be used as a wildcard, so input='water_td_irr_*_C' + matches any input starting with 'water_td_irr' and ending with '_C' + + Starting a filter string with '!' negates it, so sector='!elec*' will exclude any sector names + that begin with 'elec'. + Combinations are allowed, so input=['water_td_irr_*_C', '!water_td_irr_A*'] would select all input basins, + except those beginning with the letter 'A'. + + :param variable: name of variable in database, such as 'demand-physical' or 'emissions' + :param year_axis: optional name of year axis ('year' or 'vintage'). If None, will be inferred from variable + :param kwargs: refer to description for details + + :return: gcamreader Query object + """ + + filters = dict(sector=None) # match nodes where @type='sector' by default + filters.update(kwargs) # update the filters with user-provided kwargs + + # filters are separated by "//*" to match any descendant + xpath = "*" + "//*".join(handle_filter(k, v) for k, v in filters.items()) + f"//{variable}/node()" + + if year_axis is None: + year_axis = get_year_axis(variable) + + # query template + querystr = f""" + axis + {variable}[@{year_axis}] + {xpath} + """ + + return gcamreader.Query(querystr) + + +def handle_filter(key, value): + """Handle a kwarg for build_query + + :param key: xml node @type attribute to match + :param value: string, or list of strings, indicating what the node @name attribute must match or not match + :return: xpath to filter nodes + """ + + # promote string value to length 1 list so that we only need to define how to handle list + if isinstance(value, str): + value = [value] + + if isinstance(value, list): + # need to handle '!' filters all at the end here so that conjunctions work + ors = [name for name in value if not name.startswith('!')] + andnots = [name for name in value if name.startswith('!')] + + out = f"[@type='{key}'" + + # things to include + if ors: + out += f" and ({parse_name(ors[0])}" + for name in ors[1:]: + out += f" or {parse_name(name)}" + out += ")" + + # things to exclude + for name in andnots: + out += f" and not {parse_name(name.strip('!'))}" + + out += "]" + + return out + + # so that when value is None, only matters that type is key + return f"[@type='{key}']" + + +def parse_name(name): + """ + convert a string to an xpath condition + the basic case converts "foo" to "@name='foo'" + + '*' acts as a wildcard, so "foo*" is converted to "(starts-with(@name, 'foo'))" + + :param name: the string to parse + :return: xpath condition indicated by string + """ + + if '*' in name: + substrings = name.split('*') + + out = "(" + for i, substring in enumerate(substrings): + if substring != '': + out += "" if out == "(" else " and " # don't need to add 'and' for the first condition + if i == 0: + out += f"starts-with(@name, '{substring}')" + elif i == len(substrings) - 1: + out += f"ends-with(@name, '{substring}')" + else: # note: order of internal substrings is not matched + out += f"contains(@name, '{substring}')" + out += ")" + + return out + + return f"@name='{name}'" + + +def get_year_axis(variable): + # guess the year axis name + if variable in ['demand-physical', 'physical-output', 'price-paid', 'carbon-content', 'IO-coefficient']: + return 'vintage' + return 'year' From ccf2e2f47b56f2dea9484da88b71395ef4e2aff4 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 6 Jan 2023 18:45:36 -0500 Subject: [PATCH 105/142] Got dask distributed and sparse working BUT only when I run with all proxies. Suspect something with numba and distributed thread management interfering, but why it only happens if I don't open all the input datasets is a mystery --- tethys/model.py | 6 +++++- tethys/region_data.py | 3 +++ tethys/region_map.py | 7 +++++-- tethys/spatial_proxies.py | 11 +++++++---- 4 files changed, 20 insertions(+), 7 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index e40a8a1..63cfb75 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -116,7 +116,10 @@ def harmonize(self, distribution, sectors=None): sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 - out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) + #out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) + + out *= inputs / sums + out = out.sum(dim='region') return out @@ -127,6 +130,7 @@ def run_model(self): self.inputs = load_region_data(self.dbpath, self.dbfile, self.rules, self.demand_type) for supersector, rules in self.rules.items(): + print(f'Downscaling {supersector}') if not isinstance(rules, dict): rules = {supersector: rules} diff --git a/tethys/region_data.py b/tethys/region_data.py index 4d42c54..993947d 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -1,3 +1,4 @@ +import numpy as np import gcamreader from tethys.utils.easy_query import easy_query @@ -16,6 +17,8 @@ def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() + df['value'] = df['value'].astype(np.float32) + return df diff --git a/tethys/region_map.py b/tethys/region_map.py index 48c9ddb..e089b85 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -1,6 +1,7 @@ import numpy as np import pandas as pd import xarray as xr +import sparse from tethys.spatial_proxies import regrid @@ -39,7 +40,7 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, if target_resolution is not None: da = regrid(da, target_resolution, method='label') - da = da.chunk(chunks=dict(lat=1440, lon=1440)) + da = da.chunk(chunks=dict(lat=-1, lon=-1)) if namefile is not None: df = pd.read_csv(namefile) @@ -57,7 +58,9 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, def region_masks(da): mask = da == pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - return mask.chunk(chunks=dict(region=32)) + mask = mask.chunk(chunks=dict(region=1)) + mask.data = mask.data.map_blocks(sparse.COO) + return mask def intersection(da1, da2): diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index bfcd34c..25dc2d5 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -1,5 +1,6 @@ import numpy as np import xarray as xr +import sparse def load_proxies(catalog, target_resolution, target_years): @@ -72,7 +73,9 @@ def _preprocess(ds, catalog, target_resolution): ds = pad_global(ds) ds = regrid(ds, target_resolution, method='extensive') - ds = ds.chunk(chunks=dict(lat=1440, lon=1440)) + ds = ds.chunk(chunks=dict(lat=-1, lon=-1)) + for name, da in ds.items(): + da.data = da.data.map_blocks(sparse.COO) return ds @@ -162,10 +165,10 @@ def interp_sparse(da, target_years=None): upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) - lower = da.isel(year=lower_idx).assign_coords(year=target_years) - upper = da.isel(year=upper_idx).assign_coords(year=target_years) + lower = da.isel(year=lower_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) + upper = da.isel(year=upper_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + upper * xr.DataArray(upper_weights, dict(year=target_years)) - out = out.rename(da.name).chunk(chunks=dict(year=1)) + out = out.rename(da.name) return out From efaaadafaaeff9486a88dfb3667849fc633acec3 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 9 Jan 2023 16:04:35 -0500 Subject: [PATCH 106/142] remove sparse, not sure space benefits outweigh overhead of conversion --- tethys/model.py | 13 ++++--------- tethys/region_map.py | 2 -- tethys/spatial_proxies.py | 9 +++------ tethys/temporal_downscaling.py | 4 +++- 4 files changed, 10 insertions(+), 18 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 63cfb75..294bf8c 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -10,7 +10,7 @@ import os import yaml from tethys.region_data import load_region_data, elec_sector_weights -from tethys.spatial_proxies import load_proxies, interp_sparse +from tethys.spatial_proxies import load_proxies, interp_helper from tethys.region_map import load_regionmap, region_masks from tethys.temporal_downscaling import * @@ -116,10 +116,7 @@ def harmonize(self, distribution, sectors=None): sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 - #out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) - - out *= inputs / sums - out = out.sum(dim='region') + out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) return out @@ -163,7 +160,7 @@ def run_model(self): (weights.region.isin(self.regionmaps.region.data)) & (weights.year.isin(self.years))].set_index( ['region', 'sector', 'year'])['value'].to_xarray().fillna(0) - weights = interp_sparse(weights) + weights = interp_helper(weights) regionmasks = self.regionmaps.sel(region=weights.region) distribution = monthly_distribution_electricty(hdd, cdd, weights, regionmasks) @@ -179,9 +176,7 @@ def run_model(self): else: distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) - # interpolate - downscaled = interp_sparse(downscaled) - downscaled = downscaled * distribution + downscaled = interp_helper(downscaled) * distribution self.outputs.update(downscaled.to_dataset(dim='sector')) diff --git a/tethys/region_map.py b/tethys/region_map.py index e089b85..8419529 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -1,7 +1,6 @@ import numpy as np import pandas as pd import xarray as xr -import sparse from tethys.spatial_proxies import regrid @@ -59,7 +58,6 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, def region_masks(da): mask = da == pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() mask = mask.chunk(chunks=dict(region=1)) - mask.data = mask.data.map_blocks(sparse.COO) return mask diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index 25dc2d5..3f03692 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -1,6 +1,5 @@ import numpy as np import xarray as xr -import sparse def load_proxies(catalog, target_resolution, target_years): @@ -9,7 +8,7 @@ def load_proxies(catalog, target_resolution, target_years): dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i, chunks='auto'), catalog, target_resolution).values()] print('Interpolating Proxies') - ds = xr.merge(interp_sparse(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) + ds = xr.merge(interp_helper(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) for variable in set(da.name for da in dataarrays)).to_array() return ds @@ -74,8 +73,6 @@ def _preprocess(ds, catalog, target_resolution): ds = regrid(ds, target_resolution, method='extensive') ds = ds.chunk(chunks=dict(lat=-1, lon=-1)) - for name, da in ds.items(): - da.data = da.data.map_blocks(sparse.COO) return ds @@ -139,9 +136,9 @@ def regrid(ds, target_resolution, method='extensive'): return ds -def interp_sparse(da, target_years=None): +def interp_helper(da, target_years=None): """Linearly interpolate da to target_years - scipy interp1d fails on sparse arrays so implement here by taking linear combinations of neighboring years + more control over chunks, works with sparse :param da: xarray DataArray with source years :param target_years: list of target years to interpolate to. If None, then interpolate to annual diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index d3a8788..b311774 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -8,7 +8,7 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive'): - da = xr.open_dataarray(filename, chunks=dict(year=1, month=12, lat=360, lon=360)).astype(np.float32) + da = xr.open_dataarray(filename, chunks=dict(year=1, month=1)).astype(np.float32) if years is not None and 'year' in da.coords: da = da.sel(year=years, method='nearest').chunk(chunks=dict(year=1)) @@ -24,6 +24,8 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive da = regrid(da, target_resolution, method) da = da.chunk(chunks=dict(lat=360, lon=360)) + if 'month' in da.coords: + da = da.chunk(chunks=dict(month=12)) return da From c15875d4ab1fb3fdcae2fd3838e070a49c6d3002 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 9 Jan 2023 17:04:17 -0500 Subject: [PATCH 107/142] working on docstrings --- tethys/region_data.py | 22 ++++++++++--- tethys/region_map.py | 2 ++ tethys/spatial_proxies.py | 60 +++++++++++++++++++++++++--------- tethys/temporal_downscaling.py | 16 +++++++-- 4 files changed, 77 insertions(+), 23 deletions(-) diff --git a/tethys/region_data.py b/tethys/region_data.py index 993947d..ae6768d 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -4,7 +4,14 @@ def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): - + """Load region-scale water demand from GCAM needed to carry out a configuration + + :param dbpath: path to folder containing dbfile (see gcamreader docs) + :param dbfile: name of GCAM database (the folder containing the .basex files) + :param rules: # TODO: maybe replace with sectors + :param demand_type: 'withdrawals' or 'consumption' + :return: pandas dataframe with columns 'region', 'sector', 'year', 'value' + """ conn = gcamreader.LocalDBConn(dbpath, dbfile) df = conn.runQuery(easy_query('demand-physical', sector=rules_to_sectors(rules), technology='!water_td_*', @@ -13,7 +20,7 @@ def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): # add '_BasinName' to region if exists df['region'] += df['sector'].apply(extract_basin_name) + df['input'].apply(extract_basin_name) - df['sector'] = df['sector'].apply(pretty_sector_name) + df['sector'] = df['sector'].apply(friendly_sector_name) df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() @@ -29,6 +36,7 @@ def extract_basin_name(x): return '' +# mapping from GCAM water input friendly names to the start of their full names sector_lookup = {'Domestic': 'water_td_dom_', 'Municipal': 'water_td_muni_', 'Electricity': 'water_td_elec_', @@ -38,7 +46,8 @@ def extract_basin_name(x): 'Irrigation': 'water_td_irr_'} -def pretty_sector_name(x): +def friendly_sector_name(x): + """convert from GCAM water input name to friendly name""" for k, v in sector_lookup.items(): if x.startswith(v): @@ -47,7 +56,8 @@ def pretty_sector_name(x): return x -def ugly_sector_name(x): +def unfriendly_sector_name(x): + """convert from friendly name to start of GCAM name""" if x in sector_lookup: return sector_lookup[x] + '*' @@ -56,15 +66,17 @@ def ugly_sector_name(x): def rules_to_sectors(rules): + """Convert rules dict from YAML config to a list of sectors to query GCAM for""" sectors = [] for k, v in rules.items(): - sectors.append(ugly_sector_name(k)) + sectors.append(unfriendly_sector_name(k)) if isinstance(v, dict): sectors.extend(v.keys()) return sectors def elec_sector_weights(dbpath, dbfile): + """Get the electricity sector weights from GCAM database""" conn = gcamreader.LocalDBConn(dbpath, dbfile) diff --git a/tethys/region_map.py b/tethys/region_map.py index 8419529..1a6a3d5 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -56,12 +56,14 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, def region_masks(da): + """Create region mask array""" mask = da == pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() mask = mask.chunk(chunks=dict(region=1)) return mask def intersection(da1, da2): + """Convenience function for producing a map of intersections""" key, array = np.unique(np.stack((np.asarray(da1), np.asarray(da2))).reshape(2, -1), axis=1, return_inverse=True) out = da1.copy(data=array.reshape(da1.shape).astype(np.uint16)) diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index 3f03692..acd66d5 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -3,7 +3,13 @@ def load_proxies(catalog, target_resolution, target_years): + """Load all proxies from the catalog, regrid to target spatial resolution, and interpolate to target years + :param catalog: dictionary of proxy file names, variables, years + :param target_resolution: resolution (in degrees) to regrid to + :param target_years: list of years to interpolate to + :return: big Dataset of proxies + """ print('Loading Proxy Data') dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i, chunks='auto'), catalog, target_resolution).values()] @@ -15,12 +21,17 @@ def load_proxies(catalog, target_resolution, target_years): def _preprocess(ds, catalog, target_resolution): - """ add missing metadata, filter + """Prepare a dataset from single file to be merged into a dataset of all proxies + + handles many oddities found in proxies - :type ds: xarray.Dataset + :param ds: xarray Dataset opened from a file + :param catalog: dictionary of filenames and declared contents + :param target_resolution: resolution to regrid to (in degrees) + :return: preprocessed dataset """ - # TODO: break out steps into functions as sensible (for testing) + # TODO: break into separate functions as sensible (for testing) # get details from files catalog filename = ds.encoding['source'] @@ -28,25 +39,28 @@ def _preprocess(ds, catalog, target_resolution): years = sorted(catalog[filename]['years']) flags = catalog[filename]['flags'] - print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') + print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') # TODO: logger # handle tif (can only handle single band single variable single year currently) if 'band' in ds.coords: ds = ds.squeeze('band').drop_vars('band') ds = ds.rename(y='lat', x='lon', band_data=variables[0]) + # handle an option that lets us use netcdf short_name instead of name (handle "PFT0") if 'short_name_as_name' in flags: ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) - ds = ds[variables] # filter to desired variables + # filter to desired variables + ds = ds[variables] - # pad year dimension if not existent + # create a year dimension if missing, with the years reported for this file in the catalog if 'year' not in ds.coords: ds = ds.expand_dims(year=len(years)).assign_coords(year=('year', years)) - ds = ds.isel(year=ds.year.isin(years)) # filter to desired years + # filter to desired years + ds = ds.isel(year=ds.year.isin(years)) - # coerce names + # coerce spatial dimension names if 'latitude' in ds.coords: ds = ds.rename(latitude='lat') if 'longitude' in ds.coords: @@ -63,12 +77,14 @@ def _preprocess(ds, catalog, target_resolution): ds['lat'] = ds.lat.round(10) # 10 decimal-place tolerance ds = ds.drop_duplicates(dim='lat') + # numeric stuff ds = ds.fillna(0) ds = ds.astype(np.float32) if 'cell_area_share' in flags: ds = percent_to_area(ds) + # spatial aligning ds = pad_global(ds) ds = regrid(ds, target_resolution, method='extensive') @@ -78,15 +94,27 @@ def _preprocess(ds, catalog, target_resolution): def percent_to_area(ds): + """Convert landcover dataset from cell proportion to area + + :param ds: xarray Dataset where values represent proportion of grid cell + :return: xarray Dataset where values represent area in square kilometers + """ + source_resolution = (ds.lat.data[0] - ds.lat.data[-1]) / (ds.lat.size - 1) + + # formula for total grid cell area (km^2) based on latitude and cell resolution cell_areas = xr.DataArray(np.cos(np.radians(ds.lat)) * (111.32 * 110.57) * source_resolution * source_resolution, coords=dict(lat=ds.lat)) - ds = ds * cell_areas - return ds + + return ds * cell_areas def pad_global(ds): - # pad inputs to global resolution + """pad inputs to global resolution + + :param ds: xarray Dataset + :return: xarray Dataset with global extent + """ source_resolution = (ds.lat.data[0] - ds.lat.data[-1]) / (ds.lat.size - 1) @@ -101,12 +129,12 @@ def pad_global(ds): def regrid(ds, target_resolution, method='extensive'): - """ + """Simple regridding algorithm - :param ds: xarray Dataset or DataArray + :param ds: xarray Dataset or DataArray, needs lat and lon and global extent :param target_resolution: target resolution in degrees :param method: choice of 'extensive' (preserves sums, default), 'intensive' (take average), or 'label' (for maps) - :return: + :return: ds regridded to target_resolution """ target_lat_size = round(180 / target_resolution) @@ -115,7 +143,7 @@ def regrid(ds, target_resolution, method='extensive'): r = lcm // ds.lat.size s = lcm // target_lat_size - ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) + ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) # prevent huge chunks when r is big if method == 'label': ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).max() @@ -124,7 +152,7 @@ def regrid(ds, target_resolution, method='extensive'): ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).sum() ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).sum() if method == 'extensive': - ds = ds / (r * r) # correct for repetition + ds = ds / (r * r) # preserve original sum elif method == 'intensive': ds = ds / (s * s) # take average diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index b311774..aa1faff 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -2,14 +2,22 @@ import pandas as pd import xarray as xr -from tethys.region_map import region_masks from tethys.spatial_proxies import pad_global, regrid def load_monthly_data(filename, target_resolution, years=None, method='intensive'): + """Load and prepare files used in - da = xr.open_dataarray(filename, chunks=dict(year=1, month=1)).astype(np.float32) + :param filename: file name + :param target_resolution: resoltion to regrid to (in degrees) + :param years: years to select + :param method: regridding method (see regrid function) + :return: + """ + da = xr.open_dataarray(filename, chunks=dict(year=1, month=1)) + + # do the year filtering if years is not None and 'year' in da.coords: da = da.sel(year=years, method='nearest').chunk(chunks=dict(year=1)) da['year'] = years @@ -18,11 +26,15 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive if da.lat.data[0] < da.lat.data[-1]: da = da.isel(lat=slice(None, None, -1)) + # numeric stuff da = da.fillna(0) + da = da.astype(np.float32) + # spatial stuff da = pad_global(da) da = regrid(da, target_resolution, method) + # chunking da = da.chunk(chunks=dict(lat=360, lon=360)) if 'month' in da.coords: da = da.chunk(chunks=dict(month=12)) From 2619b265fb53d5ace153320f0f0fb6a2082e8618 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 Jan 2023 10:56:52 -0500 Subject: [PATCH 108/142] organizing config --- tethys/model.py | 114 +++++++++++++++++++++++++++---------------- tethys/region_map.py | 5 +- 2 files changed, 77 insertions(+), 42 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 294bf8c..7d483a6 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -18,64 +18,84 @@ class Tethys: """Model wrapper for Tethys""" - def __init__(self, cfg=None): - self.config = None + def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', + perform_temporal=False, dbpath=None, dbfile=None, write_outputs=False, output_folder=None, + output_file=None, compress_outputs=True, downscaling_rules=None, proxy_catalog=None, map_files=None, + temporal_files=None): + """ # TODO + """ - self.years = [] - self.resolution = 0.125 - self.sectors = [] - self.demand_type = 'withdrawals' - self.perform_temporal = False + # YAML file + self.config_file = config_file - self.dbpath = None - self.dbfile = None + # project level settings + self.years = years + self.resolution = resolution + self.demand_type = demand_type + self.perform_temporal = perform_temporal - self.output_folder = None - self.output_format = None - self.reduce_precision = False + # GCAM database info + self.dbpath = dbpath + self.dbfile = dbfile + # TODO: re add support for csv input as alternative + + # outputs + self.write_outputs = write_outputs + self.output_folder = output_folder + self.output_file = output_file + self.compress_outputs = compress_outputs + + self.downscaling_rules = downscaling_rules + + self.proxy_catalog = proxy_catalog + self.map_files = map_files + self.temporal_files = temporal_files + + # data we'll load or generate later self.regionmaps = None - self.proxy_catalog = dict() self.proxies = None - + self.inputs = None self.outputs = None - if cfg is not None: - self.load_config(cfg) + # settings in YAML override settings passed directly to __init__ + if self.config_file is not None: + self.load_config(self.config_file) def load_config(self, config_file): """Load model parameters from a config.yml""" + with open(config_file) as file: - self.config = yaml.safe_load(file) + config = yaml.safe_load(file) - project = self.config['project'] - self.sectors = project['sectors'] - self.years = project['years'] - self.resolution = project['resolution'] - self.perform_temporal = project['perform_temporal'] + # project level settings + self.years = config['project']['years'] + self.resolution = config['project']['resolution'] + self.demand_type = config['project']['demand_type'] + self.perform_temporal = config['project']['perform_temporal'] - if self.perform_temporal: - self.temporal_files = self.config['temporal'] + self.downscaling_rules = config['downscaling_rules'] - outputs = self.config['outputs'] - self.output_folder = outputs['folder'] - self.output_format = outputs['format'] - self.reduce_precision = outputs['reduce_precision'] if 'reduce_precision' in outputs else False + # for parsing GCAM database + if 'GCAM' in config: + self.dbpath = config['GCAM']['dbpath'] + self.dbfile = config['GCAM']['dbfile'] - self.regionmaps = xr.concat([region_masks(load_regionmap(target_resolution=self.resolution, mapfile=v)) - for v in self.config['maps']], dim='region') + if 'outputs' in config: + self.write_outputs = True + self.output_folder = config['outputs']['folder'] + self.output_file = config['outputs']['file'] + if 'compress_outputs' in config['outputs']: # TODO: better to do something like self.__dict__.update()? + self.compress_outputs = config['outputs']['compress_outputs'] - # for parsing GCAM database - if 'GCAM' in self.config: - gcaminputs = self.config['GCAM'] - self.dbpath = gcaminputs['dbpath'] - self.dbfile = gcaminputs['dbfile'] + if self.perform_temporal: + self.temporal_files = config['temporal'] - self.rules = self.config['rules'] + self.map_files = config['maps'] - # parse proxy files + # parse proxy files structure from YAML self.proxy_catalog = {} - for proxy in self.config['proxies']: + for proxy in config['proxies']: flags = proxy['flags'] if 'flags' in proxy else [] for variable in proxy['variables']: @@ -93,6 +113,7 @@ def load_config(self, config_file): self.proxy_catalog[filepath]['years'].add(year) def harmonize(self, distribution, sectors=None): + """Actual spatial downscaling happens here""" if sectors is None: sectors = distribution.sector.data @@ -103,6 +124,7 @@ def harmonize(self, distribution, sectors=None): (self.inputs.sector.isin(sectors)) & (self.inputs.year.isin(self.years))].set_index(['region', 'sector', 'year'])[ 'value'].to_xarray().fillna(0) + regionmaps = self.regionmaps.sel(region=inputs.region) out = distribution.where(regionmaps, 0) @@ -123,10 +145,13 @@ def harmonize(self, distribution, sectors=None): def run_model(self): self.outputs = xr.Dataset() + # TODO: reorganize these data opening functions as methods self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) - self.inputs = load_region_data(self.dbpath, self.dbfile, self.rules, self.demand_type) + self.regionmaps = xr.concat([region_masks(load_regionmap(target_resolution=self.resolution, mapfile=i)) + for i in self.map_files], dim='region') + self.inputs = load_region_data(self.dbpath, self.dbfile, self.downscaling_rules, self.demand_type) - for supersector, rules in self.rules.items(): + for supersector, rules in self.downscaling_rules.items(): print(f'Downscaling {supersector}') if not isinstance(rules, dict): rules = {supersector: rules} @@ -146,6 +171,7 @@ def run_model(self): if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year + if supersector == 'Domestic' or supersector == 'Municipal': tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') @@ -180,4 +206,10 @@ def run_model(self): self.outputs.update(downscaled.to_dataset(dim='sector')) - #self.outputs.to_netcdf(os.path.join(self.output_folder, 'tethys_outputs.nc')) + if self.write_outputs: + if self.compress_outputs: + # TODO: could give users more control over this? or tell them to use self.outputs directly? + encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} + self.outputs.to_netcdf(os.path.join(self.output_folder, self.output_file), encoding=encoding) + else: + self.outputs.to_netcdf(os.path.join(self.output_folder, self.output_file)) diff --git a/tethys/region_map.py b/tethys/region_map.py index 1a6a3d5..a5a6646 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -6,11 +6,13 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, flip_lat=False): - """ Load region map + """ Load region map. :param mapfile: path to map file :param namefile: optional path to csv with region names :param target_resolution: resolution to coerce map to. If None (default), use base resolution + :param nodata: nodata value (like 9999), will be replaced with 0 + :param flip_lat: bool, whether the map is "upside down" """ da = xr.load_dataarray(mapfile, engine='rasterio') @@ -41,6 +43,7 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, da = regrid(da, target_resolution, method='label') da = da.chunk(chunks=dict(lat=-1, lon=-1)) + # use region names provided in CSV namefile, otherwise check metadata for a names dict if namefile is not None: df = pd.read_csv(namefile) da = da.assign_attrs(names=dict(zip(df.iloc[:, 0], df.iloc[:, 1].astype(str)))) From bf35944ff5c4eb5174e5d1b14cd000bcec40b305 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 Jan 2023 11:54:51 -0500 Subject: [PATCH 109/142] updating dependencies --- setup.