diff --git a/scripts/PyQGIS scripts/qgis_0_preprocessing_PNEO.py b/scripts/PyQGIS scripts/qgis_0_preprocessing_PNEO.py index 64280f5..870a828 100644 --- a/scripts/PyQGIS scripts/qgis_0_preprocessing_PNEO.py +++ b/scripts/PyQGIS scripts/qgis_0_preprocessing_PNEO.py @@ -10,14 +10,14 @@ # Parameters for the algorithm sat_captures = [ - # "000047717_1_22_STD_A", - # "000047717_1_24_STD_A", - # "000047717_1_25_STD_A", - # "000047717_1_26_STD_A", - "000058605_1_3_STD_A", - "000058605_1_4_STD_A", - "000058605_1_7_STD_A", - "000058608_1_2_STD_A", + #"000047717_1_22_STD_A", + "000047717_1_24_STD_A", + #"000047717_1_25_STD_A", + #"000047717_1_26_STD_A", + # "000058605_1_3_STD_A", + # "000058605_1_4_STD_A", + # "000058605_1_7_STD_A", + # "000058608_1_2_STD_A", ] path = r"F:\Imagenes Satelitales\2022" @@ -40,12 +40,16 @@ rgb_files = [os.path.join(folder, f) for f in rgb_files] ned_files = [f.replace("_RGB_", "_NED_") for f in rgb_files] out_files = [f.replace("_RGB_", "_") for f in rgb_files] - + assert len(rgb_files) == len(ned_files) == len(out_files) i = 0 n_imgs = len(rgb_files) for rgb, ned, out in zip(rgb_files, ned_files, out_files): + out = os.path.split(out)[-1] + out = rf"E:\2022 imagenes\{out}" + if os.path.isfile(out): + continue # Step 1: Extract NIR band using gdal:translate result_extract_nir = processing.run( "gdal:translate", @@ -57,8 +61,7 @@ }, ) nir_only = QgsRasterLayer(result_extract_nir["OUTPUT"], "Extracted NIR") - out = os.path.split(out)[-1] - out = rf"E:\2022 imagenes\{out}" + result_merge_rgb_nir = processing.run( "gdal:merge", { diff --git a/scripts/PyQGIS scripts/qgis_1b_pansharpening_qgis_PNEO.py b/scripts/PyQGIS scripts/qgis_1b_pansharpening_qgis_PNEO.py index 5566dda..1e9e930 100644 --- a/scripts/PyQGIS scripts/qgis_1b_pansharpening_qgis_PNEO.py +++ b/scripts/PyQGIS scripts/qgis_1b_pansharpening_qgis_PNEO.py @@ -8,8 +8,10 @@ path = r"E:\2022 imagenes" output_folder = r"D:\Maestría\Tesis\Repo\data\data_in\Pansharpened" files = os.listdir(path) -ms_files = [f for f in files if f.endswith(".TIF") and "_MS-FS_" in f] - +imgs = [ + "IMG_PNEO4_202211031357396_MS-FS", +] +ms_files = [f for f in files if f.endswith(".TIF") and any(img in f for img in imgs)] multispectral = [os.path.join(path, f) for f in ms_files] panchromatic = [f.replace("_MS-FS_", "_PAN_").replace("_P_", "") for f in multispectral] @@ -24,6 +26,9 @@ r = region[1] c = region[3] output_name = f"pansharpened_{satellite_pic_number}_R{r}C{c}.tif" + assert os.path.isfile(ms), "MS file doesnt exist" + assert os.path.isfile(p), f"{p} file doesnt exist" + assert os.path.isdir(output_folder), "out folder doesnt exist" out = os.path.join(output_folder, output_name) processing.run( @@ -32,10 +37,12 @@ "SPECTRAL": ms, "PANCHROMATIC": p, "OUTPUT": out, - "RESAMPLING": 2, - "OPTIONS": "COMPRESS=DEFLATE|PREDICTOR=2", - "EXTRA": "", }, ) - print(f"{out} created. {n_imgs-i} images remains.") + assert os.path.isfile(out), f"WTF {p}" + + os.remove(ms) + os.remove(p) + print(f"{out} created. {n_imgs-i} images remains. MS and Pan files removed.") + i += 1 diff --git a/scripts/PyQGIS scripts/qgis_2_tiff_compression.py b/scripts/PyQGIS scripts/qgis_2_tiff_compression.py index 3117467..636f651 100644 --- a/scripts/PyQGIS scripts/qgis_2_tiff_compression.py +++ b/scripts/PyQGIS scripts/qgis_2_tiff_compression.py @@ -1,5 +1,6 @@ import processing import numpy as np +import os from qgis.core import ( QgsCoordinateReferenceSystem, QgsRasterLayer, @@ -24,7 +25,7 @@ # return bands_percentiles -def get_sample_array(input_path, sample=100_000): +def get_sample_array(input_path, sample=5_000): rasterArray = gdal_array.LoadFile(input_path) # Read raster as numpy array bands_data = {} for band in [0, 1, 2, 3]: @@ -34,89 +35,11 @@ def get_sample_array(input_path, sample=100_000): # Parameters for the algorithm -images = [ -"pansharpened_202212201401079_R4C2.tif", -"pansharpened_202211011409151_R1C1.tif", -"pansharpened_202211011409151_R1C2.tif", -"pansharpened_202211011409151_R1C3.tif", -"pansharpened_202211011409151_R2C1.tif", -"pansharpened_202211011409151_R2C3.tif", -"pansharpened_202211011409151_R3C1.tif", -"pansharpened_202211011409151_R3C3.tif", -"pansharpened_202211011409151_R4C1.tif", -"pansharpened_202211011409151_R4C2.tif", -"pansharpened_202211011409151_R4C3.tif", -"pansharpened_202211011409151_R5C1.tif", -"pansharpened_202211011409151_R5C2.tif", -"pansharpened_202211011409151_R5C3.tif", -"pansharpened_202211011409151_R6C1.tif", -"pansharpened_202211011409151_R6C2.tif", -"pansharpened_202211011409151_R6C3.tif", -"pansharpened_202211011409151_R7C1.tif", -"pansharpened_202211011409151_R7C2.tif", -"pansharpened_202211011409151_R7C3.tif", -"pansharpened_202211011409151_R8C1.tif", -"pansharpened_202211011409151_R8C2.tif", -"pansharpened_202211011409151_R8C3.tif", -"pansharpened_202211031357171_R1C1.tif", -"pansharpened_202211031357171_R1C2.tif", -"pansharpened_202211031357171_R1C3.tif", -"pansharpened_202211031357171_R1CC.tif", -"pansharpened_202211031357171_R2C1.tif", -"pansharpened_202211031357171_R2C2.tif", -"pansharpened_202211031357171_R2C3.tif", -"pansharpened_202211031357171_R3C1.tif", -"pansharpened_202211031357171_R3C2.tif", -"pansharpened_202211031357171_R3C3.tif", -"pansharpened_202211031357171_R4C2.tif", -"pansharpened_202211031357171_R4C3.tif", -"pansharpened_202211031357171_R5C3.tif", -"pansharpened_202211031357171_R6C3.tif", -"pansharpened_202211031357171_R7C3.tif", -"pansharpened_202211031357171_R8C1.tif", -"pansharpened_202211031357396_R1C1.tif", -"pansharpened_202211031357396_R1C2.tif", -"pansharpened_202211031357396_R2C2.tif", -"pansharpened_202211031357396_R3C2.tif", -"pansharpened_202211031357396_R4C1.tif", -"pansharpened_202211031357396_R4C2.tif", -"pansharpened_202211031357396_R5C1.tif", -"pansharpened_202211031357396_R5C2.tif", -"pansharpened_202211031357396_R6C1.tif", -"pansharpened_202211031357396_R6C2.tif", -"pansharpened_202211031357574_R1C1.tif", -"pansharpened_202211031357574_R1C2.tif", -"pansharpened_202211031357574_R2C2.tif", -"pansharpened_202211031357574_R3C2.tif", -"pansharpened_202211031357574_R5C2.tif", -"pansharpened_202211031357574_R6C1.tif", -"pansharpened_202211031357574_R6C2.tif", -"pansharpened_202211031357574_R7C1.tif", -"pansharpened_202211031357574_R7C2.tif", -"pansharpened_202211031357574_R8C1.tif", -"pansharpened_202211031357574_R8C2.tif", -"pansharpened_202212041353517_R4C2.tif", -"pansharpened_202212041353517_R5C1.tif", -"pansharpened_202212041353517_R5C2.tif", -"pansharpened_202212041354167_R1C1.tif", -"pansharpened_202212041354167_R1C2.tif", -"pansharpened_202212041354167_R2C1.tif", -"pansharpened_202212041354167_R4C1.tif", -"pansharpened_202212041354167_R4C2.tif", -"pansharpened_202212051412329_R1C1.tif", -"pansharpened_202212051412329_R2C1.tif", -"pansharpened_202212051412329_R3C1.tif", -"pansharpened_202212201401079_R1C2.tif", -"pansharpened_202212201401079_R2C2.tif", -"pansharpened_202212201401079_R3C1.tif", -"pansharpened_202212201401079_R3C2.tif", -"pansharpened_202212201401079_R4C1.tif", -] - - path_in = r"D:\Maestría\Tesis\Repo\data\data_in\Pansharpened" -path_out = r"D:\Maestría\Tesis\Repo\data\data_in\Compressed\2018" +path_out = r"D:\Maestría\Tesis\Repo\data\data_in\Compressed\2022" +images = os.listdir(path_in) +images = [img for img in images if img.endswith(".tif")] ## Compute percentiles over all the images images_sample_data = {} @@ -147,13 +70,22 @@ def get_sample_array(input_path, sample=100_000): for i, (min_val, max_val) in bands_percentiles.items() ] ) +with open(f"{path_in}/scale_options.txt", "w") as text_file: + text_file.write(scale_options) + +## Read scale options (previous line might take a lot of time) +with open(rf"{path_in}/scale_options.txt", "r") as text_file: + scale_options = text_file.read() + i = 0 n_imgs = len(images) for image in images: ## Process the layr # Load layer - layer = QgsRasterLayer(f"{path_in}/{image}") + file_in = f"{path_in}/{image}" + file_out = f"{path_out}/{image}" + layer = QgsRasterLayer(file_in) # Adjust gamma and brightness contrastFilter = QgsBrightnessContrastFilter() @@ -177,8 +109,11 @@ def get_sample_array(input_path, sample=100_000): "OPTIONS": "COMPRESS=JPEG|JPEG_QUALITY=75|TILED=Yes", "EXTRA": scale_options, "DATA_TYPE": 1, - "OUTPUT": f"{path_out}/{image}", + "OUTPUT": file_out, }, ) - print(f"{path_out}/{image} created. {n_imgs-i} images remains.") + QgsProject.instance().removeMapLayer(layer.id()) + assert os.path.isfile(file_out) + os.remove(file_in) + print(f"{file_out} created. {n_imgs-i} images remains.") i += 1 diff --git a/scripts/build_dataset.py b/scripts/build_dataset.py index 109e0e2..7357fcd 100644 --- a/scripts/build_dataset.py +++ b/scripts/build_dataset.py @@ -21,6 +21,8 @@ path_dataout = env["PATH_DATAOUT"] path_scripts = env["PATH_SCRIPTS"] path_satelites = env["PATH_SATELITES"] +path_nocturnas = env["PATH_NOCTURNAS"] +path_landsat = env["PATH_LANDSAT"] path_logs = env["PATH_LOGS"] path_outputs = env["PATH_OUTPUTS"] path_imgs = env["PATH_IMGS"] @@ -56,6 +58,45 @@ def load_satellite_datasets(year=2013, stretch=False): return datasets, extents +def load_landsat_datasets(stretch=False): + """Load satellite datasets and get their extents""" + + files = os.listdir(rf"{path_landsat}") + assert os.path.isdir(rf"{path_landsat}") + files = [f for f in files if f.endswith(".tif")] + assert all([os.path.isfile(rf"{path_landsat}/{f}") for f in files]) + + datasets = { + f.replace(".tif", ""): (normalize_landsat(xr.open_dataset(rf"{path_landsat}/{f}"))) + for f in files + } + if stretch: + datasets = {name: stretch_dataset(ds) for name, ds in datasets.items()} + + extents = {name: utils.get_dataset_extent(ds) for name, ds in datasets.items()} + + return datasets, extents + +def load_nightlight_datasets(stretch=False): + """Load satellite datasets and get their extents""" + + files = os.listdir(rf"{path_nocturnas}") + assert os.path.isdir(rf"{path_nocturnas}") + files = [f for f in files if f.endswith(".tif")] + assert all([os.path.isfile(rf"{path_nocturnas}/{f}") for f in files]) + + datasets = { + f.replace(".tif", ""): (xr.open_dataset(rf"{path_nocturnas}/{f}")) + for f in files + } + if stretch: + datasets = {name: stretch_dataset(ds) for name, ds in datasets.items()} + + extents = {name: utils.get_dataset_extent(ds) for name, ds in datasets.items()} + + return datasets, extents + + def load_icpag_dataset(variable="ln_pred_inc_mean", trim=True): """Open ICPAG dataset and merge with ELL estimation.""" @@ -117,7 +158,7 @@ def assign_datasets_to_gdf(gdf, extents, year=2013, centroid=False, verbose=True return gdf -def split_train_test(df): +def split_train_test(df, buffer=0): """Blocks are counted from left to right, one count for test and one for train.""" # Set bounds of test dataset blocks @@ -141,11 +182,11 @@ def split_train_test(df): # These blocks are the train dataset. # The hole image have to be inside the train region - df.loc[df.max_x < test1_min_x, "train_block"] = 1 # A la izqauierda de test1 + df.loc[df.max_x+buffer < test1_min_x, "train_block"] = 1 # A la izqauierda de test1 df.loc[ - (df.min_x > test1_max_x) & (df.max_x < test2_min_x), "train_block" + (df.min_x-buffer > test1_max_x) & (df.max_x+buffer < test2_min_x), "train_block" ] = 2 # Entre test1 y test2 - df.loc[df.min_x > test2_max_x, "train_block"] = 3 # A la derecha de test2 + df.loc[df.min_x-buffer > test2_max_x, "train_block"] = 3 # A la derecha de test2 # print(df.train_block.value_counts()) # Put nans in the overlapping borders @@ -583,4 +624,27 @@ def stretch_dataset(ds, pixel_depth=32_767): ds = (ds - minimum) / (maximum - minimum) * pixel_depth ds = ds.where(ds.band_data > 0, 0) ds = ds.where(ds.band_data < pixel_depth, pixel_depth) + return ds + +def normalize_landsat(ds): + band_data = ds.band_data.to_numpy() + for band in range(band_data.shape[0]): + this_band = band_data[band] + + vmin = np.percentile(this_band, q=2) + vmax = np.percentile(this_band, q=98) + + # High values + mask = this_band > vmax + this_band[mask] = vmax + + # low values + mask = this_band < vmin + this_band[mask] = vmin + + # Normalize + this_band = (this_band - vmin) / (vmax - vmin) + + band_data[band] = this_band * 255 + return ds \ No newline at end of file diff --git a/scripts/debug.ipynb b/scripts/debug.ipynb index cf5d93c..fe4544d 100644 --- a/scripts/debug.ipynb +++ b/scripts/debug.ipynb @@ -2,575 +2,308 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "sat_captures = [\n", - " '000047717_1_22_STD_A',\n", - " '000047717_1_24_STD_A',\n", - " '000047717_1_25_STD_A',\n", - " '000047717_1_26_STD_A',\n", - " '000058605_1_3_STD_A',\n", - " '000058605_1_4_STD_A',\n", - " '000058605_1_7_STD_A',\n", - " '000058608_1_2_STD_A',\n", - "]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[27], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mbuild_dataset\u001b[39;00m\n\u001b[1;32m 2\u001b[0m datasets, extents \u001b[38;5;241m=\u001b[39m build_dataset\u001b[38;5;241m.\u001b[39mload_landsat_datasets()\n\u001b[0;32m----> 3\u001b[0m icpag \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_dataset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_icpag_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/mnt/d/Maestría/Tesis/Repo/scripts/build_dataset.py:105\u001b[0m, in \u001b[0;36mload_icpag_dataset\u001b[0;34m(variable, trim)\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Open ICPAG dataset and merge with ELL estimation.\"\"\"\u001b[39;00m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;66;03m# Open ICPAG dataset\u001b[39;00m\n\u001b[0;32m--> 105\u001b[0m icpag \u001b[38;5;241m=\u001b[39m \u001b[43mgpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_file\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mrf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mpath_datain\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m/ICPAG/base_icpag_500k.shp\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 106\u001b[0m icpag \u001b[38;5;241m=\u001b[39m icpag\u001b[38;5;241m.\u001b[39mto_crs(epsg\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4326\u001b[39m)\n\u001b[1;32m 107\u001b[0m icpag \u001b[38;5;241m=\u001b[39m icpag[icpag\u001b[38;5;241m.\u001b[39mAMBA_legal \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/miniconda3/envs/tf/lib/python3.9/site-packages/geopandas/io/file.py:259\u001b[0m, in \u001b[0;36m_read_file\u001b[0;34m(filename, bbox, mask, rows, engine, **kwargs)\u001b[0m\n\u001b[1;32m 256\u001b[0m path_or_bytes \u001b[38;5;241m=\u001b[39m filename\n\u001b[1;32m 258\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m engine \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfiona\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 259\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read_file_fiona\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 260\u001b[0m \u001b[43m \u001b[49m\u001b[43mpath_or_bytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrom_bytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbbox\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbbox\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrows\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrows\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 261\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 262\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m engine \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyogrio\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read_file_pyogrio(\n\u001b[1;32m 264\u001b[0m path_or_bytes, bbox\u001b[38;5;241m=\u001b[39mbbox, mask\u001b[38;5;241m=\u001b[39mmask, rows\u001b[38;5;241m=\u001b[39mrows, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 265\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/tf/lib/python3.9/site-packages/geopandas/io/file.py:360\u001b[0m, in \u001b[0;36m_read_file_fiona\u001b[0;34m(path_or_bytes, from_bytes, bbox, mask, rows, where, **kwargs)\u001b[0m\n\u001b[1;32m 356\u001b[0m df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(\n\u001b[1;32m 357\u001b[0m [record[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproperties\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m record \u001b[38;5;129;01min\u001b[39;00m f_filt], columns\u001b[38;5;241m=\u001b[39mcolumns\n\u001b[1;32m 358\u001b[0m )\n\u001b[1;32m 359\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 360\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mGeoDataFrame\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_features\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 361\u001b[0m \u001b[43m \u001b[49m\u001b[43mf_filt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgeometry\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 362\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m datetime_fields:\n\u001b[1;32m 364\u001b[0m as_dt \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mto_datetime(df[k], errors\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/tf/lib/python3.9/site-packages/geopandas/geodataframe.py:630\u001b[0m, in \u001b[0;36mGeoDataFrame.from_features\u001b[0;34m(cls, features, crs, columns)\u001b[0m\n\u001b[1;32m 627\u001b[0m features_lst \u001b[38;5;241m=\u001b[39m features\n\u001b[1;32m 629\u001b[0m rows \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 630\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m feature \u001b[38;5;129;01min\u001b[39;00m features_lst:\n\u001b[1;32m 631\u001b[0m \u001b[38;5;66;03m# load geometry\u001b[39;00m\n\u001b[1;32m 632\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(feature, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__geo_interface__\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m 633\u001b[0m feature \u001b[38;5;241m=\u001b[39m feature\u001b[38;5;241m.\u001b[39m__geo_interface__\n", + "File \u001b[0;32mfiona/ogrext.pyx:1519\u001b[0m, in \u001b[0;36mfiona.ogrext.Iterator.__next__\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32m~/miniconda3/envs/tf/lib/python3.9/site-packages/fiona/collection.py:192\u001b[0m, in \u001b[0;36mCollection.driver\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m supported_drivers[driver]:\n\u001b[1;32m 190\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m DriverError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munsupported mode: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode)\n\u001b[0;32m--> 192\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m 193\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdriver\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 194\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Returns the name of the proper OGR driver.\"\"\"\u001b[39;00m\n\u001b[1;32m 195\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_driver \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msession:\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ - "import os\n", - "for sat_capture in sat_captures:\n", - " try:\n", - " files = os.listdir(rf\"F:\\Imagenes Satelitales\\2022\\{sat_capture}\\IMG_01_PNEO4_MS-FS\")\n", - " rgb_files = [f for f in files if f.endswith(\".TIF\") and \"_RGB_\" in f]\n", - " except:\n", - " files = os.listdir(rf\"F:\\Imagenes Satelitales\\2022\\{sat_capture}\\IMG_01_PNEO3_MS-FS\")\n", - " rgb_files = [f for f in files if f.endswith(\".TIF\") and \"_RGB_\" in f]\n", - " \n", - " " + "import build_dataset\n", + "datasets, extents = build_dataset.load_landsat_datasets()\n", + "icpag = build_dataset.load_icpag_dataset()" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "True" + "" ] }, - "execution_count": 33, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "ned_files = [f.replace(\"_RGB_\",\"_NED_\") for f in rgb_files]\n", - "out_files = [f.replace(\"_RGB_\",\"_\") for f in rgb_files]\n" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "image = np.load(r\"/mnt/d/Maestría/Tesis/Repo/outputs/mobnet_v3_large_size32_tiles1_sample1_landsat_test_example_3_imgs.npy\")[0,:,:,1:4]\n", + "plt.imshow(image)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[25], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[0;32m 3\u001b[0m imgs \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mload(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/mnt/d/Maestría/Tesis/Repo/outputs/mobnet_v3_large_size128_tiles1_sample1_stacked_2018_20p_test_example_1_imgs.npy\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mimshow(imgs[\u001b[38;5;241m12\u001b[39m,:,:,\u001b[38;5;241m4\u001b[39m:\u001b[38;5;241m7\u001b[39m])\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\pyplot.py:55\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage\u001b[39;00m\n\u001b[0;32m 54\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _api\n\u001b[1;32m---> 55\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m rcsetup, style\n\u001b[0;32m 56\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _pylab_helpers, interactive\n\u001b[0;32m 57\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m cbook\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\style\\__init__.py:1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m available, context, library, reload_library, use\n\u001b[0;32m 4\u001b[0m __all__ \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mavailable\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontext\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlibrary\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreload_library\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muse\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\style\\core.py:271\u001b[0m\n\u001b[0;32m 266\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mdict\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key)\n\u001b[0;32m 269\u001b[0m \u001b[38;5;66;03m# Load style library\u001b[39;00m\n\u001b[0;32m 270\u001b[0m \u001b[38;5;66;03m# ==================\u001b[39;00m\n\u001b[1;32m--> 271\u001b[0m _base_library \u001b[38;5;241m=\u001b[39m \u001b[43mread_style_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43mBASE_LIBRARY_PATH\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 272\u001b[0m library \u001b[38;5;241m=\u001b[39m _StyleLibrary()\n\u001b[0;32m 273\u001b[0m available \u001b[38;5;241m=\u001b[39m []\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\style\\core.py:240\u001b[0m, in \u001b[0;36mread_style_directory\u001b[1;34m(style_dir)\u001b[0m\n\u001b[0;32m 238\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m path \u001b[38;5;129;01min\u001b[39;00m Path(style_dir)\u001b[38;5;241m.\u001b[39mglob(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mSTYLE_EXTENSION\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 239\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m warnings\u001b[38;5;241m.\u001b[39mcatch_warnings(record\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m warns:\n\u001b[1;32m--> 240\u001b[0m styles[path\u001b[38;5;241m.\u001b[39mstem] \u001b[38;5;241m=\u001b[39m \u001b[43m_rc_params_in_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 241\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m warns:\n\u001b[0;32m 242\u001b[0m _log\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIn \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m, path, w\u001b[38;5;241m.\u001b[39mmessage)\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\__init__.py:869\u001b[0m, in \u001b[0;36m_rc_params_in_file\u001b[1;34m(fname, transform, fail_on_error)\u001b[0m\n\u001b[0;32m 867\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mmpl\u001b[39;00m\n\u001b[0;32m 868\u001b[0m rc_temp \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m--> 869\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m_open_file_or_url\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mas\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfd\u001b[49m\u001b[43m:\u001b[49m\n\u001b[0;32m 870\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mtry\u001b[39;49;00m\u001b[43m:\u001b[49m\n\u001b[0;32m 871\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mline_no\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mline\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\contextlib.py:137\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__enter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 135\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[0;32m 136\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 137\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen)\n\u001b[0;32m 138\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[1;32mc:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\matplotlib\\__init__.py:846\u001b[0m, in \u001b[0;36m_open_file_or_url\u001b[1;34m(fname)\u001b[0m\n\u001b[0;32m 844\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 845\u001b[0m fname \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexpanduser(fname)\n\u001b[1;32m--> 846\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(fname, encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[0;32m 847\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m f\n", - "File \u001b[1;32m:309\u001b[0m, in \u001b[0;36m__init__\u001b[1;34m(self, errors)\u001b[0m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "imgs = np.load(r\"/mnt/d/Maestría/Tesis/Repo/outputs/mobnet_v3_large_size128_tiles1_sample1_stacked_2018_20p_test_example_1_imgs.npy\")\n", - "plt.imshow(imgs[12,:,:,4:7])" + "icpag[\"dataset_2013\"] = \"LC08_225084_20130725\"" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 28, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(128, 128, 3)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "source": [ + "datasets, extents = build_dataset.load_landsat_datasets()\n", + "\n", + "ds = datasets[\"LC08_225084_20130725\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], "source": [ - "imgs[0,:,:,:3].shape" + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 30, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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Unnamed: 0epochmse_trainmse_test_imgmse_test_rc
