monthly distribution of rainfall.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "99666858",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cf\n",
    "import pandas as pd\n",
    "import pymannkendall as pmk\n",
    "#from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27435ee6",
   "metadata": {},
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 14975, longitude: 140, latitude: 80)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-01-02 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/17)\n",
       "    CDI:               Climate Data Interface version 1.9.9rc1 (https://mpime...\n",
       "    Conventions:       CF-1.6\n",
       "    history:           Thu Jun 09 17:26:34 2022: cdo sellonlatbox,-20,15,0,20...\n",
       "    institution:       Climate Hazards Group.  University of California at Sa...\n",
       "    title:             CHIRPS Version 2.0\n",
       "    version:           Version 2.0\n",
       "    ...                ...\n",
       "    comments:           time variable denotes the first day of the given day.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ\n",
       "    CDO:               Climate Data Operators version 1.9.9rc1 (https://mpime...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-eb548d68-acff-49e8-9ba2-830dd726f7f3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eb548d68-acff-49e8-9ba2-830dd726f7f3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 14975</li><li><span class='xr-has-index'>longitude</span>: 140</li><li><span class='xr-has-index'>latitude</span>: 80</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-71793095-6a56-4909-9d5c-49440c2734ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71793095-6a56-4909-9d5c-49440c2734ef' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-01 ... 2021-12-31</div><input id='attrs-81c5fe9e-6fbc-4bec-b191-1571f24871cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81c5fe9e-6fbc-4bec-b191-1571f24871cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5b8dd6f-6e3d-4a4a-ad49-bdb19784dccf' class='xr-var-data-in' type='checkbox'><label for='data-d5b8dd6f-6e3d-4a4a-ad49-bdb19784dccf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-01-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-19.88 -19.62 ... 14.62 14.88</div><input id='attrs-9d2508cf-a7c8-468a-b8fa-8180af7e3980' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d2508cf-a7c8-468a-b8fa-8180af7e3980' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df517deb-0e46-40a1-88f4-128e634542d9' class='xr-var-data-in' type='checkbox'><label for='data-df517deb-0e46-40a1-88f4-128e634542d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-19.875, -19.625, -19.375, -19.125, -18.875, -18.625, -18.375, -18.125,\n",
       "       -17.875, -17.625, -17.375, -17.125, -16.875, -16.625, -16.375, -16.125,\n",
       "       -15.875, -15.625, -15.375, -15.125, -14.875, -14.625, -14.375, -14.125,\n",
       "       -13.875, -13.625, -13.375, -13.125, -12.875, -12.625, -12.375, -12.125,\n",
       "       -11.875, -11.625, -11.375, -11.125, -10.875, -10.625, -10.375, -10.125,\n",
       "        -9.875,  -9.625,  -9.375,  -9.125,  -8.875,  -8.625,  -8.375,  -8.125,\n",
       "        -7.875,  -7.625,  -7.375,  -7.125,  -6.875,  -6.625,  -6.375,  -6.125,\n",
       "        -5.875,  -5.625,  -5.375,  -5.125,  -4.875,  -4.625,  -4.375,  -4.125,\n",
       "        -3.875,  -3.625,  -3.375,  -3.125,  -2.875,  -2.625,  -2.375,  -2.125,\n",
       "        -1.875,  -1.625,  -1.375,  -1.125,  -0.875,  -0.625,  -0.375,  -0.125,\n",
       "         0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,   1.875,\n",
       "         2.125,   2.375,   2.625,   2.875,   3.125,   3.375,   3.625,   3.875,\n",
       "         4.125,   4.375,   4.625,   4.875,   5.125,   5.375,   5.625,   5.875,\n",
       "         6.125,   6.375,   6.625,   6.875,   7.125,   7.375,   7.625,   7.875,\n",
       "         8.125,   8.375,   8.625,   8.875,   9.125,   9.375,   9.625,   9.875,\n",
       "        10.125,  10.375,  10.625,  10.875,  11.125,  11.375,  11.625,  11.875,\n",