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/setup.py b/setup.py index 41393b8..eeaae6c 100644 --- a/setup.py +++ b/setup.py @@ -28,15 +28,15 @@ def get_requirements(): author_email='chris.vernon@pnnl.gov', include_package_data=True, install_requires=[ - 'configobj~=5.0.6', - 'numpy~=1.21', - 'pandas~=1.2.4', - 'requests~=2.20.0', + 'PyYAML~=6.0', 'gcamreader>=1.2.5', + 'numpy~=1.22.4', + 'pandas~=1.5.2', 'netCDF4~=1.6', - 'tifffile~=2022.5.4', - 'imagecodecs~=2022.9.26', - 'Pillow~=8.4.0', + 'dask~=2022.12.1', + 'xarray~=2022.12.0', + 'rioxarray~=0.12.4', + 'requests~=2.20.0', 'setuptools~=57.0.0' ], extras_require={ From 84f23dcd01141bac46bca73482061ae828531d83 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 Jan 2023 15:07:03 -0500 Subject: [PATCH 110/142] fix issue caused by unnormalized paths to proxy files --- tethys/model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tethys/model.py b/tethys/model.py index 7d483a6..b70a3ca 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -104,7 +104,7 @@ def load_config(self, config_file): for year in proxy['years']: name = proxy['name'].replace('[VAR]', abbreviation).replace('[YEAR]', str(year)) - filepath = os.path.join(proxy['folder'], name) + filepath = os.path.abspath(os.path.join(proxy['folder'], name)) if filepath not in self.proxy_catalog: self.proxy_catalog[filepath] = {'variables': set(), 'years': set(), 'flags': flags} From fc39ec2143158671255cf72e026427126e6700cb Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 Jan 2023 15:33:43 -0500 Subject: [PATCH 111/142] fix requirements --- requirements.txt | 15 +++++++-------- setup.py | 6 +++--- 2 files changed, 10 insertions(+), 11 deletions(-) diff --git a/requirements.txt b/requirements.txt index 3ae785d..a0c765e 100755 --- a/requirements.txt +++ b/requirements.txt @@ -1,11 +1,10 @@ -numpy~=1.21 -pandas~=1.2.4 -requests~=2.20.0 +PyYAML~=6.0 gcamreader>=1.2.5 -xarray~=2022.3.0 -sparse~=0.13.0 +numpy>=1.22 +pandas~=1.2.4 netCDF4~=1.6 +dask~=2022.12.1 +xarray==2022.09.0 rioxarray~=0.12.4 -setuptools~=57.0.0 -PyYAML~=6.0 -matplotlib~=3.4.3 \ No newline at end of file +requests~=2.20.0 +setuptools~=57.0.0 \ No newline at end of file diff --git a/setup.py b/setup.py index eeaae6c..ad21c94 100644 --- a/setup.py +++ b/setup.py @@ -30,11 +30,11 @@ def get_requirements(): install_requires=[ 'PyYAML~=6.0', 'gcamreader>=1.2.5', - 'numpy~=1.22.4', - 'pandas~=1.5.2', + 'numpy>=1.22', + 'pandas~=1.2.4', 'netCDF4~=1.6', 'dask~=2022.12.1', - 'xarray~=2022.12.0', + 'xarray==2022.09.0', 'rioxarray~=0.12.4', 'requests~=2.20.0', 'setuptools~=57.0.0' From 74b7482442ffced5186d00a5d441b44e8553d8bc Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 10 Jan 2023 16:51:19 -0500 Subject: [PATCH 112/142] testing API documentation --- docs/source/modules.rst | 3 +++ docs/source/tethys.rst | 53 +++++++++++++++++++++++++++++++---------- 2 files changed, 44 insertions(+), 12 deletions(-) diff --git a/docs/source/modules.rst b/docs/source/modules.rst index a6ac593..ab05c13 100644 --- a/docs/source/modules.rst +++ b/docs/source/modules.rst @@ -1,3 +1,6 @@ +API reference +============= + .. toctree:: :maxdepth: 4 diff --git a/docs/source/tethys.rst b/docs/source/tethys.rst index 6f24c02..38f330a 100644 --- a/docs/source/tethys.rst +++ b/docs/source/tethys.rst @@ -1,21 +1,50 @@ -API reference -============= +Tethys package +============== -Subpackages ------------ +tethys.utils.easy_query +----------------------- -.. toctree:: - :maxdepth: 4 +.. automodule:: tethys.utils.easy_query + :members: + :undoc-members: + :show-inheritance: + +tethys.model module +------------------- + +.. automodule:: tethys.model + :members: + :undoc-members: + :show-inheritance: - tethys.tests +tethys.spatial_proxies +---------------------- -Submodules ----------- +.. automodule:: tethys.spatial_proxies + :members: + :undoc-members: + :show-inheritance: -tethys.run_disaggregation module +tethys.temporal_downscaling --------------------------- -.. automodule:: tethys.run_disaggregation +.. automodule:: tethys.temporal_downscaling + :members: + :undoc-members: + :show-inheritance: + +tethys.region_data +------------------ + +.. automodule:: tethys.region_data + :members: + :undoc-members: + :show-inheritance: + +tethys.region_map +----------------- + +.. automodule:: tethys.region_map :members: :undoc-members: - :show-inheritance: \ No newline at end of file + :show-inheritance: From 3c287a207dce8f26de146e9600f0043f153199c6 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 11 Jan 2023 14:39:30 -0500 Subject: [PATCH 113/142] adjusting proxy_file syntax --- tethys/model.py | 55 +++++++++++++++++++++++++++++++++++-------------- 1 file changed, 40 insertions(+), 15 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index b70a3ca..952063c 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -20,7 +20,7 @@ class Tethys: def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', perform_temporal=False, dbpath=None, dbfile=None, write_outputs=False, output_folder=None, - output_file=None, compress_outputs=True, downscaling_rules=None, proxy_catalog=None, map_files=None, + output_file=None, compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): """ # TODO """ @@ -48,7 +48,7 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' self.downscaling_rules = downscaling_rules - self.proxy_catalog = proxy_catalog + self.proxy_files = self._parse_proxy_files(proxy_files) if proxy_files is not None else None self.map_files = map_files self.temporal_files = temporal_files @@ -94,23 +94,47 @@ def load_config(self, config_file): self.map_files = config['maps'] # parse proxy files structure from YAML - self.proxy_catalog = {} - for proxy in config['proxies']: - flags = proxy['flags'] if 'flags' in proxy else [] - for variable in proxy['variables']: + self.proxy_files = self._parse_proxy_files(config['proxies'], config_file) - abbreviation = proxy['variables'][variable] if isinstance(proxy['variables'], dict) else variable + def _parse_proxy_files(self, proxy_files, config_file=''): + """Handle several shorthand expressions in the proxy catalog""" - for year in proxy['years']: + out = dict() - name = proxy['name'].replace('[VAR]', abbreviation).replace('[YEAR]', str(year)) - filepath = os.path.abspath(os.path.join(proxy['folder'], name)) + # name may be something like "ssp1_[YEAR].tif", which actually refers to multiple files + # such as "ssp1_2010.tif" and "ssp1_2020.tif" when info['years'] == [2010, 2020] + for name, info in proxy_files.items(): + # promote strs to list + if isinstance(info['variables'], str): + info['variables'] = [info['variables']] - if filepath not in self.proxy_catalog: - self.proxy_catalog[filepath] = {'variables': set(), 'years': set(), 'flags': flags} + if isinstance(info['years'], int): + info['years'] = [info['years']] - self.proxy_catalog[filepath]['variables'].add(variable) - self.proxy_catalog[filepath]['years'].add(year) + # flags are optional + if 'flags' in info: + if isinstance(info['flags'], str): + info['flags'] = [info['flags']] + else: + info['flags'] = [] + + for variable in info['variables']: + + # file name may use an abbreviation of the variable name + # if info['variables'] is a dict of form {variable: abbreviation} + abbreviation = info['variables'][variable] if isinstance(info['variables'], dict) else variable + + for year in info['years']: + # determine the actual name of the file containing variable variable for year year + filename = name.replace('{variable}', abbreviation).replace('{year}', str(year)) + filepath = os.path.abspath(os.path.join(os.path.dirname(config_file), filename)) + + if filepath not in out: + out[filepath] = {'variables': set(), 'years': set(), 'flags': info['flags']} + + out[filepath]['variables'].add(variable) + out[filepath]['years'].add(year) + return out def harmonize(self, distribution, sectors=None): """Actual spatial downscaling happens here""" @@ -146,7 +170,7 @@ def run_model(self): self.outputs = xr.Dataset() # TODO: reorganize these data opening functions as methods - self.proxies = load_proxies(self.proxy_catalog, self.resolution, self.years) + self.proxies = load_proxies(self.proxy_files, self.resolution, self.years) self.regionmaps = xr.concat([region_masks(load_regionmap(target_resolution=self.resolution, mapfile=i)) for i in self.map_files], dim='region') self.inputs = load_region_data(self.dbpath, self.dbfile, self.downscaling_rules, self.demand_type) @@ -207,6 +231,7 @@ def run_model(self): self.outputs.update(downscaled.to_dataset(dim='sector')) if self.write_outputs: + print('Writing Outputs') if self.compress_outputs: # TODO: could give users more control over this? or tell them to use self.outputs directly? encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} From d856ef0777910cba9d9a2c68aeb73d2e1476c9ab Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 12 Jan 2023 11:57:38 -0500 Subject: [PATCH 114/142] cleaning stuff up --- tethys/model.py | 127 ++++++++++++++++----------------- tethys/region_data.py | 2 - tethys/region_map.py | 16 ++--- tethys/spatial_proxies.py | 39 +++------- tethys/temporal_downscaling.py | 2 +- 5 files changed, 76 insertions(+), 110 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 952063c..b1f37a9 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -10,23 +10,22 @@ import os import yaml from tethys.region_data import load_region_data, elec_sector_weights -from tethys.spatial_proxies import load_proxies, interp_helper -from tethys.region_map import load_regionmap, region_masks +from tethys.spatial_proxies import load_proxy_file, interp_helper +from tethys.region_map import load_region_map from tethys.temporal_downscaling import * class Tethys: """Model wrapper for Tethys""" - def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', - perform_temporal=False, dbpath=None, dbfile=None, write_outputs=False, output_folder=None, + def __init__(self, config_file='', years=None, resolution=0.125, demand_type='withdrawals', + perform_temporal=False, dbpath=None, dbfile=None, csv=None, write_outputs=False, output_folder=None, output_file=None, compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): """ # TODO """ - # YAML file - self.config_file = config_file + self.root = os.path.dirname(config_file) # project level settings self.years = years @@ -38,7 +37,8 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' self.dbpath = dbpath self.dbfile = dbfile - # TODO: re add support for csv input as alternative + # csv as alternative + self.csv = csv # outputs self.write_outputs = write_outputs @@ -48,62 +48,32 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' self.downscaling_rules = downscaling_rules - self.proxy_files = self._parse_proxy_files(proxy_files) if proxy_files is not None else None + self.proxy_files = proxy_files self.map_files = map_files self.temporal_files = temporal_files # data we'll load or generate later - self.regionmaps = None + self.region_masks = None self.proxies = None self.inputs = None self.outputs = None # settings in YAML override settings passed directly to __init__ - if self.config_file is not None: - self.load_config(self.config_file) + if config_file != '': + with open(config_file) as file: + config = yaml.safe_load(file) + config = {k: v for k, v in config.items() if k in vars(self)} + vars(self).update(config) - def load_config(self, config_file): - """Load model parameters from a config.yml""" + self._parse_proxy_files() - with open(config_file) as file: - config = yaml.safe_load(file) - - # project level settings - self.years = config['project']['years'] - self.resolution = config['project']['resolution'] - self.demand_type = config['project']['demand_type'] - self.perform_temporal = config['project']['perform_temporal'] - - self.downscaling_rules = config['downscaling_rules'] - - # for parsing GCAM database - if 'GCAM' in config: - self.dbpath = config['GCAM']['dbpath'] - self.dbfile = config['GCAM']['dbfile'] - - if 'outputs' in config: - self.write_outputs = True - self.output_folder = config['outputs']['folder'] - self.output_file = config['outputs']['file'] - if 'compress_outputs' in config['outputs']: # TODO: better to do something like self.__dict__.update()? - self.compress_outputs = config['outputs']['compress_outputs'] - - if self.perform_temporal: - self.temporal_files = config['temporal'] - - self.map_files = config['maps'] - - # parse proxy files structure from YAML - self.proxy_files = self._parse_proxy_files(config['proxies'], config_file) - - def _parse_proxy_files(self, proxy_files, config_file=''): + def _parse_proxy_files(self): """Handle several shorthand expressions in the proxy catalog""" - out = dict() # name may be something like "ssp1_[YEAR].tif", which actually refers to multiple files # such as "ssp1_2010.tif" and "ssp1_2020.tif" when info['years'] == [2010, 2020] - for name, info in proxy_files.items(): + for name, info in self.proxy_files.items(): # promote strs to list if isinstance(info['variables'], str): info['variables'] = [info['variables']] @@ -127,14 +97,39 @@ def _parse_proxy_files(self, proxy_files, config_file=''): for year in info['years']: # determine the actual name of the file containing variable variable for year year filename = name.replace('{variable}', abbreviation).replace('{year}', str(year)) - filepath = os.path.abspath(os.path.join(os.path.dirname(config_file), filename)) - if filepath not in out: - out[filepath] = {'variables': set(), 'years': set(), 'flags': info['flags']} + if filename not in out: + out[filename] = {'variables': [], 'years': [], 'flags': info['flags']} - out[filepath]['variables'].add(variable) - out[filepath]['years'].add(year) - return out + if variable not in out[filename]['variables']: + out[filename]['variables'].append(variable) + if year not in out[filename]['years']: + out[filename]['years'].append(year) + + self.proxy_files = out + + def _load_proxies(self): + """Load all proxies from the catalog, regrid to target spatial resolution, and interpolate to target years""" + print('Loading Proxy Data') + # align each variable spatially + dataarrays = [da for filename, info in self.proxy_files.items() for da in + load_proxy_file(os.path.join(self.root, filename), self.resolution, **info).values()] + + print('Interpolating Proxies') + # interpolate each variable, then merge to one array + self.proxies = xr.merge(interp_helper(xr.concat([da for da in dataarrays if da.name == variable], 'year'), + self.years) for variable in set(da.name for da in dataarrays)).to_array() + + def _load_region_masks(self): + self.region_masks = xr.concat([load_region_map(os.path.join(self.root, filename), masks=True, + target_resolution=self.resolution) + for filename in self.map_files], dim='region') + + def _load_inputs(self): + if self.csv is not None: + self.inputs = pd.read_csv(os.path.join(self.root, self.csv)) + else: + self.inputs = load_region_data(os.path.join(self.root, self.dbpath), self.dbfile, self.downscaling_rules, self.demand_type) def harmonize(self, distribution, sectors=None): """Actual spatial downscaling happens here""" @@ -144,14 +139,14 @@ def harmonize(self, distribution, sectors=None): elif isinstance(sectors, str): sectors = [sectors] - inputs = self.inputs[(self.inputs.region.isin(self.regionmaps.region.data)) & + inputs = self.inputs[(self.inputs.region.isin(self.region_masks.region.data)) & (self.inputs.sector.isin(sectors)) & (self.inputs.year.isin(self.years))].set_index(['region', 'sector', 'year'])[ - 'value'].to_xarray().fillna(0) + 'value'].to_xarray().fillna(0).astype(np.float32) - regionmaps = self.regionmaps.sel(region=inputs.region) + region_masks = self.region_masks.sel(region=inputs.region) - out = distribution.where(regionmaps, 0) + out = distribution.where(region_masks, 0) # take total of proxy sectors when input condition is for total if inputs.sector.size == 1: @@ -169,11 +164,9 @@ def harmonize(self, distribution, sectors=None): def run_model(self): self.outputs = xr.Dataset() - # TODO: reorganize these data opening functions as methods - self.proxies = load_proxies(self.proxy_files, self.resolution, self.years) - self.regionmaps = xr.concat([region_masks(load_regionmap(target_resolution=self.resolution, mapfile=i)) - for i in self.map_files], dim='region') - self.inputs = load_region_data(self.dbpath, self.dbfile, self.downscaling_rules, self.demand_type) + self._load_proxies() + self._load_region_masks() + self._load_inputs() for supersector, rules in self.downscaling_rules.items(): print(f'Downscaling {supersector}') @@ -207,20 +200,20 @@ def run_model(self): weights = elec_sector_weights(self.dbpath, self.dbfile) weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & - (weights.region.isin(self.regionmaps.region.data)) & + (weights.region.isin(self.region_masks.region.data)) & (weights.year.isin(self.years))].set_index( ['region', 'sector', 'year'])['value'].to_xarray().fillna(0) weights = interp_helper(weights) - regionmasks = self.regionmaps.sel(region=weights.region) + region_masks = self.region_masks.sel(region=weights.region) - distribution = monthly_distribution_electricty(hdd, cdd, weights, regionmasks) + distribution = monthly_distribution_electricty(hdd, cdd, weights, region_masks) elif supersector == 'Irrigation': irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), method='label') irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & - (self.inputs.region.isin(self.regionmaps.region.data)) + (self.inputs.region.isin(self.region_masks.region.data)) ].unique() - regionmasks = self.regionmaps.sel(region=irr_regions) + regionmasks = self.region_masks.sel(region=irr_regions) distribution = monthly_distribution_irrigation(irr, regionmasks) else: diff --git a/tethys/region_data.py b/tethys/region_data.py index ae6768d..585d189 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -24,8 +24,6 @@ def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() - df['value'] = df['value'].astype(np.float32) - return df diff --git a/tethys/region_map.py b/tethys/region_map.py index a5a6646..75960fe 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -5,17 +5,18 @@ from tethys.spatial_proxies import regrid -def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, flip_lat=False): +def load_region_map(mapfile, masks=False, namefile=None, target_resolution=None, nodata=None, flip_lat=False): """ Load region map. :param mapfile: path to map file + :param masks: bool whether to convert categorical map to layer of region masks :param namefile: optional path to csv with region names :param target_resolution: resolution to coerce map to. If None (default), use base resolution :param nodata: nodata value (like 9999), will be replaced with 0 :param flip_lat: bool, whether the map is "upside down" """ - da = xr.load_dataarray(mapfile, engine='rasterio') + da = xr.load_dataarray(mapfile, engine='rasterio', chunks='auto') if nodata is not None: da.data[da.data == nodata] = 0 @@ -55,14 +56,11 @@ def load_regionmap(mapfile, namefile=None, target_resolution=None, nodata=None, da = da.rio.set_spatial_dims(x_dim='lon', y_dim='lat') da.name = 'regionid' - return da - + if masks: + names = pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region') + da = da == names.to_xarray().chunk(chunks=dict(region=1)) -def region_masks(da): - """Create region mask array""" - mask = da == pd.Series(da.names, name='regionid').astype(int).sort_index().rename_axis('region').to_xarray() - mask = mask.chunk(chunks=dict(region=1)) - return mask + return da def intersection(da1, da2): diff --git a/tethys/spatial_proxies.py b/tethys/spatial_proxies.py index acd66d5..2e9a840 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_proxies.py @@ -2,44 +2,21 @@ import xarray as xr -def load_proxies(catalog, target_resolution, target_years): - """Load all proxies from the catalog, regrid to target spatial resolution, and interpolate to target years - - :param catalog: dictionary of proxy file names, variables, years - :param target_resolution: resolution (in degrees) to regrid to - :param target_years: list of years to interpolate to - :return: big Dataset of proxies - """ - print('Loading Proxy Data') - dataarrays = [da for i in catalog for da in _preprocess(xr.open_dataset(i, chunks='auto'), catalog, target_resolution).values()] - - print('Interpolating Proxies') - ds = xr.merge(interp_helper(xr.concat([da for da in dataarrays if da.name == variable], 'year'), target_years) - for variable in set(da.name for da in dataarrays)).to_array() - - return ds - - -def _preprocess(ds, catalog, target_resolution): +def load_proxy_file(filename, target_resolution, years, variables, flags): """Prepare a dataset from single file to be merged into a dataset of all proxies handles many oddities found in proxies - :param ds: xarray Dataset opened from a file - :param catalog: dictionary of filenames and declared contents - :param target_resolution: resolution to regrid to (in degrees) - :return: preprocessed dataset + :param filename: name of file + :param target_resolution: resolution in degrees to regrid to + :param years: years to extract from the file + :param variables: variables to extract from the file + :param flags: list potentially containing 'cell_area_share' or 'short_name_as_name' + :return: preprocessed data set """ - # TODO: break into separate functions as sensible (for testing) - # get details from files catalog - filename = ds.encoding['source'] - variables = sorted(catalog[filename]['variables']) - years = sorted(catalog[filename]['years']) - flags = catalog[filename]['flags'] - - print(f'Loading {filename}\n\tVariables: {variables}\n\tYears: {years}\n') # TODO: logger + ds = xr.open_dataset(filename, chunks='auto') # handle tif (can only handle single band single variable single year currently) if 'band' in ds.coords: diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index aa1faff..20991ee 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -9,7 +9,7 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive """Load and prepare files used in :param filename: file name - :param target_resolution: resoltion to regrid to (in degrees) + :param target_resolution: resolution to regrid to (in degrees) :param years: years to select :param method: regridding method (see regrid function) :return: From b394a2664fd9a0525048f2ecf7d49b176f605bb0 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 12 Jan 2023 13:25:51 -0500 Subject: [PATCH 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tethys/tests/test_model.py rename to tests/test_model.py diff --git a/tethys/tests/test_regional.py b/tests/test_regional.py similarity index 100% rename from tethys/tests/test_regional.py rename to tests/test_regional.py diff --git a/tests/test_tdmethods.py b/tests/test_tdmethods.py new file mode 100644 index 0000000..569875d --- /dev/null +++ b/tests/test_tdmethods.py @@ -0,0 +1,27 @@ +import unittest + +import os +import xarray as xr +import tethys + + +class TestTDMethods(unittest.TestCase): + + def test_domestic(self): + from tethys.tdmethods.domestic import temporal_distribution + + tas_file = os.path.join(os.path.dirname(__file__), 'data/tas.nc') + amplitude_file = os.path.join(os.path.dirname(__file__), 'data/amplitude.nc') + + m = tethys.model.Tethys(years=[2010, 2015], resolution=90, proxy_files={}, + temporal_files=dict(tas=tas_file, domr=amplitude_file)) + da_out = temporal_distribution(m).compute() + + expected_output = xr.open_dataarray( + os.path.join(os.path.dirname(__file__), 'data/expected_output_monthly_domestic.nc')) + + xr.testing.assert_allclose(da_out, expected_output) + + +if __name__ == '__main__': + unittest.main() diff --git a/tethys/datareader/maps.py b/tethys/datareader/maps.py index a44c3a6..04ad026 100644 --- a/tethys/datareader/maps.py +++ b/tethys/datareader/maps.py @@ -61,18 +61,3 @@ def load_region_map(mapfile, masks=False, namefile=None, target_resolution=None, da = da == names.to_xarray().chunk(chunks=dict(region=1)) return da - - -def intersection(da1, da2): - """Convenience function for producing a map of intersections""" - key, array = np.unique(np.stack((np.asarray(da1), np.asarray(da2))).reshape(2, -1), axis=1, return_inverse=True) - - out = da1.copy(data=array.reshape(da1.shape).astype(np.uint16)) - - df = pd.DataFrame(key.T) - df[0] = df[0].map({int(v): k for k, v in da1.names.items()}) - df[1] = df[1].map({int(v): k for k, v in da2.names.items()}) - names = (df[0] + '_' + df[1]).to_dict() - out.attrs['names'] = {v: str(k) for k, v in names.items() if k != 0} - - return out diff --git a/tethys/tdmethods/domestic.py b/tethys/tdmethods/domestic.py index a876b66..ac1afbf 100644 --- a/tethys/tdmethods/domestic.py +++ b/tethys/tdmethods/domestic.py @@ -6,7 +6,7 @@ def temporal_distribution(model): """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" years = range(model.years[0], model.years[-1] + 1) - tas = load_file(model.temporal_files['tas'], model.resolution, years, regrid_method='label')['tas'] + tas = load_file(model.temporal_files['tas'], model.resolution, years, regrid_method='intensive')['tas'] amplitude = load_file(model.temporal_files['domr'], model.resolution, years, regrid_method='label')['amplitude'] ranges = tas.max(dim='month') - tas.min(dim='month') diff --git a/tethys/tests/data/expected_output.nc b/tethys/tests/data/expected_output.nc deleted file mode 100644 index 56fb33344527b7943f37cbcc31efcb11308a3317..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 50007 zcmeFY2Ut@}_wb9NqJn^;g0!F<;V4}Nqy|(#4^k8rq=lj)y-7195s@YWdQd?rK~WHq zCelmjsFa|zP(za_2@qNcB*0Bz;yLI2zxV#jz2Emd-*eqhk{@f!;A z-Ca8ccW&OkosG4vfz7mbqeLDkJ{>@07@a+HaWmJ4&4<>@*g1fTRpno~b2Hl}<}SRv z%wIY<$0Me|*tYFw{%+c`g$c&S?qYlE_~wnjw+S=3X$uh9b{P1$IodmV*t+=(uv)M7VDS4i*M7Wz08u$n>KCwS({nF*x0$4SIo<}(v7PU 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-""" - -################################################################ -#### Tethys exceptions -################################################################ - -class Error(Exception): - """ - Base class for tethys package exceptions. - """ - pass - -class FileNotFoundError(Error): - """ - Error thrown when Tethys cannot find one of its input files. - """ - def __init__(self, filename): - self.fn = filename - - def __str__(self): - return "Unable to open file: " + self.fn - -class DirectoryNotFoundError(Error): - """ - Error thrown when an input directory doesn't exist or is invalid. - """ - def __init__(self, dirname): - self.dn = dirname - - def __str__(self): - return "Invalid directory or directory does not exist: " + self.dn - - -class LoggerError(Error): - """ - Exception indicating an error in the Logger subsystem. - """ - - def __init__(self, msg): - self.msg = msg - - def __str__(self): - return self.msg - - -class DataError(Error): - """ - Exception indicating that input data is malformed or inconsistent. - """ - def __init__(self,msg): - self.msg = msg - - def __str__(self): - return self.msg diff --git a/tethys/utils/logger.py b/tethys/utils/logger.py deleted file mode 100644 index 2c0c406..0000000 --- a/tethys/utils/logger.py +++ /dev/null @@ -1,73 +0,0 @@ -"""Logger for CERF model. - -Copyright (c) 2018, Battelle Memorial Institute - -Open source under license BSD 2-Clause - see LICENSE and DISCLAIMER - -@author: Chris R. Vernon (chris.vernon@pnnl.gov) - -""" - -import logging -import sys - - -class Logger: - """Initialize project-wide logger. The logger outputs to both stdout and a file.""" - - # output format for log string - LOG_FORMAT_STRING = '%(asctime)s - %(name)s - %(levelname)s - %(message)s' - - @property - def log_format(self): - """Generate log formatter.""" - - return logging.Formatter(self.LOG_FORMAT_STRING) - - @property - def logger(self): - """Initialize logger as level info.""" - - logger = logging.getLogger() - logger.setLevel(logging.INFO) - - return logger - - def initialize_logger(self): - """Initialize logger to stdout and file.""" - - # logger console handler - self.console_handler() - - # logger file handler - if self.write_logfile: - self.file_handler() - - def console_handler(self): - """Construct console handler.""" - - console_handler = logging.StreamHandler(sys.stdout) - console_handler.setLevel(logging.INFO) - console_handler.setFormatter(self.log_format) - self.logger.addHandler(console_handler) - - def file_handler(self): - """Construct file handler.""" - - file_handler = logging.FileHandler(self.logfile) - file_handler.setLevel(logging.INFO) - file_handler.setFormatter(self.log_format) - self.logger.addHandler(file_handler) - - @staticmethod - def close_logger(): - """Shutdown logger.""" - - # Remove logging handlers - logger = logging.getLogger() - - for handler in logger.handlers[:]: - handler.close() - logger.removeHandler(handler) - - logging.shutdown() From 66e34a92dbbbcbc496d31e9fe0c904a4cb654a20 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 3 Mar 2023 16:48:36 -0500 Subject: [PATCH 130/142] db test --- .../expected_output_monthly_irrigation.nc | Bin 0 -> 12851 bytes tests/data/irr.csv | 97 ++++++++++++++++++ tests/data/pirrww.nc | Bin 0 -> 10323 bytes tests/data/testdb.csv | 94 +++++++++++++++++ tests/data/testdb/atv.basex | Bin 0 -> 5615 bytes tests/data/testdb/atvl.basex | Bin 0 -> 922 bytes tests/data/testdb/atvr.basex | Bin 0 -> 220 bytes tests/data/testdb/inf.basex | Bin 0 -> 3484 bytes tests/data/testdb/tbl.basex | Bin 0 -> 32768 bytes tests/data/testdb/tbli.basex | 1 + tests/data/testdb/txt.basex | 2 + tests/data/testdb/txtl.basex | Bin 0 -> 780 bytes tests/data/testdb/txtr.basex | Bin 0 -> 85 bytes tests/test_regional.py | 8 ++ tests/test_tdmethods.py | 19 ++++ 15 files changed, 221 insertions(+) create mode 100644 tests/data/expected_output_monthly_irrigation.nc create mode 100644 tests/data/irr.csv create mode 100644 tests/data/pirrww.nc create mode 100644 tests/data/testdb.csv create mode 100644 tests/data/testdb/atv.basex create mode 100644 tests/data/testdb/atvl.basex create mode 100644 tests/data/testdb/atvr.basex create mode 100644 tests/data/testdb/inf.basex create mode 100644 tests/data/testdb/tbl.basex create mode 100644 tests/data/testdb/tbli.basex create mode 100644 tests/data/testdb/txt.basex create mode 100644 tests/data/testdb/txtl.basex create mode 100644 tests/data/testdb/txtr.basex diff --git 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zcmZQzU=U<<-o@y?n$N+*9vR3xxFT~g*$%T+82K6b;D+g9WD#Z-X7|PVoOZ}! zKsKWtJ}A$NrW}ncFNh|9#+4UE6F}oS?2_VS2STwSNIJyI2?)s34k@996&hFG2u%Qu OEAQZhCW6LgWCH+QS!Ngj literal 0 HcmV?d00001 diff --git a/tests/data/testdb/txtr.basex b/tests/data/testdb/txtr.basex new file mode 100644 index 0000000000000000000000000000000000000000..cdff0dd1de0f54eb44344863f9af0224d15432c2 GIT binary patch literal 85 zcmZQzU|?VYVg_~)!383uK!i1jxB()5f{1@W%%}$<{6It=i0A_nOkN;jC5Si)B3=Rs GW-b8tk_T`A literal 0 HcmV?d00001 diff --git a/tests/test_regional.py b/tests/test_regional.py index 4bc4859..bfbecf0 100644 --- a/tests/test_regional.py +++ b/tests/test_regional.py @@ -1,5 +1,7 @@ import unittest +import os +import pandas as pd import tethys.datareader.regional as regional @@ -24,6 +26,12 @@ def test_elec_sector_rename(self): self.assertEqual(regional.elec_sector_rename('comm cooling'), 'Cooling') self.assertEqual(regional.elec_sector_rename('other'), 'Other') + def test_load_region_data(self): + gcamdb = os.path.join(os.path.dirname(__file__), 'data/testdb') + df = regional.load_region_data(gcamdb, sectors=['municipal water']) + + expected = pd.read_csv(os.path.join(os.path.dirname(__file__), 'data/testdb.csv')) + pd.testing.assert_frame_equal(df, expected) if __name__ == '__main__': diff --git a/tests/test_tdmethods.py b/tests/test_tdmethods.py index 569875d..cc61ff8 100644 --- a/tests/test_tdmethods.py +++ b/tests/test_tdmethods.py @@ -22,6 +22,25 @@ def test_domestic(self): xr.testing.assert_allclose(da_out, expected_output) + def test_irrigation(self): + from tethys.tdmethods.irrigation import temporal_distribution + + dummy_csv = os.path.join(os.path.dirname(__file__), 'data/irr.csv') + dummy_map = os.path.join(os.path.dirname(__file__), 'data/map.tif') + irr_file = os.path.join(os.path.dirname(__file__), 'data/pirrww.nc') + + m = tethys.model.Tethys(years=[2010, 2015], resolution=90, proxy_files={}, + csv=dummy_csv, map_files=[dummy_map], + temporal_files=dict(irr=irr_file)) + m._load_region_masks() + m._load_inputs() + da_out = temporal_distribution(m).compute() + + expected_output = xr.open_dataarray( + os.path.join(os.path.dirname(__file__), 'data/expected_output_monthly_irrigation.nc')) + + xr.testing.assert_allclose(da_out, expected_output) + if __name__ == '__main__': unittest.main() From 2aa982dbbd70f728856691008bbf976a95b8b5c6 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 20 Apr 2023 09:50:44 -0400 Subject: [PATCH 131/142] allow GCAM technology level water demands --- tethys/datareader/gridded.py | 2 ++ tethys/datareader/regional.py | 12 ++++++++---- tethys/model.py | 6 +++--- 3 files changed, 13 insertions(+), 7 deletions(-) diff --git a/tethys/datareader/gridded.py b/tethys/datareader/gridded.py index 7b4690a..23d4059 100644 --- a/tethys/datareader/gridded.py +++ b/tethys/datareader/gridded.py @@ -28,6 +28,8 @@ def load_file(filename, target_resolution, years, variables=None, flags=None, re # handle an option that lets us use netcdf short_name instead of name (handle "PFT0") if 'short_name_as_name' in flags: ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) + if 'long_name_as_name' in flags: + ds = ds.rename({i: ds.get(i).attrs['long_name'] for i in ds.data_vars}) # filter to desired variables if variables is not None: diff --git a/tethys/datareader/regional.py b/tethys/datareader/regional.py index 1c2b720..4253eb0 100644 --- a/tethys/datareader/regional.py +++ b/tethys/datareader/regional.py @@ -12,19 +12,23 @@ def load_region_data(gcam_db, sectors, demand_type='withdrawals'): :return: pandas dataframe with columns 'region', 'sector', 'year', 'value' """ - sectors = [unfriendly_sector_name(i) for i in sectors] - dbpath, dbfile = os.path.split(gcam_db) conn = gcamreader.LocalDBConn(dbpath, dbfile) - df = conn.runQuery(easy_query('demand-physical', sector=sectors, technology='!water_td_*', - input=[f'*_water {demand_type}', f'water_td_*_{demand_type[0].upper()}'])) + inputs = {'withdrawals': ['water_td_*_W', '*_water withdrawals', '*_desalinated water'], + 'consumption': ['water_td_*_C', '*_water consumption']}.get(demand_type) + + df = conn.runQuery(easy_query('demand-physical', technology='!water_td_*', input=inputs)) # add '_BasinName' to region if exists df['region'] += df['sector'].apply(extract_basin_name) + df['input'].apply(extract_basin_name) df['sector'] = df['sector'].apply(friendly_sector_name) + # handle technology as sector + df = df[df.sector.isin(sectors) | df.technology.isin(sectors)] + df.loc[~df.sector.isin(sectors), 'sector'] = df.technology[~df.sector.isin(sectors)] + df = df.groupby(['region', 'sector', 'year'])[['value']].sum().reset_index() return df diff --git a/tethys/model.py b/tethys/model.py index 5dd7928..cf0778f 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -215,12 +215,12 @@ def run_model(self): if not set(self.inputs.region[self.inputs.sector == supersector]).issubset( set(self.inputs.region[self.inputs.sector.isin(downscaled.sector.data)])): - inputs = self.inputs[self.inputs.sector == supersector].set_index( + inputs_total = self.inputs[self.inputs.sector == supersector].set_index( ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) - region_masks = self.region_masks.sel(region=inputs.region) + region_masks_total = self.region_masks.sel(region=inputs_total.region) - downscaled = self.downscale(downscaled, inputs, region_masks) + downscaled = self.downscale(downscaled, inputs_total, region_masks_total) if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year From 4c0c1d5dbf054bfddf4a0d237e9da25a3c16c387 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 21 Apr 2023 11:10:15 -0400 Subject: [PATCH 132/142] docs fixes --- docs/source/user_guide.rst | 2 +- tethys/model.py | 17 ++++++++++++++++- 2 files changed, 17 insertions(+), 2 deletions(-) diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index f1b8c45..5e25652 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -61,7 +61,7 @@ Domestic/Municipal Temporal downscaling for the domestic/municipal sector follows the formula from `Wada et al. (2011) `_, which uses monthly temperature and a regional amplitude coefficient to reproduce summer peaks. For each grid cell, .. math:: - \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) + \text{demand}_\text{month} = \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) Electricity Generation """""""""""""""""""""" diff --git a/tethys/model.py b/tethys/model.py index cf0778f..6bfd7e7 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -24,7 +24,21 @@ class Tethys: def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', perform_temporal=False, gcam_db=None, csv=None, output_file=None, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None, temporal_methods=None): - """ # TODO + """Parameters can be specified in a YAML file or passed directly, with the config file taking precedence + + :param config_file: path to YAML configuration file containing these parameters + :param years: list of years to be included spatial downscaling + :param resolution: resolution in degrees for spatial downscaling + :param demand_type: choice between “withdrawals” (default) or “consumption” + :param perform_temporal: choice between False (default) or True + :param gcam_db: relative path to a GCAM database + :param csv: relative path to csv file containing inputs + :param output_file: name of file to write outputs to + :param downscaling_rules: mapping from water demand sectors to proxy variables + :param proxy_files: mapping of spatial proxy files to their years/variables + :param map_files: list of files containing region maps + :param temporal_files: mapping of sector to temporal downscaling method + :param temporal_methods: files that will be accessible during temporal downscaling """ self.root = None @@ -243,6 +257,7 @@ def run_model(self): def run_model(config_file): + """Run a Tethys configuration""" config_file = os.path.join(os.getcwd(), config_file) result = Tethys(config_file=config_file) result.run_model() From 4313671a2934c0727bde14c15b7e7fb4911a3d08 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 1 May 2023 15:55:44 -0400 Subject: [PATCH 133/142] added reaggregate function for validation --- tethys/model.