4704704700.0803060.2070350.09648
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" - ], - "text/plain": [ - " Unnamed: 0 epoch mse_train mse_test_img mse_test_rc\n", - "470 470 470 0.080306 0.207035 0.09648" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "More than 5 interations for link 020022406, moving to next link...\n" + ] } ], "source": [ - "import pandas as pd\n", + "df_subset = icpag\n", + "all_years_datasets = {}\n", + "all_years_datasets[2013] = datasets\n", + "import random\n", + "import utils\n", + "nbands=11\n", + "stacked_images = [1]\n", + "image_size=32\n", + "resizing_size=32\n", + "# def get_data(i, df_subset, type=\"train\", load=False):\n", + " # Decoding from the EagerTensor object. Extracts the number/value from the tensor\n", + " # example: -> 20\n", + "\n", + "year = random.choices(\n", + " population=list(all_years_datasets.keys()),\n", + " weights=[1],\n", + " k=1\n", + ")[0]\n", + "sat_img_dataset = all_years_datasets[year]\n", + "# initialize iterators & params\n", + "iteration = 0\n", + "is_correct_type = False\n", + "image = np.zeros(shape=(nbands, 0, 0))\n", + "total_bands = nbands * len(stacked_images)\n", + "img_correct_shape = (total_bands, image_size, image_size)\n", + "i=500\n", + "\n", + "# Get link, dataset and indicator value of the corresponding index\n", + "polygon = df_subset.iloc[i][\"geometry\"]\n", + "value = df_subset.iloc[i][\"var\"]\n", + "link_dataset = sat_img_dataset[df_subset.iloc[i][f\"dataset_{year}\"]]\n", + "\n", + "while (is_correct_type == False) & (iteration<=5):\n", + "\n", + " # Generate the image\n", + " image, boundaries = utils.stacked_image_from_census_tract(\n", + " dataset=link_dataset,\n", + " polygon=polygon,\n", + " img_size=image_size,\n", + " n_bands=nbands,\n", + " stacked_images=stacked_images,\n", + " )\n", + "\n", + " # (1) Image has to have the correct shape\n", + " if image.shape == img_correct_shape:\n", + " # (2) Image has to fall in train or test side\n", + " is_correct_type = build_dataset.assert_train_test_datapoint(\n", + " boundaries, wanted_type=type\n", + " )\n", + "\n", + " iteration +=1\n", + "\n", + "if iteration>=5:\n", + " print(f\"More than 5 interations for link {df_subset.iloc[i]['link']}, moving to next link...\")\n", + " # image = np.zeros(shape=(resizing_size, resizing_size, total_bands))\n", + " # value = 0\n", + " # return image, value\n", "\n", - "hist_df = pd.read_csv(\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_large_size128_tiles1_sample1_maybe_working/mobnet_v3_large_size128_tiles1_sample1_maybe_working_metrics_over_epochs.csv\")\n", + "# # Reduce quality and process image\n", + "# image = utils.process_image(image, resizing_size=resizing_size)\n", "\n", - "hist_df[hist_df.mse_test_rc.min()==hist_df.mse_test_rc]" + "# # Augment dataset\n", + "# if type == \"train\":\n", + "# image = utils.augment_image(image)\n", + "# # image = image\n", + "\n", + "# np.save(fr\"/mnt/d/Maestría/Tesis/Repo/data/data_out/test_arrays/img_{i}_{df_subset.iloc[i].link}.npy\", image)\n", + "# return image, value\n", + "\n", + "# image, value = get_data(200, df_subset, type=\"train\", load=False)" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ - "############## Configuración ##############\n", - "import sys\n", - "sys.path.append('..') # Add the parent directory to the sys.path\n", - "import os\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from typing import List, Dict\n", - "from dotenv import dotenv_values\n", + "from skimage import exposure\n", + "import xarray as xr\n", + "bands = ds.band.values\n", + "x = ds.x.values\n", + "y = ds.y.values\n", + "sr = ds.spatial_ref.values \n", + "band_data = exposure.equalize_hist(ds.band_data.to_numpy())\n", + "band_data = exposure.adjust_gamma(band_data, 1.2)\n", + "band_data = xr.DataArray(band_data, coords={'band': bands, 'x': x, \n", + " 'y': y, 'spatial_ref':sr},\n", + " dims=['band', 'y', 'x'])\n", + "ds[\"band_data\"] = band_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import build_dataset\n", "\n", - "pd.set_option(\"display.max_columns\", None)\n", - "try:\n", - " env = dotenv_values(\"/mnt/d/Maestría/Tesis/Repo/scripts/globals.env\")\n", - "except:\n", - " env = dotenv_values(r\"D:/Maestría/Tesis/Repo/scripts/globals_win.env\")\n", + "datasets, extents = build_dataset.load_landsat_datasets()\n", "\n", - "path_proyecto = env[\"PATH_PROYECTO\"]\n", - "path_datain = env[\"PATH_DATAIN\"]\n", - "path_dataout = env[\"PATH_DATAOUT\"]\n", - "path_scripts = env[\"PATH_SCRIPTS\"]\n", - "path_satelites = env[\"PATH_SATELITES\"]\n", - "path_logs = env[\"PATH_LOGS\"]\n", - "path_outputs = env[\"PATH_OUTPUTS\"]" + "ds = datasets[\"LC08_225084_20130725\"]" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
Make this Notebook Trusted to load map: File -> Trust Notebook
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", "text/plain": [ - "" + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" ] }, - "execution_count": 72, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_test[df_test.link == \"020010202\"].explore(tiles=\"https://services.arcgisonline.com/arcgis/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}\", attr=\"asd\")" + "import cv2\n", + "import numpy as np\n", + "import earthpy.plot as ep\n", + "im = ds.isel(y=slice(0, 64), x=slice(0, 64)).band_data.astype(np.uint8).to_numpy()\n", + "# im = utils.process_image(im, 124)\n", + "ep.plot_rgb(im, rgb=(3,2,1))" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 80, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "4/4 [==============================] - 2s 12ms/step\n" - ] + "data": { + "image/png": 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/cZlgaw/zMnOu/5GFBodJ/nSV2QpFRERERET/HVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZfhPwhXxM4aIvcev37JCDrfha+fu04+Toz1uaegY4QzzYwcrwTxTCtxSEpd+HVrDfN1C3NwyofB0mA+YVEIdI1PsCqM5fXTDDQqvq+CxX/7cox6r1+akMPctXdBoTmOy4XaP7ol3qPu0SoHbSBpFnzMaO9GQbjCf/Gmius+bV/g9ufsJv4dncuhtQEj32jfVbXsCmsP8W5HEMI9s9AXmIdnNz2dN9j64+ePmE9wO9tNrjvEY33ZOg/mmRV9hvjclbkgZWK2FOsb4MfmN5nR1zS+YT3mAX9/aQ2/KuTMMN3mMSz/CaE41WrxXt209gu8VVcLywXzkCXyP1Gyqn0Ld5pavJsz3tLkP8/tfx8J8zMK0RnMSEWmQdinM7ec+hrnr4AowL9Act/a1WIPv83HZcAXfI88twq2ETlNwe5aIyN1zZg1vBW7iFsXggGIwn6MXUsm7/rg56cMe3MykyTsAnx/bFwfqOw0/C+NCbfD7EfUInweaa89nqdtKJ08N82zVcOPj11lm11LqFPHVbeMX4oapkw82wTx/K/xMDKuCv0/FpUfpATDfMwefn6/tdsG8VGVvdYz+u8zeq5oRuGGt0XjcZrZryWX1WDdW4tYrTVHvVTBvt3IgzOv3/qQey+veeZh/P5LVaE4di95Tt9XaOhPmMV0iYP65F2429Z4XYjQnEZH3ibrAPPLrn+dzZMg/Fsj+L/yNBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWWbUCrU39LZ42Dj8lnnmxI0Lcdk5Nj3My0biNos79k1g3jYyufHYdTw3wDzDLk+Yz4jKCfNWdT6qYyxr29FoTpfuroR5TY9dMD/X8Zh6rPJN8LHe7yllNKeAsKcwr7WjgLpPLTfcyjGu62mjsXO1rAHzEpkfqfu4VkwF852V8WdR+tNzozmVDs+tbouftiLM82QvB/N5eZrBfFRC/XPV7Em8COZn2uKGm/BAb5h7bJhgPHbzaRthPjGvF8y3NcSNICFhydQx1rdZbzSnF2GFYR5x5B3ME/xyUo+VsOYlmGcfiVvANI2b6Z9rxxS4OaxBBg+Yf890wWjs2j9wW42ISKpluHFo6YnsMHc72hXmhfqa3e9ERJIUvQHzKvUqw/zYPtzEFbsA3xN+TfQxntPRr5Ewn5n0O8yzPRunHitdy1dGYxc4kQbmc6Jxk1qiFbnUY9nd/wbzRl/0Rj8kdEU2mH8u8lLdJ+9l3NK19mpGmPfsYXbfGeWNn8ciIo/2ecM8qFxTmPvN6Wk0dpcI/FwSEWlWEze/fW2D93k96yDO720xmpOISL07WWA+tPU2mJ/4WBTmXQYsVseY0j2P0Zw+VF4L81ypw2D+s1w/9Vjfr8dRgQYss30L86MJcGvloz74GhMROTYbP8OLF9BbIpGP2fXzNuqSN8xdh46Ged8pR2A+8VMjozmJiJxvNAnmT73+zMNjf4rI5r86Ln9jQURERERElnFhQURERERElnFhQURERERElnFhQURERERElnFhQURERERElhm1Qq19mkxc4v3eonJiqFmzgohImbyzYD4t/UWYO/24DvPPXczaWUREegfjNoZlDxPCfFdGPPaFtBXUMQbnP2A0p5e2Y2B+fyluKWk4AjekiIicurAf5j1nPjaa06TbP2Be7ApuKhAR8SqFG3ka1tRbFxC3rndh7vrOW91n6TPc3OJQrzvMn56dbDSnU5/aqdtsD3+B+bjZnWDuHo6bnGYuNGuaEBF5nrcazGc8xg0RawpkhvmDKz7GY+eqids3Dl1PB/MD0bix7Po83FIiIrIum1lLSq6kX2EelrsxzBOVra0e697GMzAv3B63i2geldebrdIvxe1dJ5fMg/n43CmMxi7+CLcviYisKIbfk9rN8TlSLPFtmNf7ONBoTiIiTkeVe1tp3J5SyQ5fM+fO4mar2kf0ti9Nqog3MPdsilvOYm7gBiQRkfs58T1dc6E0bhVaWC8BzA8/XqAea9F7/Fzc/Dit0ZzmpMsE87mjhqr7ZPHCDY7fK+Pz/EvlNUZzOtlVf+7e3X4N5tfL5YD5me+JYO6QAj9LxA5/dxARSXujDswDPryG+dHy+HtFgnhz1TE0fXZFwdw5KW5pfLmpP8wjL+5Rx8h4xuye13MsbqqSCPzzHb/cRz1W4ge4FWpPT9wgFxmG28wyl8cNXafelFfHnpSiNczb1vyl7oMEd9C/b1TL0xDmV/riZ/jDsbiZ6WPFWkZzEhH5+Ko3zIs1+/PaCP0ZKYJLVf/A31gQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlRnWz5x2jxdEx+rfsertQ40Fb2OLOqlpdtsP81MmZMO8VD9eKxSWkJK4n3FcG1xNeyVEG5l/KP1THcEn52WhOfivwz3dxRFeYl3DXKzhXTcM1lY73qhrNyedQBMwdSuLji4j0eoarXR2mHTYae4Mfrqd9fF6vd/S6qFSzOePP4ujwj0Zzcpr3Ut3WK30zmHt8Ww7z0KkPYB68C9fWioh4dE4M83ONb8H87SJcSez3Gl8zjp+OqmOXrDkN5kkFV/AOzF8T5hfP4eq+pblxrauIyNt3ZnXWuT7WhfncHbhq83j70+qxzu3HVb59u+DaQo37alzrKiKSrec7mJer5APz+8niwfxz9hJ4gDJD1LHzTU4C87W7dsC8bERLmOfqsk4dQxO/Pq4AnfrCB+aB7rjGtMyBezDP4V3JeE4X89aFeZ89+F6xy+akeqz0yYJg3rDIc7yD0no89HhSmDvl0x/dOVv5wLxIXTt1HzjGQFwx6tC9pLpPWAobmFccgSuMt78bYDSnQi31Z/6IBrg2tG1fXGd9Ox1+XoX5ZzWak4jIXX9c7TrSbwbM65S9DPMKbXDNe1wK7vWGeclLs2HepnUwzDuErVXHyBS5ymhOU17gCuqtIXiMLoVeqMe6f2oizD1fZjea04X3+Lz9vGmbus+YnPj+3GeDXrmM+BQPU7edKoWrt9+5xYe55zv8PWHOCLPvNCIi9fd+grl/7gt/ZD9+/f25yd9YEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZTaxsbGx//Si4OBg8fT0lHSdy4it4+9tFGUPOhsPOsgX/6X9qYC+MB/VtCPM/ce+hXnGCemM59R2dB6Y95mJmyPuFNJ/7o7JzVpSXh7E7U+nAvPCvIhrIfVYZfv4wrzNqrpGc/px/hXM4yfHTTkiIk9DcLXJneeLYD54gt5uhSSsht8PEZGwTvg96XoKNxQ9qZ7JaOz2vrg1TETkzJTKMM/QHjf1ZK2M38PRWbaqY2yP9wjmQza0gHlxZ/xZhLfaCPP+yXCjiohIhqt6cxKycglu6tn0AV9jgRdxg5WIyMB2q43Gjp0WA3Ob57ilxGVnA/VYSevXg3nund2M5vT5Nm4IEhFpWw+3Nn05UBfm2xKkh3ml82atLSIib8emgXmGxfg9STPYD+aXTurNU5p9NfB7ktz7PcxtT7nD/Hhr3Bhzvkkq4znVDMMNPg41cDvSqpL4fBYRGbv6A8xdBuJ7oWbRAtzcdX+Pl7pPw/j9YF7Zf4HR2DN8cIPVrPWl1H3avp0L8yPj1sPcoRW+d2qaX16pbhvyZhzMqyRNCfOyO3ATXnsPs89IRKRf/+MwL9UFtxIu7Ijfpwe9fI3HLp4DN6y1LHsR5htP1YL5sazn1TFe/0pmNKenBfF9u1mbUTA/KuXUY3mcw62Bcy+anc+F3XGz4tg+x9R9+j7C3xNqJf3Hr82/edVUb9MMs/eGeeXK+Fxvta44zIvlwU1jcZkbuRDmnTZO+CP7FRsph34tkqCgIPHw8IjzuPyNBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWWb/zy/538IKjxNbV7ffsvMB+C/t49K4DG4lmFQPtzRUeOIK81XPs8E86f64/2IdyXgMt2/Y+kTCvPuvLOqxCj4za6WKXIubIxw7boD5iZt4TiIitfNPgnnRe2ZNNvm/BMLcd9dPdZ/lchXmDslPwHxYbb2NAVnaTW9iKDsEN0aNSloa5sGuNkZjn5qlNy4UbV4Y5mFhR/AOOXFuG44bbkREGoQNg3nKa01gfvaQJ8wHT8aNJ87vlqhj7+6Lm5Y0w840grn/jc0wH5nwqXqsC2XjG40dOgS3AWWY2BrmQb30lplNQfhz8iiT1WhO69vhFg8RkU0N/WFeNEEumGdbi5uLbEt4G81JRCT+ItyiY3urP8zPhOD2mV85ahiP3a8Jvl5XnlZ+7pMuMPfIlRnmKQamNZ7TWTt8T28mu2Heyl1vytkXje95J/ZVNZqTp/+f7SwiInPe6z/fzh9NYZ7kLr4GNCUf43tCkuL6fbvJtuowr//IDuZp8uBcc+283vb1Lgrfo4OcJsN8UU4fmAc/15viNKUSD4a5z7dvMH+RCp9T7fPgBsy4nHd+AvNX69bA/ExT3NCVoM8YdYz7j0ON5pTjTUmYe1zELURburdXj/X0SFKYDw/tbDSnS27NYF6jcXp1n0nTRsLcpeNMo7G/7NZbKOPtxtdTxVH4Gk+47wLMF6Qx+04jIvJofiKYt0rW5Y8sPDJUDs35u8Y0/saCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgsM2qFKr/moTjY/97O0bfwO+NBhzr0gfmeCxdhvrJwY5i3rPvnX66LiFwcorTxxOFI2CmYFxv7EeZNw/Ff5ouIDGqB56UZ01/5GHp0h3FORwf1WHuze8H8XYbsRnMqNXETzC9t0ZuZmqzGTRAhRYrAPNXEvkZz6v6mmrrt/nPcynEpFDfWtNxQ0GhsO/vl6rZZz97CvNPXejCPfoPbzAQXNIiIiO0v3Bg1OWwszAfnx40gWSt9h3m8fPj1IiKznzbXJwb4n8EtbkMWpoF5msa4SUZExO7keaOxa4eOgvm2Yx9gnnnvY/VYqy49h/nKV7hxS9O6eGV1255NuEFu2eGcMC/88SzMr4Xi8yBOs/A9rG7jMjCv8aA8zFstwu95XLxHeMPc+X4hmLc9eBvmmyviZqZfOxcbz+n6SPxZfJ7QFuYF+vZRj9W+9CGYV7+RwmhO51bippefyXFLnIhIifu4ZS1nzoFGY9fog1vALhXW26U2zP0C82kFnWAe1Bg3H2qWheD3VUQk5XbcWHhrJp7vqI24behLgwJGcxIRWXkIt7X1jMaNTSPHXIP5/ub4PRcR2fAGN6ktFNyM1nu0L8y/Oo+H+bp5n9SxO7Xdpm5DbpfrCfP1FfLB/NoPnIuI2K3A99vyG3CbpqZdb9xuuLNFG3WfXjfxeVto7kOYN3pUDObp45jX2B+45bPfU9xI1a44/k6zfm90HKNg/bfge9uJV382hIXF/Prr4/I3FkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZJlNbGys3h/6P4KDg8XT01O6FWoqTvaOv23bugTXa8UlV6sAmE84jqu9JqzCVWc9D+I6z8lVzOviFt87DPP4W1rB3DknrngTEUnRHtfmauaOwDVyO+/Nh3nnObi2U0Qk/a8EMC+xb4rRnDrvOAPzzKv0qs33mwrDfNDWSzCfOtio7Vg6FcTVkiIiDb0Xwvxzelyhl/LpXaOx4024o257uSQE5j1mt4N5kvG4ornUrHCjOYmIbL+7FeZ1ZuP6vm2fGsA8ZlhCdYydd1cZzSnZj44wH3ioHMwjsutVqQfy4WpEm/P4nNLYjsBVqfOdGqr7/KqeG+YlvlUxGrvLgOT6vJ5ngHmaYHwvjGr5BubBS3A9dFz6unnDvFYlfA/JGo6rMHuNxv8+9XV1E+M5bbyB7zuH/ZbC/Omi7TA/NAlfe3FJsgq/55US4dpHz+Jl1WONv4YrtpMNXGA0p1/38D1yom1xdZ8Hpb/BfNqi/DBvm1Kv0kaiJ45Qt6W/1gjmj3fjn6N7V/zeauw+4KpNEZFFezvD/E6CAzDfWmgzzE+l+PtazX9JOAtX3B8vh+uhLzfCVdald65Qxwi/Z/Y5rXowAOZbv+P7WqNkQ9Vj1blY32jsYf2TwDz5JHzv7OyNPzsRkcg93jDPm6Gi0ZyK1MDfO99tx88YEZE7p3Cl7bRD7jDvWN/se5aISMjmCjD/8QxXSm/9WRrmn1Oa/57g1RZ8v81/tu4fWVhMiNT4kFuCgoLEw8MjzuPyNxZERERERGQZFxZERERERGQZFxZERERERGQZFxZERERERGQZFxZERERERGSZUStU22wVxdHu93aHD9nNG5iKdlwG8xuRs2Du1R23N9zxw80Ktsu+Gs8p6GALmDfejNtF7re6px4r+/osMJ+VpZPRnNpF3YZ5+SP4/RMRGVlsCMyr7TlkNPaJufhzTTD3tLrPmGq49ed5V9wEUXh7HqM5tViIm31ERCrPLwjzwMO4ocu/Ql2Y1xq/xWhOIiJzPZ/BPHE73EKx71IMzL1CKhuPXXhHGZgvaY2vjQvfV8P8+I4N6hgJx+EmIk3zh71hvmwXfm+TDxmsHqv3Odz68yN2tNGcznrh15f2OajuM+HLbpj7bztpNHamM3F8ro6PYZxmWEmYR7x/BPPVSkNeXLrnrAPz4g17wLzcpHMwXzdrLczjPdDbsDSOtT/AvO0K3CqUbF8JmMe/ndR47Jr2uM1sSkp8H64xsZ96rMZOdWHeMcSsvWtt4HuYF5iAW/BERHpUwvf6avWWwDxXLrPre5IzbpYTETkV3B/ms1fj5p1SN/cajb2ulP4MbdsFNxbeLvMU5g9nVIN5krxmrW8iIpPH4O8oPwrixsBxV/D1OrhBanWMUd5mjWKVB1WFuUt6Z5gPO19dPVbZideNxo4/DTf9vciyHuY/MjxQj9VoXXaYD2hj9jmdnlMK5h866feKwHy4FWquB25jzOKlN2tpng/ELZ8j+72Aeeo2uKGraw6z9kYRkf7Z/WB+ZtmfDYChoTFSovR7tkIREREREdF/BxcWRERERERkGRcWRERERERkGRcWRERERERkGRcWRERERERkGa7aUIzY9ELc3e1+y7Ifwu0lcbkRsALmb1LgVqHgbvtg7vUJH8cmf0PjOb37kgjmeeQWzCs/xG1DIiJVUuD2gYPnZxrNKePFlzCv0dRJ3efE+m4wf+LuZjR2px/4Z5g0+qe6z53PuPkj3GkYzGNWjzOa06zeeoFZS1c834E9cBNKh+J9Yb5zuP7eajbV8oV58q3zlD3wOZV/zkDjsb8vwtffmtH43wzqjj0B85Lhi9QxHrysaTSnnqevwPxcStywMSQjbv0QERm2F7cm5XJ6ZzSn7uuPwry+fXx1nzVJcPPO0+g7RmMH/dQb2cqG4YY3p6YTYN56bD6YXx/42mhOIiIfdp2CecbUl2Fu99gR5q22Z4P5XpcuxnMquRG3PCUvjdvBVmQuC3MbnzHGYx97nATmiYbUhXnKnhXUY+VvOQjmEZX1NkHEw7YzzIevx01VIiKLG3jDPHPmCzA/8umt0ZwGD86pbgsvh6+z9Bvxs33wNP05ijh8jKduS9AXP18/zUwB880+M2Du/dGsfUlExO5bMMxrO+HnT+bs+J5XLSt+LomI7K+H74WaCd64oehau7Ywd6rXSz1WcWfcbqXpvhQ3F017lwDmBwId1GPtWOsN8wrLBhjNqcWuijAvP81H3SfPkkIwb15nJczXn/hlNCcRkRpbcCNjSufcMH/zBLdj3l+Dz+e4zDmRDOYf9sz5IwuL+CEiuPHxP/E3FkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZJlNbGysXrXzP4KDg8XT01NmN7cTF0eb37bVm93BeNC1mUfCvGP4NZjXLFkG5svu5ID51+L3jee0Nxv+6/jN6zrCPNO04uqxPuw+CfOxa9YZzWlRddzWYT+qhr5TEtxCceNXY6Oxi73dBvMOvfUWD59LeJ9LEbhxqEP6q0Zzun/+ibqtWXRGmC87iOdU5/Q5mFduV8loTiIiWcPuwnxSrB/Mr1yrCvPsM34Yj518AT5vdx3C51rdplVgXvzIYXWMvunzGM0paQbcrFWozp9NEyIizd/ixh8RkU1PA2E+Lz1uF9GkObsK5h0dgtR99n3D97a2mVIZjX1yWm1125OhlWGeu9hemPeSNTB/mVVrINOVat0O5uP6boV5eP38MK/tjM//bU/NPiMRkb6XcONQJXt8Hz4zALfxOP40b4U6vQlfA82r4OuyLz6dRURk7cmsMF9zGTemaV4NxU1VB5rq7+3YariR6t0T3MrWdvJ3ozntK55a3VbA4RnME+x/CvPGTyKMxv6QP1Dd1ijQD+bvru2B+fjK0TCP7jTFaE4iIl+CcMGmfVP8frSrsRHmBebgZ4OISO/Rp4zm9DMRvg9/npQW5p/ejVaPtTKotNHYbldw++DcF+dhnquet3qs5V3qwdzzZ1OjOaV3DYV59REB6j4jQ/FF3rjpc5g/DzllNCcRkUEd2sP80Ll0ML9+3g/mJxbh6/tl9dnq2MXKxsB86LI/n4sxscHy8VdiCQoKEg8PD/WYIvyNBRERERER/R/AhQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVlm1ArV2clVnGx+b4V65ZfJeNAeCY7DPKwPbjs6ceoDzLskcIR546G4WSQuBbrjMca1xQ1WB+rfUY9189ximHsE1jGa05otuEEkNsEEdZ+We3BzS4sTPY3GDkuFW5be1O6n7vPhaXaYn+h+D+bJ85u1DZ12HqZuS/EMj+3VqDPMa27ADVMLBgwwmpOISKMcXjBf/Qs3+/R/gxt8dspE47EfVL8A81kVVsC8WE58Pueci69JEZEPjwYbzWnQaxuYR4bg5pTgd3rL0ph9uE0mt7vZtXQjBW4pqftlsrrPyQkLYT4jVRqjsd+f02+xQ84XgvnBifg9zxeAm+LCNuDGk7hkLYavmfITcauQx37cZDN8D76Of1z6Yjyn8wPwvfv+zJUwTxnfB+ZHjx1Qx2iSDF8bmhIe+L0tPNtF3Sfesk8wP/3Y22jsPAnwM/Gs1yx1n3KPu8K8qONtmL+6jZvGNM2z4PNDRKTMXdxM0xSX8Mm6Z79g3uPgbKM5iYiMcMVNPdcz4flWU9ro9lRMajz2nS74HLl0HOeNh+PndNmn+r1l/UQfoznlPYlfvzrrR5gHeeNnpYiIvd0bmKd5WsBoTlX6fYX5zLvF1H1SupyB+bfE443GHvsK34+iKuL2LBGR12fw+Zm6M74Pz05g/m/1q47iZsCzu/E9JGTnapivX+UP8zRjceuUiEiPAsNhXqv2n98XwyMjpfHMWWyFIiIiIiKi/w4uLIiIiIiIyDIuLIiIiIiIyDIuLIiIiIiIyDIuLIiIiIiIyDIuLIiIiIiIyDLc/6g44Vlc7Gx/3+XX6YHwtVPGNFKPEyTZYD59fx+YX3yDa/JqLXkGc98VuBYxLm/eNIR5cASuLWzimV49lv2K8jCf4j/TaE71TnrCvE4iXDEqItK/1RyYT60TDfPqn9bhAz3EcbN349Sxz+bDNYd5ygXBfGYl/HrNq7D76rbOV3HVYNv+eWG+0DcC5r0+HjKak4hIiyB8DeQugOtmz804BvPxqfUKyefvlVrn2Th+cx+fa/0z4TG2Hy+ojn3+Ka6P1SzpgKsJD0/DdYZbd+sVv1NLt4L5hcDXRnPyigiA+eZmF9V9lroehnnVxlH49S3MzmcREf8MO2Fe981+mAcd6wjzt0lrGY892QPXN5esit/zRKlywXxU5ikwvzGmh/GcNkcnhvn+zbVh/sM1C8xrnf2pjlEw4XWjOX37gGtJ/QumVPe5NhRXoU++jusdNR+6pYa5+2e9IrbFpWkwH919G8zfJom7OvI/2a7frW7L8A3Xq6YJ/gHzH0ptZbNz+JkRl/0r8bN60Lb3MF9t2xfm16biPE7v8Hvu/wjXynpvw5XxuUufVIfoP7uq0ZSueOEa75dt98Hcfb+DeqwZBePBfEXMdKM59Z+En2NZPIao+2xYgD8PTx9cx6qp3gNfk/W/FFX3KZ5iBMyzTPsO8zwvcXVsXG6OyQDzty/xPb1En2swL3k9HOZTV+LKdhGR+W/xefh66+Y/spAf+LmH8DcWRERERERkGRcWRERERERkGRcWRERERERkGRcWRERERERkGRcWRERERERkmVErVP7cBcXR3um3rOEx/Bftu8JijSeTvWEOmOd+8udfqIuIvI3BY2/OrTcraFY1nATzBd+uwPzyjRTqsU7uqATzfu1ww4emX39/mLfr/0TdZ0/rHTBvcbw4zBPnrG40p6lO+tjdDymtRjWyw/h7QbP2jbZP+qjbYtoWgnnV7Li9wSnvW5gf2oYby+LyoFIVmF/MVBjmRxbh1p2dPXGLh4jIiR6Tjea0NRg3M3Vbmw/mna4o7WAikscGNxdpnidzg3njMU1hXrRxUvVYpbLsgfmSSW2M5lQgtDTM82bC54GIyOZlc2G+LRluGvueGbd1xMW/yCKYx3dMCPPMlXGb2bXvzYzHvpTpLswXXG4J83ijvGDe6WYMzOt36Gc8p2RtcUNYq0Dc/pTxJr72ugwZqo+RHz83NHt24/MzOlZvUpvnkg7mHxo1MBo7aWncxJKvslLbJyJhNy/DPPUQfL/1GXHCaE6buuP7l4jIpDr4OfO58k2YJw09A/NXLcOM5iQisjwxbij6sR4/A3J2xo04pTt+Nh576bZ7MH+zZQbMH7XD1+ttF9xeJyKSbgxu3NJ4/sTPMs/liWC+eEwp9VjfVuOmyyWZzb4/nDh4Hubel46q+/S6gtvMzi3A92HNYkfc3NVkzS51n5nPcbvpxE/4u1ybZWbPShGRo8VdYD4mGrcM1qiDm+VG5leeAcv0sTenzg1zL/e2f2ShMcEikkY/2L/hbyyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyo1aoEJ8QcXD9+Vu2+vsI+Nrsu3AzTFwG1fGFuWf75jCPbhcO8yGu843HnnU5Lcz9u+eBefrWT9VjnZqO/8p/8JXFRnPquAs3ayVoclDd58KDmjAveDUI5lMG4FYOTU+X+uq2yBO4qSRrI9waM22indHYRZvqLVKbtuGfe394VZgfroZbkFpcGG80JxGRoM/vYX62hSvMJwTh1pYn53GbmIjI3OcFjObUuec+mGc9thLmAdN+qMfat2yY0dhhP3HLTNaK8WBeOka/li6VKQfzSQG4cUtTvXITmDcKvK3uU7Q2fk98fuyHeZ42eIy4NH26FOajDo2EeYZFuJXjbQXcYBWXiKjEMP8e5g/zm11w802TUWdh7vZ+gfGcfOxxA9PdHfhesSMvvi4GhLZTxyjqbHbupCyNnz/lbPVGsYq/cCtVjfO45UlTtEV3fPxVCdR9tuyrBnPvuy9hPnogbhrTPPLR75E+R3Cb2VgX3ArV9wJuYFrX2KwFT0SkQ4aMMF+/owLMu6T5AvNPRfE9Jy47Ex6CeUxB3AL2K30nmI9PozQriojLSbPPacYb/P2hxc4jMO+0ar16rD41cSNV/Vv4OaO53hn/DDkbOar73BlQAuaRXc3uLxXK4DEa98VNmiIiJR/3h3ny+viel0C+Gs1JRORC5mQwb9MwBOZn2+BnwPOWkTCflGWV8ZzKNHj0R+YUESqCv+7/gb+xICIiIiIiy7iwICIiIiIiy7iwICIiIiIiy7iwICIiIiIiy7iwICIiIiIiy2xiY2NxdcC/CQ4OFk9PTwm4PFA83Jx+23bSB+++KiaF8WQiw3BbR7VzfjD3aJQf5tFF/vyL9n+SsG5lmH+9ORXmWbwC1GO9WdIN5hdb4L/a12TKWgfmh1LpLQb+j2/AfNUZ3NIVz1FvoUC6tMCNBCIifRPVgnnooXEw96td22jsnv1xO4SIyJ7jmWHucGgOzEend4b5tcENjeYkIlLyBW4RWROGjzW5Jm7fuPjrpDqGx6ZfRnPKkQk3OX3Kkhvmo+eeU4+VpNQto7Hb754B83fR02Deq94F9Vi1LuFz591i3Kaksd+NG7cm7tUbqdZHfIL5/jceMC9xKqvRnEREMtfzgvm7SWVhHtIGn+cn2uUwHrvrwx4wn7qjIMzHlekI8xdN8OfdPElq4zmttsVtR+2W4evVaWM/mCfYe0kdo3FMdqM5tQnGjXOZOr9W93my8i7MW/XpDfPaWXHrjuZebFd1m90h/BytX+gJzPtu3GY0donIJeq2fNfwz31kWSaYhydsBHMbx/RGcxIRqXIlC8xfVK4H88DluOLmUznc+BM5Ib7xnA5+xE1EwzLi7y7nqs9Uj3Vt/3SjsT/exM/jSe9x253NhNHqsZYE9IJ50Zk7jeZ0JtsKmM8cgRu6REQSTnkO888FmsL8jjduU9J89NC/A2WsgZ+7Lpvwd7l7aQsZjS0iYlsHt7hd9/CBechX3IZV4uUHmPc6ftR4Ttm2nfojC4v4JQ3GbJegoCDx8MDPwH/hbyyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyo1Yox7I9xMb+91aoC1lbw30iXRsYTyb12k4wj9mBG5ic4u+HuYcnbqaIy/c1uDFj82B3mI89FKYe61WNxjCfcTWP0Zxypy4F87dl3qj7XGl2G+aJwg/DvFLelEZz2l8Qt7CIiHS5hd+TWY/xGDfyFoF53YvzjOYkIrIueSqYD825DuYfGuExerfubDx2aOwomJ+aUB/mu8Nxe8n0S7iNR0TkxvLiRnMaU9Qb5mtGPoB5++9t1WO9bjkI5lku1zWak6/HeJhfeGCj7lPhdBWYD52FW2Y0HZvjn2Gzl6++T5prMM+2AzevjT9b3mhOIiLd+u7CGxZkhPH+gNUw31QC3xMmvBtiPKdzJyfCfGU93DZ04VhOmJdvU9d47GOtfsL86WsXmM8fhu93xVLorVD+EXqrHhJa+yrMv0UkVvcZ/60izOcX6QDzBvXxPUFT5PVFdVvhJfhaXlprEsy3fcatSZqFKz6r2wID8XW2a/hHmMemt4f5yh6njOYkIpLkbVGY33+E5zS5CL4/b2iPr70JSdobzylzPtzW5jocNxrtyqDfC6tdHmk0djenbDDP0mwPzNva3lGPtWvxFZgfPK+3OSGf8+HvNM9WvVf3WR64EeZVBuA2wdwzzVrfMr6Zr25r9fMgzJ9dxc+fL0POG40tIrIkGX6eXKmCW0HPFsatZZsnbIf582zmc9py6M/v9eHBIm0SCFuhiIiIiIjov4MLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIissyobvbZrLzi7mL327Y7JfLDfVp++GY8mUtpcI1Wjh3DYJ48AFcpxsyYoo7xvuRAozmt/IkrJPc0b6Pu0750H5ine6rPC5nYvQbM60zCFX0iImcbfoX555fBMA9YrlcHIolCV6nb/B9nhrlL/LowH3fjEcyrrPxkNCcRkYeXcb3jw0a1YN45Btdz9p2xzXjsw8VHw/xxz3Qwb5JqC8yvZ9LPqWMr8XWmOR+IKzJdy96C+ZYwvaL52MOSMG9QCFdnaq6Nx5WCxb/plag5Xw+AebFu+F6h6b5yKMyrpML1piIi6W+9hnnomxQwTzXrtNGcRETersFVrZ9nzMSvr4QriS+X7wbzm/H0CmON/TdcaXvpMX7PQ+9VgPk5v53GYydKcwbmzvfDYd4odXeYf+4XXx2jRGW92hKZHNAX5sVK44pyEZGdl3G96sR2uDK0ROmaRnPqtw7Xa4uIbCp7D+ZtexaCucvKE0Zjd/THtZYiIs2icAX8opx4jFbpcYXr64S4wjsur5zwd46M5XLB/NRZfO0PPYafrxMS9TSe0+bRc2BeyxVXrV8uhyu5RURiPprdX96kD4R58db4HLw9qpJ6rDyTnWCe7uhsozkNquEH8+bF8fNKRGTw92UwX1/8Bcx/vbhsNKfizcqp29J0x99pUrZSPtdvuBY7LrkC8bM3YUI3mFcuNhzmR5+eg3mbt+b/64cyI9/+kYXHxkiLoC+smyUiIiIiov8OLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyvV4IGHHnoDg6/v7X4KFdcaNLkqfJjSfTwNkd5nWzHoV5Gbd6MO9UDjfJiIhc6GLWzNRlbFOYF5icW91ncDb81/kja+PmIk2mtLil4YF3c3WfXSEhMM8eeAnmh/LjNhlN4nR71G2Hky+G+cIbXjC3X3wH5iVmZDGak4jI6qiuMM8WdgDmv7I8hrnD8R/49RWc1bGnF2oJ863XcWvSocRVYZ7wZwZ1jMh+xdVtyJ0luFUleRXcNtTi2Bf1WG0G4iapzk99jOa0/jJuCUqZPULdp/zLNDDv8tHTaOw99Z/BvMw5vTVpTeZsMP9SBM/pdEdHozmJiPhLFMwbXioN85UbcSvboYK4paRRs87Gc/pofxPmyW0dYL6+0iGYB+02axsSEdk/vSHMR00ZBPOTuRPC/EsTPCcRkeoL9BYypNtr3Cw3aXaouk/he7hJbWiRtjA/N2+W0Zw6V+uhbhvj7Arz6jP+bHoREdm5DDduaXYV1psVG+7E50hBj2kwL7AxEOYd9q8xmpOIyJor+Hz7kPwUzL3nvIJ5TnfccnY95zvjOY0aex3mTUbg7wLfA/TvLjO7m31OpX8lgrn7Unz/cih5RT1WiaSNYb7vHG5l0yTajFvfks7BTYkiIrHncWNapZX4XGs5I4nRnHy7tFC3OZ3Bz4dWCXCZ6oUmuD0rLo/K4OdMjvq7YO4yaATMn0zFbVEHR+B2qbjMCK/7RxYV+1NE/P5qf/7GgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILDNqhdo/aI3YuP/ejtOxwzH42jsDcUNQXBYmyQjzXJUKwDzDG7wuGlpEb0/4PhG35WhG2fnCvGijrOo+vhUmw/xG+f5GY8eMPw/zoTvGq/u87ItbGiY1WwFzlwP5jOYUnr66ui3/SNzAdOd8ZZi/T+QP8+0bWxvNSUQkX3rcolMgLW4PylofNyskLY9boT4d19/zPhXmwvxyhpMwT5dtCcxjOnxXx8g2tK+6DanqtgjmTfflhPk3v4XqsfzO4satHD3eG80p3V3cStM5GDfoiIhMD9kG8+apihiNvbEMbpZrl662us+NvmNg/mTrQ5hnSfnZaE4iIn1KX4S5TSPccFPMewLMX1z2h3nVy4HGc6pf+SvMexzAn9/7Ud9gPirilPHYOzPhpp68G3GbUskteK658+DnkoiId/xNRnOaV/UszF8d0p8zBRzweZXiBG4TrBAdYDSn/nNwc5GISMYSJWBuf7QTzFsNNRvbyVNvvjk6GjfeNeuDW57GVsSfd70bw4zmJCJSfWMbmPv1wg1MxRuPhXnH3bjRMuNJ/V6hKb3mCMyvuO6HefT2Uuqx9h/yh/mEZ+1hjvvmRBqWyAzzcV1HqmOnKvMU5tMneMBcsy7hapiX7x9f3Wd+Wnyul62Kr/EC53CrnSZPrP5sHdATt9H5nO8F83W5cEPkl4O4iUtERN7geOaEFzBf3C4XzGtE4kaxKd8m6WMrdqf7sz0yOCZYMgT4/dX+/I0FERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZZtQKVfJEe3Fw+b0FoPyMP/96XETkzqNzxpNZugC3P93bXhbmRX4+g/l4XKgiIiL93uN2Cs3WZviv/J1qRKr7nP9xGebvCz03GvtAi+YwL963s7pPypt1Yf51A24GmJsQN4honmfT2zpatMcNLauqO8N83UjcBpR/RX2jOYmIrK+8Aeafk92FueusEJj/mtkB5qWHOqpjlw6ZA/PZffHn/bF+dphniG6ljrEy3kR1GxLo0wPm5efNh/m8B7g1SUTkgEMdmJfoMMtoTudKesF85mzcsiQiEnHZF+Yla+IGjJgMTWG+VTl+r9Ht1LHD3INg/ix1M5jb5W2iHkuzJwtu+NiZKB7M8wfh9q4WZZPAPObUL+M5VWiKG2Cc3RPDvF1+fB+2qZNKHWP0gEcwTxA8HOYOye7AvPSSBDCf93iaOvb0ibh9UFM4uhrMe165re7z9Ft+mL95j58nRfzx9aqZOcFV3ba7bRjMnaZ0gXnX6e9g3toH3yvi8n1sY5ivPYEfypce4Ma5NkeyGY/dqyhufFy7bjnMB3XDn2tOvwiYHwnvZzyn6Ztxy9Oqz7thXsIP3yNFRJy98PP11lfcQqlZfRK/t3Xv6feKqPP4e9Ou3bhdUdN+9F6YH/qhf5/qPh33W9UYsB3mJ1PgljpNjxyh6ja7xLip8Xlv3HQZ8R4/f6o8Nnt+i4i4RueA+fAKwTB/0GsdzO9HrjUeO9msP+8voeGxIrh47Q/8jQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVlmExsbG/tPLwoODhZPT09Z3mqyuDr+3vCT6Qve/VVe3EwRlwEL8F/nX+hVAebhAbiV41qNF+oYj7pFG81pp/tgmH+qprchdAoeAvPd2ZfCvGmpfUZzuuC2QN02pe4PmNcp0BHmiQbhBivNlwm4uUtE5H7JIzDPWwa3WL3t+AbmuRPhppC4uBzcCXO3jLgVqqwHbhBJFukA87uRf1mH8G8OjNoM81XzcUtJVB/8/omISN32RmPvn9wX5iuypod5/6O4CUhEpNOZZDDfON+sbaLOANzUk2nxWXWfw+vxtZHPG1/ji9fha0zz8J7ePjN6Kb6OYz/iNpIIB9wyE5esKRfBvOO9BzAvn741zC90KQ/zz1e6G8+p32fcMrPhGm64WTq8G8zf3CqkjjHj1C2jOY1J4wfzCl3wM+BJSb1l5uDK3EZjV6j1CeZec/zVfUo+w88Np645YV4+cVGjOeXd6KtuW/MG30dSH9oE86x+uLXvjMspozmJiOQ70hbm53okhXmVUNwWdRqX88UpY1vcojM5Mj7MB2XAx5mTBDczvb5k3rA2xgc3qS0u8ATmVSoPVI/VZpkfzFcUxd+PNJWvFYF53nG11X1qrq4F89a7OhmNnS4zfo6V7+ym7lM8BW7juuaUCOa2XmOM5pR9ykZ12+cSgTC/eQpfSzMm+cA82zq9dVGzfh9uwzo5EjdgOiTB37kzP8DNeXFZGtrijyw0NERKl/SSoKAg8fDwAHv9b/yNBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWWZv8uKyPi/E3c3pt6za1YrwtVvPBhhPZln7CzCfN7sgzM93wNWS6/acV8fYO6Sc0ZyG1e8D8yel3NV9xrWbC/NuU/fC/OC110ZzOr4A112KiPgeyAzzX/dxDe3qG4FGY39eX1ndVm1UJph/csZVrWcq+8Pc09fbaE4iIlH9cc3hwvm43nHmV0eYNzuEq2BbdMKVd3Fpk7sBzA+USAvzpFVaqcc6lwjvo8lQaTbMO43Hn5HvGHyNiYhsOYBr7NLsMKvQu5RrDszDohOq+3inPQbzVONTw7xQxZ9GcxpQUq/Nm3EcV5kefvoY5k/f6PcEjcchXEf5qRGuAI2Zgce+fhO/T7HNSxjPqerS1TAf7ofrKDt+DIL5zxb31TGmdTOr7iwx8TnM31bBNdP291zUYzU9h6s+NUk24/OzXZ4+6j7bym+DefrbuMp3Ygez+t0bqz6q2x5dxM+HoFX4enUolBzm54viauO4jFhUCeb5P+GK09KP8PeH6af0ClDN28NlYN692VeYtwj2hfmVkbiSvu8x8w7cjJFOMPfxxXXE9mVGqsfa5IwrTg/myGU0p7vjm8P8WM0J6j7TkuB670s3zb7nFd6QDuaTq+1Q97m67B7Mq7TDz+o9J44bzenRk3nqtrJ7msD8XO/3MK+fE1+Xg/zNvw/bC65orvOoOMyP58P177fS4Gd+XA52T/NHFvEz+K/3528siIiIiIjIMi4siIiIiIjIMi4siIiIiIjIMi4siIiIiIjIMi4siIiIiIjIMqNWqI72+8Te/ve1SJ8tuGGjd5K7xpPpViAC5lNr2MD8xFvc1jF+6jt1jPBRSYzm5FVnIsxTvBqj7jNzHW5iGePYE+YX7PMYzenV9d7qNs/a8fA+obih5WHR4UZjbz2oN998joebUN5Pw41UHzbiZoWnh/U2GU3h7itgPuonblY4eao+zIfFusHcL44WMI1DjmkwTzUFnzt3ctVUj5VmwRCjse8txz931e1RMB+cFbfViIhUanUS5oEdcHuQepzDU2C+rore5FR+EG5Sy+pUB+bbyuC2KE3u7rhJQ0Qkeu8rmO9P3Bfmd1InMxpbRKT/Ldy2ksl+NswfFsG3bK9BKWDeZEig8ZwShOPPKecn3B6U0f4LzMsv1BupIhLg5jxNjyILYD5xVAjM9w7HDUEiIoHVzVpjun7DDVOn3+mtaKOzD4N5+pH42q88WW8DQkI7vFG32SWaCfNzK3GrUIZg3DLzeuDft8D8ywH7HjD/vjkQ5nvb4zazDmPN3g8REefxVWDepeggmB/tjM/Bp99zw7zZOLPGORGRqGL4/Lz0cijM/d/r9+GBCbxh7uqrnwtIqTvjYR6ZyE/d58Xn9TDfOBUfS1NLcENRwf24fUlEpH83PEZ5wd9dwpfhe