       "        12.125,  12.375,  12.625,  12.875,  13.125,  13.375,  13.625,  13.875,\n",
       "        14.125,  14.375,  14.625,  14.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 19.62 19.88</div><input id='attrs-2ddd94ca-2778-4061-9513-4f29ccf521fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ddd94ca-2778-4061-9513-4f29ccf521fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad60315a-0195-4aec-9eb8-78ddee48b872' class='xr-var-data-in' type='checkbox'><label for='data-ad60315a-0195-4aec-9eb8-78ddee48b872' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 0.125,  0.375,  0.625,  0.875,  1.125,  1.375,  1.625,  1.875,  2.125,\n",
       "        2.375,  2.625,  2.875,  3.125,  3.375,  3.625,  3.875,  4.125,  4.375,\n",
       "        4.625,  4.875,  5.125,  5.375,  5.625,  5.875,  6.125,  6.375,  6.625,\n",
       "        6.875,  7.125,  7.375,  7.625,  7.875,  8.125,  8.375,  8.625,  8.875,\n",
       "        9.125,  9.375,  9.625,  9.875, 10.125, 10.375, 10.625, 10.875, 11.125,\n",
       "       11.375, 11.625, 11.875, 12.125, 12.375, 12.625, 12.875, 13.125, 13.375,\n",
       "       13.625, 13.875, 14.125, 14.375, 14.625, 14.875, 15.125, 15.375, 15.625,\n",
       "       15.875, 16.125, 16.375, 16.625, 16.875, 17.125, 17.375, 17.625, 17.875,\n",
       "       18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d04da665-3fee-485c-9850-424f9b672cea' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d04da665-3fee-485c-9850-424f9b672cea' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b9410a2d-aac7-49f2-94a9-f20ec1235cb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9410a2d-aac7-49f2-94a9-f20ec1235cb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2384a84b-3e2f-4d96-9932-7b5434f19259' class='xr-var-data-in' type='checkbox'><label for='data-2384a84b-3e2f-4d96-9932-7b5434f19259' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>units :</span></dt><dd>mm/day</dd><dt><span>time_step :</span></dt><dd>day</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>[167720000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a4439d4a-ed08-446b-8bf6-efe744a6ee60' class='xr-section-summary-in' type='checkbox'  ><label for='section-a4439d4a-ed08-446b-8bf6-efe744a6ee60' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Thu Jun 09 17:26:34 2022: cdo sellonlatbox,-20,15,0,20 Chirps_all.nc chirps_21_WA.nc\n",
       "Thu Jun 09 15:02:05 2022: cdo mergetime chirps-v2.0.1981.days_p25.nc chirps-v2.0.1982.days_p25.nc chirps-v2.0.1983.days_p25.nc chirps-v2.0.1984.days_p25.nc chirps-v2.0.1985.days_p25.nc chirps-v2.0.1986.days_p25.nc chirps-v2.0.1987.days_p25.nc chirps-v2.0.1988.days_p25.nc chirps-v2.0.1989.days_p25.nc chirps-v2.0.1990.days_p25.nc chirps-v2.0.1991.days_p25.nc chirps-v2.0.1992.days_p25.nc chirps-v2.0.1993.days_p25.nc chirps-v2.0.1994.days_p25.nc chirps-v2.0.1995.days_p25.nc chirps-v2.0.1996.days_p25.nc chirps-v2.0.1997.days_p25.nc chirps-v2.0.1998.days_p25.nc chirps-v2.0.1999.days_p25.nc chirps-v2.0.2000.days_p25.nc chirps-v2.0.2001.days_p25.nc chirps-v2.0.2002.days_p25.nc chirps-v2.0.2003.days_p25.nc chirps-v2.0.2004.days_p25.nc chirps-v2.0.2005.days_p25.nc chirps-v2.0.2006.days_p25.nc chirps-v2.0.2007.days_p25.nc chirps-v2.0.2008.days_p25.nc chirps-v2.0.2009.days_p25.nc chirps-v2.0.2010.days_p25.nc chirps-v2.0.2011.days_p25.nc chirps-v2.0.2012.days_p25.nc chirps-v2.0.2013.days_p25.nc chirps-v2.0.2014.days_p25.nc chirps-v2.0.2015.days_p25.nc chirps-v2.0.2016.days_p25.nc chirps-v2.0.2017.days_p25.nc chirps-v2.0.2018.days_p25.nc chirps-v2.0.2019.days_p25.nc chirps-v2.0.2020.days_p25.nc chirps-v2.0.2021.days_p25.nc Chirps_all.nc\n",
       "created by Climate Hazards Group</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2015-10-07</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given day.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 14975, longitude: 140, latitude: 80)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-01-02 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/17)\n",