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/tethys/model.py b/tethys/model.py index 6bfd7e7..6630703 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -255,6 +255,20 @@ def run_model(self): encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} self.outputs.to_netcdf(self.output_file, encoding=encoding) + def reaggregate(self, region_masks=None): + """Reaggregate from grid cells to regions + + :param region_masks: boolean mask of regions, if other than the input regions + :return: dataframe with columns region, sector, year, value + """ + if region_masks is None: + region_masks = self.region_masks + + da = self.outputs.where(region_masks, 0).sum(dim=('lat', 'lon')) + df = da.to_dataframe().drop(columns=['spatial_ref']) + + return df + def run_model(config_file): """Run a Tethys configuration""" From e515eb85f8dcfa7322f0730596370daebf13aafe Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 3 May 2023 11:48:56 -0400 Subject: [PATCH 134/142] updating readme --- README.md | 56 +++++-------------------------------------------------- 1 file changed, 5 insertions(+), 51 deletions(-) diff --git a/README.md b/README.md index 48d542e..b27934e 100644 --- a/README.md +++ b/README.md @@ -1,57 +1,11 @@ [![build](https://github.com/JGCRI/tethys/actions/workflows/build.yml/badge.svg)](https://github.com/JGCRI/tethys/actions/workflows/build.yml) -[![codecov](https://codecov.io/gh/JGCRI/tethys/branch/master/graph/badge.svg?token=EzEcfk940f)](https://codecov.io/gh/JGCRI/tethys) +[![codecov](https://codecov.io/gh/JGCRI/tethys/branch/main/graph/badge.svg)](https://codecov.io/gh/JGCRI/tethys) [![docs](https://github.com/JGCRI/tethys/actions/workflows/docs.yml/badge.svg)](https://github.com/JGCRI/tethys/actions/workflows/docs.yml) [![DOI](https://zenodo.org/badge/104476654.svg)](https://zenodo.org/badge/latestdoi/104476654) # Summary -Tethys serves as a critical step to link Xanthos (a global hydrologic model) and the Global Change Analysis Model (GCAM). The spatial resolution of GCAM is geopolitical regional scale for energy and economy systems (32 regions), and river basins for the land, agriculture, and water systems (235 water basins). GCAM is often used as a boundary condition and coupled to sectoral models, such as the Community Land Model and Xanthos, which typically operate at finer spatial and temporal scales than GCAM. For example, Xanthos is a globally gridded hydrology model that operates at monthly scale. Resolving such a mismatch in spatial and temporal scales facilitated coupling these models together. It is also helpful for understanding seasonal patterns of water use and acquiring high resolution water use data. The main objective of Tethys is to reconstruct global monthly gridded (0.5 geographic degree) water withdrawal datasets by spatial and temporal downscaling water withdrawal estimates at region/basin and annual scale. As an open-access software, Tethys applies statistical downscaling algorithms, to spatially and temporally downscale water withdrawal data from annual region/basin scale into monthly grid scale. In our study, the water withdrawals are separated into six sectors: irrigation, livestock, domestic, electricity (generation), manufacturing and mining. +Demand for water is often modeled as part of integrated human-Earth systems models, such as GCAM, which operate at coarse spatiotemporal scales in order to model long-term global economic linkages. Tethys was designed to downscale projections from such models, producing high-resolution water demand data consistent with global dynamics. This allows coupling with gridded hydrology models, which represent physical processes on much finer scales. -# Get Started with Tethys -Set up Tethys using the following steps: -1. Install Tethys from GitHub using: - ```bash - python -m pip install git+https://github.com/JGCRI/tethys.git - ``` - -2. Download the example data using the following in a Python prompt: - ```python - import tethys - - # the directory that you want to download and extract the example data to - data_dir = "" - - # download and unzip the package data to your local machine - tethys.get_package_data(data_dir) - ``` - -3. Setup your configuration file (.ini). Inside the "example" directory that you just downloaded (`data_dir` from step 2 above) there will be two example configuration files: -- `data_dir`/example_1_3_1/config.ini -- `data_dir`/example_1_3_1/configDemeter.ini -Before you can run these examples please find and replace all absolute paths in each of these files from "C:/Z/models/tethysExampleFolders/example_v1_3_1/..." to "`data_dir`/example_1_3_1/...". - -4. To run Tethys: - - ```python - import tethys - - # the path and file name that my example configuration (.ini) file was downloaded to - config_file = 'data_dir/example_1_3_1/config.ini' - - # run Tethys - tethys.run_model(config_file=config_file) - ``` -# Citation -Zarrar Khan, Isaac Thompson, & Chris R. Vernon. (2022). JGCRI/tethys: v1.3.1 (v1.3.1). Zenodo. https://doi.org/10.5281/zenodo.6399488 - -# Supporting Documents -Li, X., Vernon, C.R., Hejazi, M.I., Link, R.P., Huang, Z., Liu, L. and Feng, L., 2018. Tethys – A Python Package for Spatial and Temporal Downscaling of Global Water Withdrawals. Journal of Open Research Software, 6(1), p.9. DOI: http://doi.org/10.5334/jors.197 - -# Contact Us -For questions, technical support and user contribution, please contact: - -Zarrar Khan -Chris Vernon - -# Example Data -Example data is available for download at https://zenodo.org/record/6399117/files/example_v1_3_1.zip?download=1. -Once extracted, change the paths in `config.ini` to point to the relevant files and directories on your machine. +# Documentation +Check out [Getting Started](https://jgcri.github.io/tethys/getting_started.html) for installation and basic usage. +Details on methodology and advanced usage are available on the [User Guide](https://jgcri.github.io/tethys/user_guide.html). From 07a225dd1749bb72901c2e6073395003edc587a6 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 3 May 2023 11:49:41 -0400 Subject: [PATCH 135/142] removing usage of __file__ --- docs/source/getting_started.rst | 4 ++-- tethys/__init__.py | 2 +- tethys/utils/install_supplement.py | 11 ++++++----- 3 files changed, 9 insertions(+), 8 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index bc518fb..91ec4e6 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -55,7 +55,7 @@ With the example data downloaded, a simple configuration can be run .. code-block:: python # assuming you downloaded to the default location - config_file = tethys.__file__.strip('__init__.py') + 'example/config_example.yml' + config_file = tethys.default_example_dir + '/example/config_example.yml' result = tethys.run_model(config_file) @@ -94,7 +94,7 @@ Dashboard client.dashboard_link # run tethys AFTER launching the client - config_file = tethys.__file__.strip('__init__.py') + 'example/config_demeter.yml' + config_file = tethys.default_example_dir + '/example/config_demeter.yml' result = tethys.run_model(config_file) # this configuration does not write outputs to a file, diff --git a/tethys/__init__.py b/tethys/__init__.py index 02d13be..6c0a287 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,4 +1,4 @@ from .model import * -from .utils.install_supplement import get_example_data +from .utils.install_supplement import get_example_data, default_example_dir __version__ = "2.0.0" diff --git a/tethys/utils/install_supplement.py b/tethys/utils/install_supplement.py index cbeec44..3ddd11d 100644 --- a/tethys/utils/install_supplement.py +++ b/tethys/utils/install_supplement.py @@ -1,11 +1,12 @@ import os import zipfile - import requests - -from pkg_resources import get_distribution +from importlib.resources import files +from importlib.metadata import version from io import BytesIO as BytesIO +default_example_dir = os.path.join(str(files('tethys')), 'example') + class InstallSupplement: """Download and unpack example data supplement from Zenodo that matches the current installed @@ -30,7 +31,7 @@ def fetch_zenodo(self): current Tethys distribution.""" # get the current version of tethys that is installed - current_version = get_distribution('tethys').version + current_version = version('tethys') try: data_link = InstallSupplement.DATA_VERSION_URLS[current_version] @@ -64,7 +65,7 @@ def get_example_data(example_data_directory=None): """ if example_data_directory is None: - example_data_directory = os.path.dirname(os.path.dirname(__file__)) # tethys package directory + example_data_directory = default_example_dir # tethys package directory zen = InstallSupplement(example_data_directory) From 0c78893ddff3db94e98d957f9fae188ed4abb083 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 16 May 2023 17:57:23 -0400 Subject: [PATCH 136/142] cleaning up docs --- .zenodo.json | 6 +++--- LICENSE | 16 +++++++--------- MANIFEST.in | 2 -- docs/source/getting_started.rst | 12 +++++------- docs/source/index.rst | 2 -- docs/source/license.rst | 15 ++++++--------- docs/source/user_guide.rst | 4 ---- setup.py | 5 ++--- 8 files changed, 23 insertions(+), 39 deletions(-) delete mode 100644 MANIFEST.in diff --git a/.zenodo.json b/.zenodo.json index dc51662..2a58107 100644 --- a/.zenodo.json +++ b/.zenodo.json @@ -1,8 +1,8 @@ { - "title": "JGCRI/tethys: v1.3.1", - "version": "v1.3.1", + "title": "JGCRI/tethys: v2.0.0", + "version": "v2.0.0", "upload_type": "software", - "publication_date": "2022-03-30", + "publication_date": "2023-05-03", "creators": [ { "affiliation": "Joint Global Change Research Institue (JGCRI) Pacific Northwest National Laboratory (PNNL)", diff --git a/LICENSE b/LICENSE index 5d9022d..9bacc33 100644 --- a/LICENSE +++ b/LICENSE @@ -1,13 +1,11 @@ -CERF -=== +tethys -Copyright (c) 2021:, Battelle Memorial Institute +Copyright 2018-present Battelle Memorial Institute -Open source under license BSD 2-Clause +Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: -1. Battelle Memorial Institute (hereinafter Battelle) hereby grants permission to any person or entity lawfully obtaining a copy of this software and associated documentation files (hereinafter “the Software”) to redistribute and use the Software in source and binary forms, with or without modification. Such person or entity may use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and may permit others to do so, subject to the following conditions: - - Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimers. - - Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. - - Other than as used herein, neither the name Battelle Memorial Institute or Battelle may be used in any form whatsoever without the express written consent of Battelle. +1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. -2. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL BATTELLE OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS “AS IS” AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/MANIFEST.in b/MANIFEST.in deleted file mode 100644 index a6b4221..0000000 --- a/MANIFEST.in +++ /dev/null @@ -1,2 +0,0 @@ -include tethys/data/* -include tethys/reference/* diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 91ec4e6..2bfc034 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -2,8 +2,6 @@ Getting Started =============== This page walks you through the steps of installing **tethys** and running an example. But first: -.. note:: This page is currently under construction in preparation for version 2 - Motivation ---------- Integrated human-Earth systems models, such as GCAM, can project future water demand at a coarse, regionally-relevant scale by modeling long-term interactions between multiple sectors under a variety of scenarios, while gridded hydrology models simulate physical processes at a much finer spatial and temporal resolution. **tethys** facilitates coupling between these kinds of models by providing finer-scale water demand data while maintaining consistency with coarser-scale global dynamics. @@ -23,17 +21,17 @@ As a prerequisite, you'll need to have `Python Date: Tue, 16 May 2023 18:04:13 -0400 Subject: [PATCH 137/142] adding joss paper --- paper/example.png | Bin 0 -> 257680 bytes paper/paper.bib | 52 +++++++++++++++++++++++++++++++++++++++++++ paper/paper.md | 55 ++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 107 insertions(+) create mode 100644 paper/example.png create mode 100644 paper/paper.bib create mode 100644 paper/paper.md diff --git a/paper/example.png b/paper/example.png new file mode 100644 index 0000000000000000000000000000000000000000..f5c722b8c7081d8f2671fbe30002ee8a6be10e66 GIT binary patch literal 257680 zcmeF2)l-~L_~jwEyAMuqcXtmK+}$B~aJLB#!QGwUZiBl82@pKE%K(G(_xwCbzgS1Jm+&xN2#gEp&=6^LqS2IDacE!LqWkwLqS0=Ab$E7G3AUn`uIV+tIJ73 z)y@EpKRU2B63P-#Pz?zvFJ^EbeIyroJ$EQ5{LlY2Xa#keD=4Vg6~SGWwo z=n@1?Y}v18%TLT}&XtCR>qn+i<5YZR?n>0|5T@G{Y6A|}8plw4rUGq$Xhuty{yZlt z55^$6#$8}}m9Mpp4ZgKb*Sz9|`)kX|ac%9zappy(Nv=lun<~h@sHSEoWTl~JoovocFiJ+OpsW-;IIzn*%jeU-vv64{6> z@bPQ)1Ld0M{T}1%l>O@&Ws5{ML99OWrjbGBt}MMQw?mAXRZAdifLY4uR?ela~R|Z z_0a&*=#Db#WsL-ywq3Y&=xtQ4vXbABLOK7S>?5)P?~7f48z2L=+(isvy%80)SS2`- zuyL#wVXX9vz#zjfb4z2^XHlKa2z!mGy*X%05%Qq%+X|m8K+chc}SdLtjSQDb@BfC13`Khmyn1KvS$zt)WFpXK`Pb&j$mZMY;mt|c zn>J)?>nw05JPuN;WOiIhP4O7i5@?2W&tOyccd=eg+Ud8bIg%SF_zo9@lI9gwj;{HCTu(#F5J zaRs9hCad-(##N(j%1#z zp^5uqn_J$@&k<7hvp;kV(H&hclHShirIAo?Hm#VK#yT;zz6>@qjp7nvqR_Rc5%6aS zd5*JzxIQ}Z5f*oy8u%S{GK5lxVvE2-jJ-6^1!0p|47yt_yykE$BzMf0h;t;7mR0FS zr$`M4yL=biV2sU!FH;)c1_gJv%$TZL)$fPs*k6t%*2ciZfU)W}%eCr*bMaENWuxn|P9+EX(8!RDF<|-JB0oWAf>e>S$flAm#WSI;CmWzTRttPC zmi3N01Ihhkv)a<(MBeR6&4FrskIT_LGZqr$`P&udaP(MD4mWN^(lp+G?q({~XdE27 zKh6_Y@@W;MjjjoSVDxKfENEur8^#o=(VzSs&oko5SmLt1qY78 zgSDPA*D{jZII90$_*N9E8(g3f9Tg^{wg>1;#epQU9j?zqQ_<$Pcux+JtF*sy)VKh- zn_bq`&GOESO>dlHCPI1!K1)%(j!^-HToL@9(C?e4Bdy}ao80OZ>br;=+>`VvY<|My^KoDXCqNkR^mcVIF=c|AeoYaNC%R zKyn?d#+(>ciut%9yD<;I%{Q7ut`+(zx{DvVU{De@s$Twl{RlG$NoE>VB~7cF3sH9< zt=nehqF5#^LfgN#G61oP1ve_cp}Mc&_QaHIz-*yu*x6QLH^Nd`#`sKEl4gm2dI@0F z$0P{XD~r7QbDzHw5<5m@&Ea^65r-29KkB-+8QW46Nsldgkk}st{66N!+uOf;2Y6*1 zR%MUga^Z_x=1S-``KMN9Mvm)}g7dW=D-)jr>^jzrTF0GFFZXNWO=CV@I3wtIc!I}d zDFom-iwRQDSjvhGs{1p&I-Z9WyON@X)S4<#xctVs1zFNQXm3ytC{m|B$BAZ6BmS~>^Z8%niDkH`p}zX}Llek5ByRI$>mnd3^mQT*Qe}4Uwn+c{XRKdj;3-V($PGSNKTru!o;RiF!ageV2j-J z2EBfj#gWpXEBoRI=}f3^?>>vQXyy?X+8*Cd8H7WsTK4C0P)()0KFjzsI~0k-*0b`% z;Dp`2wf+V-e@jHomE}?JK1IK2grDKnnjqh+BCZk437dA;5aEDcst={vnxK!tI=MMS;cI|JGJ4R=)7DM~ok+^pmBC4!UX|@blVxu$XVD0T7X~&4@)# zSMPpD*LRXg{sqpT!*X^KmOm!(n8q?kZidE_^ImLX6Jqu5YpECE7$jbnS^}hhgAyxn|J5zE8O0AsQ-h{dyGl+CU& z(vaLlFEpp^e$vdXkHJ!d^k6H%MkrVi?tv0cGiVp>GB5BXxmri$Z30w1xKq)1h-HPf zw>6XZ$+jm~#G*KmEY5FPaLddn-^oflJ_&5|aYs?e=L5L%Eq`{IGx@2j?@QeXuZZs4 zxJoZ3Na1x3;DdWYekcfBNsw@tJN*i>aa|$}zD{TfxU=^fh7-!uH4gBi(j+HlsqDm= z+4J%dk(aitt%|{#}5m`k>eN1`pxuB1?tAqv7^Iiu%PU zJI`#{gA8|#m^5e(C9kq2+q18lJD`wr&Km490G@cb=g>1z3=S~7hV|a5NNU);m%3{v z&$T!EazwC=xsrqgmiGkh;h+>f*s&vYn1q5>zU}*H-FLJ4y)j{=;#yY`QgFCYLaGT1 z$E(9P{fMpeNy7|miP4u+09wOi-AeaC#hN+x5AB4oDd|ahD==wfSZ_1Z_aJ(MU3?D8 zWt@sjyggs<2cTZ*fPl(pD|4)+hmX(=+D zg~wEKE+m0%#n=;SWc1`~FE&S1MUf&d8!Nd0fa_yuHhl%4KA~F$9{2i_7-H!^`v%5&Z>s2YT~k1*Ush6z|wD7-%Wu zk#gpVshb+h2LAh56vwhY75(pC`(GTngJ0%BanwN{67K-?#0|yZ>DLVE1fjpIK+vL? z7|BA*4d+{$9A*#yXMVms^~WEPW}<0jfu;~nOY(ITg&D)^Svr&Vuc<1JL!2u*k!QDBSJeO7p(To^K6VXxx)jU9{J^MU`j@Nr)83$+>a$l}BtRnPey?1L#(RIp z;I(P-4xxz7dVgxOTZf1t?daiM{Q~TBuJvT9$khApjlY%WOL5Gr9tIc`kOxWKKnL!S z{JDmN6msy_m%<7Sj$Rav8o^Xb?N@FaC*N#~H=aqgo&v4j77b7*`T|JTV>C4XB?G$e z5Q;)j@Sfx3d(@I?{B57Y@N^W3n7#kt-KhqW-)e?G#;|&GAdS%}mgl@YfXE*2kLi~4 zeV!Js-0rGI$-9G;DcEPcqtq6ECp@)r&}rME1dEv|$2@M@zrG+Fg$%cmjPuJDEIjSW zz79yYlK0;u>1dbsol8`y>vWoQ##{eN$o}1g6?o(r;tN1eoR?$IaVMKPTQj>mPZHKD zviWtSXLGAf%D&Nm7tj&&jCW2D{H5@F@9%GZfhg|lg36I}i)&_&bcV?dw4ZeArW>Dd zXtxCri}M~=Nt^;p?wZgf2U)+2k~

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zvnc~wzqd781zIG^B<=PLYraFf;PU;N|Cof#qs$P!Sv`K|gg$6tzUOmDm>1w77o*C8 zqTx9X;H>%*t>~$@@opL_3~{~x3fXkLo^m>5EXtyz*E zjOk}$oy8-JXt+&Oq0A?8I0f0{NT#fLa zbpH#4iKG-HG6MW0)5BV`Il|5l8nq0rtDj+V9ZqYXQSZ9kZ0&1JP_|a0Z z1GaS0Vry_LIE%!qs#!kf4Ji4}9naFLO&?|qqQH>uWbr@H(=+|leALmiMmifgkdiOW zfrof0@J2DW-i11D(eQzFN!Dl;@G6fnrFToHdSkk8k|!q(ZD3^k8Gj|c(6W|krUR+t zu_6Etb4TM_3x{K^n&t@=oeq`hUvbgy2fN=S7B2$Jvzq;VnQCuJKI-~w#}e#F#Hiq5 z`bzO9K^5&aO-c7cAsejxq+cU(*l#$}L7fyLo`1qjvn_~a*(^^QUob9@Hh0yE%2f% zm9_P#jA+S%ar4&z=Las|?YlBH&AFLb@=v&`Y;?`vJkMf7-c!`D9Ry12Ug(^I>W8Y& zB?{&ST=J*zscQ2;2~a60W=*_Dl{C%Mx9(|45_Ky2Nq73rZvzngCpO`8h#)B Date: Mon, 22 May 2023 17:59:15 -0400 Subject: [PATCH 138/142] fixing install supplment --- docs/source/getting_started.rst | 6 ++---- tethys/__init__.py | 2 +- tethys/utils/install_supplement.py | 10 +++++----- 3 files changed, 8 insertions(+), 10 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 2bfc034..fa503cb 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -53,7 +53,7 @@ With the example data downloaded, a simple configuration can be run .. code-block:: python # assuming you downloaded to the default location - config_file = tethys.default_example_dir + '/config_example.yml' + config_file = tethys.default_download_dir + '/example/config_example.yml' result = tethys.run_model(config_file) @@ -92,12 +92,10 @@ Dashboard client.dashboard_link # run tethys AFTER launching the client - config_file = tethys.default_example_dir + '/config_demeter.yml' + config_file = tethys.default_download_dir + '/example/config_demeter.yml' result = tethys.run_model(config_file) # this configuration does not write outputs to a file, # so plots are lazily computed when requested result.outputs.Wheat.sel(year=2030).plot(norm=colors.PowerNorm(0.25), cmap='viridis_r') plt.show() - - diff --git a/tethys/__init__.py b/tethys/__init__.py index 6c0a287..7bc7e24 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,4 +1,4 @@ from .model import * -from .utils.install_supplement import get_example_data, default_example_dir +from .utils.install_supplement import get_example_data, default_download_dir __version__ = "2.0.0" diff --git a/tethys/utils/install_supplement.py b/tethys/utils/install_supplement.py index 3ddd11d..fdd85bf 100644 --- a/tethys/utils/install_supplement.py +++ b/tethys/utils/install_supplement.py @@ -1,11 +1,11 @@ import os import zipfile import requests -from importlib.resources import files -from importlib.metadata import version +import importlib.resources +import importlib.metadata from io import BytesIO as BytesIO -default_example_dir = os.path.join(str(files('tethys')), 'example') +default_download_dir = str(importlib.resources.files('tethys')) class InstallSupplement: @@ -31,7 +31,7 @@ def fetch_zenodo(self): current Tethys distribution.""" # get the current version of tethys that is installed - current_version = version('tethys') + current_version = importlib.metadata.version('tethys') try: data_link = InstallSupplement.DATA_VERSION_URLS[current_version] @@ -65,7 +65,7 @@ def get_example_data(example_data_directory=None): """ if example_data_directory is None: - example_data_directory = default_example_dir # tethys package directory + example_data_directory = default_download_dir # tethys package directory zen = InstallSupplement(example_data_directory) From 607125cbde910347e0ae3c68a8dffbefb931e346 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 23 May 2023 11:27:45 -0400 Subject: [PATCH 139/142] title case --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 37ef346..13ae228 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -1,5 +1,5 @@ --- -title: 'Tethys: a Spatiotemporal Downscaling Model for Global Water Demand' +title: 'Tethys: A Spatiotemporal Downscaling Model for Global Water Demand' tags: - Python - water demand From 0581f8dcbb1681b1295df24be0965747ea46b2ec Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 23 May 2023 11:29:40 -0400 Subject: [PATCH 140/142] version 3.9 for importlib --- .github/workflows/build.yml | 4 ++-- docs/source/getting_started.rst | 2 +- requirements.txt | 14 ++++++-------- setup.py | 15 +++++++-------- 4 files changed, 16 insertions(+), 19 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 541a8d7..d3eb368 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -16,7 +16,7 @@ jobs: env: OS: ${{ matrix.os }} - PYTHON: '3.8' + PYTHON: '3.9' steps: @@ -25,7 +25,7 @@ jobs: - name: Set up Python uses: actions/setup-python@master with: - python-version: 3.8 + python-version: 3.9 - name: Install dependencies run: | diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index fa503cb..94d8f7e 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -17,7 +17,7 @@ While **tethys** is designed to integrate seamlessly with GCAM, it has the abili Installation ------------ -As a prerequisite, you'll need to have `Python `_ installed, and if you plan on querying a GCAM database, `Java `_ must be installed and added to your path. +As a prerequisite, you'll need to have `Python `_ installed (version 3.9 or above), and if you plan on querying a GCAM database, `Java `_ must be installed and added to your path. **tethys** can be installed from GitHub using pip:: diff --git a/requirements.txt b/requirements.txt index a0c765e..df3f346 100755 --- a/requirements.txt +++ b/requirements.txt @@ -1,10 +1,8 @@ -PyYAML~=6.0 +PyYAML>=6.0 gcamreader>=1.2.5 numpy>=1.22 -pandas~=1.2.4 -netCDF4~=1.6 -dask~=2022.12.1 -xarray==2022.09.0 -rioxarray~=0.12.4 -requests~=2.20.0 -setuptools~=57.0.0 \ No newline at end of file +pandas>=1.2.4 +netCDF4>=1.6 +dask>=2022.12.1 +xarray>=2022.09.0 +rioxarray>=0.12.4 \ No newline at end of file diff --git a/setup.py b/setup.py index d327cb1..55d016c 100644 --- a/setup.py +++ b/setup.py @@ -25,18 +25,17 @@ def get_requirements(): license='BSD2-Simplified', author='Isaac Thompson', author_email='isaac.thompson@pnnl.gov', + python_requires='>=3.9.*, <4', include_package_data=True, install_requires=[ - 'PyYAML~=6.0', + 'PyYAML>=6.0', 'gcamreader>=1.2.5', 'numpy>=1.22', - 'pandas~=1.2.4', - 'netCDF4~=1.6', - 'dask~=2022.12.1', - 'xarray==2022.09.0', - 'rioxarray~=0.12.4', - 'requests~=2.20.0', - 'setuptools~=57.0.0' + 'pandas>=1.2.4', + 'netCDF4>=1.6', + 'dask>=2022.12.1', + 'xarray>=2022.09.0', + 'rioxarray>=0.12.4' ], extras_require={ 'dev': [ From 536554be96e538faef6ed2e4eb1f984b06c454c5 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 30 May 2023 10:42:05 -0400 Subject: [PATCH 141/142] testing workflows --- tethys/model.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 6630703..d0f151c 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -182,8 +182,6 @@ def downscale(self, distribution, inputs, region_masks): :return: distribution scaled to match inputs in all regions """ - out = distribution.where(region_masks, 0) - # take total of proxy sectors when input condition is for total if inputs.sector.size == 1: dims = ('sector', 'lat', 'lon') @@ -191,9 +189,9 @@ def downscale(self, distribution, inputs, region_masks): else: dims = ('lat', 'lon') + out = distribution.where(region_masks, 0) sums = out.sum(dim=dims).where(lambda x: x != 0, 1) # avoid 0/0 - - out = out.dot(inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) + out = xr.dot(out, inputs / sums, dims='region') # demand_cell = demand_region * (proxy_cell / proxy_region) return out From 969bfcdbe6cf653164fb7cfe97d016ad77661d06 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 30 May 2023 10:51:23 -0400 Subject: [PATCH 142/142] fix python_requires --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 55d016c..924dc39 100644 --- a/setup.py +++ b/setup.py @@ -25,7 +25,7 @@ def get_requirements(): license='BSD2-Simplified', author='Isaac Thompson', author_email='isaac.thompson@pnnl.gov', - python_requires='>=3.9.*, <4', + python_requires='>=3.9, <4', include_package_data=True, install_requires=[ 'PyYAML>=6.0',

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zZ?N6sM(`+jjT9>Ey@&8V_9TMi3dJenW^Vw1VGw16CvI!Zbi| i{GYr<#r4&fYZ=Gy^&2=hUmu`>9~GD;v_jr0^1lEN`UbuL literal 0 HcmV?d00001 diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 5de5da3..c79b75a 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -1,31 +1,33 @@ Getting Started -================================== +=============== +This page walks you through the steps of installing **tethys** and running an example. But first: -About ------------------------------------ -Tethys is a spatiotemporal downscaling model for global water use constructed at the Joint Global Change Research Institute of the Pacific Northwest National Laboratory (http://www.globalchange.umd.edu). It serves to link several hydrological models to the Global Change Analysis Model (GCAM) by disaggregating geopolitical region and water basin scale data from GCAM into finer spatial and temporal resolutions. +.. note:: This page is currently under construction in preparation for version 2 -GCAM uses 32 geopolitical regions for energy and economy systems, and 235 water basins for land, agriculture, and water systems, with 5 year timesteps. Hydrological and other sectoral models often need gridded data with 0.5 or 0.125 geographic degree resolution and monthly timesteps in order to model physical processes heavily influenced by surface and subsurface features. Tethys applies statistical downscaling algorithms to reconstruct water withdrawal data at this resolution across six sectors: irrigation, livestock, domestic, electricity generation, manufacturing, and mining. The methodology and equations used are described in more detail in :ref:`downscaling-algorithms`. +Motivation +---------- +Integrated human-Earth systems models, such as GCAM, can project future water demand at a coarse, regionally-relevant scale by modeling long-term interactions between multiple sectors under a variety of scenarios, while gridded hydrology models simulate physical processes at a much finer spatial and temporal resolution. **tethys** facilitates coupling between these kinds of models by providing finer-scale water demand data while maintaining consistency with coarser-scale global dynamics. -.. figure:: _static/workflow.png +.. figure:: _static/motivation.png :width: 100% - :alt: workflow + :alt: spatial downscaling :align: center :figclass: align-center - - *Major inputs and outputs of Tethys by six sectors* -Prerequisites ------------------------------------ -* Python (tested on 3.9) https://www.python.org/downloads/ +While **tethys** is designed to integrate seamlessly with GCAM, it has the ability to downscale region-scale water demand data from other sources as well. + + +Installation +------------ +First of all you'll need to have Python installed. + +* Python (tested on 3.9) https://www.python.org/downloads/ * Java https://www.java.com/en/download/ .. note:: Without Java installed, the dependency gcamreader will be unable to query the GCAM database files. -Installation ------------------------------------ -Currently, tethys can be cloned from https://github.com/JGCRI/tethys using:: +Currently, **tethys** can be cloned from https://github.com/JGCRI/tethys using:: $ git clone https://github.com/JGCRI/tethys @@ -38,14 +40,14 @@ Once downloaded, install as a Python package by running *setup.py* from the comm $ python setup.py install -This will automatically install the packages listed in :ref:`dependencies`. In order to avoid package version conflicts, consider creating a virtual environment for tethys. +This will automatically install the dependencies. In order to avoid package version conflicts, consider using a virtual environment. In the future, easy installation will be available via pip. .. _installing-package-data: -Installing Package Data ------------------------------------ +Example Data +------------ Example data is available for download at https://zenodo.org/record/6399117/files/example_v1_3_1.zip?download=1. The data can also be directly downloaded for the latest release version as follows:: @@ -73,36 +75,3 @@ Make sure the config file is properly set up and somewhere Python can find it (o dmw = tethys.model.run_model('config.ini') Logging info should begin printing to the console, and after a few minutes downscaled data and diagnostics output files will be created. - - -.. _dependencies: - -Dependencies ------------- - -=========== ================ -Dependency Minimum Version -=========== ================ -configobj 5.0.6 -numpy 1.21 -pandas 1.2.4 -requests 2.20.0 -gcamreader 1.2.5 -netCDF4 1.6 -=========== ================ - -Optional Dependencies ---------------------- - -======================= ================ -Dependency Minimum Version -======================= ================ -build 0.5.1 -nbsphinx 0.8.6 -setuptools 57.0.0 -sphinx 4.0.2 -sphinx-panels 0.6.0 -sphinx-rtd-theme 0.5.2 -sphinx-mathjax-offline 0.0.1 -twine 3.4.1 -======================= ================ \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 2cef738..868d6c0 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -1,21 +1,14 @@ :notoc: -tethys documentation -==================== +About +===== +**tethys** is an open-source spatiotemporal downscaling model for global water demand, written in Python. **tethys** was built at the `Joint Global Change Research Institute `_ in order to: -**Date**: |today| **Version**: |version| - -**Useful links**: -`Source Repository `_ | -`Issues & Ideas `_ | -`Interactive Quickstarter `_ - -**tethys** is an open-source spatiotemporal downscaling model for global water use, written in Python. **tethys** was created to: - - 1) Convert annual region/basin scale water demand from the Global Change Analysis Model (GCAM) into a monthly gridded format suitable for use with global hydrologic models, + 1) Convert region-scale, annual water demand projections from the `Global Change Analysis Model `_ (GCAM) into a gridded monthly format suitable for use with global hydrologic models, and 2) Provide localized water demand projections across alternative futures, which are critical for understanding scarcity and planning for future need. +.. note:: This documentation is currently under construction in preparation for version 2 .. panels:: :card: + intro-card text-center @@ -87,11 +80,16 @@ tethys documentation :text: To the development guide :classes: btn-block btn-secondary stretched-link +**Date**: |today| **Version**: |version| + +**Useful links**: +`Source Repository `_ | +`Issues & Ideas `_ .. toctree:: :maxdepth: 2 :hidden: - + getting_started user_guide modules diff --git a/docs/source/tethys.rst b/docs/source/tethys.rst index 38f330a..f022155 100644 --- a/docs/source/tethys.rst +++ b/docs/source/tethys.rst @@ -1,15 +1,8 @@ Tethys package ============== -tethys.utils.easy_query ------------------------ - -.. automodule:: tethys.utils.easy_query - :members: - :undoc-members: - :show-inheritance: -tethys.model module +tethys.model ------------------- .. automodule:: tethys.model @@ -33,6 +26,16 @@ tethys.temporal_downscaling :undoc-members: :show-inheritance: + +tethys.region_map +----------------- + +.. automodule:: tethys.region_map + :members: + :undoc-members: + :show-inheritance: + + tethys.region_data ------------------ @@ -41,10 +44,10 @@ tethys.region_data :undoc-members: :show-inheritance: -tethys.region_map ------------------ +tethys.utils.easy_query +----------------------- -.. automodule:: tethys.region_map +.. automodule:: tethys.utils.easy_query :members: :undoc-members: :show-inheritance: diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 6ce4b6f..b072b2d 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -1,622 +1,98 @@ User Guide ========== +This page provides an in-depth guide to **tethys**, covering details of the downscaling methodology and advanced usage. -Architecture ------------- -Below is a conceptual overview of tethys. The downscaling process can be thought of in 2 main stages: First, the GCAM data is downscaled spatially, from 32 geopolitical regions and 235 basins to a 0.5 geographic degree grid. Then, that data is further downscaled temporally, from every 5 years to monthly. During both of these stages, water withdrawal data is downscaled separately within six sectors (irrigation, livestock, domestic, electricity generation, manufacturing, and mining), using data from various :ref:`input-files` and several :ref:`downscaling-algorithms`. +Version 2 is a major update with increased flexibilty for spatial resolutions and sectoral breakdowns. -.. figure:: _static/flowchart.png - :width: 100% - :alt: flowchart - :align: center - :figclass: align-center - - *Flowchart of Tethys* - -The resulting :ref:`output-files` are written to a folder, which can be specified by the user in the :ref:`configuration-file`. The config file also has options to make tethys perform diagnostics on the output, or even skip the temporal downscaling step, should that be desired. - - -Generalization --------------- -The Python language and the dependent library packages used are all open-source. Tethys is highly modularized and designed for easy installation. The modules can be used independently by the user, which also allows the future development and feasibility of user contribution with least effort. Modification of a certain step could be restricted to the corresponding module. Extension of the model is achievable by adding a new module to an existing sub-folder or a new sub-folder. For detailed documentation on Tethys's modules, refer to the API reference. - -In order to run Tethys on alternate input data, no changes to Tethys itself would be needed, provided the data is appropriately prepared (i.e. in the same fashion described in :ref:`input-files`). User control over Tethys is primarily done through a configuration file, which is explained in the following section. - - -.. _configuration-file: - -Configuration file ------------------- -Tethys uses an INI configuration file to specify the input data, options, and output folder. The example *config.ini* is extensively commented. For concise reference, the following tables summarize the keys for each section, with links to documentation for the relevant file or directory when applicable. - -.. note:: Depending on where you've extracted the example data, you may need to use the absolute paths for each file or folder, and acceptable directory separators may vary between operating systems. - -.. - Bad referencing practices in this section. - - -``[Project]`` -^^^^^^^^^^^^^ -This section defines project-level parameters. - -=================== ========================= -Key Name Value Description -=================== ========================= -ProjectName Name for the downscaling project -InputFolder Path to :ref:`Example/Input` -OutputFolder Folder where :ref:`Output files` will be created -rgnmapdir Path to :ref:`rgn32` -OutputFormat 0 = create both (default), 1 = csv file, 2 = netcdf(nc) file -OutputUnit 0 = cubic kilometers (default), 1 = mm -GCAMUSA 0 = 32 region GCAM (default), 1 = GCAMUSA -PerformWithdrawal 1 = downscale withdrawal (default), 0 = skip -PerformConsumption 1 = downscale consumption, 0 = skip (default) -PerformDiagnostics 1 = perform diagnostics (default), 0 = don't -PerformTemporal 0 = don't perform temporal downscaling (default), 1 = do -UseDemeter 1 = use irrigated crop area from Demeter, 0 = don't (default) -DemeterOutputFolder Path to folder with Demeter outputs -=================== ========================= - -.. note:: - **If you want to run consumption:** - - In order to run consumption using a built-in consumption query, you can add ``PerformConsumption = 1`` to this section (it is 0 by default). Output files for consumption will be written to a separate folder, named ``_C``. - - In order to suppress withdrawal and only run consumption, you need to explicitly set ``PerformWithdrawal = 0`` (since it is 1 by default), and remove ``GCAM_query`` from the ``[GCAM]`` section. - - You can also use the built-in query for withdrawal by specifying ``PerformWithdrawal = 1``, but you must remove ``GCAM_query`` from the ``[GCAM]`` section, or it will override the built-in. - -``[GCAM]`` -^^^^^^^^^^ -This section indicates the GCAM database location, query, and options. - -================== ========================= -Key Name Value Description -================== ========================= -GCAM_subreg GCAM version; 0 = regions/aez, 1= regions/basin -GCAM_DBpath Path to the :ref:`GCAM` folder, e.g. Example/Input/GCAM -GCAM_DBfile The name of the database folder, e.g. gcam5p1_ref_db -GCAM_query xml query file for GCAM database withdrawals, e.g. *query_regbasin.xml* -GCAM_query_C xml query file for consumption -GCAM_Years comma separated YYYY string, e.g. 2005,2010,2015,2020,2025 -================== ========================= - -.. note:: - **New: using built-in queries** - - Rather than defining ``GCAM_query`` in this section, you can run Tethys using a built-in withdrawal query by adding ``PerformWithdrawal = 1`` to the ``[Project]`` section. Note that if ``GCAM_query`` is specified, it takes precedence over the built-in, and will cause withdrawals to be downscaled in the even if ``PerformWithdrawal = 0``. - - In order to run consumption with a custom query, you can add ``GCAM_query_C = /query_consumption.xml`` to this section. Again, note that this will take precedence over the built-in should ``PerformConsumption = 1``, and will cause consumption to run even if ``PerformConsumption = 0``. - - These options are provided for flexibility and to preserve workflows reliant on existing config files, at least in the near future. - - -``[GriddedMap]`` -^^^^^^^^^^^^^^^^ -This section contains the paths to various files from :ref:`Example/Input`, :ref:`rgn32`, and :ref:`harmonized_inputs`. - -.. note:: - Except for the "Population", "Irrigation", and "Livestock" files, tethys now includes built-din defaults for this section, selected according to the ``GCAMUSA`` option. - - These defaults can be overridden by simply providing the path to the desired file as before. - -================== ========================= -Key Name Value Description -================== ========================= -Area Path to :ref:`*Grid_Areas_ID.csv*` -Coord Path to :ref:`*coordinates.csv*` -AEZ Path to :ref:`*AEZ.csv*` -Population_GPW Path to :ref:`*GPW_population.csv*` -Population_HYDE Path to :ref:`*HYDE_population.csv*` -Irrigation_GMIA Path to :ref:`*GMIA_cropland.csv*` -Irrigation_HYDE Path to :ref:`*HYDE_cropland.csv*` -Livestock_Buffalo Path to :ref:`livestock_buffalo.csv <*livestock_(animal).csv*>` -Livestock_Cattle Path to :ref:`livestock_cattle.csv <*livestock_(animal).csv*>` -Livestock_Goat Path to :ref:`livestock_goat.csv <*livestock_(animal).csv*>` -Livestock_Sheep Path to :ref:`livestock_sheep.csv <*livestock_(animal).csv*>` -Livestock_Poultry Path to :ref:`livestock_poultry.csv <*livestock_(animal).csv*>` -Livestock_Pig Path to :ref:`livestock_pig.csv <*livestock_(animal).csv*>` -BasinIDs Path to :ref:`*basin.csv*` -BasinNames Path to :ref:`*BasinNames.csv*` -RegionIDs Path to :ref:`*region32_grids.csv*` -RegionNames Path to :ref:`*RgnNames.csv*` -CountryIDs Path to :ref:`*country.csv*` -CountryNames Path to :ref:`*country-names.csv*` -GCAM_Basin_Key Path to :ref:`*gcam_basin_lookup.csv*` -Buffalo_Fraction Path to :ref:`bfracFAO2005.csv <*bfracFAO2005.csv* and *gfracFAO2005.csv*>` -Goat_Fraction Path to :ref:`gfracFAO2005.csv <*bfracFAO2005.csv* and *gfracFAO2005.csv*>` -Irrigated_Fract Path to :ref:`*irrigation-frac.csv*` -================== ========================= - -``[TemporalDownscaling]`` -^^^^^^^^^^^^^^^^^^^^^^^^^ -This section is only required if ``PerformTemporal = 1`` in the ``[Project]`` section. It contains paths to files used in temporal downscaling. - -===================== ========================= -Key Name Value Description -===================== ========================= -temporal_climate Path to :ref:`ClimateForcing/WATCH/watch_wfdei_monthly_1971_2010.npz ` -Domestic_R Path to :ref:`*DomesticR.csv*` -Elec_Building Path to :ref:`ElecBuilding_1971_2010.csv ` -Elec_Industry Path to :ref:`ElecIndustry_1971_2010.csv ` -Elec_Building_heat Path to :ref:`ElecBuildingHeat_1971_2010.csv ` -Elec_Building_cool Path to :ref:`ElecBuildingCool_1971_2010.csv ` -Elec_Building_others Path to :ref:`ElecBuildingOthers_1971_2010.csv ` -Irr_MonthlyData Path to :ref:`Irrigation/pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc ` -TemporalInterpolation 0 = GCAM outputs are annual (default), 1 = linear interpolation needed -===================== ========================= - -``[Logger]`` -^^^^^^^^^^^^ -Defualt logging options can be found in the table below. - -============== ================= -Key Name Value Description -============== ================= -filename mainlog.txt -MinLogLevel DEBUG -MinScreenLevel INFO -============== ================= - -.. _input-files: - -Input files ------------ - -This section contains descriptions of the example input files from :ref:`installing-package-data`, and some additional reference files included with tethys. Should you wish to run tethys with alternate input data, you'll need to prepare those files using this same structure. - -.. note:: Adapted from https://github.com/JGCRI/tethys/blob/main/docs/ReadMe_IO_Data.pdf, may need to be further modified to reflect recent changes. - - -Example/Input -^^^^^^^^^^^^^ -The following files are located at the top level of the example input folder. They provide information about the regions, basins, countries, and grid coordinates. - -*BasinNames.csv* -"""""""""""""""" -235 basin names corresponding to harmonized_inputs/basin.csv - -* **File Format:** csv, no header -* **Dimension:** 235 rows x 1 column - -*coordinates.csv* -""""""""""""""""" -Coordinates of the 67,420 grid cells - -* **File Format:** csv, no header -* **Dimension:** 67,420 rows x 5 columns (ID #, longitude, latitude, ilon, ilat) - -*country-names.csv* -""""""""""""""""""" -249 country names corresponding to harmonized_inputs/country.csv - -* **File Format:** csv, no header -* **Dimension:** 235 row x 2 columns, first column is ID (integer, 0-248), second column is country name (string) - -*gcam_basin_lookup.csv* -""""""""""""""""""""""" -235 gcam basin lookup names corresponding to basin id and name - -* **File Format:** csv, no header -* **Dimension:** 235 row x 3 columns, first column is ID (integer, 1-235), second column is basin name (string), third column is gcam lookup name - -*Grid_Areas_ID.csv* -""""""""""""""""""" -Area value of each land grid cell - -* **File Format:** csv, no header -* **Dimension:** 67,420 rows x 1 column, decimal values -* **Unit:** ha (multiply by 0.01 to convert to km\ :sup:`2`) -* **Reference:** N/A - - -GCAM -^^^^ -The GCAM folder is where the regional water withdrawal data to be downscaled comes from. It actually contains full GCAM output databases (which have a lot of data other than water withdrawal, hence their size). These databases are queried for the relevant water withdrawal data across the six sectors (at the scale of 32 regions, every 5 years), which gets fed into tethys. - -The example data contains 2 different output databases from GCAM: *gcam5p1_ref_db* and *ssp1_rcp26_gfdl*. There are are also 2 xml query files, *query_regaez.xml* and *query_regbasin.xml* corresponding to different versions of GCAM (regions and AEZ or regions and basins). The choice of database and query is indicated by the user in the config file. - -The specifics of GCAM outputs and queries are outside the scope of this documentation. For more information, refer to RELEVANT_LINK. - - -rgn32 -^^^^^ -The *rgn32* folder contains additional information about these regions, such as region names, and various region-specific conversion ratios (eg, GCAM models the aggregate sheep+goat count in each region, but separate sheep and goat populations can be reconstructed from a "sheep to goat" ratio). - -*RgnNames.csv* -"""""""""""""" -The region names (e.g. "USA") and its corresponding id (e.g. 1 for USA). - -* **File Format:** csv, one-row header -* **Dimension:** 32 rows x 2 columns, first column for region name (string), second column for region id (integer, 1-32) - -*bfracFAO2005.csv* and *gfracFAO2005.csv* -""""""""""""""""""""""""""""""""""""""""" -Livestock in GCAM has five sectors (beef, dairy, pork, poultry and sheepgoat), to be reorganized into six sectors used by Tethys (buffalo, cattle, goat, sheep, pig and poultry), two fraction numbers are needed. One is recorded in bfracFAO2005.csv, the other is recorded in gfracFAO2005.csv: - - * buffalo = (beef + diary)*bfrac - * cattle = (beef + diary)*(1-bfrac) - * goat = sheepgoat*gfrac - * sheep = sheepgoat*(1-gfrac) - - -* **File Format:** csv, one-row header -* **Dimension:** 32 rows x 2 columns, first column for region name (string), second column for buffalo (bfrac) or goat (gfrac) fraction (decimal, < 1) in this region -* **Unit:** N/A -* **Reference:** estimated from FAO gridded livestock of the world (refer to "harmonized inputs/livestock_*.csv") - -*irrigation-frac.csv* -""""""""""""""""""""" -Pre-calculated irrigation shares as a fixed input, is used when extracting data files from GCAM database, if GCAM didn’t produce endogenous irrigated and rain-fed land allocations. - -* **File Format:** csv, one-row header -* **Dimension:** 26 columns: region #, aez #, crop #, 1990, 2005, 2010, ..., 2100, region name, crop name, decimal values (0-1) for column 4-24 - -TD_Elec_paras -""""""""""""" -Five tables are included in this folder: - -================================ ======== -ElecBuilding_1971_2010.csv P\ :sub:`b` -ElecBuildingHeat_1971_2010.csv P\ :sub:`h` -ElecBuildingCool_1971_2010.csv P\ :sub:`c` -ElecBuildingOthers_1971_2010.csv P\ :sub:`u` -ElecIndustry_1971_2010.csv P\ :sub:`it` -================================ ======== - -P\ :sub:`b` and P\ :sub:`it` are the proportions of total electricity use for building and transportation and industry together, respectively, P\ :sub:`b` + P\ :sub:`it` = 1. - -P\ :sub:`h`, P\ :sub:`c` and P\ :sub:`u` are the proportions of total building electricity use for heating, cooling and other home utilities, respectively, P\ :sub:`h` + P\ :sub:`c` + P\ :sub:`u` = 1. - -The proportions of electricity use, are used in temporal downscaling of electricity sector - -* **File Format:** csv, no header -* **Dimension:** 32 rows x 40 columns (32 regions x 40 years), decimal values (0-1) -* **Unit:** N/A -* **Reference:** IEA historical data, Huang et al. (2017) - - -harmonized_inputs -^^^^^^^^^^^^^^^^^ -The term "grid" is used here to describe the spatial resolution of 0.5 geographic degrees. A global full data map contains a total of 259,200 grid cells (360 x 720), of which 67,420 grid cells are categorized as "land grids" and are considered valid for simulation purposes. In this study, the land grid cells are used to define a "gridded" map according to the coordinates and the indices of the 67,420 cells on the 360 x 720 grid. The inputs converted using the 67,420 grid cells according to the coordinate data file are called harmonized inputs. - -*AEZ.csv* -""""""""" -AEZ ID for each cell, 18 zones: 1-18 - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column - -*basin.csv* -""""""""""" -Basin ID for each cell, 235 basins: 1-235 - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column - -*country.csv* -""""""""""""" -Country ID for each cell, 249 countries: 1-249 - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column - -*GMIA_cropland.csv* -""""""""""""""""""" -Irrigation areas in 2005 in each grid cell - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column -* **Unit:** km\ :sup:`2` -* **Reference:** Siebert, 2013 - -*HYDE_cropland.csv* -""""""""""""""""""" -Irrigation area in 1900-2000 in each grid cell: every 10 years - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 11 columns (11 years) -* **Unit:** km\ :sup:`2` -* **Reference:** HYDE 3.1 Final, Klein Goldewijk et al., 2011 - -*HYDE_grassland.csv* -"""""""""""""""""""" -Irrigation areas in 1900-2000 in each grid cell: every 10 years - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 11 columns (11 years) -* **Unit:** km\ :sup:`2` -* **Reference:** HYDE 3.1 Final, Klein Goldewijk et al., 2011 - -*GPW_population.csv* -"""""""""""""""""""" -Population: 1990-2015 data, every 5 years - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 6 columns (6 years) -* **Unit:** N/A -* **Reference:** CIESIN, 2016 - -*HYDE_population.csv* -""""""""""""""""""""" -Population: 1750-2000 data, every 10 years - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 26 columns (26 years) -* **Unit:** N/A -* **Reference:** HYDE 3.1 Final, Klein Goldewijk et al., 2011 - -*livestock_(animal).csv* -"""""""""""""""""""""""" -6 files, containing the number of (buffalo/cattle/goat/pig/poultry/sheep) in each grid cell - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column -* **Unit:** head -* **Reference:** Wint and Robinson, 2007. - -*soil_moisture.csv* -""""""""""""""""""" -Population: Maximum Soil Moisture - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column -* **Unit:** mm/month -* **Reference:** FAO, 2003. - -*region32_grids.csv* -"""""""""""""""""""" -Region ID for each cell, 32 regions: 1-32 - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column - - -TemporalDownscaling -^^^^^^^^^^^^^^^^^^^ -The following files and folders are used during the temporal downscaling step. - -*DomesticR.csv* -""""""""""""""" -The amplitude (dimensionless) which measures the relative difference of domestic water withdraw between the warmest and coldest months. It is used in the temporal downscaling of domestic sector. - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 1 column, decimal values -* **Unit:** N/A -* **Reference:** calibrated by Huang et al., 2017 - -Irrigation -"""""""""" -The monthly gridded irrigation water withdrawal was estimated by relying on monthly irrigation results from other global hydrological models to quantify monthly weighting profiles of how irrigation is spread out within a year in a particular region and per crop type. +.. note:: This page is currently under construction in preparation for version 2 -In this folder, three global gridded monthly irrigation water withdrawal models are provided as references for the period of 1971-2010: +Conceptual Overview +------------------- +**tethys** consists of 2 stages: spatial downscaling and (optionally) temporal downscaling. -* H08 (Hanasaki et al., 2008a; 2008b) - - * *h08_wfdei_hist_varsoc_pirrww_global_monthly_1971_2010.nc* -* LPJmL (Rost et al., 2008) - - * *lpjml_wfdei_hist_varsoc_co2_pirrww_global_monthly_1971_2010.nc* -* PCR-GLOBWB (Van Beek et al., 2011; Wada et al., 2011) - - * *pcrglobwb_wfdei_varsoc_pirrww_global_monthly_1971_2010.nc* - -The original data files were obtained from ISI-MIP (Warszawski et al., 2014). We processed -the original data files into gridded monthly percentage values as the weighting profiles -applied in temporal downscaling of irrigation. - -The data files are classic NetCDF files. They follow the same format: - -* **Size**: 67,420 x 480 -* **Dimensions**: index, month -* **Datatype**: single -* **Variables**: 'pirrww' - -For more information about these three models and their data files, please refer to Huang -et al., 2017. - -ClimateForcing/WATCH -"""""""""""""""""""" -For temporal downscaling of electricity and domestic water withdrawal from annual to monthly, the gridded daily air temperature data from WATCH forcing data methodology applied to Era Interim reanalysis data (WFDEI) from 1971 to 2010 is applied (Weedon et al., 2014). - -.. note:: these may have been replaced by 1 file, *watch_wfdei_monthly_1971_2010.npz* - -*tas_watch_wfdei_monthly_1971_2010.mat* -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -Averaged temperature in a month. - -* **File Format:** mat (MATLAB formatted data), one variable: "tas" -* **Dimension:** 67,420 x 480 (480 months in 1971 - 2010) -* **Unit:** Celsius - -*hdd_cdd_tas_watch_wfdei_monthly_1971_2010.mat* -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -HDD (heating degree days) and CDD (cooling degree days) in a month - -* **File Format:** mat (MATLAB formatted data), two variables: "hdd" and "cdd" -* **Dimension:** 67,420 x 480 (480 months in 1971 - 2010) -* **Unit:** Celsius - -For more information about how to calculate HDD and CDD, please refer to Huang et al., -2017. - - -tethys/reference -^^^^^^^^^^^^^^^^ -In addition to the input files from the example data, there are a few reference files included with Tethys itself. The files in this folder are dependent files used by temporal downscaling modules of Tethys. They will be copied at install time to Tethys’s folder inside site-packages. - -*dist.csv* -"""""""""" -This file lists the distances between a target basin and its neighbor basins, to show the closest neighbor basins for a target basin. The basin IDs are based on the global basin map (235 basins). It is a fixed input. - -* **File Format:** csv, one header -* **Dimension:** 4 columns (target basin #, neighbor basin #, distance in m, value ID) -* **Unit:** meters -* **Reference:** N/A - -*obv_dom.csv* -""""""""""""" -Observed domestic water withdrawals (averaged) in 12 months at five cities in five different countries. The values do not need to be unformed under the same unit for different cities since normalized values (=each month / 12 month total) will be used by Tethys. - -* **File Format:** csv, one-row header -* **Dimension:** 5 rows (5 cities) x 18 columns (city name, country name, period of years, gird index in 67,420 cells, latitude, longitude, data of Jan, Feb, ..., Dec) -* **Unit:** N/A -* **Reference:** Collected and consolidated by Huang et al. (2017) - -*IEA_9_Countries_Monthly_AvgElectricity_2000_2015.csv* -"""""""""""""""""""""""""""""""""""""""""""""""""""""" -Observed electricity generation (averaged) in 12 months at 9 countries. Normalized values (=each month / 12 month total) will be used by Tethys. - -* **File Format:** csv, one-row header -* **Dimension:** 13 rows (12 months + 1) x 10 columns (9 countries + 1), the first row of data lists the country IDs from 249 counties (ID: 0-248), the first column of data lists the month index. -* **Unit:** GWh -* **Reference:** Collected and consolidated by Huang et al. (2017) from IEA historical data - - -.. _output-files: - -Output files ------------- -Below is an overview of the output files that will be created by Tethys, which include the downscaling results and some diagnostics files. +.. figure:: _static/overview.png + :width: 50% + :alt: overview + :align: center + :figclass: align-center -Downscaling Results +Spatial Downscaling ^^^^^^^^^^^^^^^^^^^ -The downscaled withdrawal results for each sector will be saved. They are divided into two groups, Spatial Downscaling (SD) results (file names starting with "wd") and Temporal Downscaling (TD) results (file names starting with "twd"). The following abbreviations for sectors are used in the file names: - -====================== ============ -Sector Name Abbreviation -====================== ============ -Domestic dom -Electricity Generation elec -Manufacturing mfg -Mining min -Irrigation irr -Livestock liv -====================== ============ - -The abbreviation "nonag" is used for non-agricultural sectors (i.e. the total of all but irrigation and livestock). - -.. Note:: - If you run Tethys for consumption, these outputs will be written to a seperate folder, and "wd" will be replaced with "cd" in the resulting file names. - - Be aware that at present the consumption output files are actually written with "wd" names first, and then renamed to "cd" names (hence why they are written to a separate folder). This means that if you do something like move withdrawal outputs into the consumption folder and then re-run consumption, or attempt to access consumption results after they have been written but before they have been renamed, unexpected behavior may occur. - -*wd(sector)_km3peryr.csv* -""""""""""""""""""""""""" -There are 8 spatial downscaling result files. One for each of the 6 sectors (dom/elec/mfg/min/irr/liv), combined results for the non-agricultural sectors (nonag), and the totals (total). - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 5+ columns (grid ID, lon, lat, ilon, ilat; first_year, ..., final_year) -* **Unit:** km\ :sup:`3` - -*twd(sector)_km3permonth.csv* -""""""""""""""""""""""""""""" -There are 6 temporal downscaling result files, one for each of the 6 sectors (dom/elec/mfg/min/irr/liv). - -* **File Format:** csv, one-row header -* **Dimension:** 67,420 rows x 5+ columns (grid ID, lon,lat, ilon, ilat; first_month, ... , final_month) -* **Unit:** km\ :sup:`3` - - -Diagnostics -^^^^^^^^^^^ -By default, Tethys will also output diagnostics files for quality control. These allow the user to verify the downscaling process has preserved the total amount of water used within a region for each time step, ensuring the output grid satisfies the boundary conditions imposed by GCAM. - -*Diagnostics_Spatial_Downscaling.csv* -""""""""""""""""""""""""""""""""""""" -This table is created by the diagnostics module for spatial downscaling. It lists the water withdrawal values for each year by region, and each water demand sector, comparing between downscaled results and input data from GCAM along with their differences. - -*Diagnostics_Temporal_Downscaling_Irrigation.csv* -""""""""""""""""""""""""""""""""""""""""""""""""" -*Diagnostics_Temporal_Downscaling_Domestic.png* -""""""""""""""""""""""""""""""""""""""""""""""" -*Diagnostics_Temporal_Downscaling_Electricity.png* -"""""""""""""""""""""""""""""""""""""""""""""""""" -.. note:: I don't believe the png files are currently created. +For each water demand sector, **tethys** disaggregates water demand *by region* into water demand *by grid cell* based on an appropriate spatial proxy. GCAM uses 6 water demand sectors, and past downscaling workflows have used the following proxy configuration: -These three files are created by the diagnostics module for temporal downscaling. A diagnostics table for irrigation sector will be generated listing the water withdrawal values for each year, each basin before and after temporal downscaling. Two figures will also be plotted to show the simulated monthly profiles for domestic sector and electricity generation sector respectively, comparing with overserved results. The observed monthly profiles were imported from files described in "tethys/reference" (Huang et al., 2017). +====================== =============== +Water Demand Sector Spatial Proxy +====================== =============== +Domestic/Municipal Population +Electricity Generation Population +Manufacturing Population +Mining Population +Livestock Livestock +Irrigation Irrigated area +====================== =============== -.. _downscaling-algorithms: - - -Downscaling Algorithms ----------------------- -Water withdrawal data is downscaled spatially first, then temporally. - -Spatial -^^^^^^^ -The algorithms for spatial downscaling were derived from research by Edmonds and Reilly [#Edmonds1985]_. - -Non-agricultural -"""""""""""""""" -For non-agricultural sectors (domestic, electricity, manufacturing, and mining), water withdrawal in each grid square is assumed to be proportional to that square's population [#Wada2011]_. The sectoral water withdrawal of grid i belonging to region j is given by +Within a region, it is assumed that the distribution of water demand is proportional to the distribution of the proxy. For example, a grid cell that is part of the USA region and contains 1% of the USA's population would be allocated 1% of the USA's municipal water demand. .. math:: - W_i = W_j\times\frac{P_i}{P_j}, + \text{demand}_\text{cell} = \text{demand}_\text{region} \times \frac{\text{proxy}_\text{cell}}{\text{proxy}_\text{region}} -where W_j is the sectoral withdrawal of region j, P_i is the human population of grid i, and P_j is the population of region j. +A sector may consist of multiple subsectors. For example, in GCAM, the livestock sector is split into 5 categories of animal products. Additionally, available proxy datasets may not map directly to these subsectors. **tethys** accounts for this by allowing user-defined mappings of water demand subsectors to proxy variables. The table below shows an example mapping between GCAM livestock subsectors and animal categories in the `GLW 3 `_ dataset. -Irrigation -"""""""""" -Irrigation water withdrawal is downscaled using global coverage of gridded cropland areas equipped with irrigation [#Siebert2007]_ [#Portmann2008]_. +=================== ================ +Livestock Subsector Spatial Proxy +=================== ================ +Beef Buffalo + Cattle +Dairy Buffalo + Cattle +Pork Pig +Poultry Chicken + Duck +SheepGoat Sheep + Goat +=================== ================ -Irrigation water withdrawal is the total of water withdrawal for 13 crop types: Corn, FiberCrop, MiscCrop, OilCrop, OtherGrain, PalmFruit, Rice, Root_Tuber, SugarCrop, Wheat, FodderHerb, FodderGrass, and biomass. The Demeter outputs contain the fraction of land use for all crops except biomass, for each grid cell in 5 year timesteps. For these 12 crops, water withdrawal from each region-basin is distributed among its constituent grid cells, proportional to the amount of land used for that crop in that grid cell. At present, biomass is divided evenly between a region's cells, with respect to the area of that cell. +Subsectoral water demand estimates are sometimes only available at a coarser scale than estimates for the entire sector. This is the case for GCAM-USA, which only has water demand for each livestock subsector at the scale of the entire USA, while each state only has total demand for the entire livestock sector. **tethys** handles this by first downscaling each subsector using the specified proxy as usual, then harmonizing the result so that the total is consistent with the finer-scale constraint on the entire sector. -Livestock -""""""""" -The gridded global maps of livestock in six types (cattle, buffalo, sheep, goats, pigs and poultry) are used as a proxy to downscale livestock water withdrawal [#Wada2011]_ [#Alcamo2002]_ [#Florke2004]_. Water withdrawal for livestock in grid i of region j is given by - -.. math:: - W_i = \sum_{L}W_{Lj}\times\frac{P_{Li}}{P_{Lj}}, +Since proxy datasets are not always available at the same spatial resolution as the desired output, **tethys** automatically re-grids proxies prior to downscaling. **tethys** also temporally interpolates proxies to the same years as the input demand data. -where the sum is over the 6 livestock types, W_Lj is the water withdrawal for livestock type L in region j, P_Li is the number of L in grid i, and P_Lj is the number of L in region j. +Temporal Downscaling +^^^^^^^^^^^^^^^^^^^^ +**tethys** uses sector-specific formulas from the literature for temporal downscaling, which are described in detail below. In general, these determine the fraction of a year's water demand to allocate to each month based on a statistical relationship between monthly water demand and some other monthly variable. When necessary, outputs from spatial downscaling are interpolated to annual time steps as an intermediate step. -.. - some intermediate steps (gfrac, bfrac) have been ommitted, more data prep than downscaling procedure? +Domestic/Municipal +"""""""""""""""""" +Temporal downscaling for the domestic/municipal sector follows the formula from Wada et al. (2011), which uses monthly temperature and a regional amplitude coefficient to reproduce summer peaks. For each grid cell, +.. math:: + \text{demand}_\text{month} = \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) -Temporal -^^^^^^^^ -When the data from GCAM is not annual, such as the 5-year increments from the example, annual data is estimated in an intermediate step by