6HG4ftBdVu8bvjnDgnD32luJMPtVnuG661Xmrtr8X0ndGx5mP/qeQfmHebj57eISJLsjfGGegP+HDc8UsatUQ/1G/7GgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILOPCgoiIiIiILLOJjY2N/acXBQcHi6enp3ye8lw8nH9vx2kf8wvuc3vGduPJvO+NW2ayzcQNClfvXIB5LecZ6hgTbA4ZzWlPcfz68qdxI5WISOl3uMnGpkUxmPtfrGc0p5O1/NVtfk1PwTzBjKcwTz2pmtHY7685qNu2LC8Cc8+K7WE+qog/zOMn2Ww0JxGRZuezwDx9Ydwwlf64Kz7O4Hkwv/AcN9/EZV0lfN5mPzQb5uNL6G1f9Uf5G43tUqgzzAsnwe0647fgBisRkY5NE8Pcsb6+D5KvJ27SmP7BQ93HewFuihtctQHMP60dbTSncL2MRJ6vrQtzr5y4dcR2x0OYu8zDLR5xyTkeNxd9H5wG5kExpWE+1Sav8djvNuyDeeQ23KIzbBluBqzfVG9b+TWrqdGcZtX4BPOhn/A95/KkaPVYdW48hnnmJrixRtMgxzJ1W+PikTBfMAA3Sd0+mN5o7FeZsqnbZvZMCfPaSkNepzSFYO7fCT+v4rJ0aGGYN0yDW3HqzlgM84xj8feHVbfNWohERD7k+wpzz/G3Yb4haQ2Y25e/ZDz2270tYF4g+DTMberhJiARkfDh+L4z/Ec5ozmVG4afxw8i66r7bA7H37WeO7WEeaKPtYzm1Lcx/s4kIhLbBV+vHpWuwdw9F25k07zs9lrdtu4H/j6waPISmCfo9mebkohIQXvcfhaXTQc+w/zU0jCYt/qIG6x82+nnVN4r/n89n+iwaLlT+7kEBQWJh4f+zBbhbyyIiIiIiOj/AC4siIiIiIjIMi4siIiIiIjIMi4siIiIiIjIMi4siIiIiIjIMqNWqI8O2cXDxu63bW8S4CaUgln1v/Ife+CG0SQr3HSGefja9Pj4o3Krx1q29YTR2IV7esJ8d8UD6j6b1/aDed3gAjBf6H3LaE5X2uqtB1NCcevPkzLFYe5YdQ7MewTrn5+mxic3mKfNgZtb6i7AlTxupV8Zj/1qzRSYZ+nVDOZjWraG+dpGuO1hXvMNxnOacLcPzN9uxc0wO64PV491b+BkmC/trTdJIS2WnIF56uv6510h9DvMkzR7YDT2rERRMF+VQm9yOuRWFOZNduJrfHSfkkZz2twtRN3WsAVuUmt0E9/zYtbj1havjiOM5iQicv/8eZinnLYC5mWf4ya1JgvNG9Y+RuD3/FEAvu98i8Dn5ugn+dUxeqzHP5+moQtud8v2uTrMexXJqR4ruw9ubLo4uozRnEp8d1e3bXqzHOa1C+N9UrngdiRN1BC9ke2kw1uYp56Fm/MGLMWtOKNb6O+hxm5kc5gXPY9bhSaextdxoQelYN510W7jOfnfxS2R09Pi8+Bwanye592Gr++4TB2Dr7/AWvFh/t1bb0vbf6ES3ueBWVvVPtdZMA+oiD87EZHprvjaeLceNxFVOpbaaE7pF+OGLhGR541rw7xklZ0wf+SA56RZfyu7um3Xvpl4Q3r8OV0uhBsAh7Xcr47xY3ISmCfywv/uP6sobkS81RQ3jcW/qt+nPCbixi3k188wObSmCluhiIiIiIjov4MLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIissyoFSpdmQlia/97Q1Np/wxwn9mT9DaS+fcLGk1y2cwAmL/7hZtCkvfSGzOurl5mNPbwAF+Yt32J21lERGJ2T4V5qj0OMJ//wazZJ7QH/rlFREJqzoN5vcG4BSmhezyYFy630WhOIiJlXUfBfFOVWjDfMgS3AUVdu2c8dqeduLXpTOL3MLdN3RDmUzLj87acr3kjSOul7WB+/ONCmNe+0lc91q9NbWGeZtgjozmdnDgX5uNKvFH3CfrcGOaxp/R9kBxt0sO8wtsq6j7bvx+Gue36ujAPyYabyTQT2pZTt5XIdAzm4WMbwTzBj2swb/MNt5fExXtBZ5ifvoLbOBYn3wXzuZVxA1lcmh3B93TvWnlh7nUef0apbQqrYzyoiO8VGu/TuKkqq+D3Y/sw/efe0RDPq/AkvcUKuXXSRd12rhtu4SvthpuZrky7YjT28x/6zzdtJG6FWjwxI8yfJcT3nUTXcdNeXNq3HQLziOR9YO5aETc+XiuLz49+jRIYz+lcieQwb532Lsy/9sGvn1z2uPHY35rh+/OAr/g+9TpMb4js4Lcd5q0rmrXzNT0+EuZtw/Wfz2HHRJgfytoK5h/OmrXRpfDAxxERKTYMt/N9eOMFc88AG6OxM7ocUbdtHNMV5nXa4PfcvThut0rfUG/ydG00GOYTjuPmvOWJ8f3rfh38HaF/Fr3B1L93G3XbfwqOiBHP8S/YCkVERERERP8dXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFl9iYvXpWwkbg5uP+WZdmaCr524QV3mIuIDAjJZTKspE2I68bSL84B81URz9VjZVplVld38kkBmO/qFKbuc3XjOJhfdj0J8wY1mxnN6fjoYHXb/tj9ME9xC9fK9rtRBOZj6plVtomITBiwBOY5rs2EeUSymjCfMXSO8djd+iyGedN1dWC+M0tqmNdulAjmva7fNJ7TkqGOMB/nNBvm6Rp4q8cqmhfXMnqfMav180+aBOYTUuP3Q0SkzdVVMI9fb4vR2NNbr4d5tTN6raX96ccwb10aV+iNOPv39XkiImeX69XGu7MshXmd1HiMOmtwpXNfv4tGcxIRqZqyHsxPLcD3ztbn08D8U6XhxmMnHlcMj9EJv1cVLvjBPOWXCHWMonfTG80p+C5uRR8V0ALmxexw1bOIyMoOuN77Tg6zOR2rnVvdtrYH/pyGn8F1lBc+61XTSLm8ydRtVffUhXmnaHyvj2oWDvO36XMazUlEZHJb/Dk9OHQH5jN3xcB8fzxc5TvzDL7G4tI3Ib5/Xe66GuYBpxLD3GmXt/HYJfOfgPnLzLja9WDj7+qxDnTGVb5bfPC9QrNmF64r9bDFz28RkZXt8Ll+scwnPKfMZ43mJD/x+SEiEjgI18HmLfoE5gOrfDEaesmEbeq2VJeHwtzHEX/Hq5toIMxb5dCfAem34udf+e5NYb50LH7+XD+M/3cGvS+VVMeeYFChHBETJiK1/+q1/I0FERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZZtQKNeTuVbG3c/0tO1xuEHxtR5uq6nE6fn9mMqx8X4objQaWfAPznva4hUhEJMODV0Zjf+44Cebj4/VX98lr6wbzo5fxsZo74YYbzeASesNALvt3MF/lmB7miRrjv/Kf9SK+0ZxERG4EZIV5+qz4PU/5uQYe20F/bzVpG++A+aVqm2A+YIIdzI8mxQ0NofPeG88py43JMF+XYADMb7ri9gsREccdH2H+cvAuozmN/oobJSYlPK3uU3ZidZjnSWjWsDYnXQeYl/HXm4uOReWH+cenCWH+Ju0Poznte4XPAxGR7plxC9LEUviaedcWt9FtjB5hNCcRkYDtaWG+0jkLzBOXwp9fxjZ6Q546dkrcHHbRDrfa7SmF23X6lq2rjvHT5bLRnLY/w600Vw9tgPmXJNXUY5Ueh6/xUTf06w8ZfXaWuu1i78Ywn3+iMsxnXvOBefc5+HONFNy+JCLybZsnzF+03QnzSyNxi07ker2pR9Oi2RWYRxdpC/MiDfLAfMsU3DZ59Rtux4tLlpL4ebn/Ej5HGsxqBfNH52eoYwxesB1viMbXUiM33NAV46s3PIUeCYT5+TFm/z78LjYDzDsqTYkiIquK4nbM03Xwc3fttHxGc3rbOErdVjo5bpdbXOcMzO89LAXzXp2LwnxLHJd95hL4vL0n+LvOyqKuMMd3zv/bS6UxKmGHjjD3SYWvgX7X/WGestdEdexNn37FMbPfRcX+/Wv5GwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrLMqBUqlfcdcXBw+i07uaU1fO2R3dvU4xx4edhkWMm1G7ew3KnaC+af+r1Wj5XhwVyY14qvNNPgIifxfKePkaC1H8zPRlWAeaVb39VjISPCLqnbOgzD73utOX1hPjUdbj1IsQq3WcQl40383i678QDmxTLgJo0KX/H7dGqO3sqBO1hE+kfhU7x7EtwckWDEIZjnfHBTHVtzJH99mNf9jn+OZkN81GPVmZ8G5oleTjOaU7WXn2G+vVF5dZ8FOz/BfELZ+zB/1U1psFKOP/41fs9FRC7XDYZ5o524/eltJr1VBWn7co267dHCCTD3wqeOOL7cAvM2z0YazUlE5PoL3CPSuwpuJ2t0EX8WNUfrLTpnB3WB+QnB7UFOSx/B/NfhujB3qFpJHbuXCz6fNYvye8E8/qvFME8xvLB6LHc73ArlmdSsna98/pzqtrb528M8smsOmEccxk1EY/rcNpqTiMiMdnjsztu/wbzDRPy5Ls2Hz4+4bH+HGwB75MYtkXN34vejW/8VME9VFrcexsXWDrcKtfywFeZnJCPMRzVcqY7R/62j0ZwaeeF7ZM6fuA1LRKSlE27h6++nfx9ADhRuAPOdPd+q+xSMxM/ReIGjYV5oYjOjORVMq38H8j+I7xXHW4fCvOIS/B5uGaPfEzSr+wbCvE12fC7MWIbPndvHcENkXIbtx9+PygXjn3vjhzIwL36yrjrGjMvJ/no+P2JC5QS+hfyBv7EgIiIiIiLLuLAgIiIiIiLLuLAgIiIiIiLLuLAgIiIiIiLLuLAgIiIiIiLLjFqhXMvmFUcX19+y51Xs4Gsb58QtFyIiv6LPmQwrlexXwXzMkD4wnxmoNzR0yVkF5vMapTSa07zKC9RtM4dNhHnG3OVgXjSh3tyCfOivN1IVKzAE5u4LTsE894viMO/ROJvRnEREbqytA/MBjXEbQ6W5uKEoo0MUzPdN66SOXXPkUpjfLVUTj3HxFMzd7uLmjR6NbNSxNf67PsA8bZPOMA8/GqMey779OJivCM1uNKeGR6bDPCAcX8ciIq4V8ecadjEhzOtez2s0J7sR+nt7P+Y5zHdVOAXzbrM8jMa+F42bNEREPpWpDvNc+fHrW/TC1+X90kmN5iQiUn0FPkdKDMRtKzuGfoX5ikz6OTW0la/RnDYFroX5tpzLYZ4+tKR6rBbBt4zGnncMv7eDmijPhgitJ04kWRP82EvUtrTRnPY7DFa33Z2M24v8Bbd6JQl/CPMK1/oZzUlEJKgfvi6/FwmB+Z1lDWG+N1dZ47F96jjAPHYGHtt22HWYP4oXDfO3Rd8Yz2lcavy5tr9YDObDRz2F+cKmuJlMRKTGWLMGrUE9vGHudnCqus+1HPNg3mI1fsZpZqbE34FKjtcbt6rtx/fVhhtxC9KbTkqdpuLESr2daG2ugzAv3XEMzG+VwY2BN3obTUlEROKnag7z9N/w99sSObPAvM9a8/O23vMmMG8VjZ8n3Ufsh/m7Q/ieIyJSfS5ua0OiwmNEOvzda/kbCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIissyobjaqaBuxdfu9GnKiO66XSxxHLVzi+fVMhpVDh3DtY4IP62Ce5KaneqxS8V7BvPxxXG+nGVh0vrqt/Blcd3vTfiTMvwbqVWvIdZd46rYexfHnMSsHXkMWaoVrdjNlNKteFBEZfxPXTn44iuvO3K7gmrw7t4vAPHn1hXGMjqtoQ6Z8g3n3Wk1h3vlRLMxLfce1lnHJuAZX9obNxD/3oQS4+ldEpOMRfN5GV8pjNKfgIq4wdy3tp+7jMh1fr67tcCVqwl5jzebUJ726zSYx3pZ1zR6Yp07ZwGjsh2uuqduK1sFVmEvXHID5psI5YT7ttX6v0Pg8wbfmNGNwdbNHvkUwfxQyRR1jSs0jRnNavQ1fAx8C8b3lTExL9VhhTvq8kMoj8Rgj2uL36VhW/bo4+CIXzIcc72s0p5Rebuq2w27dYB7fdxvMCw7GY5fohKtj49K/Kb6PxDbD98j4yXHdbI4aFYzHnhtxCeYLRqWDeUC5/jB/Nx/XER98ZPYZiYgk6L8Z5k/TroF5xPYnMI+1x983RERep7xtNKc68ePD3PHLd3Wfk6/xvPJXz2w0tt1BXAPtPiqTus/XZANhPv0Yvh8VPoKfo5rLGfOp26KfT4P5gHT4PH/bcDjMH2VJbTQnEZF7tvg7zbRyifEO+O2QdJUuG489ddwLmGd1KATzBufwM/Hlt7TqGMNvV/zr+YRFRksDwf+LgP/E31gQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlXFgQEREREZFlNrGxsf/45/vBwcHi6ekpN5O9EXdbj9+29W99DO5TdD9unxERedsyjdEkvxfCLSx5Eq2A+QPvjeqxcs2vDPNXB48azeltgQfqtg5jDsJ8uSNuCSr+BTe6aO6PrKJu2zx0BMzj/3SGeSuXDjAvcmW10ZxERHK9xueC140tMH/1ZCjMK9RpAfOzVa+oY09MGwFzP7vsMLebiT+/1HnywnxHSr21QpcVpgVW4KaqsWn1RqNHLXELRa3GuN1K8/krbmFJdXe7us+Oze9gfj8ZHnv3B7NGkI0T9df7Dg+Cue1B/PmV/9DcaOyb0XfVbYnG4TanzlnwPtO/5Yb58M13jOYkInIhcV2Yry2Nm4i6HfCFefLW5dQxGsd/ZjSn8zY5YN6r70WY76/wQz1W0DW9AQ25eHAlzFO97wnzHL0yqsfKMmQCzItXP2k0p83n9Cag+Qlxu8/ZhKdgnvf7LJjvjZloNCcRkSTHY2D+pi1u4uo7DJ+3fkPNW3Sq5ngM8471y8P8RJs2MJ+eLBTm8QZtNZ5Thuz4+0OR5PheWPwxbuCr+XW3OsbEwfja0NiOx02QPi1LqPu8P4XbEmd2ng3z2aX1Zk6k+0i9SW22I/7elHJTbZi3ytXIaOx0gXvVbQmm4ntYeMLRMA9ccRzmPdrYGc1JRGT77RMwv5kKN49eLYaf7QmO4u9fIiK75ur3KqTZynCYjxqIr40s+/RrpkMjfJ0hUWHRcrzafQkKChIPD484X8vfWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVGrVDtPUQcbWx+27Z+XC+4z6+BOBcR6bC9lNEkbV3mwDywOG4CuvNM/0v3ZucTwLzzkW1Gc7LbXVfdFlagAszT58bNAMlSBMO8m89bozmJiPiUHw5z19W4WSHSAzdMZd+HG3Hi8vjybJhnrNwK5glH1oS5f9UFMP/he954To+OFIZ5/2rxYF5mEX6fWq/C55qIyIOzuK1D8/oAbiCrdBU3P4mIvO2wGeY/n+LWJE3kG9yM0W4TbuISEck4ZyTMVxyLhPnChKeN5jS57CF128XYnzCfUhK/580TeOM5TcpvNCcREduduDVpfBnchHIxELfGZHvZzXjschczwLz3a9zsk11phtmQOJU6Rr7qO43m9KLlGZifzYlbWJKf6Kweq11q/J74DP9kNKeMa3AL3rCqUeo+10e8hnnfsY2Nxk6darG6bc5c3JA3p+t+mBec3gXmOS7h9zYu7bZ7wdzl+iSYFwjADYBPC+F7Rd0V+H4eF7uYaTBfv+AzzJPkGQvzg9X8jMd+fOUrzK8lxPfUzB/wM+PHBP3nbpXpltGcrtXbAPP2TR6q+7ye5g3zafWXwLxyp5JGc/IaqjcDJg3sDvNHIwfDfOD1YUZjxz8Upm5r/HgHzE8/6gTziZvwtX/Gf6bRnEREOvaqCPPWHfD3xUrb8LXU8hNu3xQRif/UrH3tw8QaMC9bBTcGlg7B36dERFoP1O+T/yk8Ilyaj2zHVigiIiIiIvrv4MKCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgsszd5ccibQ+Lo8XubznY/3KzQ8iVuGxIRWTK6vMmw8moWbiMZk74pzFfLbfVYpW7hBpoSPbIZzelz/ozqtuhkuN0nc0/c6HL6Rz6Y7+xQ1GhOIiKJ1x+EeYjvJpgfKloI5u8vvzEeu1epBjD38scNH55p58I8/HIlmE+sgVtK4nLICbez+Hs/gvmK+YEwL2iHfwYREYcuZo1DMx7jBgzb8PbqPj/ccNvXzkFjjMae4/IO5mccUqj7tO40C+bnhuD2lJfN+hjNqeNYfG6KiPyaOw7mg6bgVpV2D/bBfO/8ZEZzEhF5Wwe3Yd2bif895luDyjCvWuOG8djbT+Hmj4vDV8L80eJLMD+U/I46xq/B+JzS/JyHr5msX9rA3KH9LvVYG655wvx8Ff0aQK7MxE0oKULwfU1EpNNH3Ci24QQ+dzT9yuVVt824hFsR47k5wtzhZWmYt7jhbTQnEZFNdvj8bDmyGsxr+isHaoKf4QtbpTSeUyEH3KTW6Cc+b9/tx41sBSrhNr+4jLmHn7uJDzeCeZ0vp2BePdkqdQznvbgRTvPaBV8zD3Lp7UFjE7jCfFnOrjBfMi+T0ZxOvjqhbrsufjBP5Yq/b6RLh881TXgBfO8UEenx6BzMbcJxy1lAFnxPGDwev+dxGXzppNHr75/+BfO+1/XvLt1dNxqNkaPIE5hneonbSCulw82KIiLlf/T/63GDI2L++rX8jQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVlmExsbG/tPLwoODhZPT08pP7Co2Dv9XiTl7LkC7lP162r1eIf7XjSa5NQDTjB/mTALzFP4pVKPNflRXZgfWetnNCefvXXUbXfKp4N5wky4mWbgcdyuY1/dxmhOIiLTruKGgWcVomFebtgrmDdtl9t47Fz7Z8A8y9PZMB+RFjfcPDv0GOY7r4cbzym08DWYn8zbBObRnRfA/P3w1uoY4ycPNppTq0vLYR4xBzc2iYh8iJcd5qH9xxuNvWhoCMxPntDPtZo38eeUpShuhxm847DRnJ7MOKpua9AGb3s0uRnMj7t/g3ndHw+M5iQiUnVTJMx/VMTXfqJr6WHuu26U8di1XuKmrCf58TXQdzlu7moxbIA6RrHrpYzmNGc1/rmfnsX34Yfb8D1HRMStMJ7X/NZm952xzR1g3qw5npOIyMZbVWHu74YbXTR3qrxVt91rXAvmd6e8h/mZwfiecCGN/pzRJJoXAPP9W3bBfNxh/HN37XsA5ru24dbDuHwb4QvzbY28YT7lIW6LKlgCP6/icmLQZZg/GYYbLduWeQrzijlxO5GISG9H3MijGVlbeeYXxa2VIiI5t3aE+VKvYjAvGPXVaE6f1/1Qt21ddwrm9cviFreMW5cYjW27UG9xs/t4F+ZJz3+Cea5y+HtW6Bu9LVRT5cJUmM9PnRTmi1rgNqzrW6+qY+Q74Gw0p24BuE3zaEH8PWTfJPx9SkRkZLK1fz1ucHCYpE1VW4KCgsTDwyPO1/I3FkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZBkXFkREREREZJn9P7/kf+vebIPEc3f/Lbu0fw587dASuKpRRKRhD1zhpdmwcjjMM3fC9Zzpa8dXj1WzDK5ErZ21sdGcquVtq27z7vwI5q9G5YR5fNtdML9QZKTRnEREvkzLB/PvvwbC/HUK/Dn1LTLNeOxwhyEwn9C0IcxXeW6AeSHBVWaPKlwxnlO/WFyH9+UA/ox6bmkE8/NPcT2tiMjxGFz1qUmc+AnMr/TW6y7zHPeBefWAPUZjX32EaxGXjnuo7jNnfDyYv0yM6wmPd6hrNKc6r1Kr20p+qw/zZSsTwrx+t0CYZxzf12hOIiLJV+AK0CVDcZ1uvl1JYL59nV5/rUlQBldbjg/E/xbkUnAbzB+nmqiOUXwhrhHW5O9VHOYFV+La1afvc6nH+roHX/uPYnBdtsZ2fFM8tmMZdZ93D/EYx9+UMBr7SqKK6rZv6fG8oh7hutn721bBPDhHXaM5iYisH+wP88oOL2Cef1BzmC/cVRPmeVb0N57TzPQ1YD7dMwjmXdbvhnmdVI7GY090OA/zhO0Xw9ztOr5m6kV8Vsd4NQ5XgGp8buFzZ/uQ5Oo+3Rrg+t/ySmVv+2r4/qVJvzyvuu3br5Ywn585DObVUurHQqal0avkD2/B1/LXEvj+cuo+rha/k+Sg0ZxERLaE4O8PLRIshfmw9/i7TqdoXGEsItLxnVntt1f+BDBv2wffc5LH6t+387rjeuPdtif/yEJj9frw/8TfWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWU2sbGxsf/0ouDgYPH09JTemR6Jk93vrVAhS9bDffYV9VWP93JgSaNJTjniDPMGuOxB7kfsUo+VM2o8zG+901tEkO0l9cam/jlmwzxL5HOY9w7Ff7U/PaS20ZxERGol6wrzDvFfwfzkJn+Y+83ALSVxWZFuEcxnncZtJJMrtoD5sndZYd49sorxnG6sSgfzhM3x+7HOBbe2hB/RW8DmH8XNRZq2bzrDvNpx3OogInLvSB2YxzuNWx3K9zZruJm4A38WIiJRSXGj2LNiRWAeneG60dg3CsZXtx0ah1vOMpb/DvNr8wfDfPmXm0ZzEhHZ54Kbsg5ewXnB8/Ng3rDifXUM9+uTjOZ0Mituf9p2vQ/My2cdph7r2+FKRmNHjMZNTi3v1YN5mjlZ1GN9/d4T5idnxjeaU/TPFDCfXf2aus+tmb4w3zNsO8xThG81mpOISO1vuOWma13cSvhz2gmYF+qJG7ficsLXBebNuuLWvgErcVPcSH98Hz798LLxnMJCcPtT/pT4+j4f/QHm7QrgdikRkWzhAUZzupgKn7clm+LGnzau+LuDiMiibJmMxr5yZhnM5yfUW68+psOtiMcObIL5qrNfjObUOaneSljUJzPM62UaCnP7JLhtsug182vJ5hJuQVrgjD/v6cop0vBUbuOxI0rkh3nePmlgXjQtbn/afriDOsb4g+7qNiSkxj08xupTMI9d1kM9Vvtp2WH+JejPpqqwX1FSb8c1CQoKEg8P3Nz5L/yNBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWcaFBRERERERWWZv8uJXBcaLg+PvrQXtJ+ImgaOf8V/Ni4gcK+sE87ontuAdcCmUJGmMX+9+AbdZiIisbdQF5hPH5FH3QVZMjqMJaAhuj/A7nRHmfQs/gHnPHm2M5iQiElLcE+ZN+uO2qGUDmsB894FQmI/fcsl4Thcb4Uaj9j/7w3xd4rMwn1/A6HQVEZGVOwfBPHUK3Noy8mkxmO/rHKWOMfx5H6M5VZpgB/OKx/QWsF69cYNPyW2+MF/thj8/TUTnvuq2YWsawfzaNTxf323489ZsSFZI3VZmdnOY/7x9B+aJFkfAvOR0vW1Fs+r2BJgnmYhbY85/2QXzAr76NePUVn/fkVSTV8B82CHcVDV6KG5kExFpdPej0dgVEuBGo+H1E8O86ix8LxIRWZHNB+Y/Lyc3mtPK014wH51Mv5aet8MNLR3nBMO8bkKzZ4OIyMpi+LnoFBMC883TpsDc7eQY47Fzz3OF+cLq6WH+PaQXzKc2wC1E14vfNZ7T4yz4+suSYw3M83bF53OlQL2dr9Rrsza68F34+0Pn8rhp7HiyeOqxXiW7bTR2ybW40nJOy3HqPk3vrIR5kt2nYT6yVV2jOXkPa6xuC1xyHObf7XB7V6OSyfAYfXA7WFzuvMUtZIUW4+95tVfie8L5uzmNx65QEH9XffsFfykNmY3vkSeT6c1MFZ7gVlDNJcdAmDuv7wRzj5a4rVNEpHQPfJ/q+enP8zPyR7DIDtzQ9Z/4GwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrLMqGZn15DCIm4uv2VVuxWEr93Yeax6nBHf8D7p78bRtAR8vI6bb1YOKa/uU+HuLZhf6rrEaOwK/U+o2/Y71oN5aHI/mI/rVhrmZyqlNJqTiMids7h1Ib47bko4fLkZzM9duArzm2f1ZgzNvp24WUGG4Pj+z/Uwz+Ztvg5+03kyzDvVaQjzAWNxs0hoStxMISKyssdEozkdKnMG5nmlvbrPiDk1YN6xwUWYLz7c02hOZV8+Vbdlu4k/j9RJX8E8YdBao7ELuT9St3Vrux9vaIEbPn7uwK1vcxv7Gs1JRGR4Ytw6kjMCf343K+FzanRQZ3WM1h2SGs2p9JR5MD96EzfO3d9/Tz1Wj5/ljMb+HI7HbtpuOsxDW2dTj5XUZjjMW604ZDSnWwXx65fcxa1CIiI2sRdg/rJ/WZhfr/ndaE4iIlvz4KalJUcPw3zKxtkwd2psfr/1CzsK8+6j8LOh4mY8p++ZnsB8TwK94Ubz4zQ+DyuuewvzX8mbwrxCIG6oExFx34Wb/jSe/tdgPmYovp87bsWNbCIiKWpWNhq7XdRQmN8I3qPuU6NDVZjXzYNb2dIONGuqCvTSX/+5Ar4Xjn65Aea9auLmvCfr9XuCJt4X3M4Xf/kbmLuuwN9pRh8sYjx2kal4vlnTj4Z57iqZYf7R20Ed4+vAWKM5rfDF5237fYEwv7QAN0qKiLgWxq2EK90//ZHFKI12CH9jQURERERElnFhQURERERElnFhQURERERElnFhQURERERElnFhQUREREREltnExsb+45+kBwcHi6enp+z03CLxbFx/2zamC25tSSGz1ePVXl4T5pkr6U1LyLSttWHuW664uk+ehrjJ5tt9paJIcf1sanVbmk+43adKunEwzz92C8y/FLYzmpOIyLbCuLHj9CTcYvCoM24vOdEJtzp8DXhhPKfGrrjZ5NY33EQ04tRqmK+/k8h47CbDvsLcb3VumBcJnAXzjJ/6qGMEnlxoNKfZtfB7fqF3mLrPp8fLYd7Z5yzMo0P0awAJiH6tbrv5DbdBtLG9AfO5bhmMxs7k31rd9nwkbi7anzA7zJPkDoT5suzzjeYkIpL/yECYR3b9BvMVrvg6HuqP20tERHosN/uc1lzCP/e6FwdgnnChfp+qmHmM0dgrFuDzoFvHHzBfM85TPdYUD9yEd3RZY6M51a9REuY73KLUfZIE44abR30zwXznqrtGcxIRcW3yEuaLGuEWtxa7asG8zy3c2BSXA59x49CxYHwNXFmGzx2bNithvq5Yc+M5XVmJ7/WVRs+GeeXi+PWrquHGRRGRFQcDjOY0uttnmO95gJsEH37VWxpv7MdNXJppJbvCPNcz3HYnIuK5fQDMA7x3wrxYCH6OaqIC86nbkh7/AvMBCXAr1LHsg2Ce/FlvozmJiFRvPBjmz3f82VwkIrJ9SDeYL4l4DvOXHWarYz9suBjmwcPw51fXoRTMF75epo4R//QmdRuS27sAzF3S4/ZG50i9eTCiKH6+fr7w5/eNXz+DZcuKlBIUFCQeHh5xzpG/sSAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsuM6ma/B9iJh4fNb9vqdEkF99m5r596vDx3s8B8Rw5cW6gZaHMe5pcr7VD32VUDV4Nm8K9sNHaGb93VbQXqpIF58nidYT5l6nCYn6i5wmhOIiKHrqSA+dq8+WF+rcdLmF/YnwDmDsn0n1tzNBZXB95wqwDzi3vwZ5S8laPx2FV334d5hqe4+rcnbqeVN9/0urgT63HFr2Zg4Xkwr9j/nLpPxYpzYX59RHWYZ7n00GhOycN7qttS3sT1iwdLKBWElZ8YjX1p/xV1W2JbXOE6OP5WmMek9If5tmvm11KJvLhutsGAwjD3Sj8W5j3jf9cHyTHRaE5fO+Nr42xze5gHj++rHqtzVlyj+qDKCKM5ud/Gn3eulo/Vfcbl7QDzrxeHGY393cYN5tXGd1H3ObDuJcwdfp6BedNuH4zmJCLy8KwNzL+1/gjzy4OywXzFUn+YJyiHK0bjUmPiT5jbhOFrqe+P/jC/3SaX8dhB/d/B3HljfJi/SIOfV5kr4SpREZHrudYZzampO679rjEkL8wvOKdVj7X+I64Kz5REvwaQlBt2qdv6xVyA+ZsIfB2/T9TCaOxrw/uo2+7Mx9f4uoq4Sv52O1wFezOpi9GcRERyO+DvR35OuLrZYSmup+1d5DbMS9zyMZ5Tuc3JYd6rGv6OMqGl/t12/sk6RmO/2o1fv2PqbpjbL8TfO0VEftXYiMcA3zd+RsbIhgVfWDdLRERERET/HVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZbhKRHFkY2Nxdfn9r973uCeDr30QojdH+PbFrQsdo/TWBWR0z0IwT3IxXN2negLcMvN85i+YfwheBfNHcczrTb7mML8adhjms35lgPna3Xq7labK4awwT1AatzS0POYO824ZWsP8Xk297Uu1GTd5FG1fDuYRWfLAPKDTXnWIwJ6NYT4zI25pOFciE8xTPqsE836t8HkuIpJvKn5vNWFzEsI8/nn8foiINChyFuZHmuIGn2FeuJlMk3xjPnXb3CG4hSJiG26Ee1f3M8wH2HviARz0eTXdMh3mW4alhvndWQNgvrTGJX0QRXQIfg9zf24E8wRHssN8ZzHl5xaR4q2PG81p0FV8Ppfdij+LgHOJ1GM1SZ0E5pFbcNuXZtG58TAP3LRA3edtfNwMeObaS6OxK+4rCvP1Wy6r+9Qqj5uZRjapBvNST8oazUlEZFa1qjCfcQa3OY1cjuc0ZowrzAOf1zaek98XfI7k6oTHiOqLm5zWB04yHrv69miYD2yCn69DAwvA/EZ9vYGvYLu1RnPqch7feFp87QrzkOr6z93kRDqYn19s1vjT+E5ZdZtT3kMwnzEMf09o072G0dhvh+ImSBGRs7tKw3zdFXxOnQjD37Pix8Ofd1w2jC8B86n58HPm7Qp8b5k+Hp87H3aYz2n2dnwdJ7qA2+iqPsTNXSIi35J/Mxq74JN6MF+7GjeCPi2KGzBFRDxX4aa44nn+/I7+IzhKNiw4+Rcz5G8siIiIiIjo/wAuLIiIiIiIyDIuLIiIiIiIyDIuLIiIiIiIyDIuLIiIiIiIyDKjVqjCvlXEw+b3Bok7wwLhax+t01tp+t3DTR6JL1YxmY7cH/4S5i2/5lf3mTwetyZ5ujrBvNZ63IwRl0ZTf8DcdTZuq2ozyA/mj4abt0K1yo1bnhyeNIN5xza4RSdf7cEwD1h/0HhO7ndfwNz3Pn6fEnzADT4vHH3UMV71/ru2gn9Z+Amfn8vXZoR5bKh+HhT01tuqkH2vvsN8+/HX6j7psnSG+Ty7vjD3StDdaE5tH+o/w57EuWFeauMpmGcrXBbmQ9bh5pu4jHXFzUIT2vnBPGxkO5hvO4TblOKyPnokzBtsuwXzztc2wjz5hYvqGDlbmc2rxRLcdtRjSizMt17Mph4rY0bcrLXu8BOjOV3qq7SGJXij7pNiNW41ypbK7H6bZG5JmHec+FDd50TQZJgncrsA8+qrFhrNSUSkeJ8QmK9bGAnzBh9xo9H4/vg+NdR7jvGcXg8qD/O5FU7BPLLUZpgHVRpqPPanJfj8HNrBBubT31aHecItrdQxSnqZ3fOuNS4Ic/+3xWB+tJze2pfg63yYHxmHn32aXuePqttqnsL3keEhATDv+8Ns7ENr0qvbZkxwg7lLN3w+F9y5DeaXJ2Y2mpOISOsV+LtLeGncepUzeA/MG8sRmNdqEWU8J59o/H1jVE/8fhR6oLdCvRs1ymjsN6G4KTHpSQ+YJ+y6XT3WV1vcgHZ0/Z/31bAfYSLCVigiIiIiIvov4cKCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgsM2qFKuM1UWzt7X7L3vt+ha+tkm64epwcJbfA/FcrO5hrtqzBTTl9WuJWIRGR2G2PYO51xAfmgb5mTRMiIk62E2A+LKwWzN8OOgDz4/7jjMdufgI3Vzx9gpsB6tbErQDh8/BxHveZbTwnL4+mMLevlB7mX7Mcg/nbt/o5VW/cJKM5DcvvAvNEnrhVKHkX/NmJiGQbOtVo7KUni8Dc42OYus/xoylhnrFEc5gX8DM7b3OVwK0tIiJPj+CGnUL2uKVkdcXzMO81IcZoTiIiVXeuhHnD67jtyK98HphXT4CbXuIyem9NmLdKcgXmx+bgRrY5savUMdqtxU1EGv/5uDks5zNXmN8opp+3+cuUgnmhbbhdROO4CzfA1O0SrO7Tr5o3zCd8Lm00dshN3AxzJwi3/ImInHEfBPN8N+rBfPsj/MyIy4yieIywTr4wH/4BN9ZkzPkU5pdWm91zRESGFTkM85gVbWCesHcJmK8uO8t4bNspuN2tdU58HX9NiZ/h7bqeUse4+gG3XmmWp/gFc+fta2A+JOF79Vg/1uHrrJif3vSHZD+it8R9+vAZ5vle4ya1Hw32G43dbuBPdVvbh7i1rEUj/HPb4seozPigv4ead/lx81vLyrjB0b8Ovpach+DvNJeXzjWeU4OGuJWtQ4/sML9aHs9JRORaKtzsqMnfHT9fN7fD36vf+OKGNRERx/KfYG5zc8UfWWwovl4Q/saCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgss4mNjdXrYP5HcHCweHp6ynWfauLm6PDbti1bcaNRvplB6vEKz2wE8zwzB/7TVH4z/mZCmH/+iJtCRES23WoI8/1vd8D8xraDRnMSEWlx8xzMG/boCPOwW49hPulmAuOxG0zBx/JcXxDm3VN4wbxJMG77alwxhTr2tPRnYH4Nl5HIkVm4jWR9+TEw7zGokjr2SzFrdjiY1QfmuZPic7DxANx8IyJSYwduadCcL/gB5sfH6U02u168gHn79ZEw9/6Zy2hOF4bpzRR73jWDeaVb+N8lWmxsCfMH2e8bzUlEpEDOwjAvfKYtHns3bvbZ8qKK8djLuh+F+YfHk2G+Itk+mL9LjlvOREQc1940mlON+6lg3v76bZh/bKRfFyvutod58gsOMNeMrImbya7m0c9nm3640aXT5idGY7d9jpvJ8u3G93MRkQJJCsC88DU8X7cO+BkXl42HfsD8fRh+NuSumQTm7avawHxZvxzGc9q1D7cM3lp1EuYhU6bB/AJ+7IqISMMbZm10Q1sshnn96/i5WyqpUjckIr9+4PNQ41cLv4dDpseH+eANeK4iIhM+4XllHZLTaE7rOwxTt8UuwednmpG4pavYYNyS5bwRtyPFJXm2GzAvHIWLRUOdfGDubfPWeOwcMyJgHq8afv3m23Vh3nEdbussHF85UBx8W+MvNVekIsyHPJ6hHsvLFn8HO30YP/s0K/Lh5+sT72fqPj2KvoR517A/n1mREWEybXAlCQoKEg+PuJsD+RsLIiIiIiKyjAsLIiIiIiKyjAsLIiIiIiKyjAsLIiIiIiKyjAsLIiIiIiKyjAsLIiIiIiKyzKhudsWLl+L6HzVTaTwnwn1+5X6lHm9HtQ4wL+K54J+m8pvq13Al6tx3uHJVRGRKv10w33boE8ybzu1sNCcRkbHehWD+saoLzDNHn4X5sKmrYV5kn3k9Wqett2C+YvIamI9ethHmaR7eVcfo/a4YzOvVqANzm9Z47DTvesK8Q8xldex5IXoVIFL28SGYD6k6B+a+71epx6p8GfcvOpTEdbqar+NLq9vm1soG87XZeuOx3ZyNxr6x+aG67a4T/lw/j/oO8y6pp8M8MKVee6dJn+UCzB+NDIV5xttDYd4jyTeYX7pf0nhOzxymwnzO5p8w9/10ST1WvzoBRmM7FMbnwXw7XOH9/Jled5kvKa7H3TwJ55rErriq+FfdK+o+z0/i6sfIgvhci0511WhOvm1qqtsur8J1z4nT4vNz96z6RmOLiAT6JIN5seNrYT488RaY74gIhrl9Vvz+xaVYVjzGnkhcDz0iU1eYTx2mv7cH7yU1mlPi5rtgnm35EphPeYGfrSIiFz5UMBr7XHZ8vRbauwjmRe30a3XIc1wN2qpfdaM5LVqLa4dFRO7G4O81J0PxPazXEvzdbGXqKKM5iYhcq4E/jzeT8DXucA7Xs4963sp47Pw5PsO89jh8Xeb9iWvCZ09dBvNG9QcYz2lwW1zBXux1C5gXuqhXrXcMwT/f5EX4/NSkP4ArYHeOw9exiMiPtLi+vEr1P/+XDeE/Y8RnyUfWzRIRERER0X8HFxZERERERGQZFxZERERERGQZFxZERERERGQZFxZERERERGSZvcmLN+UsIA42v69FdlTADT5y7IV6nEFXEsH87fjWJtOR99NxC4Tr7lHqPrvt78H8/OZBMK+fHLeUxCVB/0CYZ57pB/PPA3DbRE6f3DCf0u6N8Zxuby4C8/m7X8L88NOnMF8y8o46xpxxF2E+1Qu3G5x4nhXmWyfjFinvnrh5Q0TEpaPefIB824rbGzIlrArzritxC5GIyPXQxjCP/Y7Pc41fduVaEpHgys9hvs3lNMxLXNCbW5C2CXFDl4hIoebNYd69Fv5c/fx2wbzykeFGcxIRaZwbN5i0XdwJ5iUKr4N5xncrYN4uVW3jOVUvVhfme8fj63jJ1PPqsYb57jQae+UhfD8akmIvzF1a5VCPFfZpK8zbvsKtKpofpXArzZfaQeo+07ocgPnpnQ4wTxqcx2hO7a/q7TrPV+PnTINmK2F+d9F4o7FFROZmKwHz3Xnw+VZjR1mYN82Mx/5QaJbxnEJsEsC87i7c7NMnoBzMhx/EzwYRkdyJ5xnNKcDRG+bzXuM2rJFjeqnHOrvL7Fm9vPZNmD86nAbm33tuVo+VKSl+biwqvd1oTlGDfdRtbxe9hPmaVLjFatkE/Dl9yae31GmKnDkF897HCsD83RVcNtr7qvl5m2P2QbyhIW52vO6aDuYt/bxhfqUPfrbGxS4D/v6QfwBuV5y8ebl6rI4lmsC8/hV8L9QUP47fJ7dxHdV9um07BfN8z6L/yEJ+xfz1XPgbCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIisowLCyIiIiIissysFWrrMvGIF++3rM/OHfC1+98uVI/z+GFTmCcNcjeZjnxJkRjmfa7kVPdZ6DAT5me32cG8XNnvRnMSEel6EL+t3uVwU0Klr3tgfndqG5hn/FnKeE5Hx/6AefoOeIxGv27D/ItXhDrGCKUxalvzTzD37onf89OncftTiwu4cUFEZHXV6+o2JEuXijD3eYUbQS4Xxe0XIiLR7Y7AfP3iMUZz2lYfNyCJiCTKsgnmz+dOh/nFWWb/ZtDmZh9128F7DWCeMMwR5rY7cENXh5lljeYkIuJboA/MP/bCTUT9muBmjOEzzsC8wdYuxnPafeMbzHeF4WaYyJ6v1GM5ursYjT3TLy/M3/UsCvMZPeeox9rgiNtC0qb7ZTSnChNwO1+OyZnUfQp+xe0+a89shPmPT9eM5lTCfa26bcox3CjWeU4VmOeorrdbaZK67Yf5rJf4854+F9+fB3i6wnz0xvTGc5oZNRTmz/ZvgflKF9xWMy32tTpG6fJmLUgJp+P3af78DDAf1e6WeqymG8cZjd1gRF2Yf/jSHuapan5Wj9VmMG7BPJ8k3GhOfvfiq9te7MZtiedX4PvRjUv4O1iScamM5iQi8jUBbgjrUwx/fk3b4NfXHlrGeGwvf/z96PPsgjCPLYzPwXIrcFtU0oB8xnPyyIO/i6z8uAzmbqP18yDldtykVuiRl9GcljTA95Bsdvj7l4hI/a24CS80dcgf2Y/gWJG/LLrkbyyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyo1aoYIcXEuvwe6tF+7e4Pch/RyX1OKd8ccPO2ujDJtORzDtxU0iW/O3UfV6caw3z+84tYF6vcz+jOYmIXEiGWwm+rMoB85lNI2G+xw03DPzYNdx4TuNm7YT5rdu+MK/4+TnMc8UxxjOlMSo2BjcolI2Pm1tSRA2D+WiltUVE5HlozThm9qcnfudh3mUpbizzSvJSPdbbZ7j9Zld+3OSkaZbcU912cswGmH87tRTmQRFXjcbuaqM3qRUs8xHmSYMnwzzCE7e1eaXVm+I0j7b2hfmXH7ihpdzRyzDPfhU3bq3oprcmaU4Vx/eE4BjcsDG9/Xj1WGH+Zi0pyQbUhfn9Qrgtauj87OqxyittVY7PexvN6cDUHjBv0rmVuk+fxW1hvqnvG5h/nHbWaE7pzydVt2UL/gDzZvOnwbx2hr1GY4uIbLnnAfOBl4JhfmkLbgzMOxi3nxU70NB4TgO2vYP5x42BMG9zYi7M1z/Vn+3Ja+KGKc263Tdg3iwtbvD5vltvUWv0Rm/uQ5IsLgHzfNPx95ACtTKrxxoxojnMr9bEbW2axUnmq9tut/kK88Ap+L5asCw+n3ekWmc0JxGRwx6LYV42A35udL9zFObpJ6aF+dbHp/XB8S5SQ3n5bf8RMK/TE7dW1q2E26XiEl0I/3xz6uDvIe5ruqvHGtgVN1SmrGbWsHawf3KY1y2rf6/O+TQA5i0P/nmuBUcHyyDBY/wn/saCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgs48KCiIiIiIgsM6qbvTjOXVztXX/LDvddAl8bUAtXqIqIlKyGK7m+2ZwwmY7kzItrZZ+1363u874qrvWrnRhX1XX3iDGak4jIjKIbYf7hJB6jRWtcm/vwWxeYDwo+ZjynqkvrwfxRLK4trPTmKcy/xsM1kSIiv3bgOsMCuGVXijcNgfnRjvdgnvHpGnXs4re91G3I8vj4/WhV/ALMj+evox7Lr8wlmI//ushoTvVmF1K3eQl+TwYcwfmxCXlgPsgfj5G/TTF17HmfcM3iwdL4vSrXGNfbLX/+XR1DU2jbIJjH/4kr+uqE4Ftau5u4fvd5Dlw/HZdPvo1hvvsjvq/l6ZNQPdbjb7jS80o9fI3bdagN8y2d8c+x86pecxg5yBnmDUbj6lpNi7Y/YD50j17T+vp8NZgfrzIT5lcmdzOaU6sWvuq28BH43GlQHNd4h9fG98isx/E9RESkT531MG+8ZxbMO+woB/PVzd7DfNHzUHVsjdtLXCP8oDSuwH09B1ef/siIn6EiIpXvOBrN6W6DPjBv+q0TzKM+68+Arv2OwLzefrP7cLHiuN80WwiuXBURSTW+Pt5Q9ovR2N324gpvEZHuG2bDfFomfC3trFkV5j9q9DKak4iI9MLV8Nv640rUWVPxsyFBplUwb1YpkfGUOh3pCfMMZbPgHbqcg3H8LqmNx35+OxnMD9daAfMbjrguXkSk7MKJMHfoVN5oTq3upId5l9f51X3SlsS13BdC/qwKD//5SwT/Xwj+wN9YEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZVxYEBERERGRZUatUEv3PRR7D6ffspfH8V+uj2jQUT3O2YXpYP7QHjf7rHM/CPNs4gtz34wv1LHzjsBtK95zO8M8cyr8F/txGRSIG2i+xFaBecnNuAmi4hvclDA0wS7jOTVYiMd2Xp8c5pmzFYH5gdkp1TGC37sZzembF/4sBqbGDTDXZuKfQUSk8tGPRmMn/TQM5ndbPIF59VBP9ViJAvD5+WYzbp/RFHuvNxQt2oibw2rmxm0kR7vjlpkNjToYzUlEpOg03HLWMXQzzL+u8YG5e+v7xmPPKoObxnb8wI1GRWJxi9SxKbiRLTC/n/GcAmZmh/m49bjxpFX2qeqx1tniRqXC5c3eq8Gup2AenQnPVUQkRYeVMM8dz+ixIA6DTsI8/5bH6j7jbIrD/KlnAMzLjd9kNKcul3zVbfaVcFvVih+4taxLZdzss2aVh9GcRETCZ+Jn3OsyuIHJv1QQzOsvUFqI4jC7GW7RaXneHeYfE+H70eeM+H4gIpLV1sFoTveCx8A8+hZuckrSAF/HIiKdN9+CecvQjEZzGvTuA8wHLP+s7nM281aYd7ldy2jssXvwc1dERBbjfwduNHMCzCefmAdzP7+mRnMSEfH82B7mtjFfYX7ZF7e7tfteAeb+K/FzNy7hE3BT1cILTjAveW0Zfn3AdOOxR42dAXPvQvgeEhuJm9dERL6Xi4C5fdrVRnP62hK3iGbed13dJ2lVfD2FT0rwZxYdISJ7/mou/I0FERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZxoUFERERERFZZlT/8aLEN7G1c/wtW78Zt1PUTtVMPc6kWn/+xbmIyKWHuCFi3BLfv5vg/2jX9ZG67VWG+DDvth23Px1YeNlobBGR2gmmwDxeAdzGMLzhXZhvWoAbXVKUxk0yccn2FLc6DB1/G+brceGCdJpbRh3D7tgoozk5nsJtK7lscHtD+Jrj6rGinNsZjb2/w2GYv72KW2l+OeLmJxGRibOSwDxkWAujOX0euUvd9uFuGphv2+4Nc7+JeOwM4+8ZzUlEZGY/vE9mlwYw71A8E8yLJFlsPPbQqrNhXuMxbmHJsK4JzM+d2Abz8lG4ISguEy7WhnlkkvEwv3ldb9GZ3ssH5gs3JzOa06nzz2EesDyHus+jV+th7hC5w2jsr58bw3zVRdycIiJyp08JmB8I7w3zFkWrGc1p/7l66raeGXBzWImGb2B+NRy31EVlWG40JxGRmGjcRlflGb6WRmyYBPPyeQcYj52w8DmYzx27BeZtbFPA3HUsboIUEYlqlM9oTvHK4/taxFJ8v92Wv6x6rENb78D8ajX8nNFsuroP5geq4gYkEZF68XGz0MPoM0Zjv/hwSN02/qoLzPsNXwjz7Dfws2xB6bdGcxIROTsKX8unVjrCvMq4hjCfvhl/n+q2E7fEiYiUdMbz7ZDqBszvl8QtZ0Mn4vcpSwZ83sRl//MTML8eiL9Hfkk1UD3WjahwmD8ZFmM0p8KNk8K87zK9MfPVftxg+uTRn/eEsNhgERn+V3PhbyyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgyLiyIiIiIiMgym9jY2Nh/elFwcLB4enrKhUN3xC3e739xvzgEN2Y4T8UtJSIivxwLwnzu9KIwT7UHNxppumzCzTAiIvUaPIX5ksjUMLebF2Y0tojIm1m4EeFe6l0wr7lpD8yzzsBNDPmS4haPuCQdiz/mJyUywjz/uCCY32heVh2jdJVbRnMKDq4L8yGrcCtNpxQ11GOd6bvZaOw+l/BnFH3vGswnX86mHqtEWtzS9eROHaM5Lfnur267/xI3pjUK9YT5GMFtD/O+VTKak4jIx+m4leOLH27RCfmOmz9ONww0HjvDwFowL/cIN6wlc9gJ88MVU8I84mpl4zmdWYbfjx578HlrWyWdeqwcadrAfEW4vg9yzR7XuH1ModS7iUjTMvhcv/lusNHYJeafh3nt7kXUfa7twtdMvV+4PeV5LG7O0zSb2Efd5jLtNcyHNVgK86ML8OfdcsVYozmJiKRrvgbmjaNwc8uU2JowT9jf2Xjsg/Fxg8/QLHVhfvQ5vo6jl1RRx8g1rJTRnOa87AzzU+0jYJ694jP1WKMSXIT58X36fJGn/l4w/7XlqLrPqtRt8bFO+RmN3aI//i4gIjJrBr4uzzTFLUgTWuL2s8GumY3mJCLyqzi+Xn+uxm2MzxLvhnm9DPi738RauF1URORRd/wds35P3D4YPHICzKtOxs+Grytw21Zc/GcFwjxzm1MwHzZ+qHqsR9748zs/CLeLqsc5Nhvmr+z0ltSOzjdhXqxSwj+yH1E/pNeJ3hIUFCQeHh5xzoW/sSAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsuMWqFajhgjjs6/t1GMPvMK7pOzUFn1eDmnlYf56+BomOcbi5sHNJvPpFK3FffCzUV7Q/PB/LArbnqJi938VTBfub4XzMecxWNUUpomZt2rZzynrZtewNz+10OYf3DGrUKNvJOpYwz/GGk0pxWOj2Ge+G44zC8+1Ntqovt/NRq74yw8176H8fn8SXBzg4hIUOmtMO9SPdBoTh/m4xYWEZEKto1gHn5zPsydm1yAeXRLfJ7H5WER3BBWtQJulCh9DreOPBvfCebnQ3GDSFym2fjCvEcdfI7cnvIT5mPdHYzHHtIGN1LN7Xsd5l/64+YbEZEVe/GxunQ5YTSngKS40WjhmxvqPn1H4ia1O3OzwHzbsapGc6r1oLW6zS8vPheuNQ2GeVtn3PijObhotLrtVrcHMO/QAd8j0yabBfPWl/Fx4rLiSh6Y3+87AOa24bjR5fF7/X5X+PUiozndx2WMUmsAbnaskhw3NomIFO1v1uA4YkVamA/vi1v7Zn6Ypx6rT2J8jz425qXRnJrWwu1B/mvxZycicvZGR5h7bewD89ahk43mJCJSO2s/mHe6h6/9y48KwXx2abPGORGRRjfSwNwhF77OorZ3gXm9+vj6Ph6qP19rOuNzqvFN/NzIv28/zIc+XQbzm/mrqWM3PzFN3YbU+4lb3zpPxvcWEZE283DzYY36uAlSc7Mefg+n9cDPGBGRnEW2wbx0QPc/suion+J/bRVboYiIiIiI6L+DCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrKMCwsiIiIiIrLM3uTFTzO1FHvX3yut9tw9B197vImnepyVF3CF3opuCWCeYt/sv5vg/xg4uoG67daAAjCfv+MuzMs1xBWL3eZU0Cew9guMl72uD/PUJ9/APGUgntOJo330sRV5it6B+Ziz+PXzxveH+dv2jdUxskyebjSnB/Fw1dnxV34wrzxGr3e8+BVXZ7YbNgjvgFt25VgbXJ83M1WoOnaSVlEwL9+4hLoPsrWBXuFWKxpXLj8tfwrmty/jyt6m1Z8YzUlE5K4bHntgNL6OtxbAtavNt+NqyU0fRxjP6eVU/F59aJAC5qk64M9oeDZcaxmXst74tvkjx2GYPyqp10O3a4Q/j1BXZ5hrMjbH1+WyargSWETkcMOSMJ/vNRXm7/peM5pTUD5chSwicrAufg+npawE8ylLfIzG7pTOT90W6YDPt6/Ru2C+cWxLfKD6SYzmJCJSYACukPT2wXOaNNcV5gMv6PWcKefkMJrTgUH4