       "    CDI:               Climate Data Interface version 1.9.9rc1 (https://mpime...\n",
       "    Conventions:       CF-1.6\n",
       "    history:           Thu Jun 09 17:26:34 2022: cdo sellonlatbox,-20,15,0,20...\n",
       "    institution:       Climate Hazards Group.  University of California at Sa...\n",
       "    title:             CHIRPS Version 2.0\n",
       "    version:           Version 2.0\n",
       "    ...                ...\n",
       "    comments:           time variable denotes the first day of the given day.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ\n",
       "    CDO:               Climate Data Operators version 1.9.9rc1 (https://mpime..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = xr.open_dataset('chirps_21_WA_new.nc')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c72e09fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#con_v=data.precip.attrs['units']='millimeter '\n",
    "#con_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a3f25fad",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;precip&#x27; (time: 14975, latitude: 80, longitude: 140)&gt;\n",
       "[167720000 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-01-02 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88\n",
       "Attributes:\n",
       "    standard_name:       convective precipitation rate\n",
       "    long_name:           Climate Hazards group InfraRed Precipitation with St...\n",
       "    units:               mm/day\n",
       "    time_step:           day\n",
       "    geostatial_lat_min:  -50.0\n",
       "    geostatial_lat_max:  50.0\n",
       "    geostatial_lon_min:  -180.0\n",
       "    geostatial_lon_max:  180.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'precip'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 14975</li><li><span class='xr-has-index'>latitude</span>: 80</li><li><span class='xr-has-index'>longitude</span>: 140</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fb5f9741-7747-4223-b44f-2193c1dd52ec' class='xr-array-in' type='checkbox' checked><label for='section-fb5f9741-7747-4223-b44f-2193c1dd52ec' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[167720000 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-1f9f89d1-b7d6-4889-bd8d-a965ad386af8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1f9f89d1-b7d6-4889-bd8d-a965ad386af8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-01 ... 2021-12-31</div><input id='attrs-e4c21d98-d731-4b57-b851-f6f295dc4d4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4c21d98-d731-4b57-b851-f6f295dc4d4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4bae70c-e27e-4445-8a53-f79f59308ea3' class='xr-var-data-in' type='checkbox'><label for='data-d4bae70c-e27e-4445-8a53-f79f59308ea3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-01-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-19.88 -19.62 ... 14.62 14.88</div><input id='attrs-b8f6f827-9c45-4bf9-b49e-2f0a59bc5d85' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8f6f827-9c45-4bf9-b49e-2f0a59bc5d85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-779ed37d-b06d-4c82-bb0c-27e508a84da3' class='xr-var-data-in' type='checkbox'><label for='data-779ed37d-b06d-4c82-bb0c-27e508a84da3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-19.875, -19.625, -19.375, -19.125, -18.875, -18.625, -18.375, -18.125,\n",
       "       -17.875, -17.625, -17.375, -17.125, -16.875, -16.625, -16.375, -16.125,\n",
       "       -15.875, -15.625, -15.375, -15.125, -14.875, -14.625, -14.375, -14.125,\n",
       "       -13.875, -13.625, -13.375, -13.125, -12.875, -12.625, -12.375, -12.125,\n",
       "       -11.875, -11.625, -11.375, -11.125, -10.875, -10.625, -10.375, -10.125,\n",
       "        -9.875,  -9.625,  -9.375,  -9.125,  -8.875,  -8.625,  -8.375,  -8.125,\n",
       "        -7.875,  -7.625,  -7.375,  -7.125,  -6.875,  -6.625,  -6.375,  -6.125,\n",
       "        -5.875,  -5.625,  -5.375,  -5.125,  -4.875,  -4.625,  -4.375,  -4.125,\n",
       "        -3.875,  -3.625,  -3.375,  -3.125,  -2.875,  -2.625,  -2.375,  -2.125,\n",