applying linear interpolation to the spatial downscaling results. Then, the following algorithms are applied to the annual estimates to produce monthly estimates for each sector. +Electricity Generation +"""""""""""""""""""""" +Temporal downscaling for the electricity generation sector follows the formula from Voisin et al. (2013), which assumes that monthly water demand is proportional to monthly electricity demand, which in turn depends on heating and cooling degree days (HDD and CDD). -Livestock, Manufacturing, and Mining -"""""""""""""""""""""""""""""""""""" -For the livestock, manufacturing and mining sectors, it was assumed that water withdrawal is uniform throughout the year. As months (and years) can have different numbers of days, this is also taken into consideration. For month i of year j, the monthly water withdrawal for any of these sectors is given by +When both annual heating and cooling are above certain thresholds, the water withdrawal for electricity generation in month i of year j is given by .. math:: - - W_i = W_j\times\frac{D_i}{D_j} + W_{ij} = W_j\times\left[p_b\times\left(p_h\frac{\text{HDD}_{ij}}{\sum\text{HDD}_{ij}}+p_c\frac{\text{CDD}_{ij}}{\sum\text{CDD}_{ij}}+p_u\frac{1}{12}\right)+p_{it}\frac{1}{12}\right] -.. - math isn't typesetting for some reason? It works when I test with alabaster theme locally, but not when I use conf.py - -where W_j is the annual sectoral withdrawal, D_i is the number of days in month i, and D_j is the number of days in year j. +where W_j is the water withdrawal for electricity generation in year j, the p values are taken from :ref:`TD_Elec_paras`, and monthly and annual HDD/CDD values are calculated from :ref:`ClimateForcing/WATCH`. When sum(HDD) < 650 or sum(CDD) < 450, slightly different versions of this formula are used. Irrigation """""""""" The monthly gridded irrigation water withdrawal was estimated by relying on monthly irrigation results from several global hydrological models (e.g. H08 [#Hanasaki2008a]_ [#Hanasaki2008b]_, LPJmL [#Rost2008]_, and PCR-GLOBWB [#Wada2011]_ [#VanBeek2011]_) to quantify monthly weighting profiles of how irrigation is spread out within a year in a particular region and per crop type. -Domestic -"""""""" -Temporally downscaling domestic water withdrawal from annual to monthly was based on a formula from [#Wada2011]_ and [#Voisin2013]_ and utilizing monthly temperature data; details of data sources were listed in [#huang2017]_. For each grid square, domestic water withdrawal in month i of year j is given by +Other +""""" +For the livestock, manufacturing, and mining sectors it was assumed that water withdrawal is uniform throughout the year. As months (and years) can have different numbers of days, this is also taken into consideration. For month i of year j, the monthly water withdrawal for any of these sectors is given by .. math:: - W_{d_{ij}} = \frac{W_{d_j}}{12}\left(\frac{T_{ij}-T_{\text{avg}}}{T_{\max}-T_{\min}}R+1\right), -where W_d_j is the domestic withdrawal in year j, T_ij is the average temperature of that month, and T_avg, T_max, and T_min are the average maximum and minimum monthly temperature of that year, and R is the amplitude of relative withdrawal between the warmest and coldest months, as found in :ref:`*DomesticR.csv*`. + W_i = W_j\times\frac{D_i}{D_j} -Electricity Generation -"""""""""""""""""""""" -Temporally downscaling electric water withdrawal from annual to monthly was based on the assumption that the amount of water withdrawal for electricity generation is proportional to the amount of electricity generated [#Voisin2013]_ [#Hejazi2015]_. -When both annual heating and cooling are above certain thresholds, the water withdrawal for electricity generation in month i of year j is given by +where W_j is the annual sectoral withdrawal, D_i is the number of days in month i, and D_j is the number of days in year j. -.. math:: - W_{ij} = W_j\times\left[p_b\times\left(p_h\frac{\text{HDD}_{ij}}{\sum\text{HDD}_{ij}}+p_c\frac{\text{CDD}_{ij}}{\sum\text{CDD}_{ij}}+p_u\frac{1}{12}\right)+p_{it}\frac{1}{12}\right] - -where W_j is the water withdrawal for electricity generation in year j, the p values are taken from :ref:`TD_Elec_paras`, and monthly and annual HDD/CDD values are calculated from :ref:`ClimateForcing/WATCH`. When sum(HDD) < 650 or sum(CDD) < 450, slightly different versions of this formula are used. -.. - need to elaborate on this explanation a bit, can't find source on meaning of alternate formulae + +Configuration File +------------------ +**tethys** uses a YAML configuration file. diff --git a/tethys/model.py b/tethys/model.py index 625bee9..489afba 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -139,6 +139,7 @@ def _load_inputs(self): def downscale(self, distribution, inputs, region_masks): """Actual spatial downscaling happens here + :param distribution: DataArray (sector, year, lat, lon) spatial distribution of proxies :param inputs: DataArray (region, sector, year) demand values by region, sector, year :param region_masks: DataArray (lat, lon, region) of bools, True if (lat, lon) belongs to region From 6341beba3b8aaaa8739f5aefaf5a26aa199bca2c Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 16 Jan 2023 18:01:20 -0500 Subject: [PATCH 119/142] working on docs --- docs/source/getting_started.rst | 14 +-- docs/source/user_guide.rst | 211 ++++++++++++++++++++++++++------ tethys/model.py | 22 ++-- tethys/region_data.py | 10 +- 4 files changed, 195 insertions(+), 62 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index c79b75a..315e913 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -30,16 +30,16 @@ First of all you'll need to have Python installed. Currently, **tethys** can be cloned from https://github.com/JGCRI/tethys using:: $ git clone https://github.com/JGCRI/tethys - + The next commands need to be run from within the tethys directory you just downloaded, so change directory with:: - $ cd tethys + $ cd tethys Once downloaded, install as a Python package by running *setup.py* from the command line:: - $ python setup.py install - + $ python setup.py install + This will automatically install the dependencies. In order to avoid package version conflicts, consider using a virtual environment. In the future, easy installation will be available via pip. @@ -52,7 +52,7 @@ Example data is available for download at https://zenodo.org/record/6399117/file The data can also be directly downloaded for the latest release version as follows:: - import tethys + import tethys # the directory that you want to download and extract the example data to data_dir = "" @@ -68,8 +68,8 @@ Run ----------------------------------- Verify the installation was successful by running the following in Python:: - import tethys - + import tethys + Make sure the config file is properly set up and somewhere Python can find it (or use its absolute file path), then run:: dmw = tethys.model.run_model('config.ini') diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index b072b2d..5ebb46f 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -58,89 +58,224 @@ Temporal Downscaling Domestic/Municipal """""""""""""""""" -Temporal downscaling for the domestic/municipal sector follows the formula from Wada et al. (2011), which uses monthly temperature and a regional amplitude coefficient to reproduce summer peaks. For each grid cell, +Temporal downscaling for the domestic/municipal sector follows the formula from `Wada et al. (2011) `_, which uses monthly temperature and a regional amplitude coefficient to reproduce summer peaks. For each grid cell, .. math:: \text{demand}_\text{month} = \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) Electricity Generation """""""""""""""""""""" -Temporal downscaling for the electricity generation sector follows the formula from Voisin et al. (2013), which assumes that monthly water demand is proportional to monthly electricity demand, which in turn depends on heating and cooling degree days (HDD and CDD). +Temporal downscaling for the electricity generation sector follows the formula from `Voisin et al. (2013) `_, which assumes that monthly water demand is proportional to monthly electricity demand, which in turn depends on heating and cooling degree days (HDD and CDD). HDD for a month or year is defined as the sum of :math:`(\text{temperature}_\text{day} - 18^{\circ}\text{C})` across all days in the time period, while CDD is the sum of :math:`(18^{\circ}\text{C} - \text{temperature}_\text{day})`. For grid cells where annual HDD > 450 and CDD > 650, -When both annual heating and cooling are above certain thresholds, the water withdrawal for electricity generation in month i of year j is given by +.. math:: + \text{demand}_\text{month} = \text{demand}_\text{year} \times \left( p_\text{heating}\frac{\text{HDD}_\text{month}}{\text{HDD}_\text{year}} + p_\text{cooling}\frac{\text{CDD}_\text{month}}{\text{CDD}_\text{year}} + p_\text{other}\frac{1}{12} \right), + +where :math:`p_\text{heating}` is the share of the region's annual electricity consumption used for heating buildings, :math:`p_\text{cooling}` is the share used for cooling buildings, and :math:`p_\text{other}` the share for all other uses in buildings, as well as for industry and transportation. These proportions come from region-scale data, but there may be cells in a region that do not have heating or cooling infrastructure (for example, because it doesn't usually get cold there), so this formula is modified for cells depending on annual HDD and CDD as described in `Huang et al. (2018) `_. When HDD > 450, but CDD < 650, + +.. math:: + \text{demand}_\text{month} = \text{demand}_\text{year} \times \left( (p_\text{heating} + p_\text{cooling} )\frac{\text{HDD}_\text{month}}{\text{HDD}_\text{year}} + p_\text{other}\frac{1}{12} \right). + +Similarly, when CDD > 650, but HDD < 450 .. math:: - W_{ij} = W_j\times\left[p_b\times\left(p_h\frac{\text{HDD}_{ij}}{\sum\text{HDD}_{ij}}+p_c\frac{\text{CDD}_{ij}}{\sum\text{CDD}_{ij}}+p_u\frac{1}{12}\right)+p_{it}\frac{1}{12}\right] + \text{demand}_\text{month} = \text{demand}_\text{year} \times \left( (p_\text{cooling} + p_\text{heating} )\frac{\text{CDD}_\text{month}}{\text{CDD}_\text{year}} + p_\text{other}\frac{1}{12} \right). -where W_j is the water withdrawal for electricity generation in year j, the p values are taken from :ref:`TD_Elec_paras`, and monthly and annual HDD/CDD values are calculated from :ref:`ClimateForcing/WATCH`. When sum(HDD) < 650 or sum(CDD) < 450, slightly different versions of this formula are used. +When both HDD < 450 and CDD < 650, all sources of monthly variation vanish, leaving + +.. math:: + \text{demand}_\text{month} = \text{demand}_\text{year} \times \frac{1}{12}. Irrigation """""""""" -The monthly gridded irrigation water withdrawal was estimated by relying on monthly irrigation results from several global hydrological models (e.g. H08 [#Hanasaki2008a]_ [#Hanasaki2008b]_, LPJmL [#Rost2008]_, and PCR-GLOBWB [#Wada2011]_ [#VanBeek2011]_) to quantify monthly weighting profiles of how irrigation is spread out within a year in a particular region and per crop type. +Temporal downscaling for the irrigation sector is based on monthly irrigation profiles calculated from exogenous crop water models. Users supply monthly gridded irrigation data from a model of their choice, which is then averaged over the region-basin, and applied as follows: + +.. math:: + \text{demand}_\text{month} = \text{demand}_\text{year} \times \frac{\text{irrigation}_\text{month}}{\text{irrigation}_\text{year}}. Other """"" -For the livestock, manufacturing, and mining sectors it was assumed that water withdrawal is uniform throughout the year. As months (and years) can have different numbers of days, this is also taken into consideration. For month i of year j, the monthly water withdrawal for any of these sectors is given by +Temoral downscaling of the livestock, manufacturing, and mining sectors assumes that monthly water demand is uniform, following Wada et al. (2011). .. math:: + \text{demand}_\text{month} = \text{demand}_\text{year} \times \frac{1}{12} - W_i = W_j\times\frac{D_i}{D_j} - -where W_j is the annual sectoral withdrawal, D_i is the number of days in month i, and D_j is the number of days in year j. - +As new methods are developed for temporally downscaling these sectors, they will be added. Configuration File ------------------ -**tethys** uses a YAML configuration file. +**tethys** uses a `YAML `_ configuration file. The options in this file correspond to the arguments passed to the :ref:`Tethys class `. Options not present in the config file will use the default. An overview is provided in the following table, with more details and examples below. + +======================== ======================================================= +Option Description +======================== ======================================================= +:ref:`years` list of years to be included spatial downscaling +:ref:`resolution` resolution in degrees for spatial downscaling +:ref:`demand_type` choice between "withdrawals" (default) or "consumption" +:ref:`perform_temporal` choice between "false" (default) or "true" +:ref:`gcam_db` relative path to a GCAM database +:ref:`csv` relative path to csv file containing inputs +:ref:`output_file` name of file to write outputs to +:ref:`compress_outputs` choice between "true" (default) or "false" +:ref:`downscaling_rules` see details +:ref:`proxy_files` see details +:ref:`map_files` see details +:ref:`temporal_files` see details +======================== ======================================================= + + +years +^^^^^ +List of years for spatial downscaling. Region-scale input demands will be filtered to these years. Proxy data will be linearly interpolated to the years on this list (except for years outside the endpoints of the proxy data, which will use the nearest endpoint). + +.. code-block:: yaml + + years: [2010, 2015, 2020, 2025] + + +resolution +^^^^^^^^^^ +Output resolution in degrees for spatial downscaling. Proxies will be regridded to this resolution. + +.. code-block:: yaml + + resolution: 0.125 + + +demand_type +^^^^^^^^^^^ +Whether the demands are water withdrawals or conusmption. Default is withdrawals. This option determines what values will be checked in the GCAM database if used, and will be passed along to the outputs. +.. code-block:: yaml + demand_type: consumption -References ----------- -.. - NOTE: The below references were all copied from the previous version. In-line reference links have also been preserved in most sections that were largely copied from the previous verion. This should be reviewed. -.. [#Li2017] Li, X., Vernon, C.R., Hejazi, M.I., Link, R.P, Feng, L., Liu, Y., Rauchenstein, L.T., 2017. Xanthos – A Global Hydrologic Model. Journal of Open Research Software 5(1): 21. DOI: http://doi.org/10.5334/jors.181 +perform_temporal +^^^^^^^^^^^^^^^^ +Whether to perform temporal downscaling or not. Default is false. -.. [#Edmonds1985] Edmonds, J., and Reilly, J. M., 1985. Global Energy: Assessing the Future. Oxford University Press, New York, pp.317. +.. code-block:: yaml -.. [#Edmonds1997] Edmonds, J., Wise, M., Pitcher, H., Richels, R., Wigley, T. and Maccracken, C., 1997. An integrated assessment of climate change and the accelerated introduction of advanced energy technologies-an application of MiniCAM 1.0. Mitigation and adaptation strategies for global change 1(4): 311-339. DOI: http://dx.doi.org/10.1023/B:MITI.0000027386.34214.60 + perform_temporal: true -.. [#Hejazi2014] Hejazi, M.I., Edmonds, J., Clarke, L., Kyle, P., Davies, E., Chaturvedi, V., Wise, M., Patel, P., Eom, J. and Calvin, K., 2014. Integrated assessment of global water scarcity over the 21st century under multiple climate change mitigation policies. Hydrology and Earth System Sciences 18: 2859-2883. DOI: http://dx.doi.org/10.5194/hess-18-2859-2014 -.. [#Huang2017] Huang, Z., Hejazi, M., Li, X., Tang, Q., Leng, G., Liu, Y., Döll, P., Eisner, S., Gerten, D., Hanasaki, N., and Wada, Y., 2017. Reconstruction of global gridded monthly sectoral water withdrawals for 1971–2010 and analysis of their spatiotemporal patterns, Hydrology and Earth System Sciences Discussions, DOI: https://doi.org/10.5194/hess-2017-551 +gcam_db +^^^^^^^ +Path to a GCAM database (the folder containing a bunch of *.basex* files). + +.. code-block:: yaml + + gcam_db: data/GCAM_databases/my_GCAM_db + + +csv +^^^ +As an alternative to ``gcam_db``, path to a csv file containing region-scale water demand inputs. The file should have the following columns: region, sector, year, and value. + +.. code-block:: yaml + + csv: data/example_input.csv + + +output_file +^^^^^^^^^^^ +Filepath in which outputs will be written. If none (default), outputs will not be saved, but they can be interacted with in-memory via the outputs attribute of the Tethys class. If the path is not absolute, it will be relative to the directory containing the config file. This file will be overwritten if it exist already and created if it doesn't, but the directory containing it must already exist. + +.. code-block:: yaml + + output_file: outputs/tethys_outputs.nc # the folder "/outputs" must already exist + + +compress_outputs +^^^^^^^^^^^^^^^^ +Whether or not to compress the outputs. Defaults to true. This will use zlib level 5, but you can have more customization over this by interacting directly with the outputs attribute of the Tethys class. + +.. code-block:: yaml + + compress_outputs: false # because we want our outputs files to be really big for some reason + + +downscaling_rules +^^^^^^^^^^^^^^^^^ +A mapping between water demand sectors and proxy variables. The simplest kind of entry is of the form ``sector: proxy``, like for the Municipal sector in the example below. When a sector is composed of multiple subsectors, a second layer of mappings is allowed (as with Livestock in the example below). The proxy can optionally be a list of variables. + +.. code-block:: yaml + + downscaling_rules: + Municipal: Population + Livestock: + Beef: [Buffalo, Cattle] + Dairy: [Buffalo, Cattle] + Pork: Pig + Poultry: [Chicken, Duck] + SheepGoat: [Sheep, Goat] + + +proxy_files +^^^^^^^^^^^ +A mapping of file paths (absolute, or relative to the config file) to the proxy variables and years they contain, as well as any flags needed to interpret them. The entries are of the form + +.. code-block:: yaml + + filepath: + variables: # variable or list of variables in the file + years: # year or list of years in the file + flags: # flag or list of flags to help interpret the file (optional) + +Flags understood are 'cell_area_share', and 'short_name_as_name'. 'cell_area_share' means that the grid cell values in the file correspond to the share of that cell covered by the variable, so **tethys** multiplies by the area of the cell to obtain a quantity that can be used as a proxy. 'short_name_as_name' is for netCDF files where ``variables`` corresponds to the 'short_name' attribute, not the variable name. -.. [#Wada2011] Wada, Y., Van Beek, L.P.H., Viviroli, D., Dürr, H.H., Weingartner, R. and Bierkens, M.F., 2011. Global monthly water stress: 2. Water withdrawal and severity of water stress. Water Resources Research 47(7): W07518. DOI: http://dx.doi.org/10.1029/2010WR009792 +For files systematically named by variable and/or year, the file path can contain ``{variable}`` and ``{year}``, and the corresponding values will be substituted. If the files use abbreviated names, then ``variables`` can be a mapping of ``variable: abbreviation`` pairs. -.. [#Siebert2007] Siebert, S., Döll, P., Feick, S., Hoogeveen, J. and Frenken, K., 2007. Global map of irrigation areas version 4.0. 1. Johann Wolfgang Goethe University, Frankfurt am Main, Germany/Food and Agriculture Organization of the United Nations, Rome, Italy. +.. code-block:: yaml -.. [#Portmann2008] Portmann, F.T., Siebert, S., Bauer, C. and Döll, P., 2008. Global dataset of monthly growing areas of 26 irrigated crops: version 1.0. University of Frankfurt, Germany. + proxy_files: + + # 4 files, each containing Population data for a single year + data/population/ssp1_{year}.tif: + variables: Population + years: [2010, 2020, 2030, 2040] -.. [#Klein2011] Klein Goldewijk, K., Beusen, A., Van Drecht, G. and De Vos, M., 2011. The HYDE 3.1 spatially explicit database of human induced global land use change over the past 12,000 years. Global Ecology and Biogeography 20(1): 73-86. DOI: https://doi.org/10.1111/j.1466-8238.2010.00587.x + # 7 files, each containing data for a single animal in 2010 + # files are named using abbreviations like '5_Bf_2010_Da.tif', + # but we refer to the variable with the full name like 'Buffalo' + data/GLW3/5_{variable}_2010_Da.tif: + variables: {Buffalo: Bf, Cattle: Ct, Sheep: Sh, Goat: Gt, Chicken: Ch, Duck: Dk, Pig: Pg} + years: 2010 -.. [#CIESIN2016] Center for International Earth Science Information Network (CIESIN) - Columbia University. 2016. Gridded Population of the World, Version 4 (GPWv4): Population Count. NASA Socioeconomic Data and Applications Center (SEDAC), Palisades, NY. DOI: http://dx.doi.org/10.7927/H4X63JVC + # 6 files, each containing multiple variables for a single year + # the variables represent the share of area in the grid cell, not the total area + # we only extract the variables whose netCDF short_name is in the list + data/Demeter/ssp1_rcp26_gfdl_{year}.nc: + flags: [cell_area_share, short_name_as_name] + variables: [Corn_irr, Cotton_irr, OtherCrop_irr, Soy_irr, Rice_irr, Sugarcrop_irr, Wheat_irr] + years: [2005, 2010, 2015, 2020, 2025, 2030] + -.. [#Siebert2013] Siebert, S., Henrich, V., Frenken, K., and Burke, J., 2013. Global Map of Irrigation Areas version 5. Rheinische Friedrich-Wilhelms-University, Bonn, Germany / Food and Agriculture Organization of the United Nations, Rome, Italy. +map_files +^^^^^^^^^ +List of paths to map files. These should be geotiffs with an attribute called 'names' containing a mapping of names to region numbers. 0 is reserved for nonland/ignored regions. -.. [#Wint2007] Wint, W. and Robinson, T., 2007. Gridded livestock of the world. Food and Agriculture Organization (FAO), report 131, Rome. +.. code-block:: yaml -.. [#Alcamo2002] Alcamo, J. and Henrichs, T., 2002. Critical regions: A model-based estimation of world water resources sensitive to global changes. Aquatic Sciences-Research Across Boundaries, 64(4): 352-362. DOI: https://doi.org/10.1007/PL00012591 + map_files: [data/maps/regions.tif, data/maps/regionbasins.tif] -.. [#Florke2004] Flörke, M. and Alcamo, J., 2004. European outlook on water use. Center for Environmental Systems Research, University of Kassel, Final Report, EEA/RNC/03/007, 83. -.. [#Hanasaki2008a] Hanasaki, N., Kanae, S., Oki, T., Masuda, K., Motoya, K., Shirakawa, N., Shen, Y. and Tanaka, K., 2008. An integrated model for the assessment of global water resources–Part 1: Model description and input meteorological forcing. Hydrology and Earth System Sciences 12(4): 1007-1025. DOI: https://doi.org/10.5194/hess-12-1007-2008 -.. [#Hanasaki2008b] Hanasaki, N., Kanae, S., Oki, T., Masuda, K., Motoya, K., Shirakawa, N., Shen, Y. and Tanaka, K., 2008. An integrated model for the assessment of global water resources–Part 2: Applications and assessments. Hydrology and Earth System Sciences 12(4): 1027-1037. DOI: https://doi.org/10.5194/hess-12-1027-2008 +temporal_files +^^^^^^^^^^^^^^ +Mapping of files that will be accessible to temporal downscaling methods. -.. [#Rost2008] Rost, S., Gerten, D., Bondeau, A., Lucht, W., Rohwer, J. and Schaphoff, S., 2008. Agricultural green and blue water consumption and its influence on the global water system. Water Resources Research 44(9): W09405. DOI: https://doi.org/10.1029/2007WR006331 +.. code-block:: yaml -.. [#VanBeek2011] Van Beek, L.P.H., Wada, Y. and Bierkens, M.F., 2011. Global monthly water stress: 1. Water balance and water availability. Water Resources Research 47(7): W07517. DOI: https://doi.org/10.1029/2010WR009791 + temporal_files: + HDD: data/temporal/HDD_monthly.nc + CDD: data/temporal/CDD_monthly.nc -.. [#Voisin2013] Voisin, N., Liu, L., Hejazi, M., Tesfa, T., Li, H., Huang, M., Liu, Y. and Leung, L.R., 2013. One-way coupling of an integrated assessment model and a water resources model: evaluation and implications of future changes over the US Midwest. Hydrology and Earth System Sciences 17(11): 4555-4575. DOI: https://doi.org/10.5194/hess-17-4555-2013 -.. [#Hejazi2015] Hejazi, M.I., Voisin, N., Liu, L., Bramer, L.M., Fortin, D.C., Hathaway, J.E., Huang, M., Kyle, P., Leung, L.R., Li, H.Y. and Liu, Y., 2015. 21st century United States emissions mitigation could increase water stress more than the climate change it is mitigating. Proceedings of the National Academy of Sciences 112(34): 10635-10640. DOI: https://doi.org/10.1073/pnas.1421675112 +Generalization +-------------- +**tethys** was developed with consideration for GCAM's breakdown of water demand, but was designed to be as flexible as possible with support for user-specified downscaling configurations. -.. [#Kim2016] Kim, S.H., Hejazi, M., Liu, L., Calvin, K., Clarke, L., Edmonds, J., Kyle, P., Patel, P., Wise, M. and Davies, E., 2016. Balancing global water availability and use at basin scale in an integrated assessment model. Climatic Change 136(2): 217-231. DOI: http://dx.doi.org/10.1007/s10584-016-1604-6 +Fundamentally, spatial downscaling requires -.. [#NetCDF] An Introduction to NetCDF. http://www.unidata.ucar.edu/software/netcdf/docs/netcdf_introduction.html \ No newline at end of file diff --git a/tethys/model.py b/tethys/model.py index 489afba..6bb5d4a 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -19,9 +19,8 @@ class Tethys: """Model wrapper for Tethys""" def __init__(self, config_file='', years=None, resolution=0.125, demand_type='withdrawals', - perform_temporal=False, dbpath=None, dbfile=None, csv=None, write_outputs=False, output_folder='', - output_file=None, compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, - temporal_files=None): + perform_temporal=False, gcam_db=None, csv=None, output_file=None, + compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): """ # TODO """ @@ -34,15 +33,12 @@ def __init__(self, config_file='', years=None, resolution=0.125, demand_type='wi self.perform_temporal = perform_temporal # GCAM database info - self.dbpath = dbpath - self.dbfile = dbfile + self.gcam_db = os.path.join(self.root, gcam_db) # csv as alternative - self.csv = csv + self.csv = os.path.join(self.root, csv) # outputs - self.write_outputs = write_outputs - self.output_folder = output_folder self.output_file = output_file self.compress_outputs = compress_outputs @@ -131,7 +127,7 @@ def _load_inputs(self): else: sectors = [j for i in self.downscaling_rules.values() if isinstance(i, dict) for j in i] + \ list(self.downscaling_rules.keys()) - self.inputs = load_region_data(os.path.join(self.root, self.dbpath), self.dbfile, sectors, self.demand_type) + self.inputs = load_region_data(self.gcam_db, sectors, self.demand_type) # filter inputs to valid regions and years self.inputs = self.inputs[(self.inputs.region.isin(self.region_masks.region.data)) & @@ -219,7 +215,7 @@ def run_model(self): hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, out_years) cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, out_years) - weights = elec_sector_weights(self.dbpath, self.dbfile) + weights = elec_sector_weights(self.gcam_db) weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & (weights.region.isin(self.region_masks.region.data)) & (weights.year.isin(self.years))].set_index( @@ -248,11 +244,11 @@ def run_model(self): self.outputs.update(downscaled.to_dataset(dim='sector')) - if self.write_outputs: + if self.output_file is not None: print('Writing Outputs') if self.compress_outputs: # TODO: could give users more control over this? or tell them to use self.outputs directly? encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} - self.outputs.to_netcdf(os.path.join(self.output_folder, self.output_file), encoding=encoding) + self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) else: - self.outputs.to_netcdf(os.path.join(self.output_folder, self.output_file)) + self.outputs.to_netcdf(os.path.join(self.root, self.output_file)) diff --git a/tethys/region_data.py b/tethys/region_data.py index ea1a6da..060460e 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -1,12 +1,12 @@ +import os import gcamreader from tethys.utils.easy_query import easy_query -def load_region_data(dbpath, dbfile, sectors, demand_type='withdrawals'): +def load_region_data(gcam_db, sectors, demand_type='withdrawals'): """Load region-scale water demand from GCAM needed to carry out a configuration - :param dbpath: path to folder containing dbfile (see gcamreader docs) - :param dbfile: name of GCAM database (the folder containing the .basex files) + :param gcam_db: path to GCAM database (the folder containing the .basex files) :param sectors: GCAM sectors to filter to (friendly names will be converted to unfriendly names) :param demand_type: 'withdrawals' or 'consumption' :return: pandas dataframe with columns 'region', 'sector', 'year', 'value' @@ -14,6 +14,7 @@ def load_region_data(dbpath, dbfile, sectors, demand_type='withdrawals'): sectors = [unfriendly_sector_name(i) for i in sectors] + dbpath, dbfile = os.path.split(gcam_db) conn = gcamreader.LocalDBConn(dbpath, dbfile) df = conn.runQuery(easy_query('demand-physical', sector=sectors, technology='!water_td_*', @@ -65,9 +66,10 @@ def unfriendly_sector_name(x): return x -def elec_sector_weights(dbpath, dbfile): +def elec_sector_weights(gcam_db): """Get the electricity sector weights from GCAM database""" + dbpath, dbfile = os.path.split(gcam_db) conn = gcamreader.LocalDBConn(dbpath, dbfile) df = conn.runQuery(easy_query('demand-physical', input=['elect_td_bld', 'elect_td_ind', 'elect_td_trn'])) From d781a87476b27b1d4e076e1b119bd02234a6aa54 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 17 Jan 2023 17:03:49 -0500 Subject: [PATCH 120/142] making relative paths work --- docs/source/getting_started.rst | 26 +++++++++----------------- docs/source/user_guide.rst | 31 ++++++++++++++++++++++++++++++- tethys/model.py | 32 +++++++++++++++++++++++--------- 3 files changed, 62 insertions(+), 27 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 315e913..84b0e5c 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -19,12 +19,9 @@ While **tethys** is designed to integrate seamlessly with GCAM, it has the abili Installation ------------ -First of all you'll need to have Python installed. +First of all you'll need to have `Python `_ installed. -* Python (tested on 3.9) https://www.python.org/downloads/ -* Java https://www.java.com/en/download/ - -.. note:: Without Java installed, the dependency gcamreader will be unable to query the GCAM database files. +If you plan on querying a GCAM database, you'll need `Java `_ installed and added to your path. Currently, **tethys** can be cloned from https://github.com/JGCRI/tethys using:: @@ -35,7 +32,6 @@ The next commands need to be run from within the tethys directory you just downl $ cd tethys - Once downloaded, install as a Python package by running *setup.py* from the command line:: $ python setup.py install @@ -44,7 +40,6 @@ This will automatically install the dependencies. In order to avoid package vers In the future, easy installation will be available via pip. -.. _installing-package-data: Example Data ------------ @@ -56,22 +51,19 @@ The data can also be directly downloaded for the latest release version as follo # the directory that you want to download and extract the example data to data_dir = "" - + # download and unzip the package data to your local machine tethys.get_package_data(data_dir) -.. note:: Although the download is 2.1 GB, the extracted data will require around **9.6 GB** of storage space. - -Once extracted, change the paths in *config.ini* to point to the relevant files and directories on your machine. Run ------------------------------------ -Verify the installation was successful by running the following in Python:: +--- +Verify the installation was successful by running the following in Python - import tethys +.. code-block:: python + + from tethys import run_model -Make sure the config file is properly set up and somewhere Python can find it (or use its absolute file path), then run:: + m = run_model('tethys\example\config_minimal.yml') - dmw = tethys.model.run_model('config.ini') -Logging info should begin printing to the console, and after a few minutes downscaled data and diagnostics output files will be created. diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 5ebb46f..7bf1578 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -277,5 +277,34 @@ Generalization -------------- **tethys** was developed with consideration for GCAM's breakdown of water demand, but was designed to be as flexible as possible with support for user-specified downscaling configurations. -Fundamentally, spatial downscaling requires +Fundamentally, proxy-based spatial downscaling requires + +* region-scale input data (to be downscaled) +* gridded proxy data +* a map defining what grid cells belong to each region + +The configuration file provides an :ref:`interface ` for describing the relationship between input sectors and proxy variables, which enables **tethys** to be compatible with versions of GCAM using different breakdowns of water demand (for example, different crop types), but also allows it to downscale water demand data from other models and sources. This flexibility makes it easy to run **tethys** with new input and proxy datasets as they become available. + +Suppose we had region-scale Municipal water demand data by income decile, as well as Population datasets broken out similarly. Then this could be represented in the config file with something like + +.. code-block:: yaml + + downscaling_rules: + Municipal: + Municipal_d1: Population_d1 + Municipal_d2: Population_d2 + Municipal_d3: Population_d3 + Municipal_d4: Population_d4 + Municipal_d5: Population_d5 + Municipal_d6: Population_d6 + Municipal_d7: Population_d7 + Municipal_d8: Population_d8 + Municipal_d9: Population_d9 + Municipal_d10: Population_d10 + + proxy_files: + data/Population/{variable}_{year}.tif: + variables: [Population_d1, Population_d2, Population_d3, Population_d4, Population_d5, + Population_d6, Population_d7, Population_d8, Population_d9, Population_d10] + years: [2005, 2010, 2015, 2020] diff --git a/tethys/model.py b/tethys/model.py index 6bb5d4a..58100f2 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -18,13 +18,13 @@ class Tethys: """Model wrapper for Tethys""" - def __init__(self, config_file='', years=None, resolution=0.125, demand_type='withdrawals', - perform_temporal=False, gcam_db=None, csv=None, output_file=None, - compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): + def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', + perform_temporal=False, gcam_db=None, csv=None, output_file=None, compress_outputs=True, + downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): """ # TODO """ - self.root = os.path.dirname(config_file) + self.root = None # project level settings self.years = years @@ -33,10 +33,10 @@ def __init__(self, config_file='', years=None, resolution=0.125, demand_type='wi self.perform_temporal = perform_temporal # GCAM database info - self.gcam_db = os.path.join(self.root, gcam_db) + self.gcam_db = gcam_db # csv as alternative - self.csv = os.path.join(self.root, csv) + self.csv = csv # outputs self.output_file = output_file @@ -55,12 +55,18 @@ def __init__(self, config_file='', years=None, resolution=0.125, demand_type='wi self.outputs = None # settings in YAML override settings passed directly to __init__ - if config_file != '': + if config_file is not None: with open(config_file) as file: config = yaml.safe_load(file) config = {k: v for k, v in config.items() if k in vars(self)} vars(self).update(config) + if self.root is None: + if config_file is not None: + self.root = os.path.dirname(config_file) + else: + self.root = os.getcwd() + self._parse_proxy_files() def _parse_proxy_files(self): @@ -127,7 +133,7 @@ def _load_inputs(self): else: sectors = [j for i in self.downscaling_rules.values() if isinstance(i, dict) for j in i] + \ list(self.downscaling_rules.keys()) - self.inputs = load_region_data(self.gcam_db, sectors, self.demand_type) + self.inputs = load_region_data(os.path.join(self.root, self.gcam_db), sectors, self.demand_type) # filter inputs to valid regions and years self.inputs = self.inputs[(self.inputs.region.isin(self.region_masks.region.data)) & @@ -215,7 +221,7 @@ def run_model(self): hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, out_years) cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, out_years) - weights = elec_sector_weights(self.gcam_db) + weights = elec_sector_weights(os.path.join(self.root, self.gcam_db)) weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & (weights.region.isin(self.region_masks.region.data)) & (weights.year.isin(self.years))].set_index( @@ -252,3 +258,11 @@ def run_model(self): self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) else: self.outputs.to_netcdf(os.path.join(self.root, self.output_file)) + + +def run_model(config_file): + config_file = os.path.join(os.getcwd(), config_file) + print('Tethys configuration:') + m = Tethys(config_file=config_file) + m.run_model() + return m From 2bc9a8197989a47a5eed9e4dd0aa4f3f7780a549 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 18 Jan 2023 11:12:29 -0500 Subject: [PATCH 121/142] put temporal downscaling methods in their own files --- docs/source/getting_started.rst | 11 ------ tethys/model.py | 62 +++++++++++--------------------- tethys/td_methods/__init__.py | 0 tethys/td_methods/domestic.py | 16 +++++++++ tethys/td_methods/electricity.py | 51 ++++++++++++++++++++++++++ tethys/td_methods/irrigation.py | 20 +++++++++++ tethys/temporal_downscaling.py | 56 ----------------------------- 7 files changed, 107 insertions(+), 109 deletions(-) create mode 100644 tethys/td_methods/__init__.py create mode 100644 tethys/td_methods/domestic.py create mode 100644 tethys/td_methods/electricity.py create mode 100644 tethys/td_methods/irrigation.py diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 84b0e5c..d5e9939 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -43,17 +43,6 @@ In the future, easy installation will be available via pip. Example Data ------------ -Example data is available for download at https://zenodo.org/record/6399117/files/example_v1_3_1.zip?download=1. - -The data can also be directly downloaded for the latest release version as follows:: - - import tethys - - # the directory that you want to download and extract the example data to - data_dir = "" - - # download and unzip the package data to your local machine - tethys.get_package_data(data_dir) Run diff --git a/tethys/model.py b/tethys/model.py index 58100f2..9f54e83 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -9,10 +9,13 @@ """ import os import yaml -from tethys.region_data import load_region_data, elec_sector_weights +import importlib +import numpy as np +import pandas as pd +import xarray as xr +from tethys.region_data import load_region_data from tethys.spatial_proxies import load_proxy_file, interp_helper from tethys.region_map import load_region_map -from tethys.temporal_downscaling import * class Tethys: @@ -20,7 +23,7 @@ class Tethys: def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', perform_temporal=False, gcam_db=None, csv=None, output_file=None, compress_outputs=True, - downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): + downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None, temporal_methods=None): """ # TODO """ @@ -48,6 +51,8 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' self.map_files = map_files self.temporal_files = temporal_files + self.temporal_methods = temporal_methods + # data we'll load or generate later self.region_masks = None self.proxies = None @@ -67,6 +72,14 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' else: self.root = os.getcwd() + if self.temporal_methods is None: + self.temporal_methods = { + 'domestic': 'domestic', + 'municipal': 'domestic', + 'electricity': 'electricity', + 'irrigation': 'irrigation' + } + self._parse_proxy_files() def _parse_proxy_files(self): @@ -205,44 +218,10 @@ def run_model(self): if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year - # TODO: Move the data loading into temporal_downscaling.py? - - out_years = range(self.years[0], self.years[-1] + 1) - - if supersector == 'Domestic' or supersector == 'Municipal': - - tas = load_monthly_data(self.temporal_files['tas'], self.resolution, out_years) - amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') - - distribution = monthly_distribution_domestic(tas, amplitude) - - elif supersector == 'Electricity': - - hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, out_years) - cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, out_years) - - weights = elec_sector_weights(os.path.join(self.root, self.gcam_db)) - weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & - (weights.region.isin(self.region_masks.region.data)) & - (weights.year.isin(self.years))].set_index( - ['region', 'sector', 'year'])['value'].to_xarray().fillna(0) - weights = interp_helper(weights) - - region_masks = self.region_masks.sel(region=weights.region) - - distribution = monthly_distribution_electricty(hdd, cdd, weights, region_masks) - - elif supersector == 'Irrigation': - - irr = load_monthly_data(self.temporal_files['irr'], self.resolution, out_years, method='label') - irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & - (self.inputs.region.isin(self.region_masks.region.data)) - ].unique() - - regionmasks = self.region_masks.sel(region=irr_regions) - - distribution = monthly_distribution_irrigation(irr, regionmasks) - + # this is how we'll do this for now + if supersector.lower() in self.temporal_methods: + module = f'tethys.td_methods.{self.temporal_methods[supersector.lower()]}' + distribution = getattr(importlib.import_module(module), 'monthly_distribution')(self) else: distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) @@ -253,7 +232,6 @@ def run_model(self): if self.output_file is not None: print('Writing Outputs') if self.compress_outputs: - # TODO: could give users more control over this? or tell them to use self.outputs directly? encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) else: diff --git a/tethys/td_methods/__init__.py b/tethys/td_methods/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tethys/td_methods/domestic.py b/tethys/td_methods/domestic.py new file mode 100644 index 0000000..b0b16b4 --- /dev/null +++ b/tethys/td_methods/domestic.py @@ -0,0 +1,16 @@ +import xarray as xr +from tethys.temporal_downscaling import load_monthly_data + + +def monthly_distribution(self): + """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" + + tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) + amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') + + ranges = tas.max(dim='month') - tas.min(dim='month') + ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 + + out = (((tas - tas.mean(dim='month')) / ranges) * amplitude + 1) / 12 + + return out diff --git a/tethys/td_methods/electricity.py b/tethys/td_methods/electricity.py new file mode 100644 index 0000000..57b802e --- /dev/null +++ b/tethys/td_methods/electricity.py @@ -0,0 +1,51 @@ +import os +import numpy as np +import pandas as pd +import xarray as xr +from tethys.temporal_downscaling import load_monthly_data +from tethys.region_data import elec_sector_weights +from tethys.spatial_proxies import interp_helper + + +def monthly_distribution(self): + """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" + + hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + + weights = elec_sector_weights(os.path.join(self.root, self.gcam_db)) + weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & + (weights.region.isin(self.region_masks.region.data)) & + (weights.year.isin(self.years))].set_index( + ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) + weights = interp_helper(weights) + + region_masks = self.region_masks.sel(region=weights.region) + + # this formula is annoying to implement because of the hdd/cdd thresholds and reallocation of weights + hdd_sums = hdd.sum(dim='month') + cdd_sums = cdd.sum(dim='month') + + # when hdd under threshold but cdd above threshold, cooling percent is added to heating signal + hdd = xr.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) + # when cdd under threshold but hdd above threshold, heating percent is added to cooling signal + cdd = xr.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) + # when neither are above threshold, both are reallocated to other category, and demand does not depend hdd or cdd + hdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, hdd) + cdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, cdd) + + # redo sums based on reallocation + hdd_sums = hdd.sum(dim='month') + cdd_sums = cdd.sum(dim='month') + # prevent 0/0 + hdd_sums = xr.where(hdd_sums != 0, hdd_sums, 1) + cdd_sums = xr.where(cdd_sums != 0, cdd_sums, 1) + hdd /= hdd_sums + cdd /= cdd_sums + + out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) + + out = out.where(region_masks, 0) + out = out.dot(weights, dims=('sector', 'region')) + + return out diff --git a/tethys/td_methods/irrigation.py b/tethys/td_methods/irrigation.py new file mode 100644 index 0000000..19f8acd --- /dev/null +++ b/tethys/td_methods/irrigation.py @@ -0,0 +1,20 @@ +from tethys.temporal_downscaling import load_monthly_data + + +def monthly_distribution(self): + """Temporal downscaling of irrigation water demand""" + + irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), + method='label') + irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & + (self.inputs.region.isin(self.region_masks.region.data))].unique() + + region_masks = self.region_masks.sel(region=irr_regions) + + irr_grouped = irr.where(region_masks, 0) + month_sums = irr_grouped.sum(dim=('lat', 'lon')) + year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 + + out = region_masks.dot(month_sums / year_sums, dims='region') + + return out diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index ac43345..56b4be7 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -1,5 +1,4 @@ import numpy as np -import pandas as pd import xarray as xr from tethys.spatial_proxies import pad_global, regrid @@ -40,58 +39,3 @@ def load_monthly_data(filename, target_resolution, years=None, method='intensive da = da.chunk(chunks=dict(month=12)) return da - - -def monthly_distribution_domestic(tas, amplitude): - """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" - - ranges = tas.max(dim='month') - tas.min(dim='month') - ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 - - out = (((tas - tas.mean(dim='month')) / ranges) * amplitude + 1) / 12 - - return out - - -def monthly_distribution_electricty(hdd, cdd, weights, regionmasks): - """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" - - # this formula is annoying to implement because of the hdd/cdd thresholds and reallocation of weights - hdd_sums = hdd.sum(dim='month') - cdd_sums = cdd.sum(dim='month') - - # when hdd under threshold but cdd above threshold, cooling percent is added to heating signal - hdd = xr.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) - # when cdd under threshold but hdd above threshold, heating percent is added to cooling signal - cdd = xr.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) - # when neither are above threshold, both are reallocated to other category, and demand does not depend hdd or cdd - hdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, hdd) - cdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, cdd) - - # redo sums based on reallocation - hdd_sums = hdd.sum(dim='month') - cdd_sums = cdd.sum(dim='month') - # prevent 0/0 - hdd_sums = xr.where(hdd_sums != 0, hdd_sums, 1) - cdd_sums = xr.where(cdd_sums != 0, cdd_sums, 1) - hdd /= hdd_sums - cdd /= cdd_sums - - out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) - - out = out.where(regionmasks, 0) - out = out.dot(weights, dims=('sector', 'region')) - - return out - - -def monthly_distribution_irrigation(irr, regionmasks): - """Temporal downscaling of irrigation water demand""" - - irr_grouped = irr.where(regionmasks, 0) - month_sums = irr_grouped.sum(dim=('lat', 'lon')) - year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 - - out = regionmasks.dot(month_sums / year_sums, dims='region') - - return out From 30bb7b8357c54ad5e5d5e373f2f5de30bfd8c624 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 18 Jan 2023 16:09:56 -0500 Subject: [PATCH 122/142] destroyed the temporal_downscaling.py file --- tethys/model.py | 6 +- tethys/region_map.py | 2 +- .../{spatial_proxies.py => spatial_data.py} | 57 ++++++++++++------- tethys/td_methods/domestic.py | 7 ++- tethys/td_methods/electricity.py | 13 ++--- tethys/td_methods/irrigation.py | 7 ++- tethys/temporal_downscaling.py | 41 ------------- 7 files changed, 55 insertions(+), 78 deletions(-) rename tethys/{spatial_proxies.py => spatial_data.py} (86%) delete mode 100644 tethys/temporal_downscaling.py diff --git a/tethys/model.py b/tethys/model.py index 9f54e83..8d571c9 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -14,7 +14,7 @@ import pandas as pd import xarray as xr from tethys.region_data import load_region_data -from tethys.spatial_proxies import load_proxy_file, interp_helper +from tethys.spatial_data import load_file, interp_helper from tethys.region_map import load_region_map @@ -128,7 +128,7 @@ def _load_proxies(self): print('Loading Proxy Data') # align each variable spatially dataarrays = [da for filename, info in self.proxy_files.items() for da in - load_proxy_file(os.path.join(self.root, filename), self.resolution, **info).values()] + load_file(os.path.join(self.root, filename), self.resolution, **info).values()] print('Interpolating Proxies') # interpolate each variable, then merge to one array @@ -223,7 +223,7 @@ def run_model(self): module = f'tethys.td_methods.{self.temporal_methods[supersector.lower()]}' distribution = getattr(importlib.import_module(module), 'monthly_distribution')(self) else: - distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(12))) + distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(1, 13))) downscaled = interp_helper(downscaled) * distribution diff --git a/tethys/region_map.py b/tethys/region_map.py index 75960fe..1b4db33 100644 --- a/tethys/region_map.py +++ b/tethys/region_map.py @@ -2,7 +2,7 @@ import pandas as pd import xarray as xr -from tethys.spatial_proxies import regrid +from tethys.spatial_data import regrid def load_region_map(mapfile, masks=False, namefile=None, target_resolution=None, nodata=None, flip_lat=False): diff --git a/tethys/spatial_proxies.py b/tethys/spatial_data.py similarity index 86% rename from tethys/spatial_proxies.py rename to tethys/spatial_data.py index 2e9a840..f9dadc8 100644 --- a/tethys/spatial_proxies.py +++ b/tethys/spatial_data.py @@ -2,7 +2,7 @@ import xarray as xr -def load_proxy_file(filename, target_resolution, years, variables, flags): +def load_file(filename, target_resolution, years, variables=None, flags=None, regrid_method='extensive'): """Prepare a dataset from single file to be merged into a dataset of all proxies handles many oddities found in proxies @@ -12,9 +12,11 @@ def load_proxy_file(filename, target_resolution, years, variables, flags): :param years: years to extract from the file :param variables: variables to extract from the file :param flags: list potentially containing 'cell_area_share' or 'short_name_as_name' + :param regrid_method: passed along to regrid :return: preprocessed data set """ - # TODO: break into separate functions as sensible (for testing) + + flags = [] if flags is None else flags ds = xr.open_dataset(filename, chunks='auto') @@ -28,15 +30,42 @@ def load_proxy_file(filename, target_resolution, years, variables, flags): ds = ds.rename({i: ds.get(i).attrs['short_name'] for i in ds.data_vars}) # filter to desired variables - ds = ds[variables] + if variables is not None: + ds = ds[variables] # create a year dimension if missing, with the years reported for this file in the catalog if 'year' not in ds.coords: - ds = ds.expand_dims(year=len(years)).assign_coords(year=('year', years)) + ds = ds.expand_dims(year=len(years)) + else: + ds = ds.sel(year=years, method='nearest') # nearest used for temporal files + ds['year'] = years + + # do the year filtering + if years is not None and 'year' in ds.coords: + ds = ds.sel(year=years, method='nearest').chunk(chunks=dict(year=1)) + ds['year'] = years + + # numeric stuff + ds = ds.fillna(0).astype(np.float32) + + # rename to lat lon and handle some wacky stuff + ds = clean_spatial_dims(ds) + + if 'cell_area_share' in flags: + ds = percent_to_area(ds) + + # spatial aligning + ds = pad_global(ds) + ds = regrid(ds, target_resolution, method=regrid_method) + + ds = ds.chunk(chunks=dict(lat=-1, lon=-1)) + if 'month' in ds.coords: + ds = ds.chunk(chunks=dict(month=12)) + + return ds - # filter to desired years - ds = ds.isel(year=ds.year.isin(years)) +def clean_spatial_dims(ds): # coerce spatial dimension names if 'latitude' in ds.coords: ds = ds.rename(latitude='lat') @@ -54,19 +83,6 @@ def load_proxy_file(filename, target_resolution, years, variables, flags): ds['lat'] = ds.lat.round(10) # 10 decimal-place tolerance ds = ds.drop_duplicates(dim='lat') - # numeric stuff - ds = ds.fillna(0) - ds = ds.astype(np.float32) - - if 'cell_area_share' in flags: - ds = percent_to_area(ds) - - # spatial aligning - ds = pad_global(ds) - ds = regrid(ds, target_resolution, method='extensive') - - ds = ds.chunk(chunks=dict(lat=-1, lon=-1)) - return ds @@ -169,7 +185,8 @@ def interp_helper(da, target_years=None): lower = da.isel(year=lower_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) upper = da.isel(year=upper_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) - out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + upper * xr.DataArray(upper_weights, dict(year=target_years)) + out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + \ + upper * xr.DataArray(upper_weights, dict(year=target_years)) out = out.rename(da.name) diff --git a/tethys/td_methods/domestic.py b/tethys/td_methods/domestic.py index b0b16b4..f335a37 100644 --- a/tethys/td_methods/domestic.py +++ b/tethys/td_methods/domestic.py @@ -1,12 +1,13 @@ import xarray as xr -from tethys.temporal_downscaling import load_monthly_data +from tethys.spatial_data import load_file def monthly_distribution(self): """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" - tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) - amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') + years = range(self.years[0], self.years[-1] + 1) + tas = load_file(self.temporal_files['tas'], self.resolution, years, regrid_method='label')['tas'] + amplitude = load_file(self.temporal_files['domr'], self.resolution, years, regrid_method='label')['amplitude'] ranges = tas.max(dim='month') - tas.min(dim='month') ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 diff --git a/tethys/td_methods/electricity.py b/tethys/td_methods/electricity.py index 57b802e..69ad635 100644 --- a/tethys/td_methods/electricity.py +++ b/tethys/td_methods/electricity.py @@ -2,22 +2,21 @@ import numpy as np import pandas as pd import xarray as xr -from tethys.temporal_downscaling import load_monthly_data from tethys.region_data import elec_sector_weights -from tethys.spatial_proxies import interp_helper +from tethys.spatial_data import load_file, interp_helper def monthly_distribution(self): """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" - - hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) - cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + years = range(self.years[0], self.years[-1] + 1) + hdd = load_file(self.temporal_files['hdd'], self.resolution, years, regrid_method='intensive')['hdd'] + cdd = load_file(self.temporal_files['cdd'], self.resolution, years, regrid_method='intensive')['cdd'] weights = elec_sector_weights(os.path.join(self.root, self.gcam_db)) weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & (weights.region.isin(self.region_masks.region.data)) & - (weights.year.isin(self.years))].set_index( - ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) + (weights.year.isin(self.years))].set_index(['region', 'sector', 'year'] + )['value'].to_xarray().fillna(0).astype(np.float32) weights = interp_helper(weights) region_masks = self.region_masks.sel(region=weights.region) diff --git a/tethys/td_methods/irrigation.py b/tethys/td_methods/irrigation.py index 19f8acd..bd1c386 100644 --- a/tethys/td_methods/irrigation.py +++ b/tethys/td_methods/irrigation.py @@ -1,11 +1,12 @@ -from tethys.temporal_downscaling import load_monthly_data +from tethys.spatial_data import load_file def monthly_distribution(self): """Temporal downscaling of irrigation water demand""" - irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), - method='label') + years = range(self.years[0], self.years[-1] + 1) + irr = load_file(self.temporal_files['irr'], self.resolution, years, regrid_method='label')['pirrww'] + irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & (self.inputs.region.isin(self.region_masks.region.data))].unique() diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py deleted file mode 100644 index 56b4be7..0000000 --- a/tethys/temporal_downscaling.py +++ /dev/null @@ -1,41 +0,0 @@ -import numpy as np -import xarray as xr - -from tethys.spatial_proxies import pad_global, regrid - - -def load_monthly_data(filename, target_resolution, years=None, method='intensive'): - """Load and prepare files used in - - :param filename: file name - :param target_resolution: resolution to regrid to (in degrees) - :param years: years to select - :param method: regridding method (see regrid function) - :return: - """ - - da = xr.open_dataarray(filename, chunks=dict(year=1, month=1)) - - # do the year filtering - if years is not None and 'year' in da.coords: - da = da.sel(year=years, method='nearest').chunk(chunks=dict(year=1)) - da['year'] = years - - # handle flipped latitudes - if da.lat.data[0] < da.lat.data[-1]: - da = da.isel(lat=slice(None, None, -1)) - - # numeric stuff - da = da.fillna(0) - da = da.astype(np.float32) - - # spatial stuff - da = pad_global(da) - da = regrid(da, target_resolution, method) - - # chunking - da = da.chunk(chunks=dict(lat=360, lon=360)) - if 'month' in da.coords: - da = da.chunk(chunks=dict(month=12)) - - return da From 454e9b1e92f4cc3ee0744a861c46ea326fe38e20 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 20 Jan 2023 12:24:59 -0500 Subject: [PATCH 123/142] reorganizing packages --- docs/source/tethys.rst | 48 +++++++++++------ docs/source/tethys.tests.rst | 5 -- docs/source/user_guide.rst | 53 +++++++++++++++++-- tethys/__init__.py | 2 - tethys/{td_methods => analysis}/__init__.py | 0 tethys/analysis/analysis.py | 0 tethys/datareader/__init__.py | 0 tethys/{utils => datareader}/easy_query.py | 0 .../gridded.py} | 0 tethys/{region_map.py => datareader/maps.py} | 2 +- .../regional.py} | 2 +- tethys/model.py | 12 +++-- tethys/td_methods/domestic.py | 17 ------ tethys/td_methods/irrigation.py | 21 -------- tethys/tdmethods/__init__.py | 0 tethys/tdmethods/domestic.py | 17 ++++++ .../{td_methods => tdmethods}/electricity.py | 35 ++++++------ tethys/tdmethods/irrigation.py | 21 ++++++++ tethys/{ => utils}/install_supplement.py | 0 tethys/{ => utils}/logger.py | 0 20 files changed, 145 insertions(+), 90 deletions(-) delete mode 100644 docs/source/tethys.tests.rst rename tethys/{td_methods => analysis}/__init__.py (100%) create mode 100644 tethys/analysis/analysis.py create mode 100644 tethys/datareader/__init__.py rename tethys/{utils => datareader}/easy_query.py (100%) rename tethys/{spatial_data.py => datareader/gridded.py} (100%) rename tethys/{region_map.py => datareader/maps.py} (98%) rename tethys/{region_data.py => datareader/regional.py} (98%) delete mode 100644 tethys/td_methods/domestic.py delete mode 100644 tethys/td_methods/irrigation.py create mode 100644 tethys/tdmethods/__init__.py create mode 100644 tethys/tdmethods/domestic.py rename tethys/{td_methods => tdmethods}/electricity.py (52%) create mode 100644 tethys/tdmethods/irrigation.py rename tethys/{ => utils}/install_supplement.py (100%) rename tethys/{ => utils}/logger.py (100%) diff --git a/docs/source/tethys.rst b/docs/source/tethys.rst index f022155..f0084b3 100644 --- a/docs/source/tethys.rst +++ b/docs/source/tethys.rst @@ -1,53 +1,67 @@ Tethys package ============== - tethys.model -------------------- +------------ .. automodule:: tethys.model :members: :undoc-members: :show-inheritance: -tethys.spatial_proxies ----------------------- +tethys.datareader.gridded +------------------------- -.. automodule:: tethys.spatial_proxies +.. automodule:: tethys.datareader.gridded :members: :undoc-members: :show-inheritance: -tethys.temporal_downscaling ---------------------------- +tethys.datareader.maps +---------------------- -.. automodule:: tethys.temporal_downscaling +.. automodule:: tethys.datareader.maps :members: :undoc-members: :show-inheritance: +tethys.datareader.regional +-------------------------- + +.. automodule:: tethys.datareader.regional + :members: + :undoc-members: + :show-inheritance: -tethys.region_map ------------------ +tethys.datareader.easy_query +---------------------------- -.. automodule:: tethys.region_map +.. automodule:: tethys.datareader.easy_query :members: :undoc-members: :show-inheritance: +tethys.tdmethods.domestic +------------------------- -tethys.region_data ------------------- +.. automodule:: tethys.tdmethods.domestic + :members: + :undoc-members: + :show-inheritance: -.. automodule:: tethys.region_data +tethys.tdmethods.electricity +---------------------------- + +.. automodule:: tethys.tdmethods.electricity :members: :undoc-members: :show-inheritance: -tethys.utils.easy_query ------------------------ +tethys.tdmethods.irrigation +--------------------------- -.. automodule:: tethys.utils.easy_query +.. automodule:: tethys.tdmethods.irrigation :members: :undoc-members: :show-inheritance: + diff --git a/docs/source/tethys.tests.rst b/docs/source/tethys.tests.rst deleted file mode 100644 index 72ac2b5..0000000 --- a/docs/source/tethys.tests.rst +++ /dev/null @@ -1,5 +0,0 @@ -tethys.tests package -================== - -Testing Submodules ------------------- diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 7bf1578..6cb73e7 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -34,7 +34,7 @@ Irrigation Irrigated area Within a region, it is assumed that the distribution of water demand is proportional to the distribution of the proxy. For example, a grid cell that is part of the USA region and contains 1% of the USA's population would be allocated 1% of the USA's municipal water demand. .. math:: - \text{demand}_\text{cell} = \text{demand}_\text{region} \times \frac{\text{proxy}_\text{cell}}{\text{proxy}_\text{region}} + \text{demand}_\text{cell} = \text{demand}_\text{region} \times \frac{\text{proxy}_\text{cell}}{\text{proxy}_\text{region}} A sector may consist of multiple subsectors. For example, in GCAM, the livestock sector is split into 5 categories of animal products. Additionally, available proxy datasets may not map directly to these subsectors. **tethys** accounts for this by allowing user-defined mappings of water demand subsectors to proxy variables. The table below shows an example mapping between GCAM livestock subsectors and animal categories in the `GLW 3 `_ dataset. @@ -61,7 +61,7 @@ Domestic/Municipal Temporal downscaling for the domestic/municipal sector follows the formula from `Wada et al. (2011) `_, which uses monthly temperature and a regional amplitude coefficient to reproduce summer peaks. For each grid cell, .. math:: - \text{demand}_\text{month} = \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) + \frac{\text{demand}_\text{year}}{12} \times \left(\frac{\text{temp}_\text{month} - \text{temp}_\text{mean}}{\text{temp}_\text{max} - \text{temp}_\text{min}}R_\text{cell} + 1\right) Electricity Generation """""""""""""""""""""" @@ -90,7 +90,7 @@ Irrigation Temporal downscaling for the irrigation sector is based on monthly irrigation profiles calculated from exogenous crop water models. Users supply monthly gridded irrigation data from a model of their choice, which is then averaged over the region-basin, and applied as follows: .. math:: - \text{demand}_\text{month} = \text{demand}_\text{year} \times \frac{\text{irrigation}_\text{month}}{\text{irrigation}_\text{year}}. + \text{demand}_\text{month} = \text{demand}_\text{year} \times \frac{\text{irrigation}_\text{month}}{\text{irrigation}_\text{year}}. Other """"" @@ -121,6 +121,7 @@ Option Description :ref:`proxy_files` see details :ref:`map_files` see details :ref:`temporal_files` see details +:ref:`temporal_methods` see details ======================== ======================================================= @@ -272,18 +273,32 @@ Mapping of files that will be accessible to temporal downscaling methods. HDD: data/temporal/HDD_monthly.nc CDD: data/temporal/CDD_monthly.nc +temporal_methods +^^^^^^^^^^^^^^^^ +Mapping of sector name to downscaling method in the *tdmethods* module. If not specified, defaults