Ge6XKhPMH52Mrx4rKK1ZPXsVN1wxH9LGDeavzurXxfx+P2A+7hI+nzV1YybCPLufXmPf6hX+nnA3ZxuYO/QZbzQnEZGVl3BFejI/XEs/fcgBmGc8O8V47DS18TlSeHQfmF/r8Rrm58ZsxAP0V57TIrIvYgXMd+bLAPOCWffA/EkW/B2o8IG86tgZtinzVTz57Afzm0XGqfucyIxr96tPWm00dlBKXKe78Kf+XfX296QwL1vD8Y8sMiJG/P/yEcDfWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVGrVA3P24RG+ffWxl2xMsHX1vsTGX1OF2XFId5s9GjYF57FW4k0LRNF6JuWxMaD+Z5Ns+FeY9DeO31cGo5ozmJiCTeOwfmt7rlhrnvCPze5n/X3Xjsc59xi0hCl5UwXzY1NcxHn+6qjpH2FW430LgePg7zAoWdYP7hsp96rKVbssI8W348hqb1130wTzSwl7pPPa9AmOf+ccFo7NOT9FaoY0EBMM9hg88Rv8o47x+Mz7W4jCqMm2lm7cQtJXsPD4B56ZG4taJy2lLGcxp+A7dseEa3gPnx/bj+7EaNTsZj1x91GubxXXArVI5j1dRjdV7lAPPj77yM5rRlbD+Y++fELVkiInsv4mq00C4LYP7x4EyjOUXFdFS3Td+UHo+ROxvMj23H9ylN2s3V1W1JzuDWn1k/cTNNAd9NMPeqPcRoTiIilb32w3zLocQwP5gcNxFtjPJWx4jZVsxoTu3DcatQh564DW5wMtwGJyJSprneVoV0X+sD87Op3sN864/L6rHK5fkJ8+qXcEuQZsjMaTCf31lv+XMugVsDO5e/CvOTffAYcclhdwvmAbVKwzxJkg8wr5ensPHYzWJwo1K5UT1hXuILvu+Ueo6bPy/PNf9O83ojbk060g4/T5ad6w3zYXfxzyYisqr+c6M5ze+J7y39ytdU9+nybQvMTyzEzwZNuvfnYR5e5KC6T+7j+FlW8tafjX7hsWEyX/Sf49/xNxZERERERGQZFxZERERERGQZFxZERERERGQZFxZERERERGQZFxZERERERGSZUStUl6cZxcnx94YYJ/t68LXnZ+KGJxERl5/4r9Tz3sJNUgO79/m7Cf6P72nGqNts8heF+afbTWFe/00ymDc+iltY4uJXGbdCSTXcOLQ0M25VuZOkg/HYDi6eMN+yKxDmBQ7tgPnXOzvVMU5lf2o0J//huGWjdBsXmNv80htH6if+DvPqn7sYzenR4hMwnxS5SN3HTdmW2b6Z0dgv29VSt1Xr+wXmLX1xe8qJlkthXm5HEqM5iYh0+LYZ5uVrB8H8XKmRMO+bey3M2/qZnTciIse98L3CaQT++V7Nw2Ms+2LWGCMiEpMiGOb3V+AWlnkJ8fksIrLa4wrM7zRpaDSn6Ku4Peii3TF1n/f2uN1nmT2+xoeG4tYrTaeZuFlORCRRppwwr30Uvz6tH27t05z+OUHddqN1fZiHb/oB89G308O8ddlCRnMSESlQ6S3Mc83CTYZpu+HWncBvC9Ux6tUcbTSnzNX7w/xkF9xCVNgNt4aJiCQ5ZtYctuH1DZiPmR4G89yOuFFSROReUAWYuzXQvw8gRzbFwPz0CtxCJCJSICFu1ymjtJwNvLzeaE4iIrmG4u8D2RudhPnNEfh5eeTDeOOxI0f4wNx/A37OrFg7C+ajuuG5jr8Zbjynbofw8+dzZn+Yx2uSBuYdWr9Qx5hXrIzRnJLsx98FFrndV/e5lAXvM8gf36c0C/fj5/TgufjnFhFp+DodzGfE/tn4GBUWKX9ZCsXfWBARERERkXVcWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWU2sbGxsf/0ouDgYPH09JSZOe6Ii93vTQNlkp2H+6w68lM93qaVB2A+uAdum9j4IcU/TfE30S2d1G0TbuHmiPWx3WF+8Hxp/Po5SsNTHNKuzgvzaklsYF4s31eYlzozyHjsSm6zYb4/YjrMt9bbCPNW+8+oYyzuntloTg9L4EaQfkUHw/xU9ebqsVK8xo0I2XxbGM1pUMf0MK+7W2/XibyHG2vWH9lvNHaDLXoDxccr72A+7lUgzMdWxj93jVYXjeYkIvKp0lWYPw8IgPncFx4wX/99DczPJbluPKdVgbhp6cO1BzCvnfcZPtAb87FLX7gE8zP+uO3ukvsK9Viu0bdh7tlPb79BCrrjn3t3dv0crBeKG4ruNsYtJfYvsxjN6UvRBOq2rja/YL4qbwTMK9RJDvPiuT4bzUlEZOxlfCzpgJvzei/GjXP7Miw2HruJ4Oel91p8jnRtgRvI4hfX72tNs/gbzWn6bvz6bYLblD4fHaEey1Nwc1GZA9uM5jSn4Fh8/HhH1H2aHMUtOreuu8JcM/xUVZinP1xW3cfxZFuYPyrpA/NKb3EbXFy2uuOfw73IE5hfSPwS5oeb41aoBZN8jecU2/E5zNt2xo1iO/vi1sWp1zIYj728D7535/TGDWsj8m2BuXcdvW2y+lmzcydlbXzPm/RKb6fM990P5r18d8F8/CZnozndmnFK3TY5tRvME08v+0cW/iNKWna7KEFBQeLhgZ/x/8LfWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWVcWBARERERkWX2Ji9ev3e12Ln/3ri0Snltu8EN1ePMOI/bfcYL/mv+yAnL/2p+/3Izz1512476NWFe5RNulFgePwbmpe5eNpqTiMg+//IwT7KjLMzL2r6Eee03O9Ux5nVVGkx6rIR5ZGR7mG9pUwnmi54vUcc+mX2Cug2p+ek0zNsmxo1UN9PiRgkRkSuzcJvMDKdWRnOq2PkOzNOl0Nt1mh2JD/Mot6Ywzz8rCT5QkN6csmQrbjqLWuyLDxWDL+0Jk4+qY2jeVTsH83hZo2C+piP+XIc+8IP59m0OxnMafzkI5jcCZ8D84KbqME+79Yc6htfwvjA/44MbPoYfxq0jgWF4bBGRxQFpYF54nVnz29c8BWEeO0RvLjqxtAnMy7doB/Pn6dsYzem9H24BExFxyI//TWtOH0eYB54LhPn1V7iFKC7pl+MGwMGTi8A8Z5U+MA9IMNB47BFJh8D89staME9fBLfB/eys34d7Rac2mlO/hrhh6skA3HCTr3YP9Vi3ZuO2r+Pd1xnNaf7GxDCv7I6bFUVEek/A99UCIbh9UGNbuxrM+w6dp+6z+VJXmPu1xt9psj46bjQnEZFP79fC/MxI3NJVZ0ZLmDu+xq2LO6+atb6JiEQmx210zXoMg/mDr9lhnrGxfo/UfHw4GeYe4xLBfNy5lzC/WiJaHWPyLLNrPNNpfN9Odfesus+cSbil62RL3MB55aPy/UFRMkb/3jS/FG5vrbf+z3MtMipERHL/1Zj8jQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVnGhQUREREREVlmVDe7+MNjcQv9u2rIZk0/qdsOD8XDtt7SE+bHM+lVXcipJbnUbYOz4vo3nwkbYJ7hezOYr5r60WhOIiKNG+K6xoOlTsK8z3RcgxbRDleiioi0Ku4H87XzcSXdqlTPcD45H8zvFg5Wx9739oO6DTlUrADeENMIxhXu5lCP1eoEHvvjCrN61e9Rp2C+L1Bfg2f8eBHmEbg5Uw69r2c0JxGRCOV9T9T8KsyvTz8A80s+7sZjO2bxgXl9130wvyEpYJ46ANcAjt6G87i8Lbke5vMrnYf5mew4378rlTpG0SZmVYNBn3FtYKleuDZQRGT7jPgwTzsIV0tqkly5APMBVfG5KSKy5AOuBo0agu+fIyp8NZrTu+dZ1W1nS8aHeeVckTB/2xPXe/fq5Ww0JxGR6+Nwver8wE4wf5V/KszdO+qV6pqpBfvAvMvcUJh7nCkJ81++S9Ux+ifElbaaxP6jYH77C36Gl7fFle0iIm334+vpXbHKRnNaUQ+f/x+D8X1NRGR7+j4wr/f+utHYr6JxnXTlhxnUfSa+wOdCjum4htb2h3nt97O3KWH+ZYRSVTwdv/6gS0KYd/rZx3hOd/1wNfyWqri+f7hPbZh/LaB/X9RkPYZrVze5VoB5qlebYR59dbg6RsHpY43mtMEZ1ypXb7Nb3af+2dUw7/HsGsw33cTfVTVfo3up29xm+8C8yKqDf2QhwT9lcrq/G5O/sSAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIsu4sCAiIiIiIstsYmNjY//pRcHBweLp6SllGjmKvYPNXx34S6lC6rZR73ALRR3f8jB/H1Xlr8b8l1lz9RaIMl2/w7zY9u4wf9QAt2/UOVjDaE4iIhH5SsB827snMP9xC9cKrZpwXB1jdvLEhnPKBPMNV4NgXq21h3osG/fBRmOfdZ0H89nh4TBvHbpYPdbt4ntgnvQxbsbQHNvkDfPr3QPUfZblHQbzOa8HwbzojM9GcxIRefilKMzjpVwA8xkXcKPRvk53jcf27jgU5sMW4laOn53+r/b+Miqr9m0XvnfEBAU7ABW7uxu7FbsVO7E7sVsRu7u7W7G7W7G7kJCu58Oz1rv+3m47t8c717jHO96x/T5ukzmPnTPmeR4Xw+16CvPSwTtg3vxAZeOZcuwtBPP3S+fB3KldTZhvmTBTXaPV05ZGM/1KjBtPpja4o57zYXtOmD8K62O09o1C+L03M0Eu9Rz7G3lg3v+ND8yTdetuNNOl43qzVf13uBmwT8+/20hERCZmxI1U0WfN30tXM+NmoQ9D1sHcZ8ZxmD9eVcl47YZx+F5xpwt+HU6+Nh/mTT/hxkARkUF1cBOR5sUo/HmyPw9uOqpdQS+TfGATCXOXNvg+pUm1DH/+VMyC291ERD5Ox89Hp1Qpjda+MQB/Zjjd26me8zC8MczfjMPNaHlaJTOaSURk6RPcSjUkNW6uHFj+GMwbHS0O8/2JcbtUfH6Vw21mGXbgZq2mb+rB/PStDcZr32iA25Ey7rkK8xQd8ev8bjv8OImIDEu5x2imQ8NcYf5p2Rr1nOu/BsM8skEdmPfOiO+RmuzVH6nHXEvg7yjHK/79eRISGS311l6XwMBAcXDQvweK8C8WRERERET0fwE3FkREREREZBk3FkREREREZBk3FkREREREZBk3FkREREREZJlRK5Sdw0GxsbH/pwtXTqO3Ql1PUh7m1S4tgPmCH7P+ac3/zaPwF/XY49q4gaar43KYn7i8Cual7pm1XIiIVJmHWwwK+h+G+YYMuN2g6ewx6hoh8/C/8tcUthkC87sB+GWRbWBW9VrLd+gNO0jN0Okwt33jCfPBo5up13pVALdQjJ7TyWgm1w8nYL77SBL1nK2XrsB8eHbc7PPlollri4hI9/LFYD7r1w+Yd3mFX88yvKrx2tte4Waae91xe1f6+6dgfqDOV5h/qm/2uhER2Vu/MMw/rMYNGx/2Pob53cP6c7FvsllLyqHN72C+u+Mb9ZzcaabCPHASvhdqki/CDVYTBtRQzynl+AHmK+fi122ZdrhpTJP1Uz/12L6uE2A+bmcRmF9cagvz+m5vjGYSEYlYNQnmlZ/i53tD6jkwd1yF2/zi064ibnrp1+kczDf6nYV53k24YU1ExK8bfl41XYNw21CWnHNhvugdblYUEfm+IADmQRO3G80U6egM8+leIeo5TV/gx8q/gJ/R2muL4O841x31Zp/iiTLDfOwW/LzeOI0f8/hsm4zfG8mzlYN5xEPcHNbtK/6+0epTUuOZWo7vAPNvnfC9/uQ2/L3JtXd6dY0xa83uOzNiwmHulB+3GGaqgu/bIiJfHf/br8d/cMk5FOad2uO2QhGRrBejYT437UCYV3MfazTTku4d1WOn/exgvvDu3/e8uJhoCb5/ka1QRERERET0P4MbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIissyoFer6pwqS3CHhP104bT4b9ViZJ7h1YWR//K/263bArQBDAjb+0yz/aega3EBT4yFuBBnZHjcRLc/92njtA8Xew9xj81q89of1ME8ST0PRqm3PjWYa2ngXzEt+/wjz0oNSqdf6mR03XWQ438Ropvs1cZPTliPV1XPWV8sNc5fvuLlIE7g/L8wnPZionnM41gfml5/Vgvkul4FGM4mInHgaAPNzGz7D3KvJbJhXirgO82tPcHtJfHrcvw1zp124TWZYsiCYD/HDr8H4XCn5Dea/k1yDeaserWCebf5TdY0y83cazXRx5RKYD/81TT0nR1rc6rWk80+YlxpwxmimdFPuqscqD8GPybE5uFWlW92iRmvvW1RTPTZn9QOYd8yPf+9MZ5fBvMzCJ0YziYj0Hop/79SPcENeoWq4lfBT44rqGgmvNTWaaexl3JBX7uI+mLdoeEi91ubp+HWoudvyDswX98eNZZXW9VCv1aFXW5hXeL3JaKb7HSvBfE9N3O4mIpJrHW4GPJLoPMzbd/Iwmikg8zr12O7L+Pmwd8fv1yKj9XZFzZvV1WDe5xH+fpSpA/4+9XNSA5h3eoYfv/hsGLcV5g7z98P80h7cKNZo30h1jaKtze7D3x3DYF4gC24UO2M/Xr3W7Qfxtx/9V2vsNisX0j/jjtxIDvOFmVPCfMrutEYzjXtRVD22rE9OmDssyP5XFhMSIU9rLGYrFBERERER/c/gxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCz7t4qn/+Wr50L5nQj/C/b/KnOf5uqx2tNywXxR8z0w9z+GG0SWPDz+T7P8pziluSiFbRTMq3x7C/NZ0WYtFyIiXh8Kw3x4a0eYRzZ0hnkSwU0yIiIFZz8zmulWjsww/3oMN/jIeL2VZuOAGjAfuhy3JmncWuLWil3LDqjn5PcuDvNLXmbPU7G8GWCe0g3/biIiJ4fj5y/Z/E8wd/3lbTSTiMiDB0lh3n0Pnuta1AmYlz/VCOYH3eYbz/RyxDyYu53Aj/k0j4Uwd75/z3jtSYvwe//p4mIwT1OmEMz3ZY1W13gWkt5opotHcRtPj1V31XOi6uN7Xs2BuAHt0RncjqTxGPZGPXbn/iiYDw7OB/MWb+2M1n5TcoJ67H3rjjCv22U4zItNx61sda/ie0V8aszFjUO7GtaFeVgW/DpP/v6wukalnLiRR53pRxuYp18fCfOtflfUa9Xvv8po7egn+HnNFZQG5tMzt1evNc27A8zjSpu1ZJVujNt1qlXaop4z2dMT5kk348f2yuHWRjNVHY5fmyIicwqVgPnSXT1h7piwntHaIiJxKXHb3oyCtjC/4j4W5j124ffM8Z1m9zsRka9KXuURbs2cXgW3NCZodVZdY1ODN0YzxVXC349e338B82djy6vX2uiy0mjtdtH4NXUyQm+07BnwCObvAxPDvOFds+9TESvx/UtEZH3XvTCftHboX1l0ZLCILP6nNfkXCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIissyobjbh4B6SMPm/neJ68ZZ67ESHkTCv+WgyzJOOx5WM3f08/mmW/1R71waYn529BuaBk3EtXM/ht43XzuxYAOaP7bPAvO2PJjBf7dJXXSPrbVznphl3Ef8ey7NvhHnix3rdrOuZnDDfmPK80UxdC8yC+Uxv/fd+mCklzE9XdTNae+paXJE5sreHes5WP1wJua0prgccmbmP0UwiIkkS7Id5uaZjYJ7q42OYT7hSC+YZnvc3nmnQGFzTN2EUfp0//x4H8wUbshqv/fN4TZj3ezEb5t8bdIP5kvtb1TXyxJjVq3ZYj38+5Xr8OhARKVwWP0+FI5/DvMbMqUYz5djzUj12Ohd+3W7ohGuSz/h0Nlr7bXtc7S0icss5GczzVcaVnomH/oT56K64Xjg+X8/g+vKOw/B7o3h7XO+Y4KZed54o2tVopuuN8H/je9YS34ePzcD10yIi08b/XRUZnwpxDWEelha/N4beuKZea7E9rm1PleyS0UxRbf1hviq/XqV7+uEkmJ96VAHmPZvsM5rJtbn+e8f6LIB5qaz4NdU9aYTR2iIilUPxPXpIflwLnDAFrmgun7cOzDc6m31Oi4hU6IV/71QpcMXp9QD8/SvNWVwHLiIyrnF+o5nuLneAea5ReO3T49Kq1yqZDlcYa8Iu4ppd5w/67zfp5z6Yz984BeZXqg0wmqniOl/12OJ3vWHepvO7v7KwkBC5uO7f1uRfLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDKjVqh945dJ4oTJ/+lnz60roh7r/Ay3iyTebg/zb6VxQ8TtYk3/aZb/tKLpI5jfz78Z5n65MsB8ZkXcehCfvPW74LUz9ID5skx58dqHcXuWiEjgJNzoolk+4wbM5zc9B3Ovtvr1e79rAPOdFxMbzbSsHG4WOTEWNyOJiCyKtIH5wbi2Rmu3C4+G+dReuG1IROTXkjwwP1IJN/48fXrWaCYRkVF7lZaUGl9gnvstbmXL1Aq3lNR69t54ptIJl8M80UPcljMoHW7ryBi33njtOinx89r6ZmmYBzrchHn3a7gFTETk13JXo5lmj6kO8+ydr6vnnFmGf/fb28vC/Hkm3FCkCS7aSj320Ru/x2f5j4N5mp9mDSl5WuKWHhGRS7czwrxUOXyO3XTc5PR5H74/xyfuzlqYv9qCH9s3efF7I2TUFnWNFS64xUpTygE3owVGXIV578UD1WttSWTW3tV1TUuY70vcC8+0Qr+nJj06GuY9P64wmqniGvxcXPecr55zXHLDfPmdEJhPLuVtNFO2ONxqJyLSeANuyCs/Hb+ev+S5YrS2iMi9/J9hXvcebu+KOVQO5vML48/R8XXxd6P43D2WCuYXu7vBPNsJ3Ph4+az+mXjOY7vRTDH33GHe510YzG13NFavlTcSP+YaX+U5WtMJf06LiPSTNjAf3n0UzFeMxY+5ppZdQfXY6qsfYd5tQ8m/sriY4H9ek3+xICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy2zi4uKpOvhfgoKCxNHRUZZvGCDJ7JL804Uv3MYtNiIieStUhHmFabgF6fZZ3Lrzdo7ePKVpNBQ3Jfxoh5sjRnc6A/McEa7qGgUnHjOaKcGAMTBPN60CzMu/CVCv1aDlN6O1k9zEz1P21oNgnjoON1CIiLgexA1TIUvGG8202h+vnWFqjHpOw7zZYF68OW7c6lQ1l9FMfhlD1WP3VuImCL/BuGnM890So7VFRNKcx21Oe1/hJpTzCTrCfOqihjDPeCK98UxXU/zdHCEiEvYWtw0NeZ4W5s5nd6tr9B1wwmimXQUmwnx0GL63RIxeqF6rekF8n9K8HuMF8+cTNqrn3Pd7C3OvWnNg/q0JvhdqUozADWsiIrEeY2GeY3UTmA+rsBjm7Q6ZtRCJiHQ6vwbmHcq3h/mrQ24wz1n2gPHaj2fhRp7jh97B/L5zFZjvc8bNViIim7tfNpopcq4bzOv5VIb5rjG4NUxE5EPF7jC/X9ns9Zxo9TZ8naBI9ZylEfg19XU0bp7STA6tA/OkF/VWqIpb8Fy5ewyG+XK3XUYz1eptqx67exK30Z0dj3/vzV1w3qsPbtWKz9Ja+HXbxe4DzNduaATzilnt1DXOXGgN8yMrh8B8ZfcNMO+9Phbm39eEq2u3+6G3GiEPTz6Eea/azjAv2VFvfNznvAnmOXrhJifN2BvJ1GOTC+PPvyGlC8M86AVuV9TkTYyfOxGROtH4WMZ00/7KQkLCpHn1YRIYGCgODvHPwL9YEBERERGRZdxYEBERERGRZdxYEBERERGRZdxYEBERERGRZdxYEBERERGRZUatULtq1BD7RAn/6cLFc+utGE5h+F/hJ9/YH+bhm4rBvNULx3+a5T/N9MK/bt40OWF+oxb+1+9d9z9W16j5ArcuaD4kxU1VRy7+/S/zRUQq3lyuXivXAL25AhmT5ijMD3zCM32f3kq9VuH+uPVnxNiTRjNVccENGxWH5lPPCb3dFOYD786EeXPXTEYzhT1voR6ruPojzHe1ew7zGSXNmo5ERALH43ayXcvfwHx7V2+Y/747AuZFdrgbz1S1HW5/qnL0FswPdOoA85XRuP1CRCSFx32jmQYvegXz4qPxcxTVCreJiYhcbK03gSGRAdEwX1Ec31tERBxGlIF5/hjc9DI/5qrRTDdORKjH5g3G9zDXINwK9XogbjapNaWq0UwiIh0ONob53VK4teym+ySY/9ziY7x2mD1uHJqRKzvM5w3HTVVv+71R16gsuClO884Tfy4tqtIP5peu1lCvdaolboWq0jK50UxOxyfjtXGRmYiI5JqO2xUH7dBbcRCfW/h53emh3zvzNMbtT3WWvIB57/t7jWY6PS+VemzqVDeY7/9QAuabKlSHeaaPA4xmEhFJnbcPzNN88IX5lNFpYH6hEX7diIj0bJUO5k0cX8O8Q82+MC87IjXMi9/T38eTCv5bE+n/dnPtMpjnjsGNVBv34fZNEZEH95vDfO4wvRkNSRGof2erlTs/zPOn+QXzbhsvGa298laAesw9Fv/uPRus/isLjw2RsT+bshWKiIiIiIj+Z3BjQURERERElnFjQURERERElnFjQURERERElnFjQURERERElnFjQURERERElv1bd+z/ssi9mCRM9o/VXx/1CsmaCwrAvEglZ5inaIIrzfLWNq85zLoBV152W3Mc5hUbJoV5wAO9PmxmnkCjmQ5dwo/V1EQHYf5x6lj1Wk1/3DBau8f0zTBf7oxrHx3yRKnXOlt4P8xrvfq7uiw+QUlz45nscU2xiMjVGrhizrfxbZj/kF5GMy19WlI99tXzCcx3pMZr2G52MlpbRCT6HK6XXHX8NMxf3MbVmYtKDIF5lqvzjWdq4RUE88FfcM1u9fSVYe4Qqj+21+a+MZqp4OqtML8/5TzMI9qPUq/VZE+A0dorvYfBvHIbvdr4RquRMHfej2uS773Ha2jsm+j3ovB0+P00LM1hmJdyx3W6HZrtNJpJROT2HlzDOboIrlh8YD8P5pVr5jFeu2TtVXimp14wD+qBqyWdPPX61kml8H1VU2nND5i37Iurf1cs0V9TTSbchXn4iPdGMxUp0RvmywPw4yciEvgdPx9PFiQyWntlgQ0wT2RXUD0nd8mzMG85HH++bv+Nv1dofj/uqB57ExcD8zm17WDucCQjzO2SLTSaSUQkUdEHMI9d0RXmn1fhz8pkZ3Opayzfjit7960qhNcefgjm7S/hKvmYHW3UtfeV2ageQ5YtwJ+Vw4fi5yK2+lr1WjZ18XM+dITZfadLsUfqMXvlO9XAmvh/N1D1Df5OqqkViquNRUQWJjsF87mef79GosMjRPBIf+FfLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDKjVqgBHTzE3iHFP/3sucWx6rEJT8rDPOh8AMwXXx8B83eJf/7TLP9pQE/cYrCw9USY26fFLQ3lw3BTiIhI34VmzQ51lfxkKdzSUL6V3ir0o+JXo7WXvcVNL4dS2sI8VapF6rU8MveB+dJA3G6ludwSt0C0X4hbiEREzrf+AvNZtXGrw6wpn41mGhCF26VERAolw60cJR+Mhvn70Y2N1hYRcR//Eeb3nAJg3nrrCpiHv/GDecfSd41n2jcPN98c+BYC8waZH8I8xPemukb1A5eMZpprj1uFvpbEr49Ep13Ua13P099o7WmHcLtI3ii9IWhrsaswn7Q2FOZOVR2NZroZiBtgRESyn8fNU+c/+sO8/hPcRlKsqdlzJCKydNZ9mJ9+0h3mP8rixrnYy7hVKz4F/XET2Jg5lWD+ICduAPRfg+93IiIVO+HWK02ejbi1LFskbvXaMnOfeq3i4Rdhvi4/bpjSNMsZAfMuzfR7Z/VpuJXQNYvZPa9PwjQwr1rcQT2n5xLcBnTrO7531lj+1mimn/eKq8cyPLwL87cuuBnwUV38GVc6nb3RTCIiPTZdgPniCNyg1dYPr6F3LookC8DfRTJsag3zRA1xY1rGVaVg/m29fg/JGdwinsn+tiIQNzAVeIibu/YO11sJq50Jg3nmu7i5UjPypv45s2Yu/gzwmfMG5rtDcLOjpmhmV/XY3fVVYJ7f/u/2rkiJkmv/uCb/YkFERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJYZtUKlXJlYkidL/E8/6+mYXj12rtYhmLdrhNui8m8bB/MVV77/0yz/ac8F3KpS9lc6mFd5i9e4kDyZusaQSlmNZuo3KhPMey0pAvNCbaaq10pYGLeIaNr0xmuvyIKbEpYf3KBeq1sx3CKyOHVto5nyJ54C81QP9XaImyeewvxOxbwwP9D9tdFMpVLvVY/VrHcc5hVT4HntpJ/R2iIi7xKdhPmVo8Ewz/Qbt7dlVpqcNj47YDxTjl2eMH/RYgHMa06qCvP5gVnUNa5WPWo004yO+F5xoyNukIvuiB8/ERHPKbjV6/zcxzD/Jidg3vhUU3WNNslwg0nZM2dhPi9xO/VaiNO8Meqx/NOXwHxS/ZQwz1nFFeY3is0ymklEpG8C3GRzOHtqmDsUxM1yna+dgnnuUe2NZ0qaFreTXbmGm7W6fcdNYyIiy/fg9htN4VO4salS+SiY/3qaSL3WitW+MD+8/bfRTEE2+OebDdEbfLae/wHzKjVxw1reefgxjBHcINfRb5O69tjJ+D2TJEMXmL8eiNv8NCt8n6jH5vYZC/Oz43ALZcdheO3yqa4YzSQi4jgVf5Ytqp4R5hnv4df52Q64qUpEZGJW3LZ3XXxg3iIpfszzvsctbpVy4/uBiIhXXrNGsQx3cAOTxw7cCnU0hd7gdrYKfh9/moC/b2hSZamuHsvVDj9WNYutg/mYe89hnndNRZjH9439+qjxMB8X8XfrVUhouKyXY/Fc7f/gXyyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgyo1aosU0SS8IUSf7I8izwxj/8Sb9O2Cb8r/Ab3beD+fhO+OcjnuPWlvhkypkc5jVXJIF54fBsMM8Q+1Fdo3wl3IChuXPlLswfB9SH+dQaFdRrHauD/5X/i8HNYT5nwwCY2/h3h3nlr8/UtX1ci8J839b76jnIq7243cM3/I56Tt4tuCXl9e0QmO84YdbMFNQLt2eJiNTJNhnmyefkhPmS/vg12Lv9InUNZ8HtZLsGN4S5y9HSML+bciLMH3Z5q66tqTVmF8y7H8btIsmH4QaRMaVw44+ISJCT/lpHflzBjSfJbXD7TK5y29Rrpdm+A+YHGxjdNqWvPW7oEhHJ9AC3VVUtg19veZrgljNNrcpr1GOvmuA2mczNJ8F8tucRmB94gl//8Zk4FjfnRZ25CvPn9z1gfjATbuha74HbeOIz/AhuPEkXOxfms6vPVq/lPA43HGqG5cWP+dzBDWD+4KL+nkk/C7dY7Sqe2WimPRnwPcTzuP755njsHMyb++KmuHw2eiMc8uNnH/XY1xH4fnsgMW4/2xaDG8g0W+ueUY81qIEbHJN3w41GaUt9hXk+74JGM4mIlL9+A+a3v6WFecNntjDfXUFvlDx1w+w+nDkuA8zTHeoJ8yGL/NVrZfyJvxdqcu7G99v7R7rB/Om1peq1ts+1h3nLpfi+o8nmgx8PEZGhAfg7ytxEzWDuF4Xvt9Pz4ga5+LT8hFvWdsT8/dkXFBb6z9flXyyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgybiyIiIiIiMgyo3qTQgEdJEn0n6f4JR5uvOjOWSthXucebjBxTYz/NfqXD4+M1359E7cbBL/FzR8VQq7DPHNjvR3JoeE6mJd3x79fym3ZYd50xViY9/DGLQIiIm8+TYB5pga11XOQQdvw2hfn5FDP2RSOmxLW2qw2WjtNre0w355+unpO0WG4NSl18zown5jLrEGh9mFH9VjoVNyeYrMZNy74XLkF81zzVxnNJCLy8fFCmFeOqwbz2vaHYd4sSw/jtdvvPgHzwnkrwryE8jj5PcDvPRGRXPf3G810bsIKmHfeFAtzlyi9ZWbLpuUwf/tRf+8jtWxw44+ISKX9HWBeptcPmHfpUddo7fwbrqnHvHfiVr35G3CTTa4U+P61yzHAaCYRkRnBxWFeolIpmO9tjD8DInKchHm/N/h1Hp8cx3FjTcURuIVlfNr86rUSTNUbdpACAzxgfqe5K8zXZcatWiIiTQ/jhryf5XA7kibpzmiYb7rsrp6zqCxueRrUaQ7++YbVjWaKuPhZPebTswvMb/Y7D/PW/npTDzIhR2/1mGO7nTC/Mga3PyX2HQHz9w3rGc0kIlLgw1CYzziDW/g0bT301p98J8z+G3TQC9yy+bpxUZhfmddRvVaTKvpnL+Le5QPMU/WZD/NrI/WGp07l88HcZ/olo5maX9fvw3ev4tarPLvfwTx/Ddwq2XJ1DaOZRETSNsEtZN1X/f0YRoWH/fN1+RcLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyzCYuLi7uv/uhoKAgcXR0lGtrTktyuz+rrop0wLWW8SlfGtc4JkyaGeb7H+K6xiVHjhuvffB7GZivcC0Gc0/vozAPS4Gr+EREJmSoDPPvNXEN4IjUF2F+ZMhMvEDUfXXtYsVvwLyKezP1HOSeM67trPUNV6CJiBTfgOtH13TNabR25+nrYJ47/z71nBb178B8TvcLMB9w09topgeDeqnHCnhWgXmW9JEw9//6AOYlypwxmklE5FPkMZivGIcrjK9kGAbzRk/+29vAXyqmKAlzt/5jYD4p3yKYz5yLX7MiInfm4mpezaXklWCeOQ+uut2WSF97euKrMP927J7RTNmS4upmEZHf7m1hfusUruwd4rjVaO2P0XqlZqb962GepEN5mCcqmRbm2d3TGM0kIrKgF67n3BmbC+anW5eD+c8B+DXYOT1+38cnZ1dc1+jUHleOd5szXr3W5fOuRmv/6IIrJxv44s+Z4ms7qdc6XBm/l98V0Gs1kRc9msPcteAX9Zwy6x/CvMahjDBPXlOvj0Xc7PSG/B/dcMVw6FZcOV6hsFmN6bNy+HuLiEjxjDNgPnhKf5jPuIHrSi/6zzOaSUSkc5WJME8S1R3mL5e4wNwj51p1jcjt+PWpOfHeE+az2u+C+f7yedVrVc/8yWjtUk1iYH620x6Yr/qq//d1vyA8l+ftwkYzia/+XfVBGK4Ffj8Kf5/quQLfd45VxN+B4rNgNb7fBuf5+/tOXGicxLSIk8DAQHFwcIj3uvyLBRERERERWcaNBRERERERWcaNBRERERERWcaNBRERERERWcaNBRERERERWaZXLAAHHryVpEn+bAeY9KmJ8aI+q3GzyYOfoTC/tzA/zD811NuRNE/DCsI8bk84zJ1tcFPChP4t1TV+dN+hHMHnDAjBrQ4Bz4fD3G6g3nhyNLQEzBPkxE0QmpS3cQPG/FJB6jmjS+PHqnkSD6O1p43bD/Mg1yPqObWc8Vwp1naEefTGR0Yz1d1SVD223h/PlfmgB8yHeOeB+bGa04xmEhGpWwa3jmT7XAHmZbpugvkmj+/GaztlVRpdDjnDuFH5YJjX7Ki3fnxu1c1optwJZsF8eTBugHEclUm91rym9jDftAS3gGlW3OmpHvtYohTMPafh56NdzmRGa/s7zVaPTVxTHeY2sxvDvL8bvk+FHcKPeXzuuheC+flC42C+pT9uQvGttxjmg7oajySlq+DH3K0ublvJcOSAeq2ereYarT04vAXMuxbJBvODMefUa13vgJvGLu42axRr2DcM5sO26I1UZR1wS+QaR9zKtrMYbiDTzCmuf+66Pd0N83K/AmFeZ6oXzJOfUloMk+pzDcmI135zDTdxvZv9A+bDN0Xpiyg6l8DfB97fxK1QryvgZkD3Pvpje+CDl9FM47vjFqQLJ3vAfIuH/j2y5BT8Hk9RaBnMr+HyQcmUIwnM7x7DjWUiIjlOOsHcvypumNLcc9JbpPJcxNfq0Rh/ZmXzmwBz+564iSs+Q/fjtj3PH3+3nAXZhktm0Zvw/hP/YkFERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJbZxMXFxf13PxQUFCSOjo6SeWouSZDU9o9j1fzM/yV6pbXZYb5nLf4X6jY5M8A8Yjz++adtFxjPtHRAXZiH+uLWnUv3cIuHiEibzfj305y/nAPmNzrnhXmTk3obluukmzBf0Puo0UxFruHmiOcXcJuFiEi+x+4w35DuJcx7b3Ezmqlnm2Pqsa81rsL8eQ3cquLiprc0IDe+43YPEZEPhfHr0y5mKcw338Bvue9OvkYziYgcOIDbZ1aMwBUm2Yv1hXmr8n3UNRI+xE0vGu+w8zAfdRu/np+Vwy0XIiLp2uL3n6bClM0w310TP0fJK/mo16r9pinMbx0we+2cGVNGPfbz7WqYp6yGG5vunM8H89TThhjNJCLyO9M1mEeUxU09ZWtfgnmej3qbjGZn7BeY98uNn4+71xbCPEt3V5hfmx9PhY+iShHcwpLVfibMA4fpn30pTuH2riMZaxjNNNMPv79vdbylntPCCb/eRrbAjYiaLiOew7x+m6fqOYu2OsA8hZctzJ1zpjOaqWPX+eqxTnnxa6rRJXzfSeiEP5fGr8f3ivhUToBbF+23J4Z5i3b4c2lVRHrjtbN0xO+/MQlXwHxod/z9JLVDtLpGmVf6Zy+y+0kIzPME4/dMz9kP1WsN7YdbQYufqmk00+QjaWB+uxNuBBURmfFzJcyvdjdrfevRuqF6zMfrCcwfxOSG+ehVS2D+qfgAo5lERCavw+/xD6X/bhOMiAqSJSfSSGBgoDg44Pf5/8a/WBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWUJTX7YxWWHJLRL8UcWkdesMUZE5N36XDDPurERzD3zp4V5wYXvYP7l2nbjmZKH4pantsuawLxse71l6UfLU0ZrV06LWytcvpWG+aQaxdRrrf3wHuZv9343mqmCw26Yr5uwWD1n9Fa8RrnNX2F+dtpQo5kK76mnHjuwcBTMK9/GjVsdauHmG83wyj3UYwMdd8E87c2yMK/niVuQvHeYNW+IiESO3Afzp/txU0gD9+Mwz/4et0WJiOz8MNFoppzzcXPYzhMjYP6hXm/1WitHHDBaO+W65TAvOQw/5j/rN1CvNaI7nvdEG7yGpuD0R+qxdZVwU8/50/icib+Lwrz3zWdGM4mI9DuDW3RKK0WBbU7fhvm05uYNTItvZIW5c2vceNIsZwDME5fDTS+PrnQ2nilDcdzi1mzxG5hvHD5Pvdb1jr4w7zq4jtFMCc7jNrrvdh/Ucy4594L54YN2RmvfKHkF5lEvcQOfiMixXq1hHlkQv57PZMTNTJoMe1Kox7yH4dezcxH8Ghlvhz+nq/jo71fNM++dMPe4VhTmbfNNg/mQs7WM104w7CzMH+buCPPDL3HbkG3PKuoaTRPjNjrNR1x6JX0fRME87dC16rW8mpyA+f5VWYxmurETN4p1qaw/365Z8edo2m2HjdaOc4pUj83YFgjzJgvx+7ithMLcu083o5lERHJ+xt/f71b9+/MyMjrin6/Lv1gQEREREZFl3FgQEREREZFl3FgQEREREZFl3FgQEREREZFl3FgQEREREZFlRq1QPQZkFTsbhz+ysw1/GS86ujVu0XnarCTM02dqD/Px7n3wz79dZzxT4fO4eSB3snYw98q7Sr2WTRLcMKUZY1cd5nXeJoJ5O+mnXmvRKg+YV85WwmimviV8YD417Rn1nKsl3GDuHGED83svcWuFxm+Hu3psX1cPmDdPhVs2LilNTpqyM/RZy3zthM8pXgbm00fglrOQAt+MZhIR8ZmM33+xPyvC/Ga7JDDPG11YXWOTp4N6DJk5fBjMF/XAbWYXQ5ap1xozT2+BQdo1vgjzInVnwHxp6p7qtb4OGQPzuWNxq4rmgdc99VjjToNgvi35eJjXCV4H80XJcONJfJp0xy0ib89kgnnNL7iNZFFxs9YwEZGgLbgdye8kbi5aswC//2p4BcH86qlrxjN9eR8L8wo5F8J8ym4n9VrTh+eE+foRSl2Oolck/gyISPVAPad3WHeYZ34TbbR2qQ349dGrgLN6Tjq3cTAvvjAlzJO0MXs83rbHz5GIyLKFc2BedAH+vaOcusD8Qhh+T8anRqqMMHfc/xrmIcl/w7xyenvjtZ1+4tfhwd8nYV5rNn7PvBigN1JtyOhlNFP1GrhVckId3KjXuR/+/iUiMtpnJcwr2m42mimgNW6ObFvuiHpOskb4v72fmzrSaO3PJ7aox06UzADzxVXwZ9PlQTdhHoe/VsQrQVn8GTe6S/2/st9hcbL9xj9e13wUIiIiIiKiP3FjQURERERElnFjQURERERElnFjQURERERElnFjQURERERElnFjQURERERElhnVzU5eNU8S2Cf9I5vdH9eHxWd4N1xJZ+efDuaD4j7CvHQjXLlXImkT85maHoZ5sZK4tvPQzvzqtbK2MKt+XFQL14zuroer9cJfX1av9bskrg0NeHrMaKaHBdbCvK57KvWcfV+nw7xK9sUwb/lovdFMvwbqtadfvuGq4t/5cL3qhNlzjdZ+NnGneiz/7uEwv/nyOMw7xiSH+Z3dD41mEhH55Yefb8ea+LEaffkUvs4NXI8pIjJz8mCjmW70xBV2hd91hvnF9EvUa8Xe1quVEdvQSjC/7IRrTJOX6Kpea9Y8fM6z9Gb3vNYDXqnH8vSvCvOJm/B7/Olg/BhW+5neaCYRkWIT/64UFBFxOvQJ5omrXoD5qk+4Tjo+hWbibsSxH9xhXmnRI5j3S5kD5t0rJYV5fNrcnATzYefwe+z5L3y/ExEpfec9zEsuNfrIlRy+p2E+8oqjes6Q1tlhbhezyWjtg0H7YF53Iq7fFRFJfBPXAvt5eMP85pBtRjOtuLFXPbbIC1e4do/Da291mgnzk1OyGs0kIhJUGb8H6iX8CfPCEfg6TZvrNcKaq5NxZe/QdQ1g/mZKY5j//qBXqN6ONqvgTfU6M8x3dSsN8/dD9N/7eNZFMM9/3ewzPPreWJjPeYrvISIi28Ofwrz0y3dGa49ulFI99v1SS5iX2pYX5iM/4d871i/YaCYRkd52Q2D+oTH4XzkER4qMWPFP1+VfLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDKbuLi4uP/uh4KCgsTR0VGav2gliVIk/uPY6BaZjBftnmYqzM+d94N5wGDcHvTi7RaYNyxf1Him3J1xi87rDLNhPj4kSr1WVy+8/r3aX4xmGp1kM8wzPD6jnrO69C2YXzvnZrT2jN+4GeP1Bnf1nNfLcTvS4pQBMO/oecVopj55B6jHyq6eAfN078vAfMftIJivbnfDaCYRkUZLXsL8wLIDML8XmwfmZT7fNV57QoUXMK9fcCvMV2fEbTyr2uHXuYhIoi642URztw1uZYvbgNuUxobq7WAzauPGjsbOO4xm8nPAv7f/HNzKJCKSaSBuFqpie81o7SHD9Fmfp58H89knj8A8f1QVmPf/lcJoJhGRzINA84eIBNfGDTAzbtaE+edSs2A+t1ximMdn2/6LMHf6gN9jh8MfwzzZcH/jtV/4XoL5lOptYd7a5ax6Laex+N42cOlQo5nGDMWvT2+PLuo5Pxu9hXn1KPzfEYt0NGt9W9HltnosU338mVUvD1677yvcxKWZVAu3bYmITF2AG7R2fcNNao+f4BZK/xDz1+0pwQ2OZSbh70dH7WrBvEHJTuoaUxLgdsXTUa9hvsb+GczrNsTNZLmaJVPXPvbarL0rd+V6ME/SA7dFDbfT75FTN+Lfo2V4daOZCvXC308C40ao59yZg++37VJnhPmodp+NZhIRuVkYv5f9vCNhnrIqfs+cru1mvHbLGC+Yzzjj81cW+TtEtpdpLIGBgeLgoDd0ivAvFkRERERE9H8BNxZERERERGQZNxZERERERGQZNxZERERERGQZNxZERERERGQZrgdQlB7iLMkSJfkjW9mtkPGiX+anhvlFd/wv8MvtSgPzRFG41STCJb3xTO8W14B5ieIbYP6lPW6UEBGp9iIa5s0KlzSayX7zKZjnOqT/i/y0w3AbkEuGOUZrz2qG23jaB7dTz5nhXAnma+cVh/kuV9xeovm5sqx67FjCxjBP1vU7zMM9x8Dc9nFzo5lERC6OyQfz0FH49fz+On5NeQzta7x2m30jYf5y3iaYl49cAfMEJ1Oqa9iuP2k009qfXjB/3+cqzKud2K5e62N0AMxbdFxrNNOyZM4wX75cb2HZt30ZzE8WrWu09tszIeqxsd2ywbxIBfz+q+aFG2seBZrNJCIyJrgCzFM494R5yyRFYN4tHW5mep7TvKnq/UP8WKV45ArzXw74cSpS23hpSbKvA8wbD88Oc9ujuMVQRKRUCdwG5BGG28k0T4o+h/ndNv3Uc9oXw79HtSINYf7b9Y3RTOXL6r9DzlOtYf7YcwHMf/Z0N1p7XKOj6rHd9YvBvGc4nmnxSHxPeFrPw2gmEZFyqQ7BvOkO3OxT69AqmB/+pf9+i9vhFsy+y/Dn4tsd+N7ysSP+LuB/e6G69q85BdVjSMbJtjDfVhw3W0ntUuq1hhZ6APOH9eobzTS6rD3MnTNOUc9J/hC39oUnWQTzs+nwYx6faYsmwNzzYWGYrx22EeY7wq4br50hDn9XLl/u7ya1sJhY0T+p/8S/WBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWVGrVC1PVNJCvukf2Q/7pw2XjRLwFmYr083Huaf++G2guxTx8G8zhXcFBKfQ53Nmm88puMGJBGRWRWGwvzhWtyUoMnrjVsunk/zVc/pNrAHzK8VwQ03mnQ+b2C+b2wr9ZxXza7BfNfviTB3uKM3TCG9Z+pNQI6tXGC+fyFuf0rzYjXMi/Y6YTSTiMipLbihJce2rjC3LYef16U/pxqvPaY+bsboG4z7G/Z33AlzB7s86hp9buL3mSbFF9xI5dMCt6Xl65BIvdaP4vj3CM7+zGimdztuwfx+nxLqOWVnvYT5kB13jdZeUvGVesx5rAfMo570h3mNGNzIs8kHN+3F5/AG3Ko3MP86mL8cOh3m3jtjYN6tL25Fi090d9yQMvo6/r3Hzl2J184+1njtZO9xy1PNFuVgnjfGX73WuwS3YX7i5nyjmd4UmAbz6UXwYy4icqp2fpjPvnIA5g8q4+Yizb10+s/feoibDD+cwW10gTvNmgGbNcK/m4jIzMdfYb54fE2YD+mJ136TMZXRTCIiXcJwY9Ohivi+eiArvrd8LpA7nlW8YLq4F27by7vjM8yzd8oA881rb6grOyfR79HIwt+4Qe51xt0wT2rnq15r/ZdJMO+SEjdraTafxS14ZdzqqeckiOkG88BjuJnz1+mmRjOJiCzrhZs835XA9/Qs9sNg/jY5njU+mQ+8g/kn17x/ZUFR0TL41sd/ui7/YkFERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJZxY0FERERERJYZtUI1GdhZbG3//NfwXhG5jBcd9Rg38lyqh1sJZlTDrUI3Z+JGnIipM41nGtEY/x4+a4fAPKvjZPVaE4rjuZZ0fm0004fPYTCvYVdaPWf8YNzEci93Z6O1024qimeqjhuvRER2P/4J80dXO8H82wZvo5ny5eigHiv5rC7MxyfArwW3HQ1hfujUU6OZRESK3EkH8+dtvsDcs1spmBccivP4XBmMG1rWxeLWpMKHf8F8y1r99y68uLrRTOMP74L56/N9YT7fHzekiIiM746bwI58xE0ompMzz8H8bNpa6jldr+D3WYqiKYzWLlFMb1updhAfe98GtwelaojbVqIr4qax+KwOwPejAU77YV4vE24E2Xx2IMybDAg3nqmcow/MK/ni1revd/DrtssWs7YhEZFCNy/hmSrh99i7a7jlTETk+8ljMA9cge87Gt+2SWCe2kZ//Sc4mhPmr9/j13OubhWNZvIZ7ageG7cafwZMnoSfp2u3cTOZxtdRbyUs0Ao3vz1OVAjm6Ro1g3mzlsONZhIRGV6gAMz3Bz2GeeT9tjAvsURvFbLJdthopp5t28C8Yib82rxSAd+fRURGlCxptPabrQNgfry2HcyHJT2qXmvDucEwT/CktdFMEwZGwPzC9Fj1nPpRuJEq6Tf8ek5cSm+u1IxM9h3m0RecYL67J27o6rVjvfHat458gnmho9n/ymLj4v75uvyLBRERERERWcaNBRERERERWcaNBRERERERWcaNBRERERERWcaNBRERERERWcaNBRERERERWWYTF/ffd0gFBQWJo6OjlKk/ThImSvrHseT2uFKzYqY7xsO4tMTVXmvCcb3dgA+jYB7609l47TspG8G80Cdc+9jlwDX1WpP64mrEa1EzjGbq13oNzEvenK6e0zV3e5hXveAF87vLzGrkPO9eVo8V7nQd5vM240qz/k1uG60d+rimemx2WfxaWNyoH8xvJ5kL87O3zeuTt485BfPgDp9h/rTZCJjv8OyirrE5Ej+vmkvZcc3u+Q89YJ7SC1eJioisKogrAjUH2haG+eX1uIbWcTuuSBYR6bodV2dm6ONvNNOsiaNhPjbNFPWcR1vGwzzw1t9VfCIiVxOZV5x2DqwB8+CBuHZywJytMK897p7x2lv24MrLn2dwBW9Y4hUwv1q9Nswr9MXvsfj0/YTrvdtF4s+AuCYnYN7EFV9HRCRi/SGjmbp38IB5z7J65euxiT1hfucufj1rBn4rDvNGfQ6q5xSsbQvz9e1CYT699RWjmVK9KqMea9i6P8wnpMHvmajMuE43t5eX0UwiIo5lQmD+INtpmC/snBfmsSm7Gq89sFA2mI/LMgbmp2tXhXlwc1xVLyJStzp+v2ryZcbvy8QZd8C83zK9kn7A2Z0wd9pRwWim8p/x50zDoXqN/Ysa+PNn5cMnRmuPnpkJ5pNjfqvnPI/ZDfNBafDPB7TvbTSTiMj1fG4wX5AWVyuX6zYP5j+/46rnUruGGc/U8/3fFb9Bwb8ldcHyEhgYKA4ODuCs/4N/sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIssSmvxwgy/PJalt4j+yzu1TwZ9tltHPeJjsq87DPMj1OMx7ySyY+3ZObrz2nVNvYH64Gm5gurDHR71W5VJeMM/1xazF4OuOfTBfMqChes5a39Qwf/QBN2DcmtjAaKausTHqsSORuEHBJcM+mH/uuNho7YeD+qrHfq3DzVOFbCJgvmTSV5hnr2XWciEiki9sHcztY3FTT5tPuFVl2kT9PTPmpP6cI3ev4XaWNDH4MT/9dYl6rcEfvxmt3aJNPphXjsFtK2VbBavX6rcGNxH1HfrSaKatbilhProhvueIiDQ7uBnmDcrjSpDOI/H9KD7nb+FGkvU7ccNaSAR+D/T9tdx47YQtW8L8zXncuNXOE+cXvLPCPHFn3KoVnzuPzsI8dz38PH0PyADzLPv2qGsMfD/NaKbM9vj1uTQMN6yJiMQlSwzzeuvMWvj23sf352IxuDFGRMS7qA3MywXjdp1tk3F7kKZO5CX1WIvj6WEe4VAM5nu61YX54Xp645bmbhdPmHulwi2NKbcdg3mtdebNPqPWvMZ5TdwK9TZHNZjjd+T/q1lu3DKoed0YN6m5HcL/PXn+W9z8JCKypiZ+Lyfs7mE0U/3W7jBvuB4/TiIiferitqONXmYNjl1dfsC8yMlH6jk1K3aH+U9//P6uXgQ3H8bn2Xn82ObxnADzXQs8YJ7qiRPMC7uYt0KdOPl3c15oSPg/n8+/WBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWVGrVC3c6SXRImS/JF1rbYP/qxrHdwCEZ8V3TrD/F2r9TCvkQ83gtzalNJ47Xkp3GE+ds8mmB8vF6Je6/DCLDDP+/C90UzuH4fA3HfSVvUcx8ARMF/t/R3mPXbVMJqp4St9L/q48t9NAiIihz7jhqIus3AjiMZhfjf1WMffVWGeajhuIko2Gj8XsYVuGM0kItK+2z6Y+z7sAHOfwbYwr7KnlLrGbQ/caKEp2y4A5qVud4L56PbP1WtNdV9rtPbuQNww1axca5iHVx2tXqtRqS8w35sPN2tponvhvpVBA/Qelu5OA2Geqt59mKd5nNNoJhGRQWtwS1d0oUYw72aHm1CmJy9hvPax0m9gvrFLHMyLDjoK8yTzcXvJ5vq4FS0+u2/hx9b3gD3Mj+3CM51sjh8/EZFvPvOMZrqbGb+Pl2bS3zOjc+D2p4p93hmtPe8JbgFbc2Gmek75trEw/zGuLMyXJTW7DyfvHK0ea7U7COZ13C7CPMzjIMzjjuO2yfhMSbsI5vfr4ZbIxZ9wG9DOL7gJMj73XIrCPFk+/HzXuIo/rwZO2qiuMXBSfaOZctjg93G/U/h+W2ibq3qt0z/xd7BfIwYbzTTNDrdKDnyFWxpFRFzd8Xu/p8czo7U7B+G2wiGJcfufiMjn55NgvrrYCZgHzyltNJOISMYn+L3x+NBKmPfcgFv4qhXxhrlf96LGM+Xs+XcTXkQ0bthE+BcLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyzCYuLg5XB/yHoKAgcXR0lIZ5Cksi2z8bbZLvLATPCXYobDzMSVxYIzfaDIf5YJeKMM/YrrHx2g6fcFPI83q4SWDpolPqtTwmroD59CEPjWZ69xw3vXQ+OFU9Z5qdD8yLbZkC8wYdfxvNlOVnpHrs2JyCMB+wFjebuOWpbLR2qxW4dUpExG5rG5hfrOEG881LbsP8SeUAo5lERFzcH8B8pwtuRpsbWgHm3zbj1iQRkY3H0hrN1PdpIpjvrvEZ5vm2rVOvdWGhn9Haqboth7nfFdwu1W6V3q7zpQtuFjrpOspopqTn8T0krEsy9ZyVhfBj+OxwL5gnuDHHaCYRka0xuOnlVewdmL/ZjV+3O5R7ZHyuNioA81yrcRvJYyf8+zW7nAfmGX7g3yE+k6tdgvnKqwtgvv0NbjrKmDCbuobrT73VCPleHTeTTbLV28ySOOLPxX7+UUZrD0noAfPzCfT/Jlhr3weYz5nWDOZ2y/Dzpyl2OrN67H6OsTAPWPAW5sMqFYV52vVHjGYSEXkVgluCgubgz8QNC1bDPMx1u/HaudMthHngpZswzzKkC8yX39S/jjVwNHueOmzA95ZizrgJr5ANvm+LiEx0xQWi1Tbr7WRIRKXuMI/qpTc+Vgv9BnPndTuN1l6SFd9bBg/3VM8JbGID8zSbcVNVVJXaRjOJiExvmR7maff5wrzuHdyyeWL9dZhPavHaeKZzhQb9lUVJuOyUsRIYGCgODg7xns+/WBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWX4n/orGucvJHaJEv+RDVmQAf7s/kezjYeZca0ozNcvyQXzI+XsYJ5ixld1jRaj8LzFvd/BPDT3e5i3+RqhrpGm4DqYv3iJ26I0Nbc3gHmfqJPqOaFvcetI78sDYX43y0ujmXrci1GPhS3PBPM7BXC++ImT0dqJUl5Tj+2ZvBfmg4fitonZJVxg7rOljNFMIiI5bMbBPFUgbobxaf4d5jVd9cat0h9xc4Rmsgtu9pnsi9vMHB/i5g0RkY2dzVqheq3GDUUe1dPBvFpz/freuMxMkj/DjVuandU9YP6q/gT1nER9x8C89pVbMO9Q1tloJhGRt4fcYb5gFG5AGx9xH+Zru+NZ4zPlBX5vTNteDeab7/nD3K0EbiHKWein8UzBic/A3KVvD5i3b9Qc5tGFD6prDDuxxGimzH06wvzGLP09Off0WZg3KDsM5p0eT4Z5WWkP86IPcqhr33E8DvM1pfBj0vUUbh/UvHLVGxFLpsX31fXFcePdiW34cdr4zbxVMjRJT5jvq7ke5mtL47ZCx4/4Md/WrK3xTNPfBcI8yx7888fc8EwiIjH+jYzWXjs8BOa1LuBWoRlX8WeGiEjHGh9h3sNVb6hEPg3Az9HRXrh5TUSkbJMRMP/iUQfmm0Y1hHkaXBomlw7rLXFJJ+PvA36F8e/dcJZ5O1+JtE9h7tUff6/YdaYdzPfmwt9hj1SZbjxTlUx/t+qFxYbKTv2r9R/4FwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrLMqG72lfMWSZrE5o8szbfn8Ge3P2tpPEzsnE0w/5F2PszzzZwH85x5cZ2niEiK7nEwv/VrJMw/Li4J82cNOqhrtL2EH5OA5qXUc5C3HrgW0aXLFfWcTB0ewzxhW3uYf7Ixq0e7vttHPVbK5jXMMy7HFb+1EuGqT7fzjY1mEhGp0LIJzKt/3wrz+26pYe793Nt47VqPD8DcZRCu1lu9eADMd7jrVbfN3uw0minC5gnMA+OKwPzU+5zqtT554nkD7s+CefEJuDrTZdskmG8Wvaa101pckZnOOVg9B/GIzgzzj9vwrCIiVcbiKubHh3HNYQ1vs1peERGb9vh+NM22K8xvVC8L8xEzHGH+qCeughURySju+Bxf/Fp7njkU5rknlIf5rRdV1LU18xrjus1JL/BrrXJnXOF9tahei/10W2mjmVovzg7z1A3xTCIihRpOhHmbWvizadNX/Fmm2VNxkHpszORPMP/UMiPMU+zubLS2/3D9M2Pa5XIw/+qH11h2KQnMY74VN5pJRORzO/xamHO9N8wnpegH84wjcKWzU4mqxjO16YG/C2SbfRPmKU7PVK91vK3+mkZGNJ4L81QZu8D8yzy9Hnp9K3y//RCA7+mamr74d5herqB6TlynSjBf8P43zEd9xNW4mjHb8H1NRGTJUPzf3r2v4ar8yMb4sY1P1cP4/bpwQG6Yb/2MP9snJMSV3AXO2hrP9MLz78+fiJhgEdbNEhERERHR/xRuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDKjVqiIRvtE7P9sF0p9tw/82exZcPtMfGJ+V4d56SPrYX5lY3+Yb+4yR11jX8UQo5lub8CNRgVfuKnn2DXA/zq/ZfuORmvPPuIB8/TFT6nntD38DOYZfpyA+YVnZk0TCz7rTS+3+yWD+Z6cT2Ee28wL5q+XRRvNJCJSaWcnmNs26Q7zc8Nwm8XezdeM1w7JUwPmDrcjYD57H25ZanlAb8Z4+CSf2UzjHsA8uoc7zLNvDlevFVO0NcwPpB9jNNOdubEwv9hoqXrO2wf4NbXIsajR2mlSVIR5/oP6LdC1TgWYT5y1B+axjT2MZhIRKfMdN4clnI/bYW40TQfz+R8+w9w+BLf0xCdgCW63qrj8NMyjXPA95PMqvTVJMy4Nbst5MgK30iRbGwDz/GNw04qISIdqRY1mGtrmMMwTOexVz8n8GTf3rXyOa1Uq9G1uNNPv5l/UY5c/XIJ5/gy49Sf9tWZGa19cnUo9NrQTbifzaofzmRPwfWqKdyGjmUREfNfi1sUnD3Db5IuIuzDftAf/fLEFSY1nejAhBcy/B3nDPGuLEuq1do5fZrR2jA3+PNk6Hjevdeqit4Nl/I6Phbu7Gs10IF1hmAcO1a9TJncemK9fjj+Xat43e57GxDRQjy0LXg7z3w0fwrxX4bRGa4uIvO53DOZxJbPBvHcJ3Ia1PSV+bAt43DCeqU7Pv7/3xoYnE/nHEjD+xYKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCwzaoUa1aqHOCT4cy+y+cwb+LNVek00HqaLTT2Y3yuREeZDu0xTrpRYXWPvUNwepOn1vQzMnXsUUM9pV3kgzAfOGWe0dt1FuJ0lZVb99wtIeQ/mrffhtZ8X/240U8+herPVxPW3YF7t1mOYP8mMH9sNd3EDTHwGr60P8ybpcXPLljwXYL7ug1lrmIjIQFyMJmfOJYe5s99bmHvtwq07IiKnhuLnVZPN5jzMK2f0hvmWt8PVax3J9Rrmx+rh9hTNx5KVYP6wdkn1nBs2uHEo9Z55Rmt32d0P5jMe4NeNiEj2a9Xw2m64cWhkqaZGM4mIlAqfAfPk2/B9KsFmX5i77hoF8wwuZvccEZFzx3AzTZXa+H47KqYtzAs2ws1W8UlSNgDm+dqvhLnXBdy8tsUdt2SJiFSaadY655JhNszvnF6jnjOv80WYN1q0EOYTZ+Y0mun2F/2/CYYXx/edOWnx6/PYsRFGa3+YN1U9lj8Of6UoVRW/Pts/LApz97MfjGYSEQnfdw7mSaq3g3nMOfx9o3gS/J4c22Gr8UwechfmgTXwY/hsrd7ON72lh9HayWfjz4C0ZcvDPNsdO/Var3biNrPhMyYbzdTSDzd2Vgjeop6zcBluirtdpw7MDxXyN5rpgJfeQFb5N25/6rgPt286tfYwWltEZMhK/LgfVwo4mxzBDV0L+nyE+R2/MOOZmi+6/1cWZYPbqBD+xYKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCzjxoKIiIiIiCyziYuLi/vvfigoKEgcHR3l9eFsksL+z73I+bq4dWdT5VrGw8x42B/m3aQRzGvaOcG8xYlU6hqlSpo1YNQOSA3zlDm3qeecTFwU5nnuJDNae362FzD39V+unuNUCLc8nQroAPOFy3BLiabPmaHqsR5VcGtGuq/rYP7u5SmYf3vsazSTiEhM7+swj/tcEOZNNv6CuW/uScZr7/fKDvOMxffBPNQLN6a1X35HXcNuGW6Z0exqYQvzPhG9YP7+QRb1Wi4f8fNUsEEao5l+7D4B88vtcQuRiEiyANw68iqyjdHaqQQ/rxmaH1DPmdfqAcxfREfCvEwwbkWLz6Az3jAvvDYbzBOvwm05rnlwa8uGs7hRJT7fTuOmrCqbdsE8xx18j5w29pvx2q0vVoB58fP4nlepM26WOxk0Xl1jaEKz1rlqdXrDfIHncfWcfG1xg1bZvt1hntgWNzlpisw4pB7bcAq/92dEeMP8Tf+fRmvvn/1cPVZuQAqYN3FqBfNic8/CvNkd/JjHJ0f+1jDfnRzfV6MP4ea19Pb4M/F7Lvwei0/xA7gRMaw+bsjb8V5/bNcNMrvnVTiO35fup/bDPM22Huq1ltsfhnnZ3UOMZhqzEDcXLV9RTD3n1JtHML8YjdvoahRxNprp15C86rHqKfDrdlAGfF8dXwc3isXH7wj+/tAiKf78mR3UAOYBF7LC/OIxsxY8EZHxTf/+rI4Ij5C5XvMkMDBQHBwc4j2ff7EgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLjOpmP76pLA4OCf849r58IXjOk916haSmujuuLpvkchXmbRZlgrnfFr3qNmWHCKOZXpWfBfMTY/TKwl7HqsK8iy+u5i27d73RTNVvVlSPnUtfF+Z+r3ENoMNyXH2qKV/zjHrMNQV+TOa9wtWPzx8lgnmigYWNZhIRaTZkOMy3D8ZrvAtuD/MFOa7B/GlISuOZXtcuD/MmZXEd8tLXuIpSRMT52FKjtaseOwLzNZ5hMN+7Qq8NTL48M8wdQjcazTQy1UyYL1qH6/NERE4uxHWNoVvw2m3X4nuFJoV/UvVY51ZbYH6vJK5MzN0E1/LGp+A7/Livq7YYz5T/Asw/OzyB+eRZ/YxnatbQBuYJnffBfM7CRTB3VCqdRURWpi1iNNOSuQNhfvhdPZgvLHdJvdb+eWafAavf4PuR0xNcjSsicvviBpjHhN2H+bZrp41mquj0Qz12eDau3v7ZGN8Thj+rCfO7V9IbzSQicuJbEpj3WjwM5q1/nYT54fFm9zsRkUcb8WdfO3d8/6pV/Q3MfYelhfktN3fjmUbNwveK94UTw7zJntfqtWZ/w3WwTcpdNpqpny+uYF/Sd4V+TvM6MI/4ed5o7dRt7WGeNUCvT77ngb/PJS+O73m2nwYazVTFCddoi4jYtcT34QSF8D2h/zj8Pj69T//epKlwCr+XyvV+CPMLe0vB3G2SXiOsmTTH968sKC5YMkou1s0SEREREdH/DG4siIiIiIjIMm4siIiIiIjIMm4siIiIiIjIMm4siIiIiIjIsoT//Y/8H7Pmd5IkSez+yDalTwd/Nv+2ZcbDPEyPmyPSX8fNMCK4Fcq7VSt1jQdV8xvNdLzGJ5jfCNFboZ6vaQ3zt4X8YV6glN5Mg9jkza0euzwvH8xvJr8I8xoh2Y3WvjVxtXps/NZbMG+f6BnMtxYuCvPejnjW+JzOjJsSPs3A1xq8uDLMvZrh1p3zG6KNZ2rYAbcxNHiBW3QWHMKPn4jIjQOPjNb+fqEDzN92xo0/20vhRhURkUeTPGB+IRw3umi25XaD+ZvzY9Rz2lx8APMfl3GZXbkGZYxmypwFN7iJiCRNjdtWzn1ygfmyq4OM1hYR2fKrEszTnMRtZuHv+8J8VOVpMC+wXm8P0kzsiltYHh84APNSg3AzYIbVemPMr9bzjGaKGoZ/j5g0Z2F+JROeSUSkVW/c/KZJfeEozCO9dqvnfJ+9E+ZxqfHvvf3iJKOZVhydqh77nPEtzHt0vgLz1+V2wPxtZ731StO8E34+tqdvC3OfwuNg3m7nFOO1vdYuhHlEqbIwT7D1LsznfcSv84sZfNW1x+TzhvnYfvg7ys7c02Ferj3+bBARSTcYvwdm1dBbjZDHdrgR8XQ2vZnsfjXcRFn5JG4/03z2rgHznMH481hEpMLgKjD3jPKEebJmuCFSMygpbqoSEelQbz/M7RMvh3mh5yth/rG2/vmquXToA8x3DDkO89EFcCNiSEvcbhifPo9z/pVF/o4TwcVTf+FfLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDKjVqiuL6ZIikR/7kUelrwHf3bzAvNmn77+uCFi+E0nmD/YmBHm5+wnqms02NTGaKZG491hXsYT/94iIkHbC8I8x51ImM/JuN1oprKLqqnHKrnjf7ZfMRFu8OlfPZnR2guifdVjLyLx7z01ELcbxNnitq/74UeMZhIRmfEFt1bs98KP+cD3uLVs6l7crnNrmaPxTKc88L59+TLcjNHumbt6rehaXYzWvnLvN8yD4rxgvnSX3krTKjNu3+h6sLbRTK/r4La0yUuKqeeMm3AD5jf3f4R5x4F7jWYqtBM30YmIvBuL24BCG+Pf43v9HEZri4jE5MQtZMWf4JYzlytuMB+zEbeA1W6cxXim5xtxu9WWPpdgfn1rWph7JkytrrF18BejmUalnQlzj8brYZ6kjn6twj5mrTHT3zyBefdL9dRz9mQrCfMOAddhnqar2WfApryv1GPOjfF7YMld3IjYKi1uvknf8KbRTCIiSfLhe73PY/yZfCHNN5gXORpovHaVNvj7wL3Fb2DebjV+zMtuWQPz8Ne42UpEZOrG6jB3nuYL85v+uAmyUuv36hrFA3B7nt+ZCeo5yM4++N7ic9xbPWd+3/Qwt1tk2EiVpj7MbVrrdUOlFuMWq8C1DjB/mBN/ZmiWXsNtnSIiizP6wbzSftzelTfmBczTR5i9v0VESvUtDfPfE/Bn+7JmXjC/eLih8dru5f5ur4sKDRORAf90Pv9iQURERERElnFjQURERERElnFjQURERERElnFjQURERERElnFjQURERERElhm1Qk19l0gS29r+kU25sAH+7M1KzsbDOE3oB/O0B8Ngnroebm8Y1L6oukaCB2WMZtq4FbeR5LbHv7eISInDW2F+PVMqmH9LiluCNONf6s03ba/NhnnMi8Qw/1pZb6FAglbi50JEZF9H3Jz00u0QzJ3q46aEjtXMGmNERHa/vw/zNw1x41BM+/kwf5apLsxHDKxsPFPP0jlhXmNvLphH+Lqp1yrVaLXR2o0TNoF5+lu4vSRfO/0xL+qBm1sC7PobzXQ7O/4d3p7QG7eWdsetZfeTnIZ5n9PJjWZaWveOeqzdGNw01j8vbgTpc7Kz0doiIseX4LacXUtxu0iLd/i9Xzh1CpjHHce/Q3yiz5bAebVKME/boizMferh+52ISEjEHqOZzvZ+CfOnV3FuV6Sjeq2Hqcya8Eqnx+/Xk1v0/y439RxurAnpg+8vezfhzzJN6msR6rFKhfH7LOtQPFO37+4wrzXkrdFMIiLrSuJ7xeoC+P68KG0fmG9cusN4be/nuN2q7L1mMO/TB9+/UlfNBPPkDuXVtUt6X4Z5aM7GME9awQ7m+fP0Vtf49m4IzOtPxg2HmsvV8fs487DN6jnFtuHPMs/2z4zWXjoPN+q1ih6rnpPpczuYPx+Ev9McfvjUaKai9d6px1L3awDzK/fwYzimB/6uU2buYKOZREQuv3GFeapEq2De4ij+zn29mf77aVKW/vv1GRkc98/n8y8WRERERERkGTcWRERERERkGTcWRERERERkGTcWRERERERkGTcWRERERERkmVErVM6fWyVpgj9bV1oGn4c/O/NzB/U6J+bj9ifVQfyv/7MNi4F5ge7T1Uv92IpbRDTVt7aEecFdJ9RzXnpMgfmX6FcwT5kU/7zmXtLf6rFNLVbAfG0Qbv3ZmRG3p8wLtYF5t4rr1bXvB42A+ZcbC2D+fhFuGShwNJ26hmbr1cMwz541I8xTP4iG+TJv/LwWKHPGeKY0w1rAPO/FuTDvV3CLeq2OHfD7bOFcfK0UV2NhfrjJG5hHZtXbSA5uxw1o7xdWVc9Bym2JgvnkW3prRZ8P4TDf3awczFf9mGY0U1alfUlE5O2AQJjnOLUb5s9/4ftUGze9PevS8E4wP/T0M8ybbs8B8/UTesG8QRbzpqpEn/B7wDcPbuJqlhS/1t7/8lfXKDfqgtFMpz7gNY6eKQ7zDBXaq9f6mWMCzBcUHqOcgdut7M7htUVECk4qDXPnkw9hnqZ0PfVayKxM+H4nIrLCdxvMA1bj5p03W0/C/HQy/JqKj0163Dx1qhJuo5vRuCTMy/bwhfm57W764s6zYHxna2qYZ4/9BfNJzQrh6+OHSUREkg/EjVFPYn7APEmDvjB/Xlf/nJk7Phjmh86YNQZ65/KFuUtO/XtZxuT4ddvlcVOY+7u5wdx2Br5+ZOeU6to9y+N72OSX+J5Q5Q3+bNCkfF5KPTYurS/MQ2Lxe2P49FCYOwpup4zPt1MDYf5wPL53fhuJGwaD84aoawSe/gDz6PC/v79Hh0eKiN6G+p/4FwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrKMGwsiIiIiIrLMJi4uDnd+/oegoCBxdHSUwjfqiG3yRH8cS1CmNjxn4fu06vUaT7pvNGSGz7gGzb/qU5gfO5tCvdahl7gOTOOZOQ/Ml3TG1YsiIgdfX4Z5ih9PYD591A6jmaLv6pWvdeZUhLlnbB/887XLwnzXhiFGM4mILLBxhXmTs5VgnrcNfh1suXXPeO0djd7DfHVSvMaPdO4w9/qF61vzziphPNO0QTdhnltwpWC3/WfVa4UeyAzzLmXnGM2UYDCuaM7bEb/ORUTuNdwP84uvDxqtbV8B18rm3eiknjPOZx3MD7hfhfmzirjuUrNo1zj1WKXeC2EetRdXgxYqidu7Sz1JbzSTiMj3zVth3t/fF+Z2j7vBfOiFgcZrh43GtYWv8+HawqdX8b1+wi9cZS0iEnrJrKr4bRJcZR3aENdor9udS71W9cG4MvFcWcPa78hB6rFfjkdg3rfGY5hnTF3EaO1bfivVYyU+4Arj1+1x1fq4e7hOd3cGs89pEZFGr11gXvfUdZg36N0F5mkK4zrw8knwZ358arnj+5fzKvy51KX0Zpjnnm/2HImIHJuYBuYRtvi7QIs6uDJXROT7BvyaLnNzn9FM7ZbuhHnBc6fUc86XjIT5url3YJ7SD1f5akrG1VePfQ/dDvMhB3xgvvvda6O1+9jcVo9VmYA/Z1YX6g5z7zbtYN66Ea6fjtcD/D3o8H1cYRz0vAbM9zsrHb8isqHy4H8eJ0hixEWeS2BgoDg4xP85y79YEBERERGRZdxYEBERERGRZdxYEBERERGRZdxYEBERERGRZdxYEBERERGRZUatUF1TfJLENn/+a/AaKabDc9Z0OK9e70mSgkZDdnYfBvP2jfAaUR31tYeMwO0immzP8e/3JHkx9ZxaQ3ALhd/hhjD3/KC3iyDbqixTj0WHPoO5z8sI/PMhuCGleg5Xo5lERNa3HgnzBSlxO4y/1zmYJ2ll1jYkIrLhJ25gmtQDN3w8mYHbRTLe6gXzN9erGM/0u+8amKevMRPmkVlxy4WISK9Z3jDv88PWaKYjub/DfH+SAPWcVp1vwHzJJ9xsouk/Gr/3Ouwfo56T5WddmI8tgNuccofpzVpIgq0t1WOt+k2DecpTw2E+6X0ymAeewC1x8Zla9BvMl6XCz4VdrQ4wb7sGv+/jY39xD8zn2eDnqUjubTAvE6KvXTkat9Rp0jvg9+Xaxvh+dy9Ta/VauxYlh3nH/eONZhrbsKZ6LJUtbtjZMQe3ziXdlNdo7XT2+u934ypuBvQfhNt19lZqA/MnxY4ZzSQiUvAebolc4n4N5llT74b5vW+7YP5+knkz08tZS2EelmkjzHtlwI1GMb31NkZN5hDc3pVybx2YDwsKVq91fCL+XtOpRKzRTOMu4ffS4Zf6V8HEe1fBvOdv/Fnd7tpao5lCls5Tj3XxXwLz4zXxZ9myZ85Ga/8YjZsxRUQ6XHaH+cjPATBvfBW3vh1dfNJoJhGRIpIf5q8P9oB5l3r4+1fgK/zciYgktMUNU0hMTLQ8fXaFrVBERERERPQ/gxsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyzKgVqsW6TZLIzu6PY43G2MNzQpxwC4SISFJ3L5iPC+gJ8yX1c8E8S3P8r91du+AmGRGRN6mSqseQhBG4DWjIEUf1nGohuHXkRdRzmNvlKmE00/RZTuqx9T2zwPyOw0eYVz+Cn/6470ONZhIRidn/DuazK+XA+YdNMF/0dafx2rXKv4H5mQrlYd7i4ESYZ9zYG+aD6uCfj09uF/x7uMethvn51Hpj2bghRWEefgG3eml8D+SEeUgT/FyIiOyIwa0ZRR7hFgqNz9dEMB8/K0o952EYfi9v2VMZ5i374QY5Te8c+LUpIhJ6dBbMPWPw++/6dNzW5pc4wGgmEZEvK3Dj0KBGt2Ceo8IAmA+NuWe89o2rfWEemDAdzCO34HawqXdwS5aIyKwqiY1mqrB5McxvzbsE8/6J9NaSa7bR+Fp+uKFIM6VdV/WYnRP+bFrg9gDmrUIaGK0dluCDemxdmaMwb1gjHz5hykWcb8WfV/H5NgJ/hs/o1gzmxw7gBrICaTrDPNs6/TWl2RGHP4/jJuL72vZjATCvvaOf8dq5l+EGn46vbsPc6x6+54iINA3HbU7lX+nfB5CAtfi1lvg0btoTEUlxvAnM309yg/m5t/h51cQMwN8dRES6PMXNU4MKDIb5yk24mUyzPUkX9ZjPSPzZlHU5bgjzvTAV5k+yNjeaSUTkVUxRfKBFJxjPKYSbpwrF6o1bc2cG/fM8oSHh0qPpCLZCERERERHR/wxuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyDJuLIiIiIiIyLKEJj/8Yel7SZjwz1al76/uwJ8NyYkbDEREaq0+APPJXZfD/FEr3Gi0bz1ujrg9OVZde1OlQ3iNYPwv7UXwv/I/X+Gnusb1RkVhvurre5iXGombtTRrO+PHSUTEZcVjmAdmwq0OJ5yawvz8zOtGM4mI+A9dBPOpnTLAvMemAPzz+7rDfGXhE+rau75mhXnuqDcwf/naGeZ1chSC+c8sa9W1NbNDfWE+OKQRzBONGK9eK3y+N8xfd9plNFOrzplgbvMGt4mJiIyvWw3miboXgfma9aEw13rGds/TW9zWzPgN84rrcUNLXIjeMIUkO4FblkREhrfHDVqz/crA/Owr3KJjU8X8tdM9DW4RybTzK8wX33sJc/ucerPPpse4uSiR4Pdr2QFjYV7C9TvM351Mo66drM4x9Riy6dYNmAdEfoJ5UOtf6rU6ZL0L87PzzV47u0vqzSiHwzvAfH3+CzBveAo/tnbbw2AeXzdS2/L4WiNr34X52NH4M+BbUp94VsGmOE2C+brCP2BuuwY3+2yvOR/mIW64ITI+MemOwLxyMG4Um/x5I8w3FcfvPRGRFNkLwHy24Hakutvw68CtJ/4+JSJS72EdmLdOsFA9Bxk2H9/Px4/Gz52IiNPX+jD/VQo/trEfzdrobI/iVjsRkSF9U+O8Jr4nJL+F29rGTD8M886ir93G9TO+1usWML+4rzDM6zQZqK6hcdw0HeYrHXCTYeTJFDBv3Uf/XjHjNf4+gMSExfzzz/IvFkREREREZBk3FkREREREZBk3FkREREREZBk3FkREREREZBk3FkREREREZJlRK9TXCifENsmfp1wciP9F/fG5jdXrtFqwDeb5BoyA+fkPuOmoQtOMMPf/if9lvohI6RWeME+5Mol6DhK6O0495pNjJ8wd1kXDvMrQGUZrdx6yVz12bj5+Pm7UuQ/zRZkGwrzAtBJGM4mIzC7gBPPiyxPD/Hv7pzA/8bo2zEM3JjKeqU2JpTAf8+UMzPfMxa9NN/u3xms38asA8yXTi8H8Vaor6rVK1cItVmW2/3urg4jIw+v49ZF8A36OREQyT10N8+4D58DcdhFu1tI0Or1MPZZlDX6P92uHG9bS1Mb3Ck25LjfVY82bvob5hyv5YL6lFm6cu9b4ttFMIiLeEbg57NgF3HgXvg+3g9nY4eYUEZGGse2NZsrYfTPMr1bGr9t2uf3Va2WbNNdo7Zc+52Geqwtul+q5UX/MR/7Cr53c4fgx18T86KIee3EzP8y/LsP3kVOp8HugTMVgo5lERBKtwu03xUvOg3m7XxtgnqO6+doOu3FTlls4bjLMnDw7nqnkBJg3SK83F2nylsYNTEHPcSPcIf8AmI+b4q2u0armB6OZgu4Wh/mDFivVcwJjcPta+lu45UlT6UlpmHsWxJ+7IiLnmuA1mu/CjXejq+J7oSauBm5ZEhFZMMsd5rdscBPXwEDc8DknR1KYx6dCk8V4ph89YB6SsRXMe99eYrx2uau4FcrLE7ekVtmNm1hTDK+nrlG8Of5+hETGRsuTf/xZ/sWCiIiIiIgs48aCiIiIiIgs48aCiIiIiIgs48aCiIiIiIgs48aCiIiIiIgs48aCiIiIiIgss4mLi9N7U/+XoKAgcXR0lBfF7koK2xR/HGt3uTo8p1neaer16q7MYDRksVXjYZ54Da4sPLkuVL3WmDBcE/ZyTm6jmZbvz6we8/99Dua/qw+Fefv9Zvu7gq1aqseK/d4N87FNP8G8t40NzH+Nams0k4hIi4K4cq/zsZcwP+2N6yh7p3kI8y2tjhrP1MhrBcxPpMY1o/dSbYd58rfhxmunr3oQ5p+Uurj5F66r16rihStOay+obzTTkS11YF4grf5879yBa373dq8Lc1fHF0YznXGtqB6bcx9X8xarjOs8vZ9NNlq7Yh3957+Ux/ed4WlwNejTMmNgnt4Z33Pi43O5LMx/FMGvgxp5fsB8y4Nk6ho7IswqlBt0wL+HZzM8k8crvc62XhtcnakZ/xHfI49WxI9T4wPd1WsNK/ML5lNr4NpVzfDJuK5URKRZFK4cPzgav0YKzsX3hNI3+xjNJCLyw6ErzP1a7IP5sAo+ML83GddXxmfM98owbz12Hczr5cHXsT+Ga0xvvJppPNOevWdhHuuWDuYz66WA+dhUeoXx3JiORjNdP4nrdLsFBqjnVPdeB/PJN/FnuObq/q8wdx6pX6f+HVuYT12RBuaZzr8zmunI9S/qsQXZcL2+w3DldZ4I17zv9p5oNJOIyPCvJWF+/P0CmEfXw+/vb9f0309z/etlmD97hO8tZZ7g6vnDh/H/akBEJOqnXjH8XwX/jpR8JVdJYGCgODjgWun/jX+xICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiyxKa/PApr6WSzD7xH9mlwrhhwLsb/pfrIiKzJ8f/L8r/q8L5ksB8YBIXmEflCFGvlXHpPJgXS/HGaKYdLhfV1tmImQAAJPZJREFUY4s34IaI8SlwE9G2l7iFQjNkwWf1WM5FzjCv2g+Xf7kUrgTzXoNaGc0kInKgH27q8SqH2wpCTjaHealBVWAe1tTXeKa2rZ7B/NuX0TA//PsnzF0zjzJe2+Y4bpIKnXIP5tEF9faGyy/w81SoDm7k0aTajltmYhe1U88523gGzEcs3gLzb9XnGM00qKL+et7ohtvaJtY5D/MOy3B7iaZfEr2d6Epv3ApVYg5+H0elw/e1gpnHGs0kIjJr3kqYD1i6FeYDC4XBvKTPN3WN1qUvGc20ckkDmE8uvg3m61vg5hsRkYf32xitPbkybkj5eKYRzK/u0BvkBhXYDPOggbi9TpNiBG7/ExGp7hYE8zE1cWvMRZucMPef3cJoJhGR36twI8+QJcNg7pYfNwbOe4CbquJT/W4MzM9mKw1z537RMP9yDzevzf+Bm+ji83Qbvke2n1AQ5i+S4vf3lDP6fSrhsoZGMx1qhBvIpm12V8+Jah8F8yHNPYzWjjiG76kz7XHDk4jIoPyrYW4TXQjmlQbWMprpeaMm6rEhl/C97XQyN5h3OYSb/gr6601xmj3Dr8B8U7fiMJ+8G/+3+vnL8X07PpMcJsE8y5fZMI+qi9/HmxvjBisRkW+n/r29KyLo35sx+RcLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyzKgV6nL5n5LYIdEf2YVuK+DPLmrhr15nauG+JsvK8EsPYb7v8kKYr9yAmwpERMZHD4Z5uymvjGaac7C2eix/YV+Ye0bitpxDlScarb2tZSn12OWSy2F+YtIgmE92xT9fMd9to5lERJLEOsL8dUARmDe/HQrziPVFYX41dpXxTG1O7IZ5/V64eWrDT9ySsDe6m/HaBc/NgnmjPkdgvn/PXvVaCUs7wdxvbTajmUJ968O84R3c3CUismn5C5i/Poabw35f7GA007luegPZJVvcpjHq0yOYHyzmarT2orG42UpEJG2jwzDPPaA8zAuPxQ15yxrjlrj4fE/XFeZf5+M2s41Z7GH+ahtuORMR2b3+tdFM3kdxm5nPHdzCt2BudfVa50/vMlrb1hc3A15c4wrz1r8Oqtf6Uhq3Qq3badb8Nq1oT/VYlsn4OW869hDMI7Kdgnku7wdGM4mIZHfBDT7jvueCee42i2C+86K38dpzE3vCPM4Ht4D9bo0/yzbaRcK8/Ds345mkA/6cGXkzHcx9nwTCfKB3SnWJgmdwa58my/3+MD8RqzczJbHH95fM83Frkmb6KFeYd3ijt7j9HoqP1UmJv0I2zGX236wzi96yGbu7B8x/fLSD+fHvnWBut+GY0UwiIle24+8uR9bi+23/THlgfsrGfO1iW/B7wDMZbpBzm4i/97br8UZdI9/Fzv88T1RIkIiM+Kef5V8siIiIiIjIMm4siIiIiIjIMm4siIiIiIjIMm4siIiIiIjIMm4siIiIiIjIMqNWqCMvRBIk/zP7ePU3/NnLv8uq10k/EDdEaPasxs0tvXo2gHkz2xbqtVLHuMDco+FVo5luF+qtHsv4PSvMJw+sBfP2yXDbSofH3fECM4+razefhRta7qzCLTMpLuB/5T/Y1VtdQ9OqMZ7r7jY3mJdfg9uA5nXCrQd1NuDWqfgMqYGbXuxDlsC86oQaMM/pFqOu0WrGMnygPm6OOB+Nmxj2bTygrpEyiwfMN5wdo56DPH6yFuaeGfH7QkQksz9u2fjcNzvMV3W5YDTTrjTB6rHTR9vDPGXeyTBPOrs0zGOa1YV5mS76XF9aJof50iO4VajAyNQwv3AOt9rF5/G2MjC/Nz8lzFecfALzz/2Lq2u86o5bcTTLh/rC/HF23IB0LUsv9Vr+03Hb0e40+DUlgu9r1QNwK9q199/Vta844fvIkIu4MU3zLe8a9VjNm7hJbexw3Ja4PxQ3wGR+gl9r8bHbiRuKzjavA/M6SfxgXiEcfzYUzu+srp1LFsN8dufpMH948C3MK8/HbZM//r9oK0wruBmwyLVnMM/4Gj9+aT7dVdeoHTbfaKa2Ebg9qPiyb+o5Cwrhz/DauDRJHh8uBvNtyvWL+uOmRBGR4zGxML84+gTMW9njz3DN2p34ORIRKVpnI8wPz2gL89xNR8J8+QPc+BifFa9xW9uy21EwXzcKv3amN0oEcxGRWv0eK0fwPaRVnnww93q0DuZXnl9T1z5cGjerImFB4aJ/8/wT/2JBRERERESWcWNBRERERESWcWNBRERERESWcWNBRERERESWcWNBRERERESWGbVC9bhRXZImS/ZH1nf6aPiz2TfvVa9TdpKvybJSbQJujpjliFuWTh0+q14r69kOMO981awV6q5fbfVYE59LMK+xzw3mLssLwLyl9ySjmUREfB1+wryt4zyYL8yMf481d38Zr30q9A7MW8zcD/OOngdhnugkbnU4+uWY8UyXp+HHNiCnE8yzX8KNRk07lVfXWD3Jw2imVV0uwrz2B/0xrz4UN0T82HXDaO0Tz+1g3uw6bowREdleHrdYLQpND/MCxxIbzZS19WX12MTuQ2G+1xM3gnT8hdtIfAv0NZpJRCRt/nUwj0hQAeZl3ieDeYNWWg+Lro1SOPQiyT6Yl++cG+bb3upNL7cq4Xuh5mie8TB/+xPfnwMmTVSvVX1rI5jvLxptNNOVjfieUK+K3tg0fOkjmC/y11vZkNVvfNRjIetsYB7YET9PG1MOgfnM0nqbjKZCfny/HTUEt9cdcB8Ec5/muMGqYS8H45l2+WWC+bnOeI2BXplhvrq+/tmuaV6gMczbjAuH+eIf+DMjX1K96ahdjwFGM0Uewu+ZAef0lr90u/HnYpEhw2H+xmmW0Uz5XuqfAV2mpoJ54he4de5UNb0RDtn0OVA9tmcTrr260qAczJP2xc2Ai/ctMppJRGTJPdw8mnBRTZhvyohfU9d76d+HM1yeazTTrUb4e++nMm/wCfvyq9dqV6r1P68bFBMpff7xZ/kXCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIissyobtYly3hJZv/nXiR2+m34s3Y93dTr1Cjma7Ks9A58CPMhPllgvr6hXtnW+thYmN9LietYNSVneKnHMlX7DfOQwrjqM7D7c5inyaTX22na10wL86Yrd8J86vCiMB+bRq8A1bxfiOsaF4SvgvmZJf1g3rlgcpj75v5sPNPy4ZEwvz1jOcxXRBaGeZKjuC5RRGTuV1y5rMn1ENePfpsQpZ7z9GUrmH/JVMNo7V6XcCVqDf+b6jlDf8TBvNGrgTDPOiOl0UzZ9uDKQhGRo9VxpeCx4R1hfn3eM5g3aY7raeOTbwTOM1WpD/M7lXE16NHUZjWmIiL1X+2G+dBtBWFulxvXTB847qmucWELruHUFK/pDPPBDfF9yvP5dfVamV81h/kCjx9GM717iOsgs5/U115wejvMg6ZMM1p7poP+mXF6Dn7cm/fBdZQ7phSF+ZDNuG45PuWSBMB83SX8mFyZVAjmPdaGwbxRtSnGM11JEwNz/xpNYF4naivMv0aZfy753Mf3yFtheG33FPj3vheWTl2j+DxcF6yZth+/1vJ6bFLPOdMe135nzofrVU95eRjNlF/WqsdOu+H62KY2+N7dubfZZ+IsR3yfFxF5s/gUzFddwa+pET+7wbznikpGM4mIBE44CfNDd/xg7lsUV1lvKYK/04iI3L9gVu2/vSR+fWaPHgzz9OXwdxoRkaZbc/3zulG/w0Xc/u1n+RcLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyjBsLIiIiIiKyzKgVqkHsEnGI/bPZyKUWbipIVVJvGPhYx6yh5Xtt3DoycgP++Wpvj6nX+u3XA+apb3sbzbT5tL5GnAdurliYE7fJtJ9bFuah5dIbzSQiknPlB5if9ouF+Vu3ojCPaWjWNiQiUvKhPcyrxrrC/EsO3DbUdjtukSr4o47xTLbjqsP83uWjMG/X8j3MO0/Aj6uIyNKvC41mitiPG38GTi6hnuO3fgXMD7xfarR2526XYO65K0A9p1/PUJgHDmkD89K99VY2ZFiihuqxsSXwe+PKYNzKkanwIZi7fr9iNJOISIMxuHVk2Sq8doT/apg7ncLNefF5eSo1zNfF7sV5/lowX5Vff318e7vZaKYMTfDvYeOPm1Oquo1Ur7V1EW4i6mpzwWimt+08YO5SDrfgiYjsz9gO5glKVTFau1jaDOqxWrVxi9tQ/+Ew/70PNwneXt3daCYRkabp7sN8WLGrMF/6MTfMP7fIBvNUrc2bmWIy4cd2xmf8GffuzUGYV++st4adfl4T5i0uVIP53FK1Ye5+BzcrTk6E398iIsuyvVWPIWdH4obIWB8v9ZxR93EL2frbT2BePKSZ0UwPT+lNTsMPf4T54qA7MP98C98TNBWOrVGPJf64AOZNGuLX866O+HGKCM5oNJOISJ37+PtAmkv4c6Zz4x0wd26sv3YWJbhmNFN43swwty2DP3cvvcOf3yIieTb/e2NhcESE4Hfl3/gXCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisowbCyIiIiIisswmLi4OV/P8h6CgIHF0dJT+l7pLkuSJ/zi25MkLeM6Pb/7q9ZY26AJz7zFF/7tR/nDsWSqYFz39VD1n4vNdME+ePdxobZeYJOqxei+SwnzUbNys4HMvEOZvk+vNU5pJtolhnrDRbJhvf7cf5u39k8E85Hlx45mGfcYNLT+W4uYbeVYXxpMKVTZee/yW7DA/fbYwzC94HId5VZ9u6hot23gazXTwZD+Y96ilr7H37UyYB2bCbUedzpk9TwUL31KPTUh1E+ZeWUvD/HWA2Xspb6TyOhCRgxvSwfzbkTww7zdvMczftsCtWvH5HNUU5slulof5p6iHMB8fXVRdo86xz0YzTcn3EuZ3dgyB+etK+J4jIvKrCG4I02x6gNc+9hE3yPVuuUi91vQw/Jy7d9tqNFP2ihVh/ryLrXpOxQ64aal3bdxOFrtZb2vTdOp+GuZz/HHj3fb+v3A+tL/x2qtS4N/v0HPcdrS3Nv4c/Tl5CczHHMD31Pgca98H5i9v4FahMV74/T3OKUJdY4DTPaOZaqYaDPO1J3GDTw8nvc3SaS9u1tK0mIxbsjomx21DIiJlJjyHeVwn/Fqb4BBsNFOnT4/UY6tKDYC5a0rc2LlpZAqYhyWfaDSTiIh/YTeYpy9yHebHIr7BvOcY88+AcrXwd7NZK3DjVuHL42E+7vhPdY3Ue12MZlpyahnMSzjj5k+XJM3Va7kV2ALzqp/+bhmMCYuQO329JTAwUBwcHOKdkX+xICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiy7ixICIiIiIiyxKa/HDqDrUlqa3dH1m/fnnhz06JTKlfaEkLGK/2TW4yjuzwxGs3vzNPPSdZMdxoETVin9HavXdNUo/lrpEZ5vl//f0v7UVEvnxPD/P2PtONZhIRuXnAF+a+k3Hb0fWVJ2Hu5lEQ5hVa4yag+Ex4UQTm9vPKwDzkVyWYL5393Xjtc1tx60HMonwwr7/3Lcy3tNZbPwImHTaaqX5l3G6VuX4r9ZywZLi1Kcs+3Cp0dOk4o5k+dNdbpB4N/wDzxknOw7y0X22jtSe3xa1hIiL5976CeZYV02Ae8DkU5quHdDKaSURk7o5eML/m0BLmhT4EwLxl2d7qGiNs1hvNVCdoM8x7bpkD86wXNqrXmjP+h9HaJ4/5wrzaWfw4FRl0Qb1W6av4Xn9wjdl7qZ/HVZhvTPpEPSeHB26yybQ1COY5K7QxmklEZNLjYTDPc9Yb5p1db8C8deOOxmtf824Mc5vZ+Fo/vuNZB57Bn5U3hzobzxTToTXMq15sD/M9CXFZ5cNVevPTMJ8CRjN13F0P5nO+4s9j545h6rWOVwwxWntA8A6YF+qsN+QtC8XvmdCc72Bea4yf0UwzJuDXgYjIhYsrYV4uCH+2Pw7eAPPoZ2aNgSIi2baOhvmZbH1hfnArbuUsdBS/7+PTsIAvzBflwd8HZgZehPkKv57qGhtr6PdJJE8i3EpYqjVuPO31Fbe7iYiscasDc/fGaf7KwuPCBXe4/Y1/sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsts4uLicK/bfwgKChJHR0fJ2vWzJEjs8Mcxt+R14Tm/nHzU69VInx/mtmVW/Xej/MGl3EeYZy+4Tj2n4fpZMO9yPYXR2l1TDFaPPc32FeZbby6AeZL+uArztp3+GGoK9sbXCnL2xGuE4sfD+1g/mN/tuch4pl7+XWA+ZMd9mG9YNBnmO8vg3yE+KVO0hbljf1e8Bm7Jk0CXhuoa5T51M5rJvhV+jnZ1yaWes7uAI8zLdx0J85eRS41mattOf/3PbInXrmK7B+ZOLrhuWbNtBK5QFRH5uDIPzLtcxnW6u3o1gvn0QbjiNz71zuIq5iwHj8D8XYX3MLf50l1do/fhwkYzrZ68AubTsueAecFMuJpQRMTt9lqjtftNxnXPb94FwLxhA/31/KNYdZjn+YHvR5oCA3/D/H3SL+o5yabjOtFhyxfCfMJYXFkdn5KVPsH8lMtlmD8JPgjz8SHjjdcOqvkY5hvf+uITbjeBsX0VXA0asAZXasZnbkpcKe16Hd9DpmXzgLn3A/1zd3knfK/X1PLGVdZFRzaF+Y5Eet1s9aypjNZOF/gA5imn4+9GIiKv9kfD3O/Qc5i3W6DfV5GrPfT71No4/D67c/DvWlIRkepx+Ltc4uzmlfHJTuLnNdHFYjBPnv8RzNf1wd8X49N5djqY//w5HOapWtnCPGS+k7pGWIZnRjMNOjIb5l8n49fBy5+/1Gt5rSoB83JRf1dsh8RFSbOwfRIYGCgODg7grP+Df7EgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLElq9wObSuE2m++xl6jmVXuDGgOBBt4zWbnsdN0Qke6C3neR89/e/dhcRyTV1iNHah476qcc+7MYNCuNenYV5vZe46SWw9DejmUREFhfAj+2y+3jtvZVxu4HtuVCYt7s61nim4q9xc9HrNbjBp8uUWjB/fLuK8drDyuB2mARpMsG8TRr8XGx4jRs5RER2hL40mmmQJ66eunlljXrOxmu9YX5xYR2YB1zFjRma7Bf1RpUu3XFrxab7uC2q7Uqz122qanobXNHN9WD+u29xmNfKkhvmzQ79NJpJRCTMZQbMZ5ZvBvO3w/Fr6uBavZ3lZr8MRjPtu/sW5ktntod5/iR6G9bAm0WN1m7q0hnm7gl7wHxH8pLqtVI9Ow3zQ/Px61nj93g7zP1/6I16R4eegvm64biZqcbcaUYziYjk6IbbuK5Vw800jlH482d/H/2+o/kSkRHmO4cHwrzz6iwwf1DEBeaJu5r/98heq3bAvHWuwzD/PgM3CVYcg9sKRUSqn0ltNJOnF85bjssJ87jrVdVrXfbH9wpN2f5TYD5O8OMhIlLlYTDMF3wpCPO3TW8azXR83B312N5yiWA+N9FEmHdzUFqyEuDmtfhciGwO8wU1cBPes2l7YX5zoFlrmIjIzGS4xS3rEtw89XYR/uyb11hvaXx0dL7RTNfjcJNgw3auMD+5F7dIiYi4tckH820OfzfnRUZEiuBi07/wLxZERERERGQZNxZERERERGQZNxZERERERGQZNxZERERERGQZNxZERERERGSZTVxcXNx/90NBQUHi6OgoFw4mkuT2Nn8cu9kbF0uNdq+uXu9rs5owL9QD55pvp3AjQdE1uFVIRCTHQzyX19NeMN8xETc8xSdJDQeYF7wTAPNlG3Grw7Sdq43XXpXTA+YVfJLB/O2pSTDf6F4a5vXORxjP9CJ0Osx/rQ3AeQxuVqi2CTcBiYh07djTaKa7b/LDfOhh3OyToQlu8RARCXuGW1U0Z3v83bggIrJ3AG4jERGpv+QpzFMtHw/zl+kKGM00q3k79ViFCnYwf17IBubjq12FeZeFdY1mEhEZnxC3uNWeh1t0FrzCtRUrbgcYr9176n2YO1w/APPj+UvAfO9JvTWs75rkRjP96pIN5v3T4LaoAm314r8+uXFbVVCz50YzBffeDfOEA9Oo52xY0Qnm3RYsMlr7sH9/mPdxj1HPyZ0ON8Vt88ev28EH7hnNJCLyPR1u4QsNagXzkVVOwHyND26MOT7qgfFMlypGwvz1YNy2VyLVOpiXH4lfa/EZde8YzAMvJoH55Ca4ce5OJv17hfv59UYzLexRBOZN++WCecJtemNTaNatMM/ZErdhabZGPVGPVfj1EOaT9+DPrNiv+mOFlPmFv7eIiGRZfhuf0+YMzG9cyQ7zB/ddjWYSEdmQH1/rc1fchLfPDbdQnm06F+aOdg2MZ9r20RvmXjdxm9ntez/Ua1Wrfs1o7bQPcctTo864Pcu5l6t6rRJ5X8O8ZIN3f2VRsVGy+8shCQwMFAcH/bUiwr9YEBERERHR/wXcWBARERERkWXcWBARERERkWXcWBARERERkWXcWBARERERkWVGrVArT2QTO/s/9yKR9o/hOcvnrlWv1+lhBZg7DMcNGJrSCf7+l+siIlvW7VXPSVyrGcwzjn0E8/fP+xnNJCIyMuoCzAs2GgbzDmWqwdy2m96qovGfhJukKp4uCfPNzZbAvFrCDjA/v8B8LxqZwQfmzQfPgXnK/riNp2YuvVWozuNTRjN9atkX5q8qLId5j3T11WvlfoRbgjR1NuL8yFfcaCQiUqJcZpjnnHAT5st2DTKa6UAUbg0TEWnRHD/uASe9YF4w8g3MO99YZzSTiIhj5REw3+t2COb1a7jCfHi2SsZrVw7BDUwx7/FjNaJQOpi3vHlFXaPKXvx7aK4/w21m4zxwk41XhVvqtaaF4+f1/kGzFiS3PPh1W76I3tIz7OwWmHcr+dFo7VbLcatW63b4HiwikqdqOZjn88kH84zrDxrNJCKyaAj+bHLuEA7zy2lX4bw/fo46HcOfJfHZMge3gNn44IaX6Y9xo9GCtd2N195c/zTM07r9grnra9wAuLfmd3UN1zFmn9UlY8fA/JS3B8zX2b9QrzUqfw+YH/GdajTTipwX1WOefv4w73sXNxFtnrTfaO3fJTaox3744PtwmZr7YN4vSUWYe640a6oSEXmQCz8mgR64+dB37h6YN6qCW0S7LDZvK2zaHbeFlquJ38drk2VUr7Wzttn9tm69ZTC3+90N5scLvFGvFZApJczLBP79fEcFR8ueHOfZCkVERERERP8zuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLuLEgIiIiIiLLjFqhMk/eKwmS2v9xbMoJ3KywuYtSfSMimzzTwjzQLfC/G+UPO7+lhPkPe7054u0w3J5SpOFYmG+/YGM0k4jIg124oWj7xecwL3/6M8y3bLxqvHZk91Qwf5SnKsxzSyaYB86yg/nEWXq7gWZjFdzylD75dJiXTbAQ5k888qpr5LqK21Y0d87g5ohBB3EDRY5J+h68kL3epoHsO3sN5k2qrVTPsb2SCOaDf86CeYImZo/HrU3u6rFhZ47D/GKYC8xfJToM84O7EhvNJCJyvOdsmCds9wXmmQrh33vHK9xEF59etXGTzZXLn2Ce08YZ5mtdItQ1tj94YzTT5bz4997f/wzM3+fC9zsRkce2uAHNpnMvo5kKD8fPa4ndTdVzqjvmhHnBNPgx1JS4g2e12a3/3l8y4vd+7S+4aWnvR/PXzvtX+DEp0B+/NxKOwvfCmM8TYD73ull7lojInCz4PtzmbUuYL1+HGxST+5m36Ezcj1sGk9rge/rzxPgzPFeelOoaX/bhpj9Ni2y4KTF9FfyVqERe3LgoIjKmOH6N7LPV2/aQZF9qqMe2/8wC89G9cEtQJVezNrOnX/TXVOoD+JhjW3xvO1a/CMwT+lwymklEpG1vd5hvyoE/R2cPwq/zy/36wNwncazxTO4bS8G8yrMomHc/Eapea8e7EkZrH0xZBua1x+aG+c7iuA1LROToJfyd1O3E36+p6IhwOT9jDFuhiIiIiIjofwY3FkREREREZBk3FkREREREZBk3FkREREREZBk3FkREREREZBk3FkREREREZJlR3azNtNNi81/qZu9u3wnPqfzcUb3expKXYT6nPq6909y/MgjmN11wDaaISNijNzC/0KErzOdWMKteFBGZ746vtXLpE5j/qHkS5qudrxiv3bdsCMzPJsPVmT6ZRsK8SaOaME807pfxTG7HcT3a7XnnYD7uBa7uy+Ss1z6m9NWrWpFo2wsw/+yeEuYf7fXX1Jv68Vev/VexUgDm5U/PVM959FSpbw6OhrFDFF5D039GafVYheWVcF4bP39NbHBt9IZ604xmEhEZ39kJ5t8LR+K16yyG+boRjY3XnnBlE8yXd8P1woOr/ID5OJ9q6hpTaplVDWYMxPfObM9xxWL/PkvUazluwXWz6Wb0M5qp+HxclZpp31P1nFK+uLLXo2kjo7U/3zoK81T+J9RzVqzdDPN8rrtg3ilTQ6OZRERWNtkO86crcI3qu8JDYV7nSX+Y24QuNZ7pd+4DMB83MivMX6f3h/ncH7gyNz7bA/B7ybkcfi+Fx3nhtR92V9f4tW6u0Uw+m27APO0K/JlYsYR+/ZyxuN74a1k3o5k2bfdWj/nVzgfz0rnwfx9+ew+/djS2L3zUYzkuDoe56w38Pa/Vseownz3G/D7cb/V4mFcYiOtm1xXzxTNdfQhz929mNcUiIonS4sc2MNVLmH/qgr9viIgMLO5qtPayc4Nhfr77HZgXHaPXzRY+jGuxl5wb/Vf2Oy5cqoVOYN0sERERERH9z+DGgoiIiIiILOPGgoiIiIiILOPGgoiIiIiILOPGgoiIiIiILEto8sPzPVJJMocUf2RJy32FP1t4srN6nVJ3PWH+od5Fk3HE9TtugJkT01s955cnbnY4vjsI5j89FxrNJCIy4SRu98m8NC/MW5XFrTtOfuF4Jr9C6tqrlNz2eFuYnw5IBPMDO3DbypYjuM0lPlMDJ8G8st9ZmLeyDYV5xKFF6hrVz8QazdRIbGFebQKe9frzGPVaXfLMgnnbL1obQymYZr+YX11jfSX8uF/Y9wjm99eMUa+FHN38Wz3mm+cuXiPvWpjnTHcP5k0vfTCaSUSk5/55MLd7i1vLjuQ5CPNa4Xdh3vJ7EXXtztIO5tvPz4D5Syfc4ubcALcviYg0jjN7TGb8Kg/z131wk9OA03vVa41vXRTmLT7je4Km5uzCML9RMwXMRUScBoyAecZz+L91/ZqPZ3JVrv/04Dh17SLXisP8+iTckOIcOEG9lqZWJdwsdCUYt+vccekB89v5CsI8x3h8j4xPyTJbYD7WvgXMU/dLD/PD2XHDYHxazMHNgJejmsLcoS1u+QuuP0VdY10mvVUPWe6MG+duVKgM8wdZW6vXmuSHG3l+pGxmNNPIjvhzSUTENhi38HVPjFu6li3Hj7nmwKJv6rFvz3Fz0ugR+DW1aXZJmHu3wO+x+FTJ3xnmDYriBqYyn9rAfNF8X5jPqpDReKZdO3ETXrPy+Htk32QV1Ws1uYC/a2kCcxyD+Rd/3Lw2oRm+34mIBJ7IBPMGxez/ymKjE4hc/YcBhX+xICIiIiKi/wu4sSAiIiIiIsu4sSAiIiIiIsu4sSAiIiIiIsv+6R9vx8XFiYhIePDf/8Dzd0gkPCc6Cv/DYxGR4Fj8D89iwyP+ZZz/j5hofJ3IqDj1nKjQMJjHReJ5g+Lw7xefiN8heK7IYJiHRuN/GBwUi/9BcnBQlPFMtsrvHRaKZw2PwD8fHaf/I19NaBB+nmJ+498vPAznkVH4H0aJiATHmf2D0xjBv3fEb/zYxoTq/3g7PBY/JsFxZs9TXIj+2IYG4/UjwvBrPToa/36a8DD953+H4DXC4qJhHqK8bsOD9edPExuO35cxyuswKgb/fFgsfu8FxZn9o38RkbAg/N4IisX3ithIfY1I5bHVBIfhx/y38h6LVt73IiKhwcr7MsLseYqM0a6jfwaEh+M1gqPwf+v6/dvscQqN57MkXCmHiIrG79ewaLO1RURClN89Gr8MJS4GrxEXi9/3MWH686qJisaPeWQ4/r0jlM++uBjzz4CoUPz7xUYp99s4/PyFRen3qRjl+dOEBOM1wsPwdSJD9PdFkHL/DFY+TzTJ4nlebUPwvJHKZ8PvaLPvLuHK/UBEJFL5fhQcju9H4crz9DvM/LUTF6d8z1O+N4VF4HtIhPL5E6K8x+ITGYxfzyHKrT42Ej9OIiK/lXuhunYofjxC4vDvER6srx2hvP9io/9+HcZG/7+vgf+9H4iPTdw//NSHDx8kc+bM/+3FiIi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" [ 1.628208 ]], dtype=float32)" + "" ] }, - "execution_count": 77, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import keras\n", - "model = keras.models.load_model(\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_size256_tiles1_sample1_nostack_newpipe/mobnet_v3_size256_tiles1_sample1_nostack_newpipe_40\") # load the model from file\n", - "model.predict(ar)" + "import earthpy.plot as ep\n", + "ep.plot_rgb(image,rgb=(3, 2, 1))" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(128, 128, 128, 4)" + "" ] }, - "execution_count": 79, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "ar.shape" + "datasets[\"LC08_225084_20130725\"].sel(band=2).band_data.plot()" ] }, { @@ -579,14 +312,45 @@ "metadata": {}, "outputs": [], "source": [ - "\"D:\\Maestría\\Tesis\\Repo\\outputs\\mobnet_v3_size256_tiles1_sample1_nostack_newpipe_test_example_0_imgs.npy\"" + "import build_dataset\n", + "import utils\n", + "from importlib import reload\n", + "\n", + "# Load datasets\n", + "datasets, extents = build_dataset.load_satellite_datasets()\n", + "icpag = build_dataset.load_icpag_dataset()\n", + "icpag = build_dataset.assign_links_to_datasets(icpag, extents, verbose=False)\n" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-01-04 12:13:14.942417: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2024-01-04 12:13:15.962818: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/tensorflow_addons/utils/tfa_eol_msg.py:23: UserWarning: \n", + "\n", + "TensorFlow Addons (TFA) has ended development and introduction of new features.\n", + "TFA has entered a minimal maintenance and release mode until a planned end of life in May 2024.\n", + "Please modify downstream libraries to take dependencies from other repositories in our TensorFlow community (e.g. Keras, Keras-CV, and Keras-NLP). \n", + "\n", + "For more information see: https://github.com/tensorflow/addons/issues/2807 \n", + "\n", + " warnings.warn(\n", + "2024-01-04 12:13:17.300788: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "2024-01-04 12:13:17.350151: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "2024-01-04 12:13:17.350595: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n" + ] + }, { "data": { "text/html": [ @@ -608,59 +372,941 @@ " \n", " \n", " \n", - 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161792 rows × 6 columns