       "        -1.875,  -1.625,  -1.375,  -1.125,  -0.875,  -0.625,  -0.375,  -0.125,\n",
       "         0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,   1.875,\n",
       "         2.125,   2.375,   2.625,   2.875,   3.125,   3.375,   3.625,   3.875,\n",
       "         4.125,   4.375,   4.625,   4.875,   5.125,   5.375,   5.625,   5.875,\n",
       "         6.125,   6.375,   6.625,   6.875,   7.125,   7.375,   7.625,   7.875,\n",
       "         8.125,   8.375,   8.625,   8.875,   9.125,   9.375,   9.625,   9.875,\n",
       "        10.125,  10.375,  10.625,  10.875,  11.125,  11.375,  11.625,  11.875,\n",
       "        12.125,  12.375,  12.625,  12.875,  13.125,  13.375,  13.625,  13.875,\n",
       "        14.125,  14.375,  14.625,  14.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 19.62 19.88</div><input id='attrs-68dcb0f1-b25b-4f32-a769-46628ccd82b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68dcb0f1-b25b-4f32-a769-46628ccd82b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-751f7d66-d3f5-4013-93af-aa143acb5962' class='xr-var-data-in' type='checkbox'><label for='data-751f7d66-d3f5-4013-93af-aa143acb5962' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 0.125,  0.375,  0.625,  0.875,  1.125,  1.375,  1.625,  1.875,  2.125,\n",
       "        2.375,  2.625,  2.875,  3.125,  3.375,  3.625,  3.875,  4.125,  4.375,\n",
       "        4.625,  4.875,  5.125,  5.375,  5.625,  5.875,  6.125,  6.375,  6.625,\n",
       "        6.875,  7.125,  7.375,  7.625,  7.875,  8.125,  8.375,  8.625,  8.875,\n",
       "        9.125,  9.375,  9.625,  9.875, 10.125, 10.375, 10.625, 10.875, 11.125,\n",
       "       11.375, 11.625, 11.875, 12.125, 12.375, 12.625, 12.875, 13.125, 13.375,\n",
       "       13.625, 13.875, 14.125, 14.375, 14.625, 14.875, 15.125, 15.375, 15.625,\n",
       "       15.875, 16.125, 16.375, 16.625, 16.875, 17.125, 17.375, 17.625, 17.875,\n",
       "       18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-83760584-1975-409a-8513-25ae8a308ccf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-83760584-1975-409a-8513-25ae8a308ccf' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>units :</span></dt><dd>mm/day</dd><dt><span>time_step :</span></dt><dd>day</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'precip' (time: 14975, latitude: 80, longitude: 140)>\n",
       "[167720000 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-01-02 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88\n",
       "Attributes:\n",
       "    standard_name:       convective precipitation rate\n",
       "    long_name:           Climate Hazards group InfraRed Precipitation with St...\n",
       "    units:               mm/day\n",
       "    time_step:           day\n",
       "    geostatial_lat_min:  -50.0\n",
       "    geostatial_lat_max:  50.0\n",
       "    geostatial_lon_min:  -180.0\n",
       "    geostatial_lon_max:  180.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rr = data.precip\n",
    "rr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2860a153",
   "metadata": {},
   "outputs": [
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       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;precip&#x27; (time: 492, latitude: 80, longitude: 140)&gt;\n",
       "array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.3260086e+01, 7.7137199e+01, 7.5203659e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.2054230e+01, 7.7596848e+01, 6.9361084e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         9.1125961e+01, 8.8987480e+01, 7.5438416e+01],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4490327e+02, 1.4151752e+02, 1.3498482e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4987195e+02, 1.5771428e+02, 1.6302100e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.3316153e+02, 1.4096770e+02, 1.4207092e+02],\n",