for GCAM sectors are used. If specified, sectors in the mapping will use uniform downscaling as a fallback. See :ref:`Temporal Modifications`. + +.. code-block:: yaml + + temporal_methods: + Municipal: domestic + Electricity: electricity + + Generalization -------------- **tethys** was developed with consideration for GCAM's breakdown of water demand, but was designed to be as flexible as possible with support for user-specified downscaling configurations. +Spatial Modifications +^^^^^^^^^^^^^^^^^^^^^ + Fundamentally, proxy-based spatial downscaling requires * region-scale input data (to be downscaled) * gridded proxy data * a map defining what grid cells belong to each region -The configuration file provides an :ref:`interface ` for describing the relationship between input sectors and proxy variables, which enables **tethys** to be compatible with versions of GCAM using different breakdowns of water demand (for example, different crop types), but also allows it to downscale water demand data from other models and sources. This flexibility makes it easy to run **tethys** with new input and proxy datasets as they become available. +The configuration file provides an :ref:`interface ` for describing the relationship between input sectors and proxy variables, which enables **tethys** to be compatible with versions of GCAM using different breakdowns of water demand (for example, different crop types), but also allows it to downscale water demand data from other models and sources. This flexibility makes it easy to run **tethys** with new input and proxy datasets as they become available. Suppose we had region-scale Municipal water demand data by income decile, as well as Population datasets broken out similarly. Then this could be represented in the config file with something like @@ -308,3 +323,33 @@ Suppose we had region-scale Municipal water demand data by income decile, as wel Population_d6, Population_d7, Population_d8, Population_d9, Population_d10] years: [2005, 2010, 2015, 2020] +Temporal Modifications +^^^^^^^^^^^^^^^^^^^^^^ + +**tethys** also has a mechanism for defining custom temporal downscaling rules. The *tdmethods* folder contains functions that take the `Tethys` object as argument and output a monthly distribution. You can add your own module that defines a `temporal_distribution` function, and then use the `temporal_methods` setting to indicate what method should be used for which sector. + +As a simple example, suppose we wanted to define a rule that downscales water demand for manufacturing based on the number of days in a calendar month (ignoring leap years), as opposed to 12 equal segments of the year. We could write the following, say *daysinmonth.py* + +.. code-block:: python + + # td_methods/daysinmonth.py + + import xarray as xr + + + def temporal_distribution(model): + """Temporal downscaling distribution based on days in calendar month""" + + days_in_month = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] + distribution = xr.DataArray(days_in_month, coords=dict(month=range(1, 13)) / 365 + + return distribution + +Then, in the configuration file: + +.. code-block:: yaml + + temporal_methods: + Manufacturing: daysinmonth + +The custom function should be named 'monthly_distribution' and accept a ``Tethys`` object as its only argument. It should return an xarray DataArray with at least a dimension named 'month', but could be also have dimensions 'year', 'lat', and 'lon'. The sums across the month axis should add to 1. The resulting distribution will be broadcast against the output from spatial downscaling. diff --git a/tethys/__init__.py b/tethys/__init__.py index 01f7cbd..10417d3 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,5 +1,3 @@ from .model import * -from .install_supplement import * -from .logger import * __version__ = "2.0.0" diff --git a/tethys/td_methods/__init__.py b/tethys/analysis/__init__.py similarity index 100% rename from tethys/td_methods/__init__.py rename to tethys/analysis/__init__.py diff --git a/tethys/analysis/analysis.py b/tethys/analysis/analysis.py new file mode 100644 index 0000000..e69de29 diff --git a/tethys/datareader/__init__.py b/tethys/datareader/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tethys/utils/easy_query.py b/tethys/datareader/easy_query.py similarity index 100% rename from tethys/utils/easy_query.py rename to tethys/datareader/easy_query.py diff --git a/tethys/spatial_data.py b/tethys/datareader/gridded.py similarity index 100% rename from tethys/spatial_data.py rename to tethys/datareader/gridded.py diff --git a/tethys/region_map.py b/tethys/datareader/maps.py similarity index 98% rename from tethys/region_map.py rename to tethys/datareader/maps.py index 1b4db33..a44c3a6 100644 --- a/tethys/region_map.py +++ b/tethys/datareader/maps.py @@ -2,7 +2,7 @@ import pandas as pd import xarray as xr -from tethys.spatial_data import regrid +from tethys.datareader.gridded import regrid def load_region_map(mapfile, masks=False, namefile=None, target_resolution=None, nodata=None, flip_lat=False): diff --git a/tethys/region_data.py b/tethys/datareader/regional.py similarity index 98% rename from tethys/region_data.py rename to tethys/datareader/regional.py index 060460e..1c2b720 100644 --- a/tethys/region_data.py +++ b/tethys/datareader/regional.py @@ -1,6 +1,6 @@ import os import gcamreader -from tethys.utils.easy_query import easy_query +from tethys.datareader.easy_query import easy_query def load_region_data(gcam_db, sectors, demand_type='withdrawals'): diff --git a/tethys/model.py b/tethys/model.py index 8d571c9..e1cec92 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -13,9 +13,9 @@ import numpy as np import pandas as pd import xarray as xr -from tethys.region_data import load_region_data -from tethys.spatial_data import load_file, interp_helper -from tethys.region_map import load_region_map +from tethys.datareader.regional import load_region_data +from tethys.datareader.gridded import load_file, interp_helper +from tethys.datareader.maps import load_region_map class Tethys: @@ -79,6 +79,8 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' 'electricity': 'electricity', 'irrigation': 'irrigation' } + else: + self.temporal_methods = {k.lower(): v for k, v in self.temporal_methods.items()} self._parse_proxy_files() @@ -220,8 +222,8 @@ def run_model(self): # this is how we'll do this for now if supersector.lower() in self.temporal_methods: - module = f'tethys.td_methods.{self.temporal_methods[supersector.lower()]}' - distribution = getattr(importlib.import_module(module), 'monthly_distribution')(self) + module = f'tethys.tdmethods.{self.temporal_methods[supersector.lower()]}' + distribution = getattr(importlib.import_module(module), 'temporal_distribution')(self) else: distribution = xr.DataArray(np.full(12, 1/12, np.float32), coords=dict(month=range(1, 13))) diff --git a/tethys/td_methods/domestic.py b/tethys/td_methods/domestic.py deleted file mode 100644 index f335a37..0000000 --- a/tethys/td_methods/domestic.py +++ /dev/null @@ -1,17 +0,0 @@ -import xarray as xr -from tethys.spatial_data import load_file - - -def monthly_distribution(self): - """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" - - years = range(self.years[0], self.years[-1] + 1) - tas = load_file(self.temporal_files['tas'], self.resolution, years, regrid_method='label')['tas'] - amplitude = load_file(self.temporal_files['domr'], self.resolution, years, regrid_method='label')['amplitude'] - - ranges = tas.max(dim='month') - tas.min(dim='month') - ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 - - out = (((tas - tas.mean(dim='month')) / ranges) * amplitude + 1) / 12 - - return out diff --git a/tethys/td_methods/irrigation.py b/tethys/td_methods/irrigation.py deleted file mode 100644 index bd1c386..0000000 --- a/tethys/td_methods/irrigation.py +++ /dev/null @@ -1,21 +0,0 @@ -from tethys.spatial_data import load_file - - -def monthly_distribution(self): - """Temporal downscaling of irrigation water demand""" - - years = range(self.years[0], self.years[-1] + 1) - irr = load_file(self.temporal_files['irr'], self.resolution, years, regrid_method='label')['pirrww'] - - irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & - (self.inputs.region.isin(self.region_masks.region.data))].unique() - - region_masks = self.region_masks.sel(region=irr_regions) - - irr_grouped = irr.where(region_masks, 0) - month_sums = irr_grouped.sum(dim=('lat', 'lon')) - year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 - - out = region_masks.dot(month_sums / year_sums, dims='region') - - return out diff --git a/tethys/tdmethods/__init__.py b/tethys/tdmethods/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tethys/tdmethods/domestic.py b/tethys/tdmethods/domestic.py new file mode 100644 index 0000000..a876b66 --- /dev/null +++ b/tethys/tdmethods/domestic.py @@ -0,0 +1,17 @@ +import xarray as xr +from tethys.datareader.gridded import load_file + + +def temporal_distribution(model): + """Temporal downscaling for domestic water demand using algorithm from Wada et al. (2011)""" + + years = range(model.years[0], model.years[-1] + 1) + tas = load_file(model.temporal_files['tas'], model.resolution, years, regrid_method='label')['tas'] + amplitude = load_file(model.temporal_files['domr'], model.resolution, years, regrid_method='label')['amplitude'] + + ranges = tas.max(dim='month') - tas.min(dim='month') + ranges = xr.where(ranges != 0, ranges, 1) # avoid 0/0 + + distribution = (((tas - tas.mean(dim='month')) / ranges) * amplitude + 1) / 12 + + return distribution diff --git a/tethys/td_methods/electricity.py b/tethys/tdmethods/electricity.py similarity index 52% rename from tethys/td_methods/electricity.py rename to tethys/tdmethods/electricity.py index 69ad635..67830b6 100644 --- a/tethys/td_methods/electricity.py +++ b/tethys/tdmethods/electricity.py @@ -2,24 +2,24 @@ import numpy as np import pandas as pd import xarray as xr -from tethys.region_data import elec_sector_weights -from tethys.spatial_data import load_file, interp_helper +from tethys.datareader.regional import elec_sector_weights +from tethys.datareader.gridded import load_file, interp_helper -def monthly_distribution(self): +def temporal_distribution(model): """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" - years = range(self.years[0], self.years[-1] + 1) - hdd = load_file(self.temporal_files['hdd'], self.resolution, years, regrid_method='intensive')['hdd'] - cdd = load_file(self.temporal_files['cdd'], self.resolution, years, regrid_method='intensive')['cdd'] - - weights = elec_sector_weights(os.path.join(self.root, self.gcam_db)) - weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & - (weights.region.isin(self.region_masks.region.data)) & - (weights.year.isin(self.years))].set_index(['region', 'sector', 'year'] - )['value'].to_xarray().fillna(0).astype(np.float32) + years = range(model.years[0], model.years[-1] + 1) + hdd = load_file(model.temporal_files['hdd'], model.resolution, years, regrid_method='intensive')['hdd'] + cdd = load_file(model.temporal_files['cdd'], model.resolution, years, regrid_method='intensive')['cdd'] + + weights = elec_sector_weights(os.path.join(model.root, model.gcam_db)) + weights = weights[(weights.region.isin(model.inputs.region[model.inputs.sector == 'Electricity'])) & + (weights.region.isin(model.region_masks.region.data)) & + (weights.year.isin(model.years))].set_index(['region', 'sector', 'year'] + )['value'].to_xarray().fillna(0).astype(np.float32) weights = interp_helper(weights) - region_masks = self.region_masks.sel(region=weights.region) + region_masks = model.region_masks.sel(region=weights.region) # this formula is annoying to implement because of the hdd/cdd thresholds and reallocation of weights hdd_sums = hdd.sum(dim='month') @@ -42,9 +42,10 @@ def monthly_distribution(self): hdd /= hdd_sums cdd /= cdd_sums - out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) + distribution = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], + dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) - out = out.where(region_masks, 0) - out = out.dot(weights, dims=('sector', 'region')) + distribution = distribution.where(region_masks, 0) + distribution = distribution.dot(weights, dims=('sector', 'region')) - return out + return distribution diff --git a/tethys/tdmethods/irrigation.py b/tethys/tdmethods/irrigation.py new file mode 100644 index 0000000..e9275b4 --- /dev/null +++ b/tethys/tdmethods/irrigation.py @@ -0,0 +1,21 @@ +from tethys.datareader.gridded import load_file + + +def temporal_distribution(model): + """Temporal downscaling of irrigation water demand""" + + years = range(model.years[0], model.years[-1] + 1) + irr = load_file(model.temporal_files['irr'], model.resolution, years, regrid_method='label')['pirrww'] + + irr_regions = model.inputs.region[(model.inputs.sector == 'Irrigation') & + (model.inputs.region.isin(model.region_masks.region.data))].unique() + + region_masks = model.region_masks.sel(region=irr_regions) + + irr_grouped = irr.where(region_masks, 0) + month_sums = irr_grouped.sum(dim=('lat', 'lon')) + year_sums = month_sums.sum(dim='month').where(lambda x: x != 0, 1) # avoid 0/0 + + distribution = region_masks.dot(month_sums / year_sums, dims='region') + + return distribution diff --git a/tethys/install_supplement.py b/tethys/utils/install_supplement.py similarity index 100% rename from tethys/install_supplement.py rename to tethys/utils/install_supplement.py diff --git a/tethys/logger.py b/tethys/utils/logger.py similarity index 100% rename from tethys/logger.py rename to tethys/utils/logger.py From 535e1220a7196eddd087130168783d9a13ac1767 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 24 Jan 2023 11:58:54 -0500 Subject: [PATCH 124/142] allow relative paths for temporal files --- docs/source/getting_started.rst | 24 +++++------------------- docs/source/user_guide.rst | 4 ++-- tethys/analysis/__init__.py | 0 tethys/analysis/analysis.py | 0 tethys/model.py | 7 +++++-- 5 files changed, 12 insertions(+), 23 deletions(-) delete mode 100644 tethys/analysis/__init__.py delete mode 100644 tethys/analysis/analysis.py diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index d5e9939..640705d 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -19,27 +19,14 @@ While **tethys** is designed to integrate seamlessly with GCAM, it has the abili Installation ------------ -First of all you'll need to have `Python `_ installed. +As a prerequisite, you'll need to have `Python `_ installed, and if you plan on querying a GCAM database, `Java `_ must be installed and added to your path. -If you plan on querying a GCAM database, you'll need `Java `_ installed and added to your path. +**tethys** can be installed from GitHub using pip:: - -Currently, **tethys** can be cloned from https://github.com/JGCRI/tethys using:: - - $ git clone https://github.com/JGCRI/tethys - -The next commands need to be run from within the tethys directory you just downloaded, so change directory with:: - - $ cd tethys - -Once downloaded, install as a Python package by running *setup.py* from the command line:: - - $ python setup.py install + pip install git+https://github.com/JGCRI/tethys@dev This will automatically install the dependencies. In order to avoid package version conflicts, consider using a virtual environment. -In the future, easy installation will be available via pip. - Example Data ------------ @@ -51,8 +38,7 @@ Verify the installation was successful by running the following in Python .. code-block:: python - from tethys import run_model + import tethys - m = run_model('tethys\example\config_minimal.yml') + result = tethys.run_model('tethys\example\config_example.yml') - diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 6cb73e7..610d7ee 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -199,7 +199,7 @@ Whether or not to compress the outputs. Defaults to true. This will use zlib lev downscaling_rules ^^^^^^^^^^^^^^^^^ -A mapping between water demand sectors and proxy variables. The simplest kind of entry is of the form ``sector: proxy``, like for the Municipal sector in the example below. When a sector is composed of multiple subsectors, a second layer of mappings is allowed (as with Livestock in the example below). The proxy can optionally be a list of variables. +A mapping between water demand sectors and proxy variables. The simplest kind of entry is of the form ``sector: proxy``, like for the Municipal sector in the example below. The proxy can optionally be a list of variables that will be added together first. When a sector is composed of multiple subsectors, a second layer of mappings is allowed (as with Livestock in the example below). If the total sector has a total demand at a finer regional resolution (e.g., GCAM-USA livestock), that will be applied as a constraint on the total after downscaling by subsector at coarser regional resolution. .. code-block:: yaml @@ -352,4 +352,4 @@ Then, in the configuration file: temporal_methods: Manufacturing: daysinmonth -The custom function should be named 'monthly_distribution' and accept a ``Tethys`` object as its only argument. It should return an xarray DataArray with at least a dimension named 'month', but could be also have dimensions 'year', 'lat', and 'lon'. The sums across the month axis should add to 1. The resulting distribution will be broadcast against the output from spatial downscaling. +The custom function should be named 'temporal_distribution' and accept a ``Tethys`` object as its only argument. It should return an xarray DataArray with at least a dimension named 'month', but could be also have dimensions 'year', 'lat', and 'lon'. The sums across the month axis should add to 1. The resulting distribution will be broadcast against the output from spatial downscaling. diff --git a/tethys/analysis/__init__.py b/tethys/analysis/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/analysis/analysis.py b/tethys/analysis/analysis.py deleted file mode 100644 index e69de29..0000000 diff --git a/tethys/model.py b/tethys/model.py index e1cec92..8b4b15c 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -82,6 +82,9 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' else: self.temporal_methods = {k.lower(): v for k, v in self.temporal_methods.items()} + if self.temporal_files is not None: + self.temporal_files = {k: os.path.join(self.root, v) for k, v in self.temporal_files.items()} + self._parse_proxy_files() def _parse_proxy_files(self): @@ -207,8 +210,8 @@ def run_model(self): # handle constraint for entire supersector if supersector not in rules and supersector in self.inputs.sector.unique(): # detect if supersector uses different regions than the sectors, or is just the total - if not set(self.inputs.region[self.inputs.sector.isin(downscaled.sector.data)]).issubset( - set(self.inputs.region[self.inputs.sector == supersector])): + if not set(self.inputs.region[self.inputs.sector == supersector]).issubset( + set(self.inputs.region[self.inputs.sector.isin(downscaled.sector.data)])): inputs = self.inputs[self.inputs.sector == supersector].set_index( ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) From 94d0480bf1dd910018c13eddea888eafdeb0c89d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 26 Jan 2023 16:30:46 -0500 Subject: [PATCH 125/142] getting started example --- docs/source/getting_started.rst | 23 ++++++++++++++++++++--- docs/source/user_guide.rst | 12 ++---------- tethys/__init__.py | 1 + tethys/datareader/gridded.py | 2 +- tethys/model.py | 17 ++++++----------- tethys/utils/install_supplement.py | 14 +++++++++----- 6 files changed, 39 insertions(+), 30 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 640705d..f540a0c 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -27,18 +27,35 @@ As a prerequisite, you'll need to have `Python `_, or by using the following: + +.. code-block:: python + + tethys.get_example_data() + +The download decompresses to about 4.5GB. By default, it will make a directory called ``example`` at the root of the **tethys** pacakge, but you can specify another path. + Run --- -Verify the installation was successful by running the following in Python +With the example data downloaded, a simple configuration can be run .. code-block:: python - import tethys + # assuming you downloaded to the default location + config_file = tethys.__file__.strip('__init__.py') + 'example\\config_example.yml' - result = tethys.run_model('tethys\example\config_example.yml') + result = tethys.run_model(config_file) diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index 610d7ee..c0f22e9 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -116,7 +116,6 @@ Option Description :ref:`gcam_db` relative path to a GCAM database :ref:`csv` relative path to csv file containing inputs :ref:`output_file` name of file to write outputs to -:ref:`compress_outputs` choice between "true" (default) or "false" :ref:`downscaling_rules` see details :ref:`proxy_files` see details :ref:`map_files` see details @@ -183,18 +182,11 @@ output_file ^^^^^^^^^^^ Filepath in which outputs will be written. If none (default), outputs will not be saved, but they can be interacted with in-memory via the outputs attribute of the Tethys class. If the path is not absolute, it will be relative to the directory containing the config file. This file will be overwritten if it exist already and created if it doesn't, but the directory containing it must already exist. -.. code-block:: yaml - - output_file: outputs/tethys_outputs.nc # the folder "/outputs" must already exist - - -compress_outputs -^^^^^^^^^^^^^^^^ -Whether or not to compress the outputs. Defaults to true. This will use zlib level 5, but you can have more customization over this by interacting directly with the outputs attribute of the Tethys class. +.. Note:: **tethys** contains a simple output writer for convenience, but for computationally expensive configurations (large number of sectors and regions at high resolution) that will be evaluated in parallel, you may be better off writing a custom function to save your outputs. The ``outputs`` object is a Dask-backed Xarray Dataset, and saving the entire thing to a single file can sometimes cause the scheduler to trip over itself or use resources inefficiently. Writing each variable or year to its own file can coax the scheduler into behaving better, but this performance depends a lot on your system and the complexity of the downscaling configuration. .. code-block:: yaml - compress_outputs: false # because we want our outputs files to be really big for some reason + output_file: outputs/tethys_outputs.nc # the folder "/outputs" must already exist downscaling_rules diff --git a/tethys/__init__.py b/tethys/__init__.py index 10417d3..02d13be 100644 --- a/tethys/__init__.py +++ b/tethys/__init__.py @@ -1,3 +1,4 @@ from .model import * +from .utils.install_supplement import get_example_data __version__ = "2.0.0" diff --git a/tethys/datareader/gridded.py b/tethys/datareader/gridded.py index f9dadc8..861579a 100644 --- a/tethys/datareader/gridded.py +++ b/tethys/datareader/gridded.py @@ -136,7 +136,7 @@ def regrid(ds, target_resolution, method='extensive'): r = lcm // ds.lat.size s = lcm // target_lat_size - ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) # prevent huge chunks when r is big + #ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) # prevent huge chunks when r is big if method == 'label': ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).max() diff --git a/tethys/model.py b/tethys/model.py index 8b4b15c..a9c03fe 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -22,7 +22,7 @@ class Tethys: """Model wrapper for Tethys""" def __init__(self, config_file=None, years=None, resolution=0.125, demand_type='withdrawals', - perform_temporal=False, gcam_db=None, csv=None, output_file=None, compress_outputs=True, + perform_temporal=False, gcam_db=None, csv=None, output_file=None, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None, temporal_methods=None): """ # TODO """ @@ -43,7 +43,6 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' # outputs self.output_file = output_file - self.compress_outputs = compress_outputs self.downscaling_rules = downscaling_rules @@ -236,16 +235,12 @@ def run_model(self): if self.output_file is not None: print('Writing Outputs') - if self.compress_outputs: - encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} - self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) - else: - self.outputs.to_netcdf(os.path.join(self.root, self.output_file)) + encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} + self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) def run_model(config_file): config_file = os.path.join(os.getcwd(), config_file) - print('Tethys configuration:') - m = Tethys(config_file=config_file) - m.run_model() - return m + result = Tethys(config_file=config_file) + result.run_model() + return result diff --git a/tethys/utils/install_supplement.py b/tethys/utils/install_supplement.py index e4429a1..cbeec44 100644 --- a/tethys/utils/install_supplement.py +++ b/tethys/utils/install_supplement.py @@ -16,8 +16,9 @@ class InstallSupplement: """ # URL for DOI minted example data hosted on Zenodo - DATA_VERSION_URLS = {'1.3.0': 'https://zenodo.org/record/4780604/files/example_v1_3_0.zip?download=1', - '1.3.1': 'https://zenodo.org/record/6399117/files/example_v1_3_1.zip?download=1'} + DATA_VERSION_URLS = { + '2.0.0': 'https://zenodo.org/record/7569652/files/example.zip?download=1' + } def __init__(self, example_data_directory): @@ -39,7 +40,7 @@ def fetch_zenodo(self): raise(msg.format(current_version)) # retrieve content from URL - print("Downloading example data for Tethys version {}...".format(current_version)) + print(f"Downloading example data for Tethys version {current_version}. This might take a few minutes.") r = requests.get(data_link) with zipfile.ZipFile(BytesIO(r.content)) as zipped: @@ -50,7 +51,7 @@ def fetch_zenodo(self): zipped.extract(f, self.example_data_directory) -def get_package_data(example_data_directory): +def get_example_data(example_data_directory=None): """Download and unpack example data supplement from Zenodo that matches the current installed Tethys distribution. @@ -62,6 +63,9 @@ def get_package_data(example_data_directory): """ + if example_data_directory is None: + example_data_directory = os.path.dirname(os.path.dirname(__file__)) # tethys package directory + zen = InstallSupplement(example_data_directory) - zen.fetch_zenodo() \ No newline at end of file + zen.fetch_zenodo() From 78ce3fe8650ee63e9a56075bf03583c91738d433 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Tue, 31 Jan 2023 12:01:54 -0500 Subject: [PATCH 126/142] adding to getting started --- docs/source/getting_started.rst | 46 ++++++++++++++++++++++++++++++++- docs/source/user_guide.rst | 37 +++++++++++++------------- tethys/model.py | 5 +++- 3 files changed, 67 insertions(+), 21 deletions(-) diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index f540a0c..bc518fb 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -55,7 +55,51 @@ With the example data downloaded, a simple configuration can be run .. code-block:: python # assuming you downloaded to the default location - config_file = tethys.__file__.strip('__init__.py') + 'example\\config_example.yml' + config_file = tethys.__file__.strip('__init__.py') + 'example/config_example.yml' result = tethys.run_model(config_file) + +Plotting +-------- +**tethys** makes use of the `Xarray `_ package, which provides convenient plotting functionality. + +.. code-block:: python + + from matplotlib import colors, pyplot as plt + + # higher dpi in order to see resolution + plt.figure(figsize=(10, 6), dpi=300) + + # powernorm the color palette in order to see more detail at the low end + result.outputs.Municipal.sel(year=2010).plot(norm=colors.PowerNorm(0.25), cmap='viridis_r') + + plt.show() + + +Dashboard +--------- +**tethys** uses `Dask `_ for parallelization and to lazily compute results. You can launch the dask distributed client in order to view dashboard and monitor the progress of large workflows. + +.. note:: viewing the dashboard requires a few other dependencies not automatically installed by **tethys** + +.. code-block:: python + + from dask.distributed import Client + + # this configuration may need to be different depending on your machine + client = Client(threads_per_worker=8, n_workers=1, processes=False, memory_limit='8GB') + + # link to view the dask dashboard in your browser, probably localhost:8787 + client.dashboard_link + + # run tethys AFTER launching the client + config_file = tethys.