\n", - "" - ], - "text/plain": [ - " id geometry link \\\n", - "0 29944 POLYGON ((-58.84969 -34.25546, -58.84969 -34.2... 061261005 \n", - "1 29945 POLYGON ((-58.84969 -34.25664, -58.84969 -34.2... 061261005 \n", - "2 29946 POLYGON ((-58.84969 -34.25782, -58.84969 -34.2... 061261005 \n", - "3 29947 POLYGON ((-58.84969 -34.25900, -58.84969 -34.2... 061261005 \n", - "4 29948 POLYGON ((-58.84969 -34.26018, -58.84969 -34.2... 061261005 \n", - "... ... ... ... \n", - "161787 374247 POLYGON ((-58.22547 -34.79000, -58.22547 -34.7... 060911713 \n", - "161788 374248 POLYGON ((-58.22547 -34.79118, -58.22547 -34.7... 060911713 \n", - "161789 374249 POLYGON ((-58.22547 -34.79236, -58.22547 -34.7... 060911713 \n", - "161790 374250 POLYGON ((-58.22547 -34.79354, -58.22547 -34.7... 060911802 \n", - "161791 374251 POLYGON ((-58.22547 -34.79472, -58.22547 -34.7... 060911802 \n", - "\n", - " prediction link_actual_value prediction_error \n", - "0 -3.089972 -1.207984 1.881988 \n", - "1 -3.089972 -1.207984 1.881988 \n", - "2 -2.302689 -1.207984 1.094705 \n", - "3 -0.136056 -1.207984 -1.071928 \n", - "4 0.168877 -1.207984 -1.376861 \n", - "... ... ... ... \n", - "161787 -0.504652 -1.065717 -0.561064 \n", - "161788 -0.218459 -1.065717 -0.847258 \n", - "161789 -0.048420 -1.065717 -1.017297 \n", - "161790 -1.297252 -0.655891 0.641362 \n", - "161791 0.012613 -0.655891 -0.668504 \n", - "\n", - "[161792 rows x 6 columns]" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import geopandas as gpd\n", - "gdf = gpd.read_parquet(r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/gridded_predictions/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2_73_predictions.parquet\")\n", - "gdf" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [], - "source": [ - "gdf[(gdf.prediction < 3) & (gdf.prediction > -3)].to_parquet(r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/gridded_predictions/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2_73_predictions_3.parquet\")\n", - "gdf[(gdf.prediction < 2) & (gdf.prediction > -2)].to_parquet(r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/gridded_predictions/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2/mobnet_v3_size256_tiles1_sample1_nostack_newpipe2_73_predictions_2.parquet\")" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ar = np.load(r\"/home/nico/data/test_datasets/test_size256_tiles1_stacked1/test_020010204.npy\")\n", - "plt.imshow(ar[0,:,:,:3])" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading dataset...\n", - "Links without images: 4159 out of 15114\n", - "Remaining links for train/test: 10955\n", - "Dataset loaded!\n", - "Cleaning dataset...\n", - "\n", - "Size of test dataset: 18.79% (2058 census tracts)\n", - "Size of train dataset: 78.00% (8545 census tracts)\n", - "Deleted images due to train/test overlapping: 3.21% (352 census tracts))\n", - "Se creó el archivo: /mnt/d/Maestría/Tesis/Repo/data/data_out/test_datasets/mobnet_v3_size256_tiles1_sample1_test_dataframe.feather\n", - "Se creó el archivo: /mnt/d/Maestría/Tesis/Repo/data/data_out/train_datasets/mobnet_v3_size256_tiles1_sample1_train_dataframe.feather\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/pandas/core/dtypes/cast.py:1641: DeprecationWarning: np.find_common_type is deprecated. Please use `np.result_type` or `np.promote_types`.\n", - "See https://numpy.org/devdocs/release/1.25.0-notes.html and the docs for more information. (Deprecated NumPy 1.25)\n", - " return np.find_common_type(types, [])\n", - "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/pandas/core/algorithms.py:522: DeprecationWarning: np.find_common_type is deprecated. Please use `np.result_type` or `np.promote_types`.\n", - "See https://numpy.org/devdocs/release/1.25.0-notes.html and the docs for more information. (Deprecated NumPy 1.25)\n", - " common = np.find_common_type([values.dtype, comps_array.dtype], [])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import run_model\n", - "import utils\n", - "import build_dataset\n", - "\n", - "resizing_size = 128\n", - "image_size = 256\n", - "stacked_images = [1]\n", - "nbands = 4\n", - "savename = f\"mobnet_v3_size{image_size}_tiles1_sample1\"\n", - "type=\"train\"\n", - "\n", - "i=2500\n", - "df_train, df_test, sat_imgs_datasets = run_model.create_train_test_dataframes(\n", - " savename,\n", - " small_sample=False\n", - ")\n", - "\n", - "# initialize iterators & params\n", - "iteration = 0\n", - "is_correct_type = False\n", - "image = np.zeros(shape=(nbands, 0, 0))\n", - "total_bands = nbands * len(stacked_images)\n", - "img_correct_shape = (total_bands, image_size, image_size)\n", - "\n", - "# Get link, dataset and indicator value of the corresponding index\n", - "polygon = df_train.iloc[i][\"geometry\"]\n", - "value = df_train.iloc[i][\"var\"]\n", - "link_dataset = sat_imgs_datasets[df_train.iloc[i][\"dataset\"]]\n", - "\n", - "while (is_correct_type == False) & (iteration<=5):\n", - "\n", - " # Generate the image\n", - " image, boundaries = utils.stacked_image_from_census_tract(\n", - " dataset=link_dataset,\n", - " polygon=polygon,\n", - " img_size=image_size,\n", - " n_bands=nbands,\n", - " stacked_images=stacked_images,\n", - " )\n", - "\n", - " # (1) Image has to have the correct shape\n", - " if image.shape == img_correct_shape:\n", - " # (2) Image has to fall in train or test side\n", - " is_correct_type = build_dataset.assert_train_test_datapoint(\n", - " boundaries, wanted_type=type\n", - " )\n", - "\n", - " iteration +=1\n", - "\n", - "if iteration>=5:\n", - " print(f\"More than 5 interations for link {df_train.iloc[i]['link']}, moving to next link...\")\n", - " # image = np.zeros(shape=(resizing_size, resizing_size, total_bands))\n", - " # value = 0\n", - "\n", - "# Reduce quality and process image\n", - "image = utils.process_image(image, resizing_size=resizing_size)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[[134, 127, 124, 162],\n", - " [ 99, 98, 91, 140],\n", - " [102, 103, 92, 163],\n", - " ...,\n", - " [ 74, 69, 64, 91],\n", - " [126, 113, 101, 133],\n", - " [254, 249, 238, 252]],\n", - "\n", - " [[215, 200, 201, 233],\n", - " [132, 128, 124, 172],\n", - " [101, 102, 96, 154],\n", - " ...,\n", - " [ 69, 58, 49, 94],\n", - " [ 68, 54, 51, 75],\n", - " [191, 177, 162, 189]],\n", - "\n", - " [[224, 208, 208, 236],\n", - " [185, 178, 176, 220],\n", - " [108, 104, 102, 146],\n", - " ...,\n", - " [ 70, 57, 53, 118],\n", - " [ 60, 57, 56, 85],\n", - " [112, 100, 85, 117]],\n", - "\n", - " ...,\n", - "\n", - " [[ 58, 63, 56, 79],\n", - " [ 26, 29, 27, 38],\n", - " [ 33, 36, 36, 36],\n", - " ...,\n", - " [ 93, 78, 70, 135],\n", - " [ 87, 77, 65, 137],\n", - " [ 75, 71, 56, 141]],\n", - "\n", - " [[ 65, 71, 67, 101],\n", - " [ 22, 21, 23, 28],\n", - " [ 36, 33, 40, 34],\n", - " ...,\n", - " [ 76, 69, 61, 135],\n", - " [ 71, 66, 56, 140],\n", - " [ 69, 68, 55, 153]],\n", - "\n", - " [[ 37, 39, 39, 50],\n", - " [ 39, 40, 45, 45],\n", - " [ 55, 55, 70, 60],\n", - " ...,\n", - " [ 71, 68, 63, 149],\n", - " [ 64, 63, 58, 149],\n", - " [ 59, 60, 51, 147]]], dtype=uint8)" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[[ 88, 87, 84, 86],\n", - " [ 87, 88, 83, 86],\n", - " [ 80, 83, 78, 85],\n", - " ...,\n", - " [ 73, 79, 73, 143],\n", - " [ 72, 78, 72, 135],\n", - " [ 76, 80, 76, 136]],\n", - "\n", - " [[ 93, 93, 88, 95],\n", - " [ 92, 92, 87, 95],\n", - " [ 90, 89, 84, 93],\n", - " ...,\n", - " [ 77, 80, 75, 134],\n", - " [ 76, 80, 75, 128],\n", - " [ 78, 84, 80, 129]],\n", - 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"metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import earthpy.plot as ep\n", - "ep.plot_rgb(np.moveaxis(image,2,0))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import build_dataset\n", - "import utils\n", - "from importlib import reload\n", - "\n", - "# Load datasets\n", - "datasets, extents = build_dataset.load_satellite_datasets()\n", - "icpag = build_dataset.load_icpag_dataset()\n", - "icpag = build_dataset.assign_datasets_to_gdf(icpag, extents, verbose=False)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "df = pd.read_csv(r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_size256_tiles1_sample10_nostack/mobnet_v3_size256_tiles1_sample10_nostack_history.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3 is >=3\n", - "3 is >=3\n", - "3 is >=3\n", - "3 is >=3\n" - ] - } - ], - "source": [ - "for i in range(1,5):\n", - " counter = 0\n", - " while 2==2:\n", - " if counter>=3:\n", - " print(f\"{counter} is >=3\")\n", - " break\n", - " counter+=1" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading dataset...\n", - "Links without images: 4159 out of 10955\n", - "Dataset loaded!\n", - "Cleaning dataset...\n", - "\n", - "Size of test dataset: 18.79% (2058 census tracts)\n", - "Size of train dataset: 78.00% (8545 census tracts)\n", - "Deleted images due to train/test overlapping: 3.21% (352 census tracts))\n", - "Se creó el archivo: /mnt/d/Maestría/Tesis/Repo/data/data_out/test_datasets/mobnet_v3_size256_tiles1_sample10_nostack_test_dataframe.feather\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/pandas/core/dtypes/cast.py:1641: DeprecationWarning: np.find_common_type is deprecated. Please use `np.result_type` or `np.promote_types`.\n", - "See https://numpy.org/devdocs/release/1.25.0-notes.html and the docs for more information. (Deprecated NumPy 1.25)\n", - " return np.find_common_type(types, [])\n", - "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/pandas/core/algorithms.py:522: DeprecationWarning: np.find_common_type is deprecated. Please use `np.result_type` or `np.promote_types`.\n", - "See https://numpy.org/devdocs/release/1.25.0-notes.html and the docs for more information. (Deprecated NumPy 1.25)\n", - " common = np.find_common_type([values.dtype, comps_array.dtype], [])\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Se creó el archivo: /mnt/d/Maestría/Tesis/Repo/data/data_out/train_datasets/mobnet_v3_size256_tiles1_sample10_nostack_train_dataframe.feather\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 16/8545 [00:00<03:27, 41.10it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 020030110, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 25/8545 [00:00<04:00, 35.46it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 020031606, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 2%|▏ | 130/8545 [00:02<01:58, 70.88it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 020050409, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 9%|▊ | 733/8545 [00:11<01:55, 67.46it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 020072208, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 19%|█▉ | 1612/8545 [00:29<01:40, 68.94it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 020121801, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 61%|██████ | 5185/8545 [02:01<01:08, 49.25it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "More than 5 interations for link 064342612, moving to next link...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 95%|█████████▍| 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11510 rows × 153 columns

\n", + "" + ], "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import earthpy.plot as ep\n", - "import geopandas as gpd\n", - "import utils\n", - "import run_model\n", - "import build_dataset\n", - "from tqdm import tqdm\n", - "import numpy as np\n", - "\n", - "image_size = 512\n", - "resizing_size = 128\n", - "stacked_images = [1,4]\n", - "nbands = 4 \n", - "total_bands = nbands * len(stacked_images)\n", - "savename = f\"mobnet_v3_size256_tiles1_sample10_nostack\"\n", - "type = \"train\"\n", - "\n", - "split = gpd.read_parquet(\"/mnt/d/Maestría/Tesis/QGis/train_test_split.parquet\")\n", - "\n", - "df_subset, df_test, sat_img_dataset = run_model.create_train_test_dataframes(\n", - " savename,\n", - " small_sample=False\n", - ")\n", - "\n", - "\n", - "for i in tqdm(range(df_subset.shape[0])):\n", - "\n", - " iteration = 0\n", - " is_correct_type = False\n", - " image = np.zeros(shape=(nbands, 0, 0))\n", - " img_correct_shape = (total_bands, image_size, image_size)\n", - "\n", - " # Get link, dataset and indicator value of the corresponding index\n", - " polygon = df_subset.iloc[i][\"geometry\"]\n", - " value = df_subset.iloc[i][\"var\"]\n", - " link_dataset = sat_img_dataset[df_subset.iloc[i][\"dataset\"]]\n", - " \n", - " while (is_correct_type == False) & (iteration<=5):\n", - " \n", - " # Generate the image\n", - " image, boundaries = utils.stacked_image_from_census_tract(\n", - " dataset=link_dataset,\n", - " polygon=polygon,\n", - " img_size=image_size,\n", - " n_bands=nbands,\n", - " stacked_images=stacked_images,\n", - " )\n", - " \n", - " # (1) Image has to have the correct shape\n", - " if image.shape == img_correct_shape:\n", - " # (2) Image has to fall in train or test side\n", - " is_correct_type = build_dataset.assert_train_test_datapoint(\n", - " boundaries, wanted_type=type\n", - " )\n", - "\n", - " iteration +=1\n", - " \n", - " if iteration>=5:\n", - " print(f\"More than 5 interations for link {df_subset.iloc[i]['link']}, moving to next link...\")\n", - " image = np.zeros(shape=(nbands, 0, 0))\n", - " value = -999_999\n", - " continue\n", - " \n", - " # Reduce quality and process image\n", - " image = utils.process_image(image, resizing_size=resizing_size)\n", - "\n", - " # Augment dataset\n", - " if type == \"train\":\n", - " # image = utils.augment_image(image)\n", - " image = image" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "fig, ax = plt.subplots()\n", - "ax.plot(*polygon.exterior.xy, color=\"red\")\n", - "df_subset.plot(ax=ax, color=\"black\", edgecolor='black')\n", - "split.plot(ax=ax, color=\"white\", edgecolor='blue')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from shapely import Polygon\n", - "\n", - "# Create a Shapely Polygon\n", - "polygon = Polygon([\n", - " (boundaries[0], boundaries[1]),\n", - " (boundaries[2], boundaries[1]),\n", - " (boundaries[2], boundaries[3]),\n", - " (boundaries[0], boundaries[3]),\n", - "])\n", - "\n", - "polygon\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import earthpy.plot as ep\n", - "import matplotlib.pyplot as plt\n", - "fig, ax = plt.subplots()\n", - "ep.plot_rgb(image, ax=ax)\n", - "plt.savefig(\"test_imga.png\", bbox_inches='tight')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "importlib.reload(build_dataset)\n", - "grid = gpd.read_parquet(r\"/mnt/d/Maestría/Tesis/Repo/data/data_in/Grillas/grid_size128_tiles1.parquet\")\n", - "grid_2 = build_dataset.assign_datasets_to_gdf(grid, extents, verbose=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from shapely import Polygon\n", - "VILLA_31 = [[-58.3942356256,-34.5947320752],[-58.3679285222,-34.5947320752],[-58.3679285222,-34.5760771024],[-58.3942356256,-34.5760771024],[-58.3942356256,-34.5947320752]]\n", - "VILLA_21_24 = [[-58.4108331428,-34.6551111569],[-58.3944394813,-34.6551111569],[-58.3944394813,-34.6437196838],[-58.4108331428,-34.6437196838],[-58.4108331428,-34.6551111569]]\n", - "PARQUE_LELOIR = [[-58.67620171,-34.6352316984],[-58.6650723329,-34.6352316984],[-58.6650723329,-34.6252500848],[-58.67620171,-34.6252500848],[-58.67620171,-34.6352316984]]\n", - "ADROGUE_CHICO = [[-58.409929469,-34.817989341],[-58.3966363097,-34.817989341],[-58.3966363097,-34.8070532351],[-58.409929469,-34.8070532351],[-58.409929469,-34.817989341]]\n", - "ADROGUE_CHICO = [[x, y+.003] for x,y in ADROGUE_CHICO]\n", - "import importlib\n", - "importlib.reload(utils)\n", - "poly = Polygon(ADROGUE_CHICO)\n", - "\n", - "datasets, extents = build_dataset.load_satellite_datasets()\n", - "utils.get_dataset_for_polygon(poly, extents)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "gdf = gpd.GeoDataFrame(geometry=[Polygon(ADROGUE_CHICO)] + [Polygon(extent) for extent in extents.values()])\n", - "gdf.set_crs(epsg=4326).explore()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "icpag.ln_pred_inc_mean.quantile(.99)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import grid_predictions\n", - "importlib.reload(grid_predictions)\n", - "BELLAVISTA = [[-58.7013553135,-34.5908167952],[-58.6871646388,-34.5908167952],[-58.6871646388,-34.5802173929],[-58.7013553135,-34.5802173929],[-58.7013553135,-34.5908167952]]\n", - "\n", - "grid_predictions.plot_example(PARQUE_LELOIR, \"mobnet_v3_size128_tiles1_sample1\", \"img_savename\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + " index link AREA PERIMETER PAISXRAD10 PAISXRAD_1 PROV \\\n", + "0 1 020010201 27667.875 921.090 31535 31535 2 \n", + "1 2 020010202 17843.625 770.726 31544 31544 2 \n", + "2 3 020010203 11074.875 527.720 31609 31609 2 \n", + "3 4 020010204 137269.750 1831.369 31549 31549 2 \n", + "4 5 020010205 9848.250 547.613 31638 31638 2 \n", + "... ... ... ... ... ... ... ... \n", + "11505 15938 068821603 180729.563 1740.654 26266 26266 6 \n", + "11506 15940 068821605 175332.125 1840.032 26296 26296 6 \n", + "11507 15941 068821606 94599.250 1231.666 26293 26293 6 \n", + "11508 15942 068821607 126731.000 1794.270 26294 26294 6 \n", + "11509 15944 068821701 159211.000 1817.617 26254 26254 6 \n", + "\n", + " DEPTO FRAC RADIO TIPO link_dpto departamen \\\n", + "0 1 2 1 U 2001 Comuna 1 \n", + "1 1 2 2 U 2001 Comuna 1 \n", + "2 1 2 3 U 2001 Comuna 1 \n", + "3 1 2 4 U 2001 Comuna 1 \n", + "4 1 2 5 U 2001 Comuna 1 \n", + "... ... ... ... ... ... ... \n", + "11505 882 16 3 U 6882 Zárate \n", + "11506 882 16 5 U 6882 Zárate \n", + "11507 882 16 6 U 6882 Zárate \n", + "11508 882 16 7 U 6882 Zárate \n", + "11509 882 17 1 U 6882 Zárate \n", + "\n", + " provincia eph_codagl eph_aglome codaglo \\\n", + "0 Ciudad Autónoma de Buenos Aires 1.0 CABA 1.0 \n", + "1 Ciudad Autónoma de Buenos Aires 1.0 CABA 1.0 \n", + "2 Ciudad Autónoma de Buenos Aires 1.0 CABA 1.0 \n", + "3 Ciudad Autónoma de Buenos Aires 1.0 CABA 1.0 \n", + "4 Ciudad Autónoma de Buenos Aires 1.0 CABA 1.0 \n", + "... ... ... ... ... \n", + "11505 Buenos Aires NaN None NaN \n", + "11506 Buenos Aires NaN None NaN \n", + "11507 Buenos Aires NaN None NaN \n", + "11508 Buenos Aires NaN None NaN \n", + "11509 Buenos Aires NaN None NaN \n", + "\n", + " aglomerado aglo_eph AMBA_legal rmin rmax rminp50 \\\n", + "0 Gran Buenos Aires 1 1 0.619610 0.280022 0.681818 \n", + "1 Gran Buenos Aires 1 1 0.560548 0.220684 0.588210 \n", + "2 Gran Buenos Aires 1 1 0.600326 0.253551 0.625186 \n", + "3 Gran Buenos Aires 1 1 0.608166 0.247386 0.641021 \n", + "4 Gran Buenos Aires 1 1 0.624579 0.283721 0.687118 \n", + "... ... ... ... ... ... ... \n", + "11505 None 0 1 0.764529 0.464200 0.805686 \n", + "11506 None 0 1 0.578979 0.273402 0.610420 \n", + "11507 None 0 1 0.623659 0.304802 0.668685 \n", + "11508 None 0 1 0.532425 0.220590 0.555499 \n", + "11509 None 0 1 0.589098 0.283901 0.605555 \n", + "\n", + " rminp25 rminp75 rmaxp50 rmaxp25 rmaxp75 p_usd \\\n", + "0 0.820180 0.453476 0.242412 0.426968 0.050497 NaN \n", + "1 0.783884 0.348708 0.142617 0.360114 0.024011 NaN \n", + "2 0.817743 0.436993 0.178219 0.445302 0.042534 NaN \n", + "3 0.788357 0.434717 0.202622 0.392669 0.059229 NaN \n", + "4 0.826576 0.456547 0.230466 0.468422 0.064976 NaN \n", + "... ... ... ... ... ... ... \n", + "11505 0.910179 0.665564 0.476643 0.638591 0.288586 137160.713542 \n", + "11506 0.767858 0.401689 0.245391 0.423887 0.081152 NaN \n", + "11507 0.825079 0.441883 0.266232 0.470892 0.105613 NaN \n", + "11508 0.707659 0.373866 0.180610 0.323602 0.066607 NaN \n", + "11509 0.774805 0.430931 0.239275 0.437069 0.107355 NaN \n", + "\n", + " pm2 obs_pm2 pm2_2019 obs_pm2_19 p_usd_2019 personas \\\n", + "0 NaN NaN NaN NaN NaN 478.0 \n", + "1 NaN NaN NaN NaN NaN 401.0 \n", + "2 NaN NaN NaN NaN NaN 337.0 \n", + "3 NaN 1.0 NaN NaN NaN 602.0 \n", + "4 NaN NaN NaN NaN NaN 307.0 \n", + "... ... ... ... ... ... ... \n", + "11505 658.120239 3.0 NaN 1.0 NaN 1257.0 \n", + "11506 NaN NaN NaN NaN NaN 1855.0 \n", + "11507 NaN NaN NaN NaN NaN 876.0 \n", + "11508 NaN NaN NaN NaN NaN 1171.0 \n", + "11509 NaN NaN NaN NaN NaN 1279.0 \n", + "\n", + " viv_part lvp1bvp50 lvpra_1bvp lvprf_1bvp lvp1bv lvpra_1bv \\\n", + "0 148.0 10.844771 10.831049 10.777167 10.877172 10.867416 \n", + "1 124.0 10.844771 10.826484 10.772602 10.848619 10.835356 \n", + "2 104.0 10.763831 10.745989 10.692107 10.855235 10.840245 \n", + "3 120.0 11.070850 11.073427 11.019547 11.100096 11.091830 \n", + "4 82.0 10.967051 10.953853 10.899971 10.985381 10.974727 \n", + "... ... ... ... ... ... ... \n", + "11505 480.0 11.148437 11.148297 11.219696 11.053320 11.052107 \n", + "11506 444.0 10.869849 10.871779 10.943178 10.889217 10.888699 \n", + "11507 258.0 10.959810 10.962584 11.033983 10.896825 10.895422 \n", + "11508 302.0 10.648904 10.650039 10.721437 10.677957 10.677784 \n", + "11509 351.0 10.869849 10.871779 10.943178 10.856633 10.857391 \n", + "\n", + " lvprf_1bv superficie den_p rural1 rural2 urbano mergelvp \\\n", + "0 10.813536 27321.00 174.956993 0.0 0.0 1.0 3 \n", + "1 10.781474 17702.00 226.528076 0.0 0.0 1.0 3 \n", + "2 10.786364 10962.88 307.400975 0.0 0.0 1.0 3 \n", + "3 11.037949 136260.50 44.180082 0.0 0.0 1.0 3 \n", + "4 10.920846 9769.75 314.235267 0.0 0.0 1.0 3 \n", + "... ... ... ... ... ... ... ... \n", + "11505 11.123506 180718.51 69.555686 0.0 0.0 1.0 3 \n", + "11506 10.960097 175340.96 105.793877 0.0 0.0 1.0 3 \n", + "11507 10.966822 94554.53 92.644953 0.0 0.0 1.0 3 \n", + "11508 10.749183 126777.79 92.366336 0.0 0.0 1.0 3 \n", + "11509 10.928790 159120.08 80.379547 0.0 0.0 1.0 3 \n", + "\n", + " objectid_1 cod_fra provdep oid_ objectid link_1 cod_fra_1 \\\n", + "0 0.0 200102 2001 49493.0 49494.0 20010201 200102 \n", + "1 0.0 200102 2001 49500.0 49501.0 20010202 200102 \n", + "2 0.0 200102 2001 49528.0 49529.0 20010203 200102 \n", + "3 0.0 200102 2001 49498.0 49499.0 20010204 200102 \n", + "4 0.0 200102 2001 49547.0 49548.0 20010205 200102 \n", + "... ... ... ... ... ... ... ... \n", + "11505 15259.0 688216 6882 15258.0 15259.0 68821603 688216 \n", + "11506 12431.0 688216 6882 12430.0 12431.0 68821605 688216 \n", + "11507 7536.0 688216 6882 7535.0 7536.0 68821606 688216 \n", + "11508 7360.0 688216 6882 7359.0 7360.0 68821607 688216 \n", + "11509 16991.0 688217 6882 16990.0 16991.0 68821701 688217 \n", + "\n", + " provdep_1 indicetmi rrbn rrsc pa_complem varon mujer totalpobl \\\n", + "0 2001 0.911244 3.75 9.0 0.00 0.0 0.0 11243.0 \n", + "1 2001 0.911244 3.75 9.0 0.00 0.0 0.0 11243.0 \n", + "2 2001 0.911244 3.75 9.0 0.00 0.0 0.0 11243.0 \n", + "3 2001 0.911244 3.75 9.0 0.00 0.0 0.0 11243.0 \n", + "4 2001 0.911244 3.75 9.0 0.00 0.0 0.0 11243.0 \n", + "... ... ... ... ... ... ... ... ... \n", + "11505 6882 0.826908 3.35 4.0 7.75 602.0 655.0 1257.0 \n", + "11506 6882 0.826908 3.35 4.0 7.75 941.0 914.0 1855.0 \n", + "11507 6882 0.826908 3.35 4.0 7.75 448.0 428.0 876.0 \n", + "11508 6882 0.826908 3.35 4.0 7.75 593.0 578.0 1171.0 \n", + "11509 6882 0.826908 3.35 4.0 7.75 644.0 635.0 1279.0 \n", + "\n", + " poblnoasis poblmenpri f_edmen1ri indedmen1r univcompl f_edunv \\\n", + "0 245.0 24.0 9.795918 0.821728 7.0 2.857143 \n", + "1 210.0 30.0 14.285714 0.726282 2.0 0.952381 \n", + "2 186.0 21.0 11.290323 0.789959 5.0 2.688172 \n", + "3 294.0 30.0 10.204082 0.813051 1.0 0.340136 \n", + "4 148.0 17.0 11.486486 0.785789 2.0 1.351351 \n", + "... ... ... ... ... ... ... \n", + "11505 856.0 83.0 9.696262 0.823846 33.0 3.855140 \n", + "11506 1128.0 117.0 10.372340 0.809474 9.0 0.797872 \n", + "11507 564.0 92.0 16.312057 0.683205 5.0 0.886525 \n", + "11508 671.0 82.0 12.220566 0.770184 3.0 0.447094 \n", + "11509 758.0 77.0 10.158311 0.814024 8.0 1.055409 \n", + "\n", + " indeduniv pobhogpart hacinam f__hacinam indhacinam sinretrete \\\n", + "0 0.062937 473.0 222.0 46.443515 0.487223 73.0 \n", + "1 0.017651 401.0 266.0 66.334165 0.231428 8.0 \n", + "2 0.058920 337.0 189.0 56.083086 0.363258 14.0 \n", + "3 0.003094 602.0 272.0 45.182724 0.503437 1.0 \n", + "4 0.027136 307.0 146.0 47.557003 0.472904 12.0 \n", + "... ... ... ... ... ... ... \n", + "11505 0.086665 1257.0 255.0 20.286396 0.823606 1.0 \n", + "11506 0.013977 1855.0 620.0 33.423181 0.654666 23.0 \n", + "11507 0.016085 876.0 275.0 31.392694 0.680778 21.0 \n", + "11508 0.005637 1171.0 398.0 33.988044 0.647402 12.0 \n", + "11509 0.020100 1279.0 331.0 25.879593 0.751677 23.0 \n", + "\n", + " f__sinretr indsinretr poblsinobr inundsi inundno inundtotal \\\n", + "0 15.271967 0.646930 271.0 2417.0 8753.0 11170.0 \n", + "1 1.995012 0.958157 257.0 2417.0 8753.0 11170.0 \n", + "2 4.154303 0.907541 202.0 2417.0 8753.0 11170.0 \n", + "3 0.166113 1.001029 321.0 2417.0 8753.0 11170.0 \n", + "4 3.908795 0.913296 148.0 2417.0 8753.0 11170.0 \n", + "... ... ... ... ... ... ... \n", + "11505 0.079554 1.003058 154.0 1799.0 8333.0 10132.0 \n", + "11506 1.239892 0.975858 698.0 1799.0 8333.0 10132.0 \n", + "11507 2.397260 0.948728 594.0 1799.0 8333.0 10132.0 \n", + "11508 1.024765 0.980901 0.0 1799.0 8333.0 10132.0 \n", + "11509 1.798280 0.962769 573.0 2175.0 10304.0 12479.0 \n", + "\n", + " basusi basuno basutotal villasi villano villatotal var¥n \\\n", + "0 7136.0 4034.0 11170.0 10991.0 179.0 11170.0 5633.0 \n", + "1 7136.0 4034.0 11170.0 10991.0 179.0 11170.0 5633.0 \n", + "2 7136.0 4034.0 11170.0 10991.0 179.0 11170.0 5633.0 \n", + "3 7136.0 4034.0 11170.0 10991.0 179.0 11170.0 5633.0 \n", + "4 7136.0 4034.0 11170.0 10991.0 179.0 11170.0 5633.0 \n", + "... ... ... ... ... ... ... ... \n", + "11505 1020.0 9112.0 10132.0 0.0 10132.0 10132.0 5035.0 \n", + "11506 1020.0 9112.0 10132.0 0.0 10132.0 10132.0 5035.0 \n", + "11507 1020.0 9112.0 10132.0 0.0 10132.0 10132.0 5035.0 \n", + "11508 1020.0 9112.0 10132.0 0.0 10132.0 10132.0 5035.0 \n", + "11509 4638.0 7841.0 12479.0 2041.0 10438.0 12479.0 6312.0 \n", + "\n", + " mujer1 totalpob_1 f_pobinund f_pobbasu f_pobvilla indinund \\\n", + "0 5610.0 11243.0 21.497821 63.470604 97.758605 0.607274 \n", + "1 5610.0 11243.0 21.497821 63.470604 97.758605 0.607274 \n", + "2 5610.0 11243.0 21.497821 63.470604 97.758605 0.607274 \n", + "3 5610.0 11243.0 21.497821 63.470604 97.758605 0.607274 \n", + "4 5610.0 11243.0 21.497821 63.470604 97.758605 0.607274 \n", + "... ... ... ... ... ... ... \n", + "11505 5166.0 10201.0 17.635526 9.999020 0.000000 0.677831 \n", + "11506 5166.0 10201.0 17.635526 9.999020 0.000000 0.677831 \n", + "11507 5166.0 10201.0 17.635526 9.999020 0.000000 0.677831 \n", + "11508 5166.0 10201.0 17.635526 9.999020 0.000000 0.677831 \n", + "11509 6167.0 12479.0 17.429281 37.166440 16.355477 0.681599 \n", + "\n", + " indbasu indvilla indpa p1305 link2 f_sobsocia indobsoc \\\n", + "0 -0.177562 -0.421323 0.002796 478.0 20010201.0 2.410389 0.969388 \n", + "1 -0.177562 -0.421323 0.002796 401.0 20010202.0 2.285867 0.970969 \n", + "2 -0.177562 -0.421323 0.002796 337.0 20010203.0 1.796673 0.977182 \n", + "3 -0.177562 -0.421323 0.002796 602.0 20010204.0 2.855110 0.963740 \n", + "4 -0.177562 -0.421323 0.002796 307.0 20010205.0 1.316375 0.983282 \n", + "... ... ... ... ... ... ... ... \n", + "11505 0.814489 1.000000 0.830774 1029.0 68821603.0 1.509656 0.980827 \n", + "11506 0.814489 1.000000 0.830774 2769.0 68821605.0 6.842466 0.913101 \n", + "11507 0.814489 1.000000 0.830774 1494.0 68821606.0 5.822959 0.926048 \n", + "11508 0.814489 1.000000 0.830774 0.0 NaN 0.000000 1.000000 \n", + "11509 0.310456 0.762206 0.584753 1488.0 68821701.0 4.591714 0.941685 \n", + "\n", + " icv2010 mergeicv cprov nprov CicvNr CicvNp CicvNv CrmaxNr \\\n", + "0 5.180043 3 2.0 2.0 5.0 5.0 4.0 48.0 \n", + "1 5.096323 3 2.0 2.0 5.0 4.0 3.0 37.0 \n", + "2 5.288696 3 2.0 2.0 6.0 6.0 5.0 44.0 \n", + "3 5.476187 3 2.0 2.0 8.0 8.0 6.0 42.0 \n", + "4 5.374243 3 2.0 2.0 7.0 7.0 5.0 49.0 \n", + "... ... ... ... ... ... ... ... ... \n", + "11505 6.941458 3 68.0 1.0 47.0 51.0 42.0 73.0 \n", + "11506 6.590531 3 68.0 1.0 34.0 38.0 30.0 47.0 \n", + "11507 6.478299 3 68.0 1.0 30.0 34.0 26.0 52.0 \n", + "11508 6.627578 3 68.0 1.0 36.0 39.0 31.0 37.0 \n", + "11509 6.221670 3 68.0 1.0 23.0 25.0 19.0 49.0 \n", + "\n", + " CrmaxNp CrmaxNv Crmaxp50Nr Crmaxp50Np Crmaxp50Nv Crmaxp25Nr \\\n", + "0 49.0 39.0 50.0 51.0 41.0 48.0 \n", + "1 37.0 29.0 34.0 33.0 26.0 40.0 \n", + "2 44.0 35.0 40.0 40.0 32.0 50.0 \n", + "3 43.0 34.0 44.0 45.0 36.0 44.0 \n", + "4 50.0 40.0 48.0 49.0 39.0 53.0 \n", + "... ... ... ... ... ... ... \n", + "11505 75.0 65.0 74.0 75.0 66.0 70.0 \n", + "11506 48.0 38.0 50.0 51.0 42.0 48.0 \n", + "11507 53.0 43.0 53.0 54.0 44.0 53.0 \n", + "11508 37.0 29.0 41.0 41.0 32.0 36.0 \n", + "11509 50.0 40.0 50.0 50.0 41.0 49.0 \n", + "\n", + " Crmaxp25Np Crmaxp25Nv Crmaxp75Nr Crmaxp75Np Crmaxp75Nv CicvPr \\\n", + "0 48.0 39.0 37.0 37.0 30.0 3.0 \n", + "1 40.0 31.0 24.0 23.0 18.0 3.0 \n", + "2 51.0 41.0 34.0 34.0 27.0 4.0 \n", + "3 44.0 35.0 40.0 41.0 32.0 4.0 \n", + "4 53.0 44.0 42.0 43.0 34.0 4.0 \n", + "... ... ... ... ... ... ... \n", + "11505 72.0 62.0 75.0 77.0 68.0 51.0 \n", + "11506 48.0 39.0 46.0 47.0 38.0 36.0 \n", + "11507 54.0 44.0 52.0 53.0 44.0 31.0 \n", + "11508 35.0 27.0 42.0 43.0 34.0 37.0 \n", + "11509 50.0 40.0 52.0 54.0 44.0 23.0 \n", + "\n", + " CicvPp CicvPv CrmaxPr CrmaxPp CrmaxPv Crmaxp50Pr Crmaxp50Pp \\\n", + "0 5.0 3.0 4.0 6.0 3.0 4.0 7.0 \n", + "1 5.0 3.0 2.0 3.0 2.0 2.0 2.0 \n", + "2 6.0 3.0 4.0 6.0 3.0 3.0 4.0 \n", + "3 6.0 3.0 3.0 5.0 2.0 4.0 6.0 \n", + "4 6.0 3.0 4.0 6.0 3.0 4.0 6.0 \n", + "... ... ... ... ... ... ... ... \n", + "11505 61.0 50.0 69.0 73.0 63.0 70.0 73.0 \n", + "11506 47.0 37.0 38.0 44.0 34.0 42.0 47.0 \n", + "11507 43.0 33.0 44.0 49.0 39.0 45.0 50.0 \n", + "11508 49.0 38.0 27.0 32.0 24.0 31.0 36.0 \n", + "11509 33.0 24.0 41.0 45.0 35.0 41.0 46.0 \n", + "\n", + " Crmaxp50Pv Crmaxp25Pr Crmaxp25Pp Crmaxp25Pv Crmaxp75Pr Crmaxp75Pp \\\n", + "0 3.0 4.0 6.0 3.0 3.0 4.0 \n", + "1 1.0 3.0 4.0 2.0 1.0 2.0 \n", + "2 2.0 4.0 6.0 3.0 3.0 4.0 \n", + "3 3.0 3.0 5.0 3.0 4.0 5.0 \n", + "4 3.0 4.0 7.0 3.0 4.0 6.0 \n", + "... ... ... ... ... ... ... \n", + "11505 64.0 66.0 69.0 60.0 72.0 76.0 \n", + "11506 37.0 39.0 44.0 34.0 37.0 43.0 \n", + "11507 39.0 45.0 49.0 39.0 43.0 49.0 \n", + "11508 27.0 25.0 30.0 22.0 32.0 38.0 \n", + "11509 36.0 41.0 46.0 35.0 44.0 49.0 \n", + "\n", + " Crmaxp75Pv tasa_activ tasa_emple tasa_desoc total total_val \\\n", + "0 2.0 70.45 66.87 5.08 162 161.0 \n", + "1 1.0 66.17 60.53 8.52 132 128.0 \n", + "2 2.0 68.03 61.07 10.24 104 104.0 \n", + "3 3.0 73.33 69.05 5.84 164 163.0 \n", + "4 3.0 66.51 60.77 8.63 95 95.0 \n", + "... ... ... ... ... ... ... \n", + "11505 67.0 64.38 62.79 2.47 441 441.0 \n", + "11506 33.0 69.96 64.01 8.51 465 465.0 \n", + "11507 39.0 62.54 58.01 7.25 254 254.0 \n", + "11508 29.0 70.33 65.45 6.94 311 311.0 \n", + "11509 39.0 68.04 64.02 5.91 353 353.0 \n", + "\n", + " con_nbi sin_nbi nbi_rc nbi_rc_val icpagNabs CicpagNv icpag \\\n", + "0 43 118 0.265432 0.267081 -1.199170 7.0 0.07 \n", + "1 26 102 0.196970 0.203125 -1.224758 7.0 0.07 \n", + "2 25 79 0.240385 0.240385 -1.149043 8.0 0.08 \n", + "3 23 140 0.140244 0.141104 -0.913396 13.0 0.13 \n", + "4 16 79 0.168421 0.168421 -0.949939 12.0 0.12 \n", + "... ... ... ... ... ... ... ... \n", + "11505 18 423 0.040816 0.040816 0.278164 54.0 0.54 \n", + "11506 38 427 0.081720 0.081720 -0.247882 33.0 0.33 \n", + "11507 24 230 0.094488 0.094488 -0.273091 32.0 0.32 \n", + "11508 28 283 0.090032 0.090032 -0.324438 30.0 0.30 \n", + "11509 36 317 0.101983 0.101983 -0.440080 26.0 0.26 \n", + "\n", + " geometry pred_inc_mean \\\n", + "0 POLYGON ((-58.38915 -34.57818, -58.38888 -34.5... 621.090332 \n", + "1 POLYGON ((-58.38836 -34.57901, -58.38903 -34.5... 555.298645 \n", + "2 POLYGON ((-58.38597 -34.57946, -58.38574 -34.5... 556.560547 \n", + "3 POLYGON ((-58.38557 -34.57822, -58.38546 -34.5... 539.215393 \n", + "4 POLYGON ((-58.38488 -34.58003, -58.38409 -34.5... 595.683533 \n", + "... ... ... \n", + "11505 POLYGON ((-59.02049 -34.10900, -59.02140 -34.1... 682.852478 \n", + "11506 POLYGON ((-59.03008 -34.11309, -59.02973 -34.1... 487.149292 \n", + "11507 POLYGON ((-59.03375 -34.11190, -59.03275 -34.1... 516.849487 \n", + "11508 POLYGON ((-59.03300 -34.11462, -59.03374 -34.1... 403.142609 \n", + "11509 POLYGON ((-59.04167 -34.10724, -59.04112 -34.1... 464.186310 \n", + "\n", + " ln_pred_inc_mean pred_inc_p50 ln_pred_inc_p50 var \n", + "0 6.222483 544.032959 6.299010 -0.528243 \n", + "1 6.122287 510.413269 6.235210 -0.733504 \n", + "2 6.151028 530.315308 6.273471 -0.674626 \n", + "3 6.130206 464.980469 6.141995 -0.717283 \n", + "4 6.200062 546.367493 6.303292 -0.574175 \n", + "... ... ... ... ... \n", + "11505 6.425304 631.276733 6.447744 -0.112742 \n", + "11506 6.034157 447.951660 6.104685 -0.914049 \n", + "11507 6.097087 507.968719 6.230420 -0.785129 \n", + "11508 5.849871 361.711609 5.890847 -1.291579 \n", + "11509 5.989138 404.327789 6.002226 -1.006276 \n", + "\n", + "[11510 rows x 153 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "'pansharpened_6741387101_R1C1'" + "import build_dataset\n", + "build_dataset.load_icpag_dataset(variable=\"ln_pred_inc_mean\", trim=True)" ] }, { @@ -1517,7 +2634,7 @@ "outputs": [], "source": [ "link = icpag.sample(1).link.values[0]\n", - "ds = build_dataset.get_dataset_for_gdf(icpag, datasets, link)" + "ds = build_dataset.get_dataset_for_link(icpag, datasets, link)" ] }, { @@ -1551,6 +2668,95 @@ "# df_test = gpd.read_feather(rf\"{path_dataout}/test_datasets/test_dataframe.feather\")\n" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "arr = np.load(r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/test_datasets/test_size384_tiles1_stacked1/test_068051414.npy\")\n", + "plt.imshow(arr[1,:,:,:3])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from shapely import Polygon\n", + "P = Polygon([[0, 0], [1, 0], [1, 1], [0, 1]])\n", + "\n", + "P.centroid.x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "arr = np.load(r\"/mnt/d/Maestría/Tesis/Repo/outputs/test_example_1_imgs.npy\")\n", + "plt.imshow(arr[1,:,:,:3])" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1563,9 +2769,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-03 21:06:39.736176: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-12-03 21:06:41.727514: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/tensorflow_addons/utils/tfa_eol_msg.py:23: UserWarning: \n", + "\n", + "TensorFlow Addons (TFA) has ended development and introduction of new features.\n", + "TFA has entered a minimal maintenance and release mode until a planned end of life in May 2024.\n", + "Please modify downstream libraries to take dependencies from other repositories in our TensorFlow community (e.g. Keras, Keras-CV, and Keras-NLP). \n", + "\n", + "For more information see: https://github.com/tensorflow/addons/issues/2807 \n", + "\n", + " warnings.warn(\n", + "/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n", + "2023-12-03 21:06:44.186278: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "2023-12-03 21:06:44.325561: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "2023-12-03 21:06:44.326124: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", + "Your kernel may have been built without NUMA support.\n", + "ERROR:tornado.application:Exception in callback functools.partial(>)\n", + "Traceback (most recent call last):\n", + " File \"/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n", + " ret = callback()\n", + " File \"/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/ipykernel/iostream.py\", line 604, in _flush\n", + " self.session.send(\n", + " File \"/home/nico/miniconda3/envs/tf/lib/python3.9/site-packages/jupyter_client/session.py\", line 862, in send\n", + " msg[\"tracker\"] = tracker\n", + "UnboundLocalError: local variable 'tracker' referenced before assignment\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/mnt/d/Maestría/Tesis/Repo/scripts/debug.ipynb Cell 10\u001b[0m line \u001b[0;36m4\n\u001b[1;32m 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mcompute_true_loss\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mimportlib\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m compute_true_loss\u001b[39m.\u001b[39;49mcompute_custom_loss_all_epochs(\n\u001b[1;32m 5\u001b[0m models_dir\u001b[39m=\u001b[39;49m\u001b[39mr\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_size128_tiles1_sample5\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 6\u001b[0m model_name\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mmobnet_v3_size128_tiles1_sample5\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 7\u001b[0m tiles\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m,\n\u001b[1;32m 8\u001b[0m size\u001b[39m=\u001b[39;49m\u001b[39m128\u001b[39;49m,\n\u001b[1;32m 9\u001b[0m resizing_size\u001b[39m=\u001b[39;49m\u001b[39m128\u001b[39;49m,\n\u001b[1;32m 10\u001b[0m n_epochs\u001b[39m=\u001b[39;49m\u001b[39m200\u001b[39;49m,\n\u001b[1;32m 11\u001b[0m n_bands\u001b[39m=\u001b[39;49m\u001b[39m4\u001b[39;49m,\n\u001b[1;32m 12\u001b[0m stacked_images\u001b[39m=\u001b[39;49m[\u001b[39m1\u001b[39;49m],\n\u001b[1;32m 13\u001b[0m verbose\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m\n\u001b[1;32m 14\u001b[0m )\n", + "File \u001b[0;32m/mnt/d/Maestría/Tesis/Repo/scripts/compute_true_loss.py:515\u001b[0m, in \u001b[0;36mcompute_custom_loss_all_epochs\u001b[0;34m(models_dir, model_name, tiles, size, resizing_size, n_epochs, n_bands, stacked_images, generate, verbose)\u001b[0m\n\u001b[1;32m 512\u001b[0m q_images \u001b[39m=\u001b[39m link_images\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m]\n\u001b[1;32m 514\u001b[0m \u001b[39m# Agrega al batch de valores reales / imagenes para la prediccion\u001b[39;00m\n\u001b[0;32m--> 515\u001b[0m images \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49mconcatenate([link_images, images], axis\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m)\n\u001b[1;32m 516\u001b[0m link_names \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mconcatenate([[link] \u001b[39m*\u001b[39m q_images, link_names], axis\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m)\n\u001b[1;32m 517\u001b[0m real_values \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mconcatenate([[link_real_value] \u001b[39m*\u001b[39m q_images, real_values], axis\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m)\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ "import compute_true_loss\n", "import importlib\n", @@ -1840,57 +3094,6 @@ "census_data.to_parquet(\"census_data.parquet\")" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "hist_df = pd.read_csv(\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_size256_tiles1_sample3_nostack/mobnet_v3_size256_tiles1_sample3_nostack_history.csv\"\n", - ")\n", - "hist_df.index.max()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "os.listdir(\"/mnt/wsl\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "np.load(r\"/home/nico/data/test_datasets/test_size256_tiles1_stacked1/test_020010205.npy\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "models_dir=r\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_size128_tiles1_sample5\",\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "\n", - "mse_test = pd.DataFrame().from_dict(mse_epochs, orient=\"index\", columns=[\"mse_test_rc\"])\n", - "mse_train = pd.read_csv(f\"/mnt/d/Maestría/Tesis/Repo/data/data_out/models_by_epoch/mobnet_v3_history.csv\")\\\n", - " [[\"mean_squared_error\", \"val_mean_squared_error\"]].rename(columns={\"mean_squared_error\":\"mse_train\",\"val_mean_squared_error\":\"mse_test_img\"})\n", - "mse_train.join(mse_test, how=\"outer\").to_csv()" - ] - }, { "cell_type": "code", "execution_count": null, @@ -1963,20 +3166,13 @@ " plot_data.to_csv(f\"{path_repo}/data/data_out/{kind}_by_epoch.csv\")" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "grid" + "kind" ] }, { @@ -2132,7 +3328,7 @@ "# # Load datasets\n", "xr_datasets, extents = build_dataset.load_satellite_datasets()\n", "icpag = build_dataset.load_icpag_dataset()\n", - "icpag = build_dataset.assign_datasets_to_gdf(icpag, extents, verbose=True)\n", + "icpag = build_dataset.assign_links_to_datasets(icpag, extents, verbose=True)\n", "\n" ] }, @@ -2264,7 +3460,7 @@ "print(\"Reading dataset...\")\n", "xr_datasets, extents = build_dataset.load_satellite_datasets()\n", "df = build_dataset.load_icpag_dataset()\n", - "df = build_dataset.assign_datasets_to_gdf(df, extents, verbose=True)\n", + "df = build_dataset.assign_links_to_datasets(df, extents, verbose=True)\n", "print(\"Dataset loaded!\")\n", "\n", "print(\"Cleaning dataset...\")\n", @@ -2697,7 +3893,7 @@ "# Load datasets\n", "datasets, extents = build_dataset.load_satellite_datasets()\n", "icpag = build_dataset.load_icpag_dataset()\n", - "icpag = build_dataset.assign_datasets_to_gdf(icpag, extents, verbose=True)\n" + "icpag = build_dataset.assign_links_to_datasets(icpag, extents, verbose=True)\n" ] }, { @@ -2786,10 +3982,10 @@ "# Load datasets\n", "datasets, extents = build_dataset.load_satellite_datasets()\n", "icpag = build_dataset.load_icpag_dataset()\n", - "icpag = build_dataset.assign_datasets_to_gdf(icpag, extents, verbose=False)\n", + "icpag = build_dataset.assign_links_to_datasets(icpag, extents, verbose=False)\n", "\n", "# Get the dataset with the images of the selected link\n", - "ds = build_dataset.get_dataset_for_gdf(icpag, datasets, link)\n", + "ds = build_dataset.get_dataset_for_link(icpag, datasets, link)\n", "\n", "# Get the grid of the images\n", "images, points, bounds = build_dataset.get_gridded_images_for_link(\n", @@ -3039,7 +4235,7 @@ "variable = \"ln_pred_inc_mean\"\n", "datasets, extents = build_dataset.load_satellite_datasets()\n", "icpag = build_dataset.load_icpag_dataset(variable)\n", - "icpag = build_dataset.assign_datasets_to_gdf(icpag, extents)\n", + "icpag = build_dataset.assign_links_to_datasets(icpag, extents)\n", "\n" ] }, @@ -3101,32 +4297,21 @@ "metadata": {}, "outputs": [], "source": [ - "import tensorflow_datasets as tfds\n", - "example = tfds.as_numpy(img)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", + "def process_image(file_path, label):\n", + " import cv2\n", + " \n", + " img = np.load(file_path)\n", + " img = np.moveaxis(\n", + " img, 0, 2\n", + " ) # Move axis so the original [4, 512, 512] becames [512, 512, 4]\n", + " img = cv2.resize(\n", + " img, dsize=(resizing_size, resizing_size), interpolation=cv2.INTER_CUBIC\n", + " )\n", "\n", - "plt.imshow(example[:,:,0:3])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "path = r\"D:\\Maestría\\Tesis\\Repo\\data\\data_out\\size500_sample1\"\n", - "files = [f\"{path}\\{file}\" for file in os.listdir(path)]\n", + " img = tf.convert_to_tensor(img / 255, dtype=tf.float32)\n", + " label = tf.cast(label, tf.float32)\n", "\n", - "labels = [0] * len(files)" + " return img, label" ] }, { @@ -3135,7 +4320,10 @@ "metadata": {}, "outputs": [], "source": [ - "\"mobnet_v3_size256_tiles1_sample1_nostack_25\".split(\"_\")[-1].isdigit()" + "import tensorflow as tf\n", + "import numpy as np\n", + "resizing_size = 200\n", + "img, label = process_image(r\"D:\\Maestría\\Tesis\\Repo\\data\\data_out\\size500_sample1\\062742004_0.npy\", 10)" ] }, { @@ -3144,12 +4332,8 @@ "metadata": {}, "outputs": [], "source": [ - "import xarray as xr\n", - "import geopandas as gpd\n", - "\n", - "ds = xr.open_dataset(\"/mnt/d/Maestría/Tesis/Repo/data/data_in/Compressed/2013/pansharpened_6741387101_R1C1.tif\")\n", - "prediction = gpd.read_parquet(\"/mnt/d/Maestría/Tesis/Repo/data/data_out/gridded_predictions/mobnet_v3_size128_tiles1_sample1/pansharpened_6741387101_R1C1.parquet\")\n", - "icpag = gpd.read_feather(\"/mnt/d/Maestría/Tesis/Repo/data/data_in/census_tracts_with_indicators.feather\")" + "import tensorflow_datasets as tfds\n", + "example = tfds.as_numpy(img)" ] }, { @@ -3158,43 +4342,11 @@ "metadata": {}, "outputs": [], "source": [ - "from shapely import Polygon, Point\n", - "VILLA_21_24 = [[-58.4108331428,-34.6551111569],[-58.3944394813,-34.6551111569],[-58.3944394813,-34.6437196838],[-58.4108331428,-34.6437196838],[-58.4108331428,-34.6551111569]]\n", - "\n", - "\n", - "\n", + "import matplotlib.pyplot as plt\n", "\n", - "\n" + "plt.imshow(example[:,:,0:3])" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -3202,21 +4354,10 @@ "outputs": [], "source": [ "import os\n", - "savename = \"mobnet_v3_size256_tiles1_sample1\"\n", - "\n", - "def get_last_trained_epoch(savename):\n", - " try:\n", - " files = os.listdir(f\"{path_dataout}/models_by_epoch/{savename}\")\n", - " epochs = [file.split(\"_\")[-1] for file in files]\n", - " epochs = [int(epoch) for epoch in epochs if epoch.isdigit()]\n", - " initial_epoch = max(epochs)\n", - " except:\n", - " print(\"Model not found, running from begining\")\n", - " initial_epoch = None\n", - " \n", - " return initial_epoch\n", + "path = r\"D:\\Maestría\\Tesis\\Repo\\data\\data_out\\size500_sample1\"\n", + "files = [f\"{path}\\{file}\" for file in os.listdir(path)]\n", "\n", - "get_last_trained_epoch(savename)" + "labels = [0] * len(files)" ] }, { @@ -3225,7 +4366,7 @@ "metadata": {}, "outputs": [], "source": [ - "epochs" + "dataset = tf.data.Dataset.from_tensor_slices((files, labels))\n" ] }, { @@ -3234,34 +4375,20 @@ "metadata": {}, "outputs": [], "source": [ - " for epoch in range(n_epochs):\n", - " \n", - " print(\"Epoch\", epoch)\n", - " \n", - " model = keras.models.load_model(f\"{path_dataout}/models_by_epoch/{savename}/{savename}_{epoch}\") # load the model from file\n", - " store_dict = {\"loss\":[],\"mean_absolute_error\":[],\"mean_squared_error\":[],\"val_loss\":[],\"val_mean_absolute_error\":[],\"val_mean_squared_error\":[]}\n", - "\n", - " losses = model.evaluate(train_dataset, steps=2) #10000 * sample_size / batch_size)\n", - " store_dict[\"loss\"] += [losses[0]]\n", - " store_dict[\"mean_absolute_error\"] += [losses[1]]\n", - " store_dict[\"mean_squared_error\"] += [losses[2]]\n", - " print(\"Train MSE:\", losses[2])\n", + "dataset = dataset.map(\n", + " lambda file, label: tf.numpy_function(\n", + " process_image, [file, label], (tf.float32, tf.float32)\n", + " )\n", + ") # Parse every image in the dataset using `map`\n", "\n", - " losses = model.evaluate(test_dataset, steps=2)\n", - " store_dict[\"val_loss\"] += [losses[0]]\n", - " store_dict[\"val_mean_absolute_error\"] += [losses[1]]\n", - " store_dict[\"val_mean_squared_error\"] += [losses[2]]\n", - " print(\"Test MSE:\", losses[2])\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dataset = tf.data.Dataset.from_tensor_slices((files, labels))\n" + "imgs = []\n", + "labs = []\n", + "for x in dataset.take(1):\n", + " imgs += [tfds.as_numpy(x)[0]]\n", + " labs += [tfds.as_numpy(x)[1]]\n", + " \n", + "imgs\n", + "#### HASTA ACA TODO GENIAL\n" ] }, { @@ -3459,7 +4586,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.9.17" }, "orig_nbformat": 4, "vscode": { diff --git a/scripts/get_google_earth_engine_data.ipynb b/scripts/get_google_earth_engine_data.ipynb new file mode 100644 index 0000000..94ba90f --- /dev/null +++ b/scripts/get_google_earth_engine_data.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import ee\n", + "import xarray as xr\n", + "import folium \n", + "ee.Initialize(opt_url='https://earthengine-highvolume.googleapis.com')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def add_ee_layer(self, ee_image_object, vis_params, name):\n", + " \"\"\"Adds a method for displaying Earth Engine image tiles to folium map.\"\"\"\n", + " map_id_dict = ee.Image(ee_image_object).getMapId(vis_params)\n", + " folium.raster_layers.TileLayer(\n", + " tiles=map_id_dict['tile_fetcher'].url_format,\n", + " attr='Map Data © Google Earth Engine',\n", + " name=name,\n", + " overlay=True,\n", + " control=True\n", + " ).add_to(self)\n", + "\n", + "# Add Earth Engine drawing method to folium.\n", + "folium.Map.add_ee_layer = add_ee_layer" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "roi = ee.Geometry.Rectangle(-58.948102,-35.028482, -57.766757,-34.290156)\n", + "\n", + "img_2013 = ee.Image('LANDSAT/LC08/C02/T1/LC08_225084_20130725')\n", + "vis_params = {\n", + " 'min': 0,'max': 20000\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a map.\n", + "lat, lon = -35.028482, -57.766757\n", + "my_map = folium.Map(location=[lat, lon], zoom_start=7)\n", + "\n", + "# Add the land cover to the map object.\n", + "my_map.add_ee_layer(img_2013, vis_params, 'Imagen 2013')\n", + "\n", + "# Add a layer control panel to the map.\n", + "my_map.add_child(folium.LayerControl())\n", + "\n", + "# Display the map.\n", + "display(my_map)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "img_2013 = img_2013.clip(roi)\n", + "\n", + "# Keep only 'B' bands\n", + "ms_bands = img_2013.select(['B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B9', 'B10', 'B11'])\n", + "\n", + "task = ee.batch.Export.image.toDrive(image=ms_bands,\n", + " description='landsat_2013_ms',\n", + " scale=30,\n", + " region=roi,\n", + " fileNamePrefix='landsat_2013_ms',\n", + " crs='EPSG:4326',\n", + " fileFormat='GeoTIFF')\n", + "task.start()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'state': 'READY',\n", + " 'description': 'landsat_2013_ms',\n", + " 'creation_timestamp_ms': 1706112795729,\n", + " 'update_timestamp_ms': 1706112795729,\n", + " 'start_timestamp_ms': 0,\n", + " 'task_type': 'EXPORT_IMAGE',\n", + " 'id': '7DWAC3GTBYZ5WVE26V2CKINU',\n", + " 'name': 'projects/earthengine-legacy/operations/7DWAC3GTBYZ5WVE26V2CKINU'}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "task.status()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "img_2013 = img_2013.clip(roi)\n", + "\n", + "# Keep only 'B' bands\n", + "pan_band = img_2013.select(['B8'])\n", + "\n", + "task = ee.batch.Export.image.toDrive(image=pan_band,\n", + " description='landsat_2013_pan_15m',\n", + " scale=15,\n", + " region=roi,\n", + " fileNamePrefix='landsat_2013_pan_15m',\n", + " crs='EPSG:4326',\n", + " fileFormat='GeoTIFF')\n", + "task.start()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'state': 'COMPLETED',\n", + " 'description': 'landsat_2013_pan_15m',\n", + " 'creation_timestamp_ms': 1706112915608,\n", + " 'update_timestamp_ms': 1706113421008,\n", + " 'start_timestamp_ms': 1706113093138,\n", + " 'task_type': 'EXPORT_IMAGE',\n", + " 'destination_uris': ['https://drive.google.com/'],\n", + " 'attempt': 1,\n", + " 'batch_eecu_usage_seconds': 151.7989501953125,\n", + " 'id': '7SBTFHUHFOK77IMQYVMQQZFU',\n", + " 'name': 'projects/earthengine-legacy/operations/7SBTFHUHFOK77IMQYVMQQZFU'}" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "task.status()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Nightlights" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "ee_id = \"NOAA/VIIRS/DNB/ANNUAL_V21/20130101\"\n", + "\n", + "night_2013 = ee.Image(ee_id)\n", + "vis_params = {\n", + " 'min': 0,'max': 200\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a map.\n", + "lat, lon = -35.028482, -57.766757\n", + "my_map = folium.Map(location=[lat, lon], zoom_start=7)\n", + "\n", + "# Add the land cover to the map object.\n", + "my_map.add_ee_layer(night_2013, vis_params, 'Imagen 2013')\n", + "\n", + "# Add a layer control panel to the map.\n", + "my_map.add_child(folium.LayerControl())\n", + "\n", + "# Display the map.\n", + "display(my_map)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "night_2013 = night_2013.clip(roi)\n", + "\n", + "# Keep only 'B' bands\n", + "night_2013 = night_2013.select('median')\n", + "\n", + "task = ee.batch.Export.image.toDrive(image=night_2013,\n", + " description='nightlights_viirs',\n", + " scale=30,\n", + " region=roi,\n", + " fileNamePrefix='nightlights_viirs',\n", + " crs='EPSG:4326',\n", + " fileFormat='GeoTIFF')\n", + "task.start()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'state': 'RUNNING',\n", + " 'description': 'nightlights_viirs',\n", + " 'creation_timestamp_ms': 1705957983067,\n", + " 'update_timestamp_ms': 1705958111875,\n", + " 'start_timestamp_ms': 1705957991567,\n", + " 'task_type': 'EXPORT_IMAGE',\n", + " 'attempt': 1,\n", + " 'id': 'MGQ2YNA5MHC7CIF7OCEML3PF',\n", + " 'name': 'projects/earthengine-legacy/operations/MGQ2YNA5MHC7CIF7OCEML3PF'}" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "task.status()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/globals.env b/scripts/globals.env index 4aaf3c8..19866c1 100644 --- a/scripts/globals.env +++ b/scripts/globals.env @@ -9,7 +9,9 @@ PATH_PROYECTO=/mnt/d/Maestría/Tesis/Repo PATH_DATAIN=${PATH_PROYECTO}/data/data_in PATH_DATAOUT=${PATH_PROYECTO}/data/data_out PATH_SCRIPTS=${PATH_PROYECTO}/scripts -PATH_SATELITES=/home/nico/data/ +PATH_SATELITES=/home/nico/data +PATH_NOCTURNAS=/home/nico/data/viirs +PATH_LANDSAT=/home/nico/data/landsat PATH_LOGS=${PATH_PROYECTO}/logs PATH_OUTPUTS=${PATH_PROYECTO}/outputs PATH_IMGS=/mnt/e/Tesis Maestría/imagenes \ No newline at end of file diff --git a/scripts/nighttime_lights_regression.ipynb b/scripts/nighttime_lights_regression.ipynb new file mode 100644 index 0000000..24a9dea --- /dev/null +++ b/scripts/nighttime_lights_regression.ipynb @@ -0,0 +1,230 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import xarray as xr\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import seaborn as sns\n", + "from tqdm import tqdm\n", + "tqdm.pandas()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "gdf_train = gpd.read_feather(r\"D:\\Maestría\\Tesis\\Repo\\data\\data_out\\train_datasets\\mobnet_v3_large_size128_tiles1_sample1_stacked_2018_20p_train_dataframe.feather\")\n", + "gdf_test = gpd.read_feather(r\"D:\\Maestría\\Tesis\\Repo\\data\\data_out\\test_datasets\\mobnet_v3_large_size128_tiles1_sample1_stacked_2018_20p_test_dataframe.feather\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\ofici\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\xarray\\backends\\plugins.py:159: RuntimeWarning: 'ee' fails while guessing\n", + " warnings.warn(f\"{engine!r} fails while guessing\", RuntimeWarning)\n" + ] + } + ], + "source": [ + "viirs = xr.open_dataset(r\"D:\\Maestría\\Tesis\\Repo\\data\\data_in\\Nightime lights\\VIIRS_annual_20130101.tif\")\n", + "viirs = viirs.sel(band=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 6592/6592 [12:55<00:00, 8.50it/s] \n", + "100%|██████████| 1730/1730 [03:16<00:00, 8.81it/s]\n" + ] + } + ], + "source": [ + "def compute_mean_nightlight(polygon):\n", + " mean_nightlight = viirs.rio.clip([polygon]).band_data.mean().item()\n", + " return mean_nightlight\n", + "\n", + "gdf_train[\"mean_nightlight\"] = gdf_train.geometry.progress_apply(compute_mean_nightlight)\n", + "gdf_test[\"mean_nightlight\"] = gdf_test.geometry.progress_apply(compute_mean_nightlight)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + 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l5+VcmRciQKRSxa5iZSGU6gV2I3Ez/G7YEv/bgeAsldgk0nn84L1x/OCX1zFr2CCw6NoawhNdm3Hf5tolkRLB0LRVe2+dNFQ5cILDwbFGUEmLgFL6EdZrhm1vwC741FGY6UFjffSS8UUB0DRgPJnBlJSj21kvHJY4vHo+jDcGoqj1uzCTysPvdmDzBj/am4LUkC/KpKDIvtqbgjg3FIMG4CmjtPt0fwRRKYdtzPw3+F2YSctwigK8LhFnB2PoG4lTkWW5VIt1QT/WPYjLExIVWS+WdHxhb9uSnY5L9QJbT1hKNGahthy3CpZKbK4nMjjxbhg//mAC+UJxRdT+OxvxxP2bsaOxaknzcooiqn1OBL2uNdVKYbXBCQ4HxxpBJS0CSPrpytQcHn7+DA7v3wVgPkLy6vkwLkYkFFSgIajbrxMBLnEUJiklAcADO+uLxgcAt0OkVRoFVaXRkr6ROIan5kxuxKf7I+gbjUMUBOzeWG3yn3n4+TNIZGT4XQ5ImQIGDGJRH/TgnSszODsYoySFRJOO945hJJam/bSefKGHRkt2NVUZi4eMXEHFrqaqilItp/sjONY9CA2AlNHHIssPW45ejnSwC/tSnY5ZTdBaEfYulrDYkeyFoo/Wthy3GhRVQyKdh5QtLIrYXJ6Yxcu9Ybw5GC2qiPK6RDzS0YLPdraiudq7pHn53Hq0JuC5PZf62/OoOTjWICppEUAIwOUJCZFklqaASASCvP2JglCU6mlvChpRD0FvuCegqLcVK/wlz2lN0z8XlXLUE4clAkdOXUI8LcPjFIsiRqPTaUDDfBO/pE4sDnW1oWd4xvRQJ//LVlc9+UIP3A4RgsHKBAAZIwJVUDU0BD0V+d2Qcwbowswan4uSO7YcvZSgmNX5kPO0WLBztOsIf7Ow2FJxOw3PQtHHW7UNREFRjXLvArQKiY2mafjFyAxe7r2GX15LFm0P+V34zJ5N+P17NyLodS16TuuhhcKNAic4HBzrDIe62nBlag6JtEwjKyQC0VTtgdspUp3M+bE47SE1MCkhIyvQNCDgdmBLnb/kGzVpdJnKK/C79YX/WPcgBAEmkTEAROfmU1jsIna0exBp4/tP7d+F82NxTCSzeGBnPQ50tODpExeQY/aZyhXoGGx1ldclwimKcDkEaIBJm0CclQcmpbKLNIl8kcjVTEq2TbWVEiiTtJIdCaoUa9VzZrGiYzuycrs1KC0oKhIZGdIiiI2sqPifl6fw8rthXI2lira3hnz43P2b8endTUsiJuuphcKNAic4HBw3EEvRL9iJYMliSRZpEoF4uKMFA5MS9rSFAJi7kB/qasPwVArxdB5f2GufZmH39e3H76XRi+O9Y9i3sx71QQ9dCA88fwYCdLKUK6gIuB14+PkzSGZk1PhceipI0MvKnz5xAbV+F53L6f4IvC4RGVmhUZyxmQxNpx3omG/w2bklhLyimnxpCFJ5BS/1jOHbj98LoLJmpNYy+XLRhYW8ehaDpVYvrXQF0mJF1ZXgVm9QSrAUYpPKFXCqP4JX+66bXgYIdrcE8URXG35tR92S9DEBjx6t8blvfdHwYsEJDgfHDUS5t/g/+ZdevDEQxUPtDfjHL3aV/Y7dYmnnHmz9XCpfgKxolGQc7x2D2yGibzRO3YTZ6iUAODcUw9BUCv3hJJ57rINGV0hbhDubg7intQbDUynqiXM9kcUGvxu1PhfiaRmFvIKCqsHvdlDCRHQ1rCaInTshZ3lFpeJjvT/VHCLJLKABKgBBqNwAcbEpopVY/Jebmlpq5GehirvFjrecfa53FBQV8bSMuVzlxGZ6Lofvv3cdP7wwTlObLD6xvQ6f79qMezZVL7oi6lb2rllJcILDwXEDUeot/nR/BD+7NAUAeGMgatpGIhkkHWW3iFgXEzv3YFLW7XII1AdncHJO1+NA7zG1pc5Pq6/IQrgh4IKq6dUhz5zsB6CLkAGg1ufGYcPr5sDzZ4DE/BxyBQVf2Num941SNbhEEcmMjHNDMRzevwvDU3OIzuUhK6qRNnPC5ZzvLUU0Q78YnsH2r53C/jsbKdE52j1Im2+mckpJvx8W7MIOwNSY065UfqUW6cUSCuv+lxr5WajibiUFv2TObHf4W4HgLIXYjE2n8b13r+GnlyYhK+bvOEUBv7W7CZ+7vxVb6gKLno/bKaLG57qlvWtWEpzgcHDcQJSKCBzvHYNoNLN8qL3B1Blbg7k8u5ynCDv+gefPmD7HGupdjaVRF3BRcgPo4sarTPUSAAxPzWE8OW80Fk/LePrEBQD6XDVo9LNP7d+Fo92DmEzmkMoXoKga/uHNqwD06IysqlA1IJmRcaCjBce6BxFOzI+tQUNW1nB2KIYnX+hBTMqZUljdl6foZyeS7PdAiddCBn7EAPGYcQ7JuSc/CbFjy8bZbUshQuUIhd0YizUmXOx+V0PwS+a8rYT783rDUojN+9eT+Nfea3jrynTRtoDbgd+7dyM+s2cT6qs8i5qLIAgIuB2ovoVaKNwocILDwbECWO5bv1XoeuD5M7gUkSAIwF3NQdOisZCnCJkLKYcmnyPzOto9iG31elWTc1bXBHxp31ZqltfeFKT6mnhapgTDKQpQNQ2pvAKnKOikRVHxwN+8jqDPhaf276IkZ2xaMfntENGkIAA1Ptd8hZUxrscp4hM76qjWhnj5bKzxYTyZgaoBtcb3njnZDylboIRQFAApW8DTJy7gWPdgUUQGmC9jDrgdmJLycDkE1PpcyBVUmjJjU3OsVw0A20hIpeZ15QhFpenHpeBGVi4t5P68XiArKhKLIDaqpuGtoWm8/O41fDA+W7S9rsqNg3ta8bsfaVl0qTZPQy0fnOBwcKwAlqtrYMnHse5BSJkCBOgVS9YFeyFPEfZtenuj2SeG9Zgh0QprquvJF3pwOSJBg04+CJEoqBoE6A9eEvmZyymYyylAIounT1zAljo/BiakIgPB7Q0BDE7OwSEI2FjrwzMn+5ErqAj5XWip8eJqLE21Nn/yL73Uy6ezMYADHc14pS+Mz3a26sTNqKLaf2cj8opOUF58exSpvIKLEXv35BffHkWuoELKFhD0OpHKKXA79eNiu5hbIynEiJA1TWQJpKbpKQk2RbYYsmtHZtj9s/9ey1jvZeCLJTb5goqfXpzE9969hmvxTNH2rXV+PNG1GfvvbIRrkeTkdmihcKPACQ4HxwpgJd66j/eO0bRJe3MQn2ysp9EFANTvhaSuFpoLqfwB5o3uZjMyXaxLLUrtTUGcHYxBM0jNBr8uFNZg9JxiCA4AeJwicgUVaVnvUN7eHKRE6FJEwkPtDfjsnlY8feIC0rKCNwdjyCsq/C4HnnusA4Bu8heVcjhy6iLVIBEvn2+euoh4WsZr/RH85SO70R9OQsoWTMJoxZiPAHuxtcLM97nHOih5YSuj7EzrTvdHEDYE0yxxIgQylVeKXIlLkd1S2qlSKcsbWVJ+o8XBa0WMvFhiI2Vl/PuFCF49H7Zt1XFvaw2e6NqMj23bAHER5OR2a6Fwo8AJDgfHCmAl3mAPdbUhKuVMwldrF26WBJVy3bX6yBBcMqIyd/lcpu9ZXWgHJiU4RREFVYUGvcybPPo9ThENVR6EE/pb6wa/G001Hqq7kTIy7mypRt9oXBcNO0TkFRUHOlrw7Mn3kcoryBvj1fpdJlLwzpUZGjkCdC3SgY4WHD7+HgBgcjZHvX2+e24EUrZAzfcIgQn5XbQyzOsSqWC5udqDcCKL5mrPgteKNa0jxomJTL6ouoxtOWGtZmN/EiyGtKyGELgcbjShutmeQLKiIp7OI5VTKiI2U7NZvHr+On70qwgysrkiSgDwyV31eKJrM+5qqV7UPG7XFgo3CpzgcHCsITQYPjOl9BgsCVpo8bN+t28kjnRewdh0mprjHepqw0s9Y9RP5tlHdlMxLvGz2Vjro20bZEXFnS1BAJrxBqthYEKCz+WArKi4nshS4XDc6PxNKrpm0nkAehRINLQ4gP42f2VqjhIqgryi4nR/hJIXhyjgdH8Er/SFAQBBr5MazElZDUGvE801XtpLKyMrODekN+l89pHdFbUKON0fQcDtRL6gonNLCJciuq6C6IOs0Z7T/ZGiMUoRqBtNWhaDlZrbSgivVxP5gopEJo85m0aWdhiOzuHld8PovjxligICgMsh4Hfuacbjna1oDfkXNQ+vSxcNB9wOnoZaRXCCw8GxRmD3VmtdLO0WT7adgDXlYv3s0ycuIG2QGVnR0B9OwuMUkcrrXcHJWBqAqJRHOq8YhEQXGKsa0DcaR0drDd65MoOMrIuQs0y1E4t4WqbRJAKHAFT7XNhntEo43juGSDILTZv3xHGKein7N09dpITok7vqqcCYkJuBSQmdW0I0XUWE0sNTc8gkFUqYKo2wHe8dw3Qqj65tIVxPZBBJZtHeHKS+RKf7I3jyhR56rhdTFr2YKN+NjnAsNwK52DLxG63ZWQyx0TQNv7yWwMu91/CLkXjR9qDXiUc/uhGP3rcJIb+74jkIgoAqjxPVPic8Tp6GuhHgBIeDowxWWyvAjs+WMRPRqt3+rb9j2wlkZb0KyW7OBzpaaOVPrd+FtKEf2dEYwD2tNWhvClKdzKYaHwIeB1I5BVLGvCh0bglhW33A1CjTYvdBiUoqr+DIqYtobwqiZ3gGAFBf5aatEkjn8I01Xkp6zg7FMDadxoeTc1A1DYKgmwleT2SQSMvwu3XtDjkWl0OErKg4NxTDs4/sLtIqsdEqwL7km4C9BuS4BRQv4ORcr1ZZ9GpGOJZ7T5cqbS/VxX4157IQ8gUViXQec7mFiY2ianhzMIqXe8NFPdoAoKnag8c7W3HgnpZFuQa7HCKqvS5UeZ08DXWDwQkOB0cZrPabNDv+i1/eS/9N9DXk31GGtBw5dQnhRAbDUymTvw1xJJ7NyLgaSyNqmPkJAPbtrMfApIRNtT5MJLO4q6UalyKzyBdUPLCzHs8+shtPvtBDIzbRuRzqq9xoqfEimZFNouK3r0zjeiJjitgQQkP/LYA263ypRxfn5hUVdzUHsW9nPV7pC8PtEPHMyX6kcgo+vmMDFQdLmQLSst71nLZxmM6g1u8y1cZbl4rZjGxq9UDOXSQZRlZW6efKXU/2exsCLtQYpOtY9yAuT0jYWOND17bQirRuKAdrhGMlicBy7+lSpe2ktJ40QL0RcymFxRCbrKzgf3wwge+9G9Ydsi3Y2ViFJ+7fjIfaGxZFULwuB2p8t28n77UAfuY5OMpgsSZtSx2fdM4moljrfmNSDr1X4xieSlGBL+lrQxpq+t16xCVt+NRIGZma9EWSWWRlFV6XiFROwRsDUV1TIOii2j1tIarvGZtOIy0rGE9kEZvLU6EtQcrQ8TiZaqoNARd8LgfV36gasMGv+8wIAOYMT5wPJ+eo2PmNgSgKqka7kLMRGQE6Ycsa+57LF7C5zofavAupnIJnT/ZjxqhiuaOpCgVVw9h0Gu9cmaFksL0piCtTc4jN5VFf5TZdQ3K+7aI67DmfSck4OxTDcDQFVdPP+bOP3HXDhbErSQSWGx1aqLS9knHZtOpy5mJFrqAgaVRFLYRkRsa//fI6Tr43jmSmuCKqc0sIT9zfis4toYp1MqQaqsbn4mmoNQBOcDg4ymCxJm1LGR+Y18ZEpRxOf+XBov0fOXURkWTY1KyvoUrP/5Oqn4Sx4GsAcoCpsugze3S9itshUmIBAE5BoGXOL355L03vHDl1EePJLHIWckNM+XIFFSpTfTKTluEQzIvKbLYAhyiYxmAjQWR+TlHAgQ7d2VjTdBdZAJTcEFyKSKhyO9AYnK/iAoBwPAMBMBkQkuuSzivIFVRMzpqbHJ4dilGtCJjPA+ZFWtfzpOgx5Atqyeq11cRKpqyWq39ZzvfttDpL6c9lRa6gIJGWaUf6cogkM3il7zpO90eK7jFRAB5qb8QT97dil0G+KgGvhlqb4ASHg6MC2EVrVmrROd47RlND7KOR3efApIRUToEgzJdqH+hoxpMv9KA15KM+NSzIw3s6JeP758NorPZiNiObqkEUVUNTrQcxQ/cD6GaD8bRs+HjowuK2DT5srQ8gnsrjg/FZ6vEhCvORloKl3LagaiZCU+V2IJWfF/5u3uDDeCKLT+yoAwBsrPXhYkSieh6XKEAD4HWKNAI0l1eQLcynEZyigIOdrfins3pLCFXTcHj/Luqr07klRH11WFdiO+2MtU3Dc4914FBXG/7i5V/Sfd3RVLVi0YbFYLVEuaWikOWik8tp4rnSLR0WQ2w+nJTwcu81/PzDaJEg3usUcaCjBY93tqK5xlvx/nk11NoGJzgcHBWgkgongsUuGqwAl1QWWffJahw+vmMDXvzyXupzIwo6MXJbPGpYTKdkxNMyfC4HBAEQjE7cGvQox0xKpgSANLH0OEU4oEdgwvEMvnbgLhw+/p6xOGhwOfRIjvUtuBTY1g0AMJ7IQhQEWg7ONhkVAPy6YRBICAaBomoQDeHxa0a062oshe7LU6j1ufDq+TA+nJwDoJfdHzt0n61XjV2pt12bBpKiu6OpirpIAzB9fy2Y1i0FpUhJObKynCaeK9XSoVJio2ka3h2N4+Xeazg/lijaXutz4bE9m/D7926ktgULgVdDrR9wgsPBYYNKOjov9k2W/f35sTg11xuYlGhHbaKHsdtnS40XGooXkuGpFDJyBjsaAnjtKw/iyKmLeKlnDB6nA/mCilS+gIDHgVqfCxqAENwmEtS5JUQ9XgDQ6qh8QaXhdlXT5/9QewPeGIjirpZgUe8dATopKkV4/G4HPE4HZtL5+X5agu7Pc340bor2CAJwOTKLP3vpfNHbdsDtwJ6t82//p/sjesuG5iBGYmmagnOKgu1iSzqpk+tjFXqTa9XeFMTZoRhChpZo385622u73G7hN5MglSIl5chKqW2VRJmWG4nKyjqxSefLE5uCouKND6N4ufcarkRTRds31frw+P2t+O3dTfBU6BzMq6HWHzjB4eCwgDR0TOUUU/WSVStQ6ZusnaDymZP91C33ucc6EJNyGJ1OQ8oW8MzJfpwfi5uqdJ58oaeo0zf5eax7EEGfXp1EhMpb6vwYnU4jndfTWm0b/Igks0jlFAQ85gf6zy5N4TfvaqTHtP/ORipCZknHL4ZnoAForvaioGoQBQGaptFGmrmCilxBhccpQi6oUKF73jTXeCFAQNDnxANGNRep+ErnzU05PU4R9VVuJNIyonN5W2+dWr8L7U1B03li0x5k7IOdrUWOzlEppzcxxbwTtPV6sU7QI7E0vC7RtmdVqeu9EKz3zUoKiBdLlkoRjnJE5EZ72ACVE5tMXsFr70dw4t0wpqRc0fY7m4P4fNdm7NtZXzFJ8bv1aI3fzZfL9QZ+xTg4GLDdqoNep0mwan2oV/omaxchIBGczi26Md3h/btsWxD0h5Nl93W8d4wSn7NDMQxMSOgZnqGiWKcowCEKuBJNQVE1apD33XMjJvLys0tTOD+awEw6D6cooNrrQipfgKyolGSQyEw4kYF3TjRIjl4O3hj0YGI2i4KqQVZU+Ay9jaIBibSMkN+NgQmJtqEg5xjQdTytIR+kbAEHO1txbiiGSDKLWp8LTlFAvqBCZuZa7XPR5pkvvj2K7zzxUdO5Od47huce6zBppa5MzaFneAaqMY7f7aBd06VMAUFf8aOwvSmIvpE45IIKUdD/bbe4s5Ecu/vECjt3artruxTc7BYIi8VChKxSYjOTyuPke9fxwwvj9L5isXfbBnz+Y5vxkU01FWllREFA0KuLhgmB51h/4ASHg4PB8d4xpHIKgl4nbQRZqvS10jdZ1qfmvm/8hPZ8It4zbAWPaJSZEnGslC3gaPdgUQsH69i6P85F2k6BgBX6epwiWmq82NMWwnfPjRTNk7RSKKiaKY1EwHrdELKjakDA48CBjma81h/B5GwODlHA9oYAPhifharp2puMnIGm6d8/2j2IRFrWvXKgDyplC/R8v9QzBk0Dmmq8OP2VB/HkCz3URK6tzo/D+3dRXU6+oOLV82H0h5Nob5qP5hCQa0eqqQC9qow03CS9r4REcW+vgUkJGcOhWRRga/7G7qdSYlGJOzWwNG3PWm4HYYdS561SYnNtJo0TfWH8jw8mIFvcJp2igE/d1YjP3b8Z2+oDFc3H7RRR7XOhyu2EyNNQ6x6c4HBwMLCKIO16DbGoxGmY/HffN35C01LPPrK7aH/sHI73jkEUBLgcAsam07gypesISomWAb0tgiCAin+tcIoChqZSeOZkv4m8kNLvjKxQEgLoOhi/y4k5Y5EhLRQKqgaXKEBWNQgAAm4nzhpRF1XTK5nC8QycoghV0wmWqunaGacooP+6rt3Z4HehqdqL0em0SdQrKxpq/S48tX8XdTre2RjA4f27AOiL4id31dP+WOQn0TTpZCdoWjwPdrbipZ4xhPxuk49N30gcKSON124pCya+QFJGRrXPVdYLaaX9XMhxLjYaczPSR8uB9f7Pygri6TwyFkG6FRfHZ/Hyu9f0rveWbX63A7/7kRZ8dk8rGoKeBecgCAL8br2T92IcijnWPjjB4eBgYE03LLTILEZ0ShpDHuxsBWBeHI91D0ID8JTRRZwgKuUwaFQEtTcFTaSG7Ifod1J5BQG3A1/Y24ZzQzHMGkZ/JLvziR116BuNI5VT4DAICqB32q42BMhSpoDrSd1XximKqPW7IKsqJUxsWksU9AjOeDKDO31BtDcHabrngZ31eLUvTM34AD2CRCq0ACArqzi8fxf+2xtD6L8+i5FYCqqqweUQTPqZEUZ79PDzZ3B5QsKdzfr+LkckiIIAn0ukgu2srOLsUAwCQNsGHOhooaSSnPuj3YMI+fXKGVnRiiI0lZAFu/TjSmG9RWMIFhN5Iuc4KyuIJDNliY2qaXhneBov94bRfz1ZtL0u4MZn92zC7967EVUVuAc7RAFBrwvVXiecDp6GuhXBCQ4HhwXW8mz2pxV2guKYlMPWej/am4J4+PkzlLiQtJR1P/3hJHVStaZJHthZjwlDHDwwKZlSMGSfUSmHtLEwbKnz032c7o/gz146T8caT2TQXOOFlCmYqqjiaRlTUh4f37EBACAk9bfgrKzb3RM3YrdzPjIkGw7ExKtmY60PlyOziM7lAWjY0xai3jTsfjZv8GFsRt93zjDNI6RnbCZDNT2kmozoYN4PJ/Hw82eQzMjQNOBKNIWGKjf8bgdkRcOWOj8GJiUaSYlJOQxNpUyCanbhPdo9SMXGm2p9SOUL9LuLqXJaTRKy3qIxBIuJPFUSsckXVLx+eQrf672G0Zl00fa2DX48cX8rPnVXU0V6GY/LgWqvE1UeJ/euucXBCQ4HhwXWNNVCRmdWQfHVWBp1ATcV8opCMXFh99PeFMS5oZipBJyNzuhVSPq282Nx9I3oLRvIGMe6B7Gx1osanwuHjbQOcYtlK50mklkkMroXDoFTFCArGgIeB9036bukavMtFjTAZBAI6ATF6XbQDuNxI1oTTmRxvHcMfpeDfp+MMZ6YN+kLep041NVG3ZXvaglCUTVciaaQyMg41j2I+qAHGVmvtJpJy2it9aLW70LCiE61NwfREPQgarSyAPRIClsJZ+3rBeh6Ij0F50DQ58R0Kk8jONYFmpyPmJSzFRivRxKymqiE9GXyOrHJyqWJzVyugB9dGMer569jOpUv2t6xqRpPdG3Gx7fXUePJUiAtFKq9LngrLAvnWP/gBIeDA/ak5XR/hJZdsyXb5d5QyUO9byROyU17c7CoZNy6H5JSsY5zZWoOEWMhJ/vOyAoyyQxNo5EqKkJ2RqfTkBUNjUEPPE692knTQKMvXpdIU02f3FWP64kM3feBDr3jOOEyrLDYwfSeIttCfheqfS4kMzKkbMHUWypmlGSztIj9fmvIZzoH881ELyKcyGI2I2Pfznr0jcSRlRXD4VjAc4914MipS4in87RRKPt98v8kZVWqWonVLx3tHqRuzuznTvdHMDqdNmmTluL+u1xUMvbN8NOx22e5l4LP3teKrm0byhKbqJTD98+H8aNfRYrMIQUAv7azDp/v2oy7N9YsOD/eQuH2Bic4HLclrA/mclqa/nCSdqMuZfpHQB7uR05dpHoba1rqnSsz6BuJ41j3IHXGHZiYjx6wwuSHnz+DSDJLCQgRvgrM/mNSDlEph2dPvk8roQTojSHzBRUajJYKTgdcDhFzOQX5ggpB0Dt8CwAuTUh4+sQF+l0CUQAUTY/0BNwOKKoGh9GyYDiaoov+TErGHU1VpnYT5NjYsnUWrFEg2yKBpCvCiSxe7QtDVjQ6rgZNb8Mwl0OuoOKlnjFqjEiuG6m6Iu0W7BZeIh4nPjoCQAXYzz3WQfU0T77QQ0XPDxg+Q2wfpUrdf5eLxbRBWI39L2deAPD/9Izi3RHd96ijVScmZz6M4kf9EfxuRwsevKMBV2MpfO/da3j90pSJCAOAyyHgt+9uxuOdrdi8wb/gvHyGaJh38r69wa8+x20J64O5vSlIq28I2BQSGwmoJC1h1duwY/aHk0ikZVyekKjIuG8kjpDfXUSaCEkgkQ1Cmva0hagwWQBwZSqFPFMerkHXLridIvIF3ctmLjf/NuwUBTRVezA8lUJ0LgdN01s2HO8doz2hAMDpELFv+wZcmZrDdSO91FztxaWIhIKq0TdsEkEi55U07wRg+i4AWoHldzkNHxoZiYyMvKIinzYToURGRo3PBSmrIehzosbnoukzQC9BJ67E5DyRc8ymp6ywktet9X4EPI6i75D7gkSDyvVRWk09jt39acWNEiWzLwcL7TOdLyCelvFbdzUhV1Dxu8y1+FF/BL8cjePi+Cxe+sUYba/BosrjxB98dCMeu28TNgTcZeclCgKqvE5Uc+8aDgOc4HDclrA+mEn1DVtJsxr6igMdLTg/Fqcly+1NQbxiRCm2N+peHQeeP0MN8dhoEilpfqlnjHYQB3SyomqaKZ3kEgUomoYqjwMzigpo8yXeAOjnidhYFPRWEMRlmeCTu+pplIcgns5bUlWCEUHqRyqvoL5qnqjpWqA8rbgSBGBXUxUAXSjMVlXZ4e6N1YinZOQLqonYJTMyJmdzKKgapIzuFXQ5IqFvJI4v7G0ramthBSEMpE0Fq4NqbwriyRd6cKirzXRfWLVZgLkSjk1jlsNSUkl296cVi7lfl5POslaO2X2fEJuckYp68I4GPHhHA92uqBq21wfwnuFmbSU3jUEPDna24uGO5gUdhF0O3bsm6OHeNRxmcILDcVvCuhis5NvvQovHuaEYMrKCLT4nBiYlSNkCVE3D8NQcvnnqIo12HDl1kYqFR2Jp1AX0kuZcQdVbMEAnNKyRH3EeJiXgczkFbqMEtqFq3m0YgCmqohqOw4DZM+ZyZBbjySw21viwwe9CPC2b9BNOUUAinTdVZSXSsslFuD+chJTVy7+dooB9RruGiyXIjQBd7/OlfVsxMCnh/euz0ACajmIbXkaSWQR9Tnou0nkFr/SFkZVVU1sLKwhhyCsqbVxKtEx2lWql7otSacxyWEoqiWiaooZOaLnEeznprHLnxEpsrMjJCn5ycRIn+sIIx4ubwm5vCODzXZvx0B0NC5Zu+916RI9713CUAic4HBwo1mcsZN5XCmz1DhmX3Xa8dwwThjfNlWgK+3bW45zR3DKcyCLAPKzDiSwmZnNorvbC6xJxZ0u17mNjU1IrCPpbMQmsuEQBbqcIr0vEdEqGACDoc2J7Yx3iqTw122ORlhVaubSlzo+rsTRUTR8znS9gNlvQq6kYeYQoCKZKKcCs4WEjUFEphytTKdqigpSEkzJtQrAIaXupZwxf2NtGNTwkHdUQ9OCtoWmqB5Iy84RKA2i/q3Jk1UoYShkuWrU9VlJQKo1ZDksh06xOrFTabTFYDqG3ixSlcgXE03naed2K2YyMf7swjpPnryORkYu272mrxRNdm3H/llDZ0m3SQqHa54KLe9dwLABOcDjWFZZDPioFWxYM6BU2Y0ZlUlTKlTTlA+ZbPbBl12R+w1MpXE9maB6J9FJiCcMX9rbRnlKqpi/0GjRkZZWa9AXcDhRUjQp3PU4ROxoCpnSPrGr4xNYQolJOJziCvvDvaQuZvHFI5EMUgI01PmjQe2/VBVzwukQIECArebovNg3mNSq0BAFwGOXoiqa3cSD+PyzZePV8WNfuZPRjgTHWnS1BfHZPK7556iIiySw0YwfpvO79s505NiKufmtomhKh8WQWA5MSXvvKg4u6zqT5KNELWdsnWGFHCpaSxlxq6nMlo4wrlX5diNhMzGbxSl8Yr/VHaISLQBSAX7+jAU90bcYdZbRFwPpPQ93MjvG3MzjB4VhXWIxzcDkyRN64rW/ex3vHqJnc6HQaR7sHMTChlzr7XQ6MTaeRlhVTN2oWdjoNMj8SsQDmXYDZ6qIqj4MKk4+cukj7RdX49FLsyWQOLoeAL+xtw+n+CVNaaDYjF5VxD0+lEDLSWqoGnThNzgt0AZhKuLc3BqhQOCrlMCXloWp6iblilH97nA7EM3m4HSIcooC8osIhCHiovQFvDsagFFQUVA0XDRO9iWSWLmykcaiqgfbaUjUNfaNx/OMXu6hex+UQ4HWJyMoqTa+11npRbfj8HOhowZcMHZOiasgrKuKpPNXNVLKA2BHRSnF+LL7qi1Wl5dc3CwsRm6GpObzcew3/c2CqqCO8xyniwD3NONjZio21vrL7uVXSUOutCeqtAk5wONYVSqUSrL8DypMhoplgtRMxKYfLExI21vhQ63chlVMgZQrwuRwI+d0I+py4MpWC3+VAW53ftD92QbJa9rNpDOJ3s29nPc4OxSBlCkjnC0jlFdT6XDhy6iL9DNGgENJBSslP909gPDlPbnIFFfG0jF/bWYf2piDttB1OZEwkSMB8h2xBAFI5hfaXcohCkXmgyyEgldfPDWmuyabHSHNDRdXw+qUp255ApPrI7RCp27IA3VX5S/u2mlpXkLSR3jJCxkxKxuuXpgDoUR42QkOq1O77xk+QTau4FJFoyoJca1J1RoTELFmw3jMsOSpFjEnqkb1nyD210mRnrS6Ic7kCEiWIjaZpOD+WwL/2XqMROhY1Phce/ehGPPrRTajxu3Dmwyi+8/ogLRMnuBXTUDeqwo3DjHVFcM6cOYO//du/RV9fHyKRCE6ePIlHH330Zk+L4wbC7i22lLFYVMphW73flgy5HSL6RuOmxY+UG2vQqHuwBmA6lTdFN+wWMxLpiZZxuz3dH7GttHnyhR6cHYxhPJnFSz1jtPljfdBDyRJxMK71uxBP54veikN+F9wOEa/0hU2Ow+QY6gIuKs6VFQ0FVffHCbgdqPW7cD2RRTiRwdMnLqCtzk9FzQVVo8JlFlUeB+7eVIPhqTmEGbEyC49TxNmhGB7YWY9/OnuVjqEB+HByzmi3oDdDJCktUvJO5kcwHE3hyKmLReevc0sI3Zen4HWJqPW5TSJcci5fvzQFQdAN5AAUEVHS34o4FbMu0mzfLxLxYQ0EV4qIWEnVjV4QF0qhzOUKiKfypk71BIqq4Y2BKF7uvYahaHGpd0uNF493tuJ37mk2uQj/qD9Co3oP3tEAl0NEjf/W7OS9lqJvtxPWFcFJpVK499578eUvfxmf+cxnbvZ0ONYwjveOmZo0EpAHzZMv9EDKFvDGQBRf2rfVFOGJSTmTO3CptgwsBOZnqV5Gw4YfTN9IsVB1eGpO7wZujON2iEXlyqoG7GisoqXlQa8T4bjuQqwTlCydA0mHkQjN3ZtqaIn6W0PTlGxsqfNjNlOgx5HKKxibTmNrvV9PMc3misgNALpQ3dlSTSurFM2s0ZlJy4inZaonIhAFXTtTUDWEExn809mr0IwS8vbmIAIeB6SsBp/huJwr6NVOpDqKPXfE+yedV6BpeYwnMzjWPYgDHS3wOEVKFjUAY9NpHOsexFWLSd9sRoaq6T9ZYqwB1DCQjTLZ3QPstVrKQmYlSjd6QSxF1MoRm4ys4HT/BF7pC2NitpjktjcF8UTXZnxyV72tizDxxPnsfZvQUuNbVBqKa1o4KsG6IjgHDhzAgQMHbvY0ONYY7B52C70BE6FqQdXwSl/YZMq3b2c96oNSSVJjtz/WkI915QX0xYPsC9BJxLMn+/H0iQvwukQ0Vuv6kikpj4KqOwxXeRxUg2N3PAOTEq5MzdmSD4dh4jc5m6PRHGIQNzCpd9/2OOdLts8OxYAEaENNWdEo0bL2nyKYnM0hKuUR8Oi9qJwOEYqRtnCKAjxOEYqqIVtQqe6IjO9yCCbTQVWb9+F5av8unB+L09TSeCKjNxvNKxAg0O7g7HmJSjlIGRnRubyppUJzjReJjIyNNV6k8gpNyVlN+oI+F8RkFkGfy0SMD3W14ekTF5BIy3itP4IdjVVF54ElzFaCsJhF+GanMKz7l7IyEmnZltjE03n84L3r+LdfjmM2Wyja/rFtG/DE/a346ObakhVRDlHA7390E/7o41uW1Ml7rabwONYW1hXB4eCwg93DbqE3YCJUfaUvjNaQD/d94ycIuB2YkvJFFv+VtHVgcairDX0jcSTSMo52D+Kp/bvw1tA03S5Ad+hVNZ3sxNMyjVwkM7poN5kp0F5WLNFitSAuh3nxEADcs6kaoYAb74eTeoWTse3Ft0fxUs8YPrGjDh/fsQHDU3MYT2Zxuj+CoM9FTQBdoggNesNLTTN3EGehj60hk9ejKH63A7mCTi6CXicOdrbiH968avqOBiKqFo2qLZ3Ykd5ZOxqr6PklVWNZWYXXpfv7JDJ53NNaXTIiNyXNoNbvwlP7dwGYJ52s9umwTeXbUww5BfRUFqmg21Lnx+UJCYm0vOA1Z38Ci1uEb3YKg+xfysq4NpO2JTbX4xmc6Avjxx9MFGlwHKKAT93ZiM/d34rtDcVEkMDtFFHjcy27k/fNJoQc6wO3NMHJ5XLI5XL037Ozxd4fHDcOqxVWXuzDjp0HEarG07pbrp4eKVA33wMdLUX6GquHCgA8c7IfUrZA3XEzskI1JQc6WvDQ+TDtmB0KuOF2iHj7yjStAtpU68MDO+tp1IZURFlFllYtCBEUAzqBCMcz+PfDn8TdX/8xAH1B8bsduvkagDcHY3CKgt6jSgPiaRnTKRmqEWZJy/obuabpIuGQ303N26yxHA3z4uO5nAJR0Mt5O7eE8FLPWMnz31DloeZ8hw0ywjbKjEk5bK330xJzlqCUi8gBeqSKmACy5IdEZQAUpZKs5IJE4J452Y+Dna2oD3qKqu3smqaWq6hb6ygXsbkUmcXL717Dmx/Giu4Bn8uBRz7SjIN7WtFY7bUdWxD0PmbVvpXr5H2zCSHH+sAtTXC+9a1v4a//+q9v9jQ4DKxWWLmShx27IFnncbCzlVbzXI2l8LNLU0hmZFoGTt4zpUyBdhdnPVQAUGO/VE4xyp/171yekPAn/9KLvKLC5RARCripuPV0fwSHj78HVQP6RuO4HJml3bif/MQWvNIXLuqNZF00CSESAYiigHRewe8de9M0DqBHcBRDz0Iof8DtwCd21KFvNI6djQEMR1PwOEX43U5KQIamUpCVecHvBr8bPrfuj6NBo+0SAD3VlC+oeGMgSn9H0lUCBMzlC/A4RTz7yF3Ua4g0HAVAW1ik8wruagna9vICUNTIlL22xAn6ytSc7Tmzpg9LRWNIL6uBSamoKg64NVIkmqYZVVHFxEbTNPRcncHLvddwwThXLEJ+Fz67pxW/d28Lgl6X7fgOUUDQ60K117mkNBQHx3JxSxOcr33ta/jqV79K/z07O4vNmzffxBnd3riZb7TsgmSdB9sY875v/IR+h0RoSKojKuXwzpUZmm4Kep2mYyFv+aRCK5HW01BvDERx7NB9pn2SOQE6CSDtEQBd9/JSzxgEQRfeDk/NFdnzE50KIRIuQ/OSK6jUpTjkd+HZR3bjyRd6IAoC/F4HEkwkpq3Oj/FEBsmMjJYaL9rq/BiYkNBkaGGOGqXirFHxTDqPEFw42NmKs0MxZGUF0yndmZboSFVNQ8DtwJY6PyUvpFM5oFecTRpuzhPJrKn8mpShTyR10SpLXsg5Iz25iHaKvbbEDZn8BIoJ8EKNOFnBeal71dr80i46adc5fi2QIU3TIOUKSNoQG1lR0X15Ci/3XsPIdLrou60hHz53/2Z8endTyYaWpBoquMw0FAfHcnFLExyPxwOPx3Ozp8Fh4GaGlUsZ8JF5EZBoTsDtwEgsbXK5PXLqIgYn56BqGmp8Ljz3WAcdxy7t9nvH3kT/9Vl4XSLd9/HeMZwfi+PcUAzJjIw7mqpMC98rfWGk84rJb2Y8maWLMevjk8op8DhFOEUBIb8bE7NZOEUBd7UEEY5ncLCzFaf7IxieSkEU9MUpnVegqBqqvU5qxEeIRs5IW0mZAk25eWwWsWRGxj++edWUriAtJjKyAlHQzQgJaXzyhR5kjN5EuYKKyxFJJ2/QNUj5gko9c0g5ea6gFrW9AOZdlt1O0VTZRH6SNhTbGwL0O1ZzR7bM2w6n+yM41j2IiWQWT49cwPmxeFE0iVy/c0Mxeg/YtXGwdo5f7P2/kmndcsQmlSvgVH8Er/SFEZvLF313d0s1Pt+1Gb+2sw6iDWlZbhqKV0VxrAbWFcGZm5vD0NAQ/ffVq1fxy1/+Ehs2bEBb29rPc3PceJQy4CuVYiDRHGvk4LTx8AdAyQ3Rd5RKeYQCboiCXsJ8rHsQkWQWUrZA+ygJAqiw9nR/BOeGYmiu8WJTrQ8/MwzuBAB3NgdpGTKJGFidmO0cmQE9ckLI0nDUSDdpwGy2gLlcCi6HAAF6SbcoALV+F4I+J6YMka2sWFUXKKrcEgVdjPvhpF7VpWkaXfhP90dM1V6ioOs2cgUVQZ8TAbeDNv3c0xYCHgBNP5VyGyaanHNDMVNk63jvGIajulkh28jRriGmXdqJ/fyliEQJ3Es9Y0X+O2Qb+WnVZREyb+0cv9hScjtPnsUSAE3TMJvViU1BVXHmwyh+1B/B73a0YPfGanz//HX8+4Vx2x5nn9heh0Mf24x7NtXYju0URQS9TgSXmYa6FVJ+HGsP64rgvPvuu/iN3/gN+m+SfvriF7+If/7nf75Js+JYy2AfnOTfh7raFkyX2QlPUzmFVggRAmGtmLLuIyrlqDdMKqfQ5pUC9LJolpBcNpyKZzMyXIbI+FN3NeIfv9hlKkNmNTysuJlElMjvzhpNPAlCfje2+Jz4cHIOBVWDU9R/l5EVaJruIHuwsxXnhmJoCLohGDOfMHQ2DsHcaJPgf3lgGwDdvA/GsY5OpylJHGf8eTbWeHGgowXnhmLGOdEbeKbl+UaahDwSAbdVEPzw82dwyYgCsUQunVcQ8rtN0R32GlfaEJNc0xTjvHx2MEaNAIHiyisYx5yWFdoFnvUv2t4YwMCkZEuGy0Uv2MquxRIAK7Eh+FF/BBeuJTASSyGRlk3tPQDA5RDwW3c14fH7W7GlLmAdFoDug1TtcyHgdqxIGmo9CbI51g/WFcF56KGHoGk2T1iO2xqVLBBWcbG1ueJCsBsnKuXQEPTA43QglVcwHE2ZjOTYfZA5XjHM/gBz9CYm5bCxxougz6U39jQWHWJkx+6fHYtoTeJpGU+fuIAtdX6a0iHrlscpYntDgJZPk2abitGostbnhgaNkptLExLA+MmIAmiDT8VSHiwKeuTlWPcgFE2jKTNZ0XC0e5B635A01HRKxsCkhPqgB71X4zR1pWnA1GwWAxMShqd01+J4WsYndtThWPcgLbc/0NFC50VaTxzvHUPaqFprqvHgtNHSwRq9I07SpcB+/tuP30vTY9ZoDVBMgL956iIlRHGmpNy6cNvpf8pFL1h7gFKaIOv9r2kaZjMFJDNmYgMA719PQsrIkBWtKBUVcDvwe/duxGf2bEJ9VXFqXxQEBDxOVPuc8DhXtjcUr4riWA2sK4LDwWGHShYIQBfmssJQoFifYSVJp/sjdKG2ikRjxls1KbHOFVSMGi7AbDqCNa4ToBOOhqr5lAXrnPzil/fiyKmLtOrp/XASDz9/Bof376Lkinxe1TRoAI2spPIKZjMyPr5jAy1D9zgdaK7x0LkTwbEo6N3A5/IKEpk8XA4R3z8fxlxOgfUdQhQEbKnzY2gqRbU2ZDFXNf38awCg6YJp0v372kwaqZwCt1PEnS1BU2dxgpFYCmMzejopnpaN0vU8Hb/78hSNeBFS8NT+XZR8kPGGp1KIp/N4YGe96b6wGi6Wuk9YvU9MyqE+6KFaHbvID9HpaNCjOYRoioLeEZ69l6z7Ykviyb0H2EcvyvU4Y8frvRqHpmn4tR31SGTyJoNGVdPw1tA0/rX3Gi5Giq0y6qvcONjZikc6WhDwFC8J672TN8ftC05wONY97MLbdlGdgUkJWVk1vcXb6TOsqSnS5JIssNa36uGpOVxPZiFA16w0BD0YmJToYtozPINcQaU9kTRNFw5/99wIFFXDxlqvyV332Ud24+xQDJciEm13QKqQ9PF1bQ9xHGZdhAkuR2ZpdOSqIZYmHj7kXB3tHsSliERFvXaGfqKgN/0EgEgyi4OdrdjTFsKRUxcxMZuDQxTQ3hTEoa42ShAuRSQUVI26FecLKiaSWexpCxXpm473jmEimaMkMehzUnF0PC3D4xQRT8vwu+d1ONYqp3nxdR4Dk5KJOLAREzudDLlXSFov6HVCA0yRPhL5YbuIsynF471j+MLeNlPpeimwhMcu7