       "...\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         2.4068556e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.3944300e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.9427225e-03, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6231987e+02, 1.7696851e+02, 1.7768520e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6614938e+02, 1.9116370e+02, 1.8460173e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.5603899e+02, 1.6856345e+02, 1.7166997e+02],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2091880e-03, 5.0896185e-04, 8.8894338e-04],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         6.9030846e-04, 7.2253548e-04, 1.1458875e-03],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2223804e-02, 1.9004086e-02, 5.3123073e-03]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-31 1981-02-28 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'precip'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 492</li><li><span class='xr-has-index'>latitude</span>: 80</li><li><span class='xr-has-index'>longitude</span>: 140</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a2996523-e4cf-4995-b707-c1cac376e597' class='xr-array-in' type='checkbox' checked><label for='section-a2996523-e4cf-4995-b707-c1cac376e597' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 ... 0.02364 0.02466 0.01222 0.019 0.005312</span></div><div class='xr-array-data'><pre>array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.3260086e+01, 7.7137199e+01, 7.5203659e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.2054230e+01, 7.7596848e+01, 6.9361084e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         9.1125961e+01, 8.8987480e+01, 7.5438416e+01],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4490327e+02, 1.4151752e+02, 1.3498482e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4987195e+02, 1.5771428e+02, 1.6302100e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.3316153e+02, 1.4096770e+02, 1.4207092e+02],\n",
       "...\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         2.4068556e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.3944300e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.9427225e-03, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6231987e+02, 1.7696851e+02, 1.7768520e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6614938e+02, 1.9116370e+02, 1.8460173e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.5603899e+02, 1.6856345e+02, 1.7166997e+02],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2091880e-03, 5.0896185e-04, 8.8894338e-04],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         6.9030846e-04, 7.2253548e-04, 1.1458875e-03],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2223804e-02, 1.9004086e-02, 5.3123073e-03]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-25e1042d-d934-42f5-86ad-b4bc379b4b7c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-25e1042d-d934-42f5-86ad-b4bc379b4b7c' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-31 ... 2021-12-31</div><input id='attrs-18b114c5-5263-4ed8-a479-6230e7895fbb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-18b114c5-5263-4ed8-a479-6230e7895fbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8dcbe97-95b1-4294-abf2-82510400ff32' class='xr-var-data-in' type='checkbox'><label for='data-f8dcbe97-95b1-4294-abf2-82510400ff32' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-31T00:00:00.000000000&#x27;, &#x27;1981-02-28T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-03-31T00:00:00.000000000&#x27;, ..., &#x27;2021-10-31T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-11-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-19.88 -19.62 ... 14.62 14.88</div><input id='attrs-b263b09d-b46e-4fae-8f75-d69ee22cd77c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b263b09d-b46e-4fae-8f75-d69ee22cd77c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6be61cd8-e515-46f8-bd59-de1249329131' class='xr-var-data-in' type='checkbox'><label for='data-6be61cd8-e515-46f8-bd59-de1249329131' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-19.875, -19.625, -19.375, -19.125, -18.875, -18.625, -18.375, -18.125,\n",
       "       -17.875, -17.625, -17.375, -17.125, -16.875, -16.625, -16.375, -16.125,\n",