__file__.strip('__init__.py') + 'example/config_demeter.yml' + result = tethys.run_model(config_file) + + # this configuration does not write outputs to a file, + # so plots are lazily computed when requested + result.outputs.Wheat.sel(year=2030).plot(norm=colors.PowerNorm(0.25), cmap='viridis_r') + plt.show() + + diff --git a/docs/source/user_guide.rst b/docs/source/user_guide.rst index c0f22e9..f1b8c45 100644 --- a/docs/source/user_guide.rst +++ b/docs/source/user_guide.rst @@ -106,9 +106,9 @@ Configuration File ------------------ **tethys** uses a `YAML `_ configuration file. The options in this file correspond to the arguments passed to the :ref:`Tethys class `. Options not present in the config file will use the default. An overview is provided in the following table, with more details and examples below. -======================== ======================================================= +======================== ========================================================= Option Description -======================== ======================================================= +======================== ========================================================= :ref:`years` list of years to be included spatial downscaling :ref:`resolution` resolution in degrees for spatial downscaling :ref:`demand_type` choice between "withdrawals" (default) or "consumption" @@ -116,12 +116,12 @@ Option Description :ref:`gcam_db` relative path to a GCAM database :ref:`csv` relative path to csv file containing inputs :ref:`output_file` name of file to write outputs to -:ref:`downscaling_rules` see details -:ref:`proxy_files` see details -:ref:`map_files` see details -:ref:`temporal_files` see details -:ref:`temporal_methods` see details -======================== ======================================================= +:ref:`downscaling_rules` mapping from water demand sectors to proxy variables +:ref:`proxy_files` mapping of spatial proxy files to their years/variables +:ref:`map_files` list of files containing region maps +:ref:`temporal_methods` mapping of sector to temporal downscaling method +:ref:`temporal_files` files that will be accessible during temporal downscaling +======================== ========================================================= years @@ -254,17 +254,6 @@ List of paths to map files. These should be geotiffs with an attribute called 'n map_files: [data/maps/regions.tif, data/maps/regionbasins.tif] - -temporal_files -^^^^^^^^^^^^^^ -Mapping of files that will be accessible to temporal downscaling methods. - -.. code-block:: yaml - - temporal_files: - HDD: data/temporal/HDD_monthly.nc - CDD: data/temporal/CDD_monthly.nc - temporal_methods ^^^^^^^^^^^^^^^^ Mapping of sector name to downscaling method in the *tdmethods* module. If not specified, defaults for GCAM sectors are used. If specified, sectors in the mapping will use uniform downscaling as a fallback. See :ref:`Temporal Modifications`. @@ -276,6 +265,16 @@ Mapping of sector name to downscaling method in the *tdmethods* module. If not s Electricity: electricity +temporal_files +^^^^^^^^^^^^^^ +Mapping of files that will be accessible to temporal downscaling methods. + +.. code-block:: yaml + + temporal_files: + HDD: data/temporal/HDD_monthly.nc + CDD: data/temporal/CDD_monthly.nc + Generalization -------------- diff --git a/tethys/model.py b/tethys/model.py index a9c03fe..0dfb26c 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -84,6 +84,9 @@ def __init__(self, config_file=None, years=None, resolution=0.125, demand_type=' if self.temporal_files is not None: self.temporal_files = {k: os.path.join(self.root, v) for k, v in self.temporal_files.items()} + if self.output_file is not None: + self.output_file = os.path.join(self.root, self.output_file) + self._parse_proxy_files() def _parse_proxy_files(self): @@ -236,7 +239,7 @@ def run_model(self): if self.output_file is not None: print('Writing Outputs') encoding = {variable: {'zlib': True, 'complevel': 5} for variable in self.outputs} - self.outputs.to_netcdf(os.path.join(self.root, self.output_file), encoding=encoding) + self.outputs.to_netcdf(self.output_file, encoding=encoding) def run_model(config_file): From fc7f4b74e55867ee471a25c80ab63d4236f99897 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 20 Feb 2023 12:11:06 -0500 Subject: [PATCH 127/142] testing codecov for gridded data functions --- tethys/datareader/gridded.py | 20 ++++++---- tethys/model.py | 4 +- tethys/tests/test_eg.py | 20 ---------- tethys/tests/test_gridded.py | 74 ++++++++++++++++++++++++++++++++++++ 4 files changed, 89 insertions(+), 29 deletions(-) delete mode 100644 tethys/tests/test_eg.py create mode 100644 tethys/tests/test_gridded.py diff --git a/tethys/datareader/gridded.py b/tethys/datareader/gridded.py index 861579a..d9cfb45 100644 --- a/tethys/datareader/gridded.py +++ b/tethys/datareader/gridded.py @@ -102,6 +102,14 @@ def percent_to_area(ds): return ds * cell_areas +def set_global_coords(ds, resolution): + offset = resolution / 2 + ds['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / resolution)) + ds['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / resolution)) + + return ds + + def pad_global(ds): """pad inputs to global resolution @@ -118,6 +126,8 @@ def pad_global(ds): lon=(lon_offset, round(360 / source_resolution) - lon_offset - ds.lon.size), constant_values=0) + ds = set_global_coords(ds, source_resolution) + return ds @@ -136,8 +146,6 @@ def regrid(ds, target_resolution, method='extensive'): r = lcm // ds.lat.size s = lcm // target_lat_size - #ds = ds.chunk(chunks=dict(lat=int(360*s/r), lon=int(720*s/r))) # prevent huge chunks when r is big - if method == 'label': ds = ds.isel(lon=np.arange(ds.lon.size).repeat(r)).coarsen(lon=s).max() ds = ds.isel(lat=np.arange(ds.lat.size).repeat(r)).coarsen(lat=s).max() @@ -150,9 +158,7 @@ def regrid(ds, target_resolution, method='extensive'): ds = ds / (s * s) # take average # set coordinates - offset = target_resolution / 2 - ds['lat'] = np.linspace(90 - offset, -90 + offset, round(180 / target_resolution)) - ds['lon'] = np.linspace(-180 + offset, 180 - offset, round(360 / target_resolution)) + ds = set_global_coords(ds, target_resolution) return ds @@ -183,8 +189,8 @@ def interp_helper(da, target_years=None): upper_weights = np.divide(target_years - source_years[lower_idx], source_years[upper_idx] - source_years[lower_idx], where=upper_idx != lower_idx, out=np.zeros_like(target_years, dtype=np.float32)) - lower = da.isel(year=lower_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) - upper = da.isel(year=upper_idx).chunk(chunks=dict(year=1)).assign_coords(year=target_years) + lower = da.isel(year=lower_idx).assign_coords(year=target_years) + upper = da.isel(year=upper_idx).assign_coords(year=target_years) out = lower * xr.DataArray(lower_weights, dict(year=target_years)) + \ upper * xr.DataArray(upper_weights, dict(year=target_years)) diff --git a/tethys/model.py b/tethys/model.py index 0dfb26c..5dd7928 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -202,8 +202,8 @@ def run_model(self): for sector, proxy in rules.items()} ).to_array(dim='sector') - inputs = self.inputs[self.inputs.sector.isin(proxies.sector.data)].set_index( - ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) + inputs = self.inputs[self.inputs.sector.isin(proxies.sector.data)].groupby( + ['region', 'sector', 'year'])['value'].sum().to_xarray().fillna(0).astype(np.float32) region_masks = self.region_masks.sel(region=inputs.region) diff --git a/tethys/tests/test_eg.py b/tethys/tests/test_eg.py deleted file mode 100644 index 09ee3aa..0000000 --- a/tethys/tests/test_eg.py +++ /dev/null @@ -1,20 +0,0 @@ -import unittest - -class TestStringMethods(unittest.TestCase): - - def test_upper(self): - self.assertEqual('foo'.upper(), 'FOO') - - def test_isupper(self): - self.assertTrue('FOO'.isupper()) - self.assertFalse('Foo'.isupper()) - - def test_split(self): - s = 'hello world' - self.assertEqual(s.split(), ['hello', 'world']) - # check that s.split fails when the separator is not a string - with self.assertRaises(TypeError): - s.split(2) - -if __name__ == '__main__': - unittest.main() \ No newline at end of file diff --git a/tethys/tests/test_gridded.py b/tethys/tests/test_gridded.py new file mode 100644 index 0000000..8280730 --- /dev/null +++ b/tethys/tests/test_gridded.py @@ -0,0 +1,74 @@ +import unittest + +import xarray as xr + +import tethys.datareader.gridded as gridded + + +class TestGridded(unittest.TestCase): + + COMP_PERCENT_TO_AREA = xr.DataArray(data=[[0., 2215557.432, 4431114.864, 11077787.16, 17724459.456, 22155574.32], + [0., 4431114.864, 8862229.728, 22155574.32, 35448918.912, 44311148.64], + [0., 2215557.432, 4431114.864, 11077787.16, 17724459.456, 22155574.32]], + coords=dict(lat=[60, 0, -60], + lon=[-150, -90, -30, 30, 90, 150])) + + COMP_PAD_GLOBAL = xr.DataArray(data=[[0, 1, 1, 1, 1, 0], + [0, 1, 1, 1, 1, 0], + [0, 0, 0, 0, 0, 0]], + coords=dict(lat=[60, 0, -60], + lon=[-150, -90, -30, 30, 90, 150])) + + COMP_REGRID = xr.DataArray(data=[[2.25, 2.25, 2.25, 2.25], + [2.25, 2.25, 2.25, 2.25]], + coords=dict(lat=[45, -45], + lon=[-135, -45, 45, 135])) + + COMP_INTERP_HELPER = xr.DataArray(data=[100, 100, 150, 200, 200], + coords=dict(year=[2005, 2010, 2015, 2020, 2025])) + + def test_percent_to_area(self): + da_in = xr.DataArray(data=[[0.0, 0.1, 0.2, 0.5, 0.8, 1.0], + [0.0, 0.1, 0.2, 0.5, 0.8, 1.0], + [0.0, 0.1, 0.2, 0.5, 0.8, 1.0]], + coords=dict(lat=[60, 0, -60], + lon=[-150, -90, -30, 30, 90, 150])) + + da_out = gridded.percent_to_area(da_in) + + xr.testing.assert_allclose(da_out, TestGridded.COMP_PERCENT_TO_AREA) + + def test_pad_global(self): + + da_in = xr.DataArray(data=[[1, 1, 1, 1], + [1, 1, 1, 1]], + coords=dict(lat=[60, 0], + lon=[-90, -30, 30, 90])) + + da_out = gridded.pad_global(da_in) + + xr.testing.assert_equal(da_out, TestGridded.COMP_PAD_GLOBAL) + + def test_regrid(self): + da_in = xr.DataArray(data=[[1, 1, 1, 1, 1, 1], + [1, 1, 1, 1, 1, 1], + [1, 1, 1, 1, 1, 1]], + coords=dict(lat=[60, 0, -60], + lon=[-150, -90, -30, 30, 90, 150])) + + da_out = gridded.regrid(da_in, target_resolution=90, method='extensive') + + xr.testing.assert_equal(da_out, TestGridded.COMP_REGRID) + + def test_interp_helper(self): + + da_in = xr.DataArray(data=[100, 200], + coords=dict(year=[2010, 2020])) + + da_out = gridded.interp_helper(da_in, [2005, 2010, 2015, 2020, 2025]) + + xr.testing.assert_equal(da_out, TestGridded.COMP_INTERP_HELPER) + + +if __name__ == '__main__': + unittest.main() From f7b94205c33becce823193f323e7c2330764cde8 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Mon, 20 Feb 2023 16:11:02 -0500 Subject: [PATCH 128/142] more tests --- tethys/datareader/gridded.py | 2 +- tethys/tests/data/config_test.yml | 23 ++++++ tethys/tests/data/data.csv | 97 ++++++++++++++++++++++++++ tethys/tests/data/expected_output.nc | Bin 0 -> 50007 bytes tethys/tests/data/map.tif | Bin 0 -> 9640 bytes tethys/tests/data/netcdf.nc | Bin 0 -> 9254 bytes tethys/tests/data/population_2010.tif | Bin 0 -> 16704 bytes tethys/tests/data/population_2020.tif | Bin 0 -> 16704 bytes tethys/tests/test_easy_query.py | 24 +++++++ tethys/tests/test_gridded.py | 37 ++++++++++ tethys/tests/test_model.py | 21 ++++++ tethys/tests/test_regional.py | 30 ++++++++ 12 files changed, 233 insertions(+), 1 deletion(-) create mode 100644 tethys/tests/data/config_test.yml create mode 100644 tethys/tests/data/data.csv create mode 100644 tethys/tests/data/expected_output.nc create mode 100644 tethys/tests/data/map.tif create mode 100644 tethys/tests/data/netcdf.nc create mode 100644 tethys/tests/data/population_2010.tif create mode 100644 tethys/tests/data/population_2020.tif create mode 100644 tethys/tests/test_easy_query.py create mode 100644 tethys/tests/test_model.py create mode 100644 tethys/tests/test_regional.py diff --git a/tethys/datareader/gridded.py b/tethys/datareader/gridded.py index d9cfb45..7b4690a 100644 --- a/tethys/datareader/gridded.py +++ b/tethys/datareader/gridded.py @@ -97,7 +97,7 @@ def percent_to_area(ds): # formula for total grid cell area (km^2) based on latitude and cell resolution cell_areas = xr.DataArray(np.cos(np.radians(ds.lat)) * (111.32 * 110.57) * source_resolution * source_resolution, - coords=dict(lat=ds.lat)) + coords=dict(lat=ds.lat)).astype(np.float32) return ds * cell_areas diff --git a/tethys/tests/data/config_test.yml b/tethys/tests/data/config_test.yml new file mode 100644 index 0000000..6aaf3ec --- /dev/null +++ b/tethys/tests/data/config_test.yml @@ -0,0 +1,23 @@ +# Basic example config file for Tethys + +# Project level settings +years: [2010, 2015, 2020] +resolution: 1 +demand_type: withdrawals + +# csv input +csv: data.csv + +# dictionary of proxy files and promised variables and years +proxy_files: + population_{year}.tif: + variables: Population + years: [2010, 2020] + +# mapping of inputs sectors to proxies +downscaling_rules: + Municipal: Population + +# list of map files +map_files: + - map.tif diff --git a/tethys/tests/data/data.csv b/tethys/tests/data/data.csv new file mode 100644 index 0000000..70a76e6 --- /dev/null +++ b/tethys/tests/data/data.csv @@ -0,0 +1,97 @@ +region,sector,year,value +Africa_Eastern,Municipal,2010,4.42901029 +Africa_Eastern,Municipal,2015,4.22671759 +Africa_Eastern,Municipal,2020,4.73878411 +Africa_Northern,Municipal,2010,13.49262126 +Africa_Northern,Municipal,2015,16.11874547 +Africa_Northern,Municipal,2020,16.298868 +Africa_Southern,Municipal,2010,2.57396257 +Africa_Southern,Municipal,2015,2.97675266 +Africa_Southern,Municipal,2020,3.24931586 +Africa_Western,Municipal,2010,8.6929892 +Africa_Western,Municipal,2015,9.805485 +Africa_Western,Municipal,2020,10.6721584 +Argentina,Municipal,2010,5.762215124 +Argentina,Municipal,2015,6.098020541 +Argentina,Municipal,2020,6.041131341 +Australia_NZ,Municipal,2010,4.6927029 +Australia_NZ,Municipal,2015,4.2294345 +Australia_NZ,Municipal,2020,4.5129511 +Brazil,Municipal,2010,17.1854325 +Brazil,Municipal,2015,16.7153866 +Brazil,Municipal,2020,16.8869984 +Canada,Municipal,2010,5.32184149 +Canada,Municipal,2015,4.88669505 +Canada,Municipal,2020,5.10147938 +Central America and Caribbean,Municipal,2010,6.53324094 +Central America and Caribbean,Municipal,2015,6.93419589 +Central America and Caribbean,Municipal,2020,7.38100179 +Central Asia,Municipal,2010,8.74195366 +Central Asia,Municipal,2015,7.73920262 +Central Asia,Municipal,2020,8.11541647 +China,Municipal,2010,72.1309279 +China,Municipal,2015,79.3955152 +China,Municipal,2020,83.5399429 +Colombia,Municipal,2010,3.236403 +Colombia,Municipal,2015,3.489997 +Colombia,Municipal,2020,3.69837 +EU-12,Municipal,2010,7.5009789 +EU-12,Municipal,2015,7.5452366 +EU-12,Municipal,2020,7.7937413 +EU-15,Municipal,2010,47.58946306 +EU-15,Municipal,2015,53.41698446 +EU-15,Municipal,2020,54.14829337 +Europe_Eastern,Municipal,2010,4.0015032 +Europe_Eastern,Municipal,2015,3.0680024 +Europe_Eastern,Municipal,2020,3.0821115 +Europe_Non_EU,Municipal,2010,6.386104 +Europe_Non_EU,Municipal,2015,7.034708 +Europe_Non_EU,Municipal,2020,7.191229 +European Free Trade Association,Municipal,2010,2.0851525 +European Free Trade Association,Municipal,2015,1.868855 +European Free Trade Association,Municipal,2020,1.9272038 +India,Municipal,2010,55.999522 +India,Municipal,2015,59.386485 +India,Municipal,2020,63.48487 +Indonesia,Municipal,2010,18.59787981 +Indonesia,Municipal,2015,23.78451334 +Indonesia,Municipal,2020,25.99730653 +Japan,Municipal,2010,15.3846 +Japan,Municipal,2015,15.317 +Japan,Municipal,2020,15.1056 +Mexico,Municipal,2010,11.64549648 +Mexico,Municipal,2015,14.21656248 +Mexico,Municipal,2020,14.61156416 +Middle East,Municipal,2010,14.5354025 +Middle East,Municipal,2015,15.2539 +Middle East,Municipal,2020,15.0098736 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(starts-with(@name, 'water_td_') and ends-with(@name, '_W')))]//demand-physical/node() + """ + + def test_easy_query(self): + query = easy_query.easy_query('demand-physical', sector=['Beef', 'Dairy'], technology='!water_td_*', + input=['*_water withdrawals', 'water_td_*_W']) + + self.assertEqual(query.querystr, TestEasyQuery.COMP_QUERY_STRING) + + + + +if __name__ == '__main__': + unittest.main() diff --git a/tethys/tests/test_gridded.py b/tethys/tests/test_gridded.py index 8280730..7c2d1e3 100644 --- a/tethys/tests/test_gridded.py +++ b/tethys/tests/test_gridded.py @@ -1,5 +1,6 @@ import unittest +import os import xarray as xr import tethys.datareader.gridded as gridded @@ -7,6 +8,12 @@ class TestGridded(unittest.TestCase): + COMP_CLEAN_SPATIAL_DIMS = xr.DataArray(data=[[0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0]], + coords=dict(lat=[60, 0, -60], + lon=[-150, -90, -30, 30, 90, 150])) + COMP_PERCENT_TO_AREA = xr.DataArray(data=[[0., 2215557.432, 4431114.864, 11077787.16, 17724459.456, 22155574.32], [0., 4431114.864, 8862229.728, 22155574.32, 35448918.912, 44311148.64], [0., 2215557.432, 4431114.864, 11077787.16, 17724459.456, 22155574.32]], @@ -27,6 +34,25 @@ class TestGridded(unittest.TestCase): COMP_INTERP_HELPER = xr.DataArray(data=[100, 100, 150, 200, 200], coords=dict(year=[2005, 2010, 2015, 2020, 2025])) + COMP_LOAD_FILE_NC = xr.Dataset(data_vars=dict(proxy=(['year', 'lat', 'lon'], + [[[0.75, 2.25, 2.25, 0.75], + [0.25, 0.75, 0.75, 0.25]]])), + coords=dict(year=[2010], + lat=[45, -45], + lon=[-135, -45, 45, 135])) + + def test_clean_spatial_dims(self): + da_in = xr.DataArray(data=[[0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0]], + coords=dict(latitude=[-60, 0, 0.00000000001, 60], + longitude=[-150, -90, -30, 30, 90, 150])) + + da_out = gridded.clean_spatial_dims(da_in) + + xr.testing.assert_equal(da_out, TestGridded.COMP_CLEAN_SPATIAL_DIMS) + def test_percent_to_area(self): da_in = xr.DataArray(data=[[0.0, 0.1, 0.2, 0.5, 0.8, 1.0], [0.0, 0.1, 0.2, 0.5, 0.8, 1.0], @@ -69,6 +95,17 @@ def test_interp_helper(self): xr.testing.assert_equal(da_out, TestGridded.COMP_INTERP_HELPER) + def test_load_file_nc(self): + + filename = os.path.join(os.path.dirname(__file__), 'data/netcdf.nc') + ds_out = gridded.load_file(filename, + target_resolution=90, + years=[2010], + variables=['proxy'], + flags=['short_name_as_name']).compute() + + xr.testing.assert_equal(ds_out, TestGridded.COMP_LOAD_FILE_NC) + if __name__ == '__main__': unittest.main() diff --git a/tethys/tests/test_model.py b/tethys/tests/test_model.py new file mode 100644 index 0000000..25c59fa --- /dev/null +++ b/tethys/tests/test_model.py @@ -0,0 +1,21 @@ +import unittest + +import os +import xarray as xr +import tethys + + +class TestModel(unittest.TestCase): + + def test_run_model(self): + + config_file = os.path.join(os.path.dirname(__file__), 'data/config_test.yml') + + m = tethys.run_model(config_file) + expected_output = xr.open_dataset(os.path.join(os.path.dirname(__file__), 'data/expected_output.nc')) + + xr.testing.assert_allclose(m.outputs, expected_output) + + +if __name__ == '__main__': + unittest.main() diff --git a/tethys/tests/test_regional.py b/tethys/tests/test_regional.py new file mode 100644 index 0000000..4bc4859 --- /dev/null +++ b/tethys/tests/test_regional.py @@ -0,0 +1,30 @@ +import unittest + +import tethys.datareader.regional as regional + + +class TestRegional(unittest.TestCase): + + def test_extract_basin_name(self): + + self.assertEqual(regional.extract_basin_name('water_td_irr_basin_C'), '_basin') + self.assertEqual(regional.extract_basin_name('water_td_elec_C'), '') + + def test_friendly_sector_name(self): + + self.assertEqual(regional.friendly_sector_name('water_td_dom_'), 'Domestic') + self.assertEqual(regional.friendly_sector_name('Beef'), 'Beef') + + def test_unfriendly_sector_name(self): + self.assertEqual(regional.unfriendly_sector_name('Domestic'), 'water_td_dom_*') + self.assertEqual(regional.unfriendly_sector_name('Beef'), 'Beef') + + def test_elec_sector_rename(self): + self.assertEqual(regional.elec_sector_rename('comm heating'), 'Heating') + self.assertEqual(regional.elec_sector_rename('comm cooling'), 'Cooling') + self.assertEqual(regional.elec_sector_rename('other'), 'Other') + + + +if __name__ == '__main__': + unittest.main() From 486655ae4251166beca4fb8ff49bd738c0158e5d Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Wed, 1 Mar 2023 14:32:07 -0500 Subject: [PATCH 129/142] more tests, moved tests --- {tethys/tests => tests}/__init__.py | 0 tests/data/amplitude.nc | Bin 0 -> 8276 bytes {tethys/tests => tests}/data/config_test.yml | 9 ++- {tethys/tests => tests}/data/data.csv | 0 tests/data/expected_output.nc | Bin 0 -> 297178 bytes .../data/expected_output_monthly_domestic.nc | Bin 0 -> 12627 bytes {tethys/tests => tests}/data/map.tif | Bin {tethys/tests => tests}/data/netcdf.nc | Bin .../tests => tests}/data/population_2010.tif | Bin .../tests => tests}/data/population_2020.tif | Bin tests/data/tas.nc | Bin 0 -> 10323 bytes {tethys/tests => tests}/test_easy_query.py | 2 - {tethys/tests => tests}/test_gridded.py | 0 {tethys/tests => tests}/test_model.py | 0 {tethys/tests => tests}/test_regional.py | 0 tests/test_tdmethods.py | 27 +++++++ tethys/datareader/maps.py | 15 ---- tethys/tdmethods/domestic.py | 2 +- tethys/tests/data/expected_output.nc | Bin 50007 -> 0 bytes tethys/utils/exceptions.py | 56 -------------- tethys/utils/logger.py | 73 ------------------ 21 files changed, 35 insertions(+), 149 deletions(-) rename {tethys/tests => tests}/__init__.py (100%) create mode 100644 tests/data/amplitude.nc rename {tethys/tests => tests}/data/config_test.yml (77%) rename {tethys/tests => tests}/data/data.csv (100%) create mode 100644 tests/data/expected_output.nc create mode 100644 tests/data/expected_output_monthly_domestic.nc rename {tethys/tests => tests}/data/map.tif (100%) rename {tethys/tests => tests}/data/netcdf.nc (100%) rename {tethys/tests => tests}/data/population_2010.tif (100%) rename {tethys/tests => tests}/data/population_2020.tif (100%) create mode 100644 tests/data/tas.nc rename {tethys/tests => tests}/test_easy_query.py (99%) rename {tethys/tests => tests}/test_gridded.py (100%) rename {tethys/tests => tests}/test_model.py (100%) rename {tethys/tests => tests}/test_regional.py (100%) create mode 100644 tests/test_tdmethods.py delete mode 100644 tethys/tests/data/expected_output.nc delete mode 100644 tethys/utils/exceptions.py delete mode 100644 tethys/utils/logger.py diff --git a/tethys/tests/__init__.py b/tests/__init__.py similarity index 100% rename from tethys/tests/__init__.py rename to tests/__init__.py diff --git a/tests/data/amplitude.nc b/tests/data/amplitude.nc new file mode 100644 index 0000000000000000000000000000000000000000..47cf4b9d4a0007f2faf772979a7ad9f3cc031732 GIT binary patch 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zDFP`1DFP`1Dbg#_RA!JOkRp(xjUYuJMIc2WMIc2WMIc2WMIc2WMIc2WMIc2WMIc2W wMT&V-i=sh_K#D+$z6L1*DFP`1DFP`1DFP`1DFP`1DFP`1DFP|_$&sS}0R*6LZ~y=R diff --git a/tethys/model.py b/tethys/model.py index b1f37a9..6c184ec 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -129,7 +129,9 @@ def _load_inputs(self): if self.csv is not None: self.inputs = pd.read_csv(os.path.join(self.root, self.csv)) else: - self.inputs = load_region_data(os.path.join(self.root, self.dbpath), self.dbfile, self.downscaling_rules, self.demand_type) + sectors = [j for i in self.downscaling_rules.values() if isinstance(i, dict) for j in i] + \ + list(self.downscaling_rules.keys()) + self.inputs = load_region_data(os.path.join(self.root, self.dbpath), self.dbfile, sectors, self.demand_type) def harmonize(self, distribution, sectors=None): """Actual spatial downscaling happens here""" diff --git a/tethys/region_data.py b/tethys/region_data.py index 585d189..ea1a6da 100644 --- a/tethys/region_data.py +++ b/tethys/region_data.py @@ -1,20 +1,22 @@ -import numpy as np import gcamreader from tethys.utils.easy_query import easy_query -def load_region_data(dbpath, dbfile, rules, demand_type='withdrawals'): +def load_region_data(dbpath, dbfile, sectors, demand_type='withdrawals'): """Load region-scale water demand from GCAM needed to carry out a configuration :param dbpath: path to folder containing dbfile (see gcamreader docs) :param dbfile: name of GCAM database (the folder containing the .basex files) - :param rules: # TODO: maybe replace with sectors + :param sectors: GCAM sectors to filter to (friendly names will be converted to unfriendly names) :param demand_type: 'withdrawals' or 'consumption' :return: pandas dataframe with columns 'region', 'sector', 'year', 'value' """ + + sectors = [unfriendly_sector_name(i) for i in sectors] + conn = gcamreader.LocalDBConn(dbpath, dbfile) - df = conn.runQuery(easy_query('demand-physical', sector=rules_to_sectors(rules), technology='!water_td_*', + df = conn.runQuery(easy_query('demand-physical', sector=sectors, technology='!water_td_*', input=[f'*_water {demand_type}', f'water_td_*_{demand_type[0].upper()}'])) # add '_BasinName' to region if exists @@ -63,16 +65,6 @@ def unfriendly_sector_name(x): return x -def rules_to_sectors(rules): - """Convert rules dict from YAML config to a list of sectors to query GCAM for""" - sectors = [] - for k, v in rules.items(): - sectors.append(unfriendly_sector_name(k)) - if isinstance(v, dict): - sectors.extend(v.keys()) - return sectors - - def elec_sector_weights(dbpath, dbfile): """Get the electricity sector weights from GCAM database""" From 6c6434b07deb8817899088433f26c8521a6dda97 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 12 Jan 2023 14:51:14 -0500 Subject: [PATCH 116/142] cleaning up the spatial downscaling function --- tethys/model.py | 45 +++++++++++++++++++++++++++++---------------- 1 file changed, 29 insertions(+), 16 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 6c184ec..21df528 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -19,7 +19,7 @@ class Tethys: """Model wrapper for Tethys""" def __init__(self, config_file='', years=None, resolution=0.125, demand_type='withdrawals', - perform_temporal=False, dbpath=None, dbfile=None, csv=None, write_outputs=False, output_folder=None, + perform_temporal=False, dbpath=None, dbfile=None, csv=None, write_outputs=False, output_folder='', output_file=None, compress_outputs=True, downscaling_rules=None, proxy_files=None, map_files=None, temporal_files=None): """ # TODO @@ -133,20 +133,17 @@ def _load_inputs(self): list(self.downscaling_rules.keys()) self.inputs = load_region_data(os.path.join(self.root, self.dbpath), self.dbfile, sectors, self.demand_type) - def harmonize(self, distribution, sectors=None): - """Actual spatial downscaling happens here""" + # filter inputs to valid regions and years + self.inputs = self.inputs[(self.inputs.region.isin(self.region_masks.region.data)) & + (self.inputs.year.isin(self.years))] - if sectors is None: - sectors = distribution.sector.data - elif isinstance(sectors, str): - sectors = [sectors] - - inputs = self.inputs[(self.inputs.region.isin(self.region_masks.region.data)) & - (self.inputs.sector.isin(sectors)) & - (self.inputs.year.isin(self.years))].set_index(['region', 'sector', 'year'])[ - 'value'].to_xarray().fillna(0).astype(np.float32) - - region_masks = self.region_masks.sel(region=inputs.region) + def downscale(self, distribution, inputs, region_masks): + """Actual spatial downscaling happens here + :param distribution: DataArray (sector, year, lat, lon) spatial distribution of proxies + :param inputs: DataArray (region, sector, year) demand values by region, sector, year + :param region_masks: DataArray (lat, lon, region) of bools, True if (lat, lon) belongs to region + :return: distribution scaled to match inputs in all regions + """ out = distribution.where(region_masks, 0) @@ -171,7 +168,9 @@ def run_model(self): self._load_inputs() for supersector, rules in self.downscaling_rules.items(): + print(f'Downscaling {supersector}') + if not isinstance(rules, dict): rules = {supersector: rules} @@ -180,17 +179,31 @@ def run_model(self): for sector, proxy in rules.items()} ).to_array(dim='sector') - downscaled = self.harmonize(proxies) + inputs = self.inputs[self.inputs.sector.isin(proxies.sector.data)].set_index( + ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) + + region_masks = self.region_masks.sel(region=inputs.region) + + downscaled = self.downscale(proxies, inputs, region_masks) # handle constraint for entire supersector if supersector not in rules and supersector in self.inputs.sector.unique(): + # detect if supersector uses different regions than the sectors, or is just the total if not set(self.inputs.region[self.inputs.sector.isin(downscaled.sector.data)]).issubset( set(self.inputs.region[self.inputs.sector == supersector])): - downscaled = self.harmonize(downscaled, supersector) + + inputs = self.inputs[self.inputs.sector == supersector].set_index( + ['region', 'sector', 'year'])['value'].to_xarray().fillna(0).astype(np.float32) + + region_masks = self.region_masks.sel(region=inputs.region) + + downscaled = self.downscale(downscaled, inputs, region_masks) if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year + # TODO: Move the data loading into temporal_downscaling.py + if supersector == 'Domestic' or supersector == 'Municipal': tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') From a7b99b5f7ac79ea891caf90f11556268978d94bc Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Thu, 12 Jan 2023 17:25:42 -0500 Subject: [PATCH 117/142] cleaning up temporal downscaling --- tethys/model.py | 19 ++++++++++++++----- tethys/temporal_downscaling.py | 11 +++++++++-- 2 files changed, 23 insertions(+), 7 deletions(-) diff --git a/tethys/model.py b/tethys/model.py index 21df528..625bee9 100644 --- a/tethys/model.py +++ b/tethys/model.py @@ -202,16 +202,21 @@ def run_model(self): if self.perform_temporal: # calculate the monthly distributions (share of annual) for each year - # TODO: Move the data loading into temporal_downscaling.py + # TODO: Move the data loading into temporal_downscaling.py? + + out_years = range(self.years[0], self.years[-1] + 1) if supersector == 'Domestic' or supersector == 'Municipal': - tas = load_monthly_data(self.temporal_files['tas'], self.resolution, range(self.years[0], self.years[-1] + 1)) + + tas = load_monthly_data(self.temporal_files['tas'], self.resolution, out_years) amplitude = load_monthly_data(self.temporal_files['domr'], self.resolution, method='label') + distribution = monthly_distribution_domestic(tas, amplitude) elif supersector == 'Electricity': - hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) - cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, range(self.years[0], self.years[-1] + 1)) + + hdd = load_monthly_data(self.temporal_files['hdd'], self.resolution, out_years) + cdd = load_monthly_data(self.temporal_files['cdd'], self.resolution, out_years) weights = elec_sector_weights(self.dbpath, self.dbfile) weights = weights[(weights.region.isin(self.inputs.region[self.inputs.sector == 'Electricity'])) & @@ -219,16 +224,20 @@ def run_model(self): (weights.year.isin(self.years))].set_index( ['region', 'sector', 'year'])['value'].to_xarray().fillna(0) weights = interp_helper(weights) + region_masks = self.region_masks.sel(region=weights.region) distribution = monthly_distribution_electricty(hdd, cdd, weights, region_masks) elif supersector == 'Irrigation': - irr = load_monthly_data(self.temporal_files['irr'], self.resolution, range(self.years[0], self.years[-1] + 1), method='label') + + irr = load_monthly_data(self.temporal_files['irr'], self.resolution, out_years, method='label') irr_regions = self.inputs.region[(self.inputs.sector == 'Irrigation') & (self.inputs.region.isin(self.region_masks.region.data)) ].unique() + regionmasks = self.region_masks.sel(region=irr_regions) + distribution = monthly_distribution_irrigation(irr, regionmasks) else: diff --git a/tethys/temporal_downscaling.py b/tethys/temporal_downscaling.py index 20991ee..ac43345 100644 --- a/tethys/temporal_downscaling.py +++ b/tethys/temporal_downscaling.py @@ -56,21 +56,28 @@ def monthly_distribution_domestic(tas, amplitude): def monthly_distribution_electricty(hdd, cdd, weights, regionmasks): """Temporal downscaling of water demand for electricity generation using algorithm from Voisin et al. (2013)""" + # this formula is annoying to implement because of the hdd/cdd thresholds and reallocation of weights hdd_sums = hdd.sum(dim='month') cdd_sums = cdd.sum(dim='month') + + # when hdd under threshold but cdd above threshold, cooling percent is added to heating signal hdd = xr.where((hdd_sums < 650) & (cdd_sums >= 450), cdd, hdd) + # when cdd under threshold but hdd above threshold, heating percent is added to cooling signal cdd = xr.where((cdd_sums < 450) & (hdd_sums >= 650), hdd, cdd) + # when neither are above threshold, both are reallocated to other category, and demand does not depend hdd or cdd hdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, hdd) cdd = xr.where((hdd_sums < 650) & (cdd_sums < 450), 1 / 12, cdd) + + # redo sums based on reallocation hdd_sums = hdd.sum(dim='month') cdd_sums = cdd.sum(dim='month') + # prevent 0/0 hdd_sums = xr.where(hdd_sums != 0, hdd_sums, 1) cdd_sums = xr.where(cdd_sums != 0, cdd_sums, 1) hdd /= hdd_sums cdd /= cdd_sums - out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], - dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) + out = xr.concat([hdd, cdd, xr.full_like(hdd, 1/12)], dim=pd.Series(['Heating', 'Cooling', 'Other'], name='sector')) out = out.where(regionmasks, 0) out = out.dot(weights, dims=('sector', 'region')) From 37250ab6c387b8830e40928a4099c3b71ace5e68 Mon Sep 17 00:00:00 2001 From: Isaac Thompson <93336839+ifthompson@users.noreply.github.com> Date: Fri, 13 Jan 2023 17:55:24 -0500 Subject: [PATCH 118/142] working on v2 docs --- docs/source/_static/motivation.png | Bin 0 -> 257680 bytes docs/source/_static/overview.png | Bin 0 -> 48209 bytes docs/source/getting_started.rst | 71 +--- docs/source/index.rst | 24 +- docs/source/tethys.rst | 25 +- docs/source/user_guide.rst | 644 +++-------------------------- tethys/model.py | 1 + 7 files changed, 106 insertions(+), 659 deletions(-) create mode 100644 docs/source/_static/motivation.png create mode 100644 docs/source/_static/overview.png diff --git a/docs/source/_static/motivation.png b/docs/source/_static/motivation.png new file mode 100644 index 0000000000000000000000000000000000000000..f5c722b8c7081d8f2671fbe30002ee8a6be10e66 GIT binary patch literal 257680 zcmeF2)l-~L_~jwEyAMuqcXtmK+}$B~aJLB#!QGwUZiBl82@pKE%K(G(_xwCbzgS1Jm+&xN2#gEp&=6^LqS2IDacE!LqWkwLqS0=Ab$E7G3AUn`uIV+tIJ73 z)y@EpKRU2B63P-#Pz?zvFJ^EbeIyroJ$EQ5{LlY2Xa#keD=4Vg6~SGWwo z=n@1?Y}v18%TLT}&XtCR>qn+i<5YZR?n>0|5T@G{Y6A|}8plw4rUGq$Xhuty{yZlt z55^$6#$8}}m9Mpp4ZgKb*Sz9|`)kX|ac%9zappy(Nv=lun<~h@sHSEoWTl~JoovocFiJ+OpsW-;IIzn*%jeU-vv64{6> z@bPQ)1Ld0M{T}1%l>O@&Ws5{ML99OWrjbGBt}MMQw?mAXRZAdifLY4uR?ela~R|Z z_0a&*=#Db#WsL-ywq3Y&=xtQ4vXbABLOK7S>?5)P?~7f48z2L=+(isvy%80)SS2`- zuyL#wVXX9vz#zjfb4z2^XHlKa2z!mGy*X%05%Qq%+X|m8K+chc}SdLtjSQDb@BfC13`Khmyn1KvS$zt)WFpXK`Pb&j$mZMY;mt|c zn>J)?>nw05JPuN;WOiIhP4O7i5@?2W&tOyccd=eg+Ud8bIg%SF_zo9@lI9gwj;{HCTu(#F5J zaRs9hCad-(##N(j%1#z zp^5uqn_J$@&k<7hvp;kV(H&hclHShirIAo?Hm#VK#yT;zz6>@qjp7nvqR_Rc5%6aS zd5*JzxIQ}Z5f*oy8u%S{GK5lxVvE2-jJ-6^1!0p|47yt_yykE$BzMf0h;t;7mR0FS zr$`M4yL=biV2sU!FH;)c1_gJv%$TZL)$fPs*k6t%*2ciZfU)W}%eCr*bMaENWuxn|P9+EX(8!RDF<|-JB0oWAf>e>S$flAm#WSI;CmWzTRttPC zmi3N01Ihhkv)a<(MBeR6&4FrskIT_LGZqr$`P&udaP(MD4mWN^(lp+G?q({~XdE27 zKh6_Y@@W;MjjjoSVDxKfENEur8^#o=(VzSs&oko5SmLt1qY78 zgSDPA*D{jZII90$_*N9E8(g3f9Tg^{wg>1;#epQU9j?zqQ_<$Pcux+JtF*sy)VKh- zn_bq`&GOESO>dlHCPI1!K1)%(j!^-HToL@9(C?e4Bdy}ao80OZ>br;=+>`VvY<|My^KoDXCqNkR^mcVIF=c|AeoYaNC%R zKyn?d#+(>ciut%9yD<;I%{Q7ut`+(zx{DvVU{De@s$Twl{RlG$NoE>VB~7cF3sH9< zt=nehqF5#^LfgN#G61oP1ve_cp}Mc&_QaHIz-*yu*x6QLH^Nd`#`sKEl4gm2dI@0F z$0P{XD~r7QbDzHw5<5m@&Ea^65r-29KkB-+8QW46Nsldgkk}st{66N!+uOf;2Y6*1 zR%MUga^Z_x=1S-``KMN9Mvm)}g7dW=D-)jr>^jzrTF0GFFZXNWO=CV@I3wtIc!I}d zDFom-iwRQDSjvhGs{1p&I-Z9WyON@X)S4<#xctVs1zFNQXm3ytC{m|B$BAZ6BmS~>^Z8%niDkH`p}zX}Llek5ByRI$>mnd3^mQT*Qe}4Uwn+c{XRKdj;3-V($PGSNKTru!o;RiF!ageV2j-J z2EBfj#gWpXEBoRI=}f3^?>>vQXyy?X+8*Cd8H7WsTK4C0P)()0KFjzsI~0k-*0b`% z;Dp`2wf+V-e@jHomE}?JK1IK2grDKnnjqh+BCZk437dA;5aEDcst={vnxK!tI=MMS;cI|JGJ4R=)7DM~ok+^pmBC4!UX|@blVxu$XVD0T7X~&4@)# zSMPpD*LRXg{sqpT!*X^KmOm!(n8q?kZidE_^ImLX6Jqu5YpECE7$jbnS^}hhgAyxn|J5zE8O0AsQ-h{dyGl+CU& z(vaLlFEpp^e$vdXkHJ!d^k6H%MkrVi?tv0cGiVp>GB5BXxmri$Z30w1xKq)1h-HPf zw>6XZ$+jm~#G*KmEY5FPaLddn-^oflJ_&5|aYs?e=L5L%Eq`{IGx@2j?@QeXuZZs4 zxJoZ3Na1x3;DdWYekcfBNsw@tJN*i>aa|$}zD{TfxU=^fh7-!uH4gBi(j+HlsqDm= z+4J%dk(aitt%|{#}5m`k>eN1`pxuB1?tAqv7^Iiu%PU zJI`#{gA8|#m^5e(C9kq2+q18lJD`wr&Km490G@cb=g>1z3=S~7hV|a5NNU);m%3{v z&$T!EazwC=xsrqgmiGkh;h+>f*s&vYn1q5>zU}*H-FLJ4y)j{=;#yY`QgFCYLaGT1 z$E(9P{fMpeNy7|miP4u+09wOi-AeaC#hN+x5AB4oDd|ahD==wfSZ_1Z_aJ(MU3?D8 zWt@sjyggs<2cTZ*fPl(pD|4)+hmX(=+D zg~wEKE+m0%#n=;SWc1`~FE&S1MUf&d8!Nd0fa_yuHhl%4KA~F$9{2i_7-H!^`v%5&Z>s2YT~k1*Ush6z|wD7-%Wu zk#gpVshb+h2LAh56vwhY75(pC`(GTngJ0%BanwN{67K-?#0|yZ>DLVE1fjpIK+vL? 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