       "       -15.875, -15.625, -15.375, -15.125, -14.875, -14.625, -14.375, -14.125,\n",
       "       -13.875, -13.625, -13.375, -13.125, -12.875, -12.625, -12.375, -12.125,\n",
       "       -11.875, -11.625, -11.375, -11.125, -10.875, -10.625, -10.375, -10.125,\n",
       "        -9.875,  -9.625,  -9.375,  -9.125,  -8.875,  -8.625,  -8.375,  -8.125,\n",
       "        -7.875,  -7.625,  -7.375,  -7.125,  -6.875,  -6.625,  -6.375,  -6.125,\n",
       "        -5.875,  -5.625,  -5.375,  -5.125,  -4.875,  -4.625,  -4.375,  -4.125,\n",
       "        -3.875,  -3.625,  -3.375,  -3.125,  -2.875,  -2.625,  -2.375,  -2.125,\n",
       "        -1.875,  -1.625,  -1.375,  -1.125,  -0.875,  -0.625,  -0.375,  -0.125,\n",
       "         0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,   1.875,\n",
       "         2.125,   2.375,   2.625,   2.875,   3.125,   3.375,   3.625,   3.875,\n",
       "         4.125,   4.375,   4.625,   4.875,   5.125,   5.375,   5.625,   5.875,\n",
       "         6.125,   6.375,   6.625,   6.875,   7.125,   7.375,   7.625,   7.875,\n",
       "         8.125,   8.375,   8.625,   8.875,   9.125,   9.375,   9.625,   9.875,\n",
       "        10.125,  10.375,  10.625,  10.875,  11.125,  11.375,  11.625,  11.875,\n",
       "        12.125,  12.375,  12.625,  12.875,  13.125,  13.375,  13.625,  13.875,\n",
       "        14.125,  14.375,  14.625,  14.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 19.62 19.88</div><input id='attrs-534c1a9d-1845-43a6-8d9d-b6f253024d8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-534c1a9d-1845-43a6-8d9d-b6f253024d8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86baca68-503b-45fa-9b3f-2d5584e96bea' class='xr-var-data-in' type='checkbox'><label for='data-86baca68-503b-45fa-9b3f-2d5584e96bea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 0.125,  0.375,  0.625,  0.875,  1.125,  1.375,  1.625,  1.875,  2.125,\n",
       "        2.375,  2.625,  2.875,  3.125,  3.375,  3.625,  3.875,  4.125,  4.375,\n",
       "        4.625,  4.875,  5.125,  5.375,  5.625,  5.875,  6.125,  6.375,  6.625,\n",
       "        6.875,  7.125,  7.375,  7.625,  7.875,  8.125,  8.375,  8.625,  8.875,\n",
       "        9.125,  9.375,  9.625,  9.875, 10.125, 10.375, 10.625, 10.875, 11.125,\n",
       "       11.375, 11.625, 11.875, 12.125, 12.375, 12.625, 12.875, 13.125, 13.375,\n",
       "       13.625, 13.875, 14.125, 14.375, 14.625, 14.875, 15.125, 15.375, 15.625,\n",
       "       15.875, 16.125, 16.375, 16.625, 16.875, 17.125, 17.375, 17.625, 17.875,\n",
       "       18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2b314a41-b82f-4924-93f1-984ae76bfaa3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2b314a41-b82f-4924-93f1-984ae76bfaa3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'precip' (time: 492, latitude: 80, longitude: 140)>\n",
       "array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.3260086e+01, 7.7137199e+01, 7.5203659e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         8.2054230e+01, 7.7596848e+01, 6.9361084e+01],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         9.1125961e+01, 8.8987480e+01, 7.5438416e+01],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4490327e+02, 1.4151752e+02, 1.3498482e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.4987195e+02, 1.5771428e+02, 1.6302100e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.3316153e+02, 1.4096770e+02, 1.4207092e+02],\n",
       "...\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         2.4068556e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.3944300e-03, 0.0000000e+00, 0.0000000e+00],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         3.9427225e-03, 0.0000000e+00, 0.0000000e+00]],\n",
       "\n",
       "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6231987e+02, 1.7696851e+02, 1.7768520e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.6614938e+02, 1.9116370e+02, 1.8460173e+02],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.5603899e+02, 1.6856345e+02, 1.7166997e+02],\n",
       "        ...,\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2091880e-03, 5.0896185e-04, 8.8894338e-04],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         6.9030846e-04, 7.2253548e-04, 1.1458875e-03],\n",
       "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
       "         1.2223804e-02, 1.9004086e-02, 5.3123073e-03]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-31 1981-02-28 ... 2021-12-31\n",
       "  * longitude  (longitude) float32 -19.88 -19.62 -19.38 ... 14.38 14.62 14.88\n",
       "  * latitude   (latitude) float32 0.125 0.375 0.625 0.875 ... 19.38 19.62 19.88"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mon=rr.resample(time='1M').sum()\n",
    "mon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a9b414ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "month_clim=mon.groupby('time.month').mean('time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ef560a32",
   "metadata": {},
   "outputs": [],
   "source": [
    "s=month_clim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecc9b5a4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "233169fe",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(4,3,figsize=(20,20),subplot_kw={'projection':ccrs.PlateCarree()})\n",
    "ax = ax.flatten()\n",
    "                    \n",
    "month_names=['jan','feb','mar','apr','may','jun','jul','aug','sept','oct','nov','dec']\n",
    "for i in range(12):\n",
    "    ax[i].add_feature(cf.COASTLINE,zorder = 2)\n",
    "    ax[i].add_feature(cf.BORDERS,zorder = 2)\n",
    "   # ax[i].add_feature(cf.RIVERS,zorder = 2)\n",
    "    ax[i].add_feature(cf.STATES,zorder = 2)\n",
    "    #ax[i].add_feature(cf.LAKES,zorder = 4)\n",
    "   # ax[i].add_feature(cf.OCEAN,zorder = 2,color='blue')\n",
    "    ax[i].set_extent([-3.5,1.5,4,11.5])\n",
    "    ax[i].set_title(month_names[i])\n",
    "    #ax.set_title('MONTHLY DISTRIBUTION OF RAINFALL')\n",
    "    cb=ax[i].contourf(s.longitude,s.latitude,s[i],transform=ccrs.PlateCarree(),cmap='jet')              \n",
    "    color_bar = fig.add_axes([0.82,0.29,0.025,0.5])\n",
    "                    \n",
    "fig.colorbar(cb,cax=color_bar,label='PRECIPITATION[millimeter/day]')\n",
    "plt.subplots_adjust(wspace=-0.55,top=0.93)    \n",
    "#plt.savefig('precip.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c662dcc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1773d2e8b80>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "time_s=s.sel(longitude=slice(-3.5,1.5),latitude=slice(4,11.5))\n",
    "time_s = time_s.mean(dim=('longitude','latitude'))\n",
    "time_s.plot()\n",
    "#plt.savefig('timeseries.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "876ca604",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ann_av=s.groupby('time.year').mean('time')\n",
    "\n",
    "#ann_av\n",
    "\n",
    "ann_av=rr.groupby('time.year').mean('time')\n",
    "yrs=ann_av"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2a506ad6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1773c92bfa0>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tim_s2=yrs.sel(longitude=slice(-3.5,1.5),latitude=slice(4,11.5))\n",
    "tim_s2=tim_s2.sum(dim=('longitude','latitude'))\n",
    "tim_s2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cd02082c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x1773cbf65e0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "ARS=mon.sel(longitude=slice(-3.5,1.5),latitude=slice(4.9,12))\n",
    "ARS.groupby('time.month').mean(dim=('time','longitude')).T.plot.contourf(cmap=\"jet\")\n",
    "#plt.savefig('HOVMOLLER.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "204e0324",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7e33cfc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#stat_result=pmk.original_test(ann_av)\n",
    "#print(stat_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2ff6cb3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(stat_result.slope)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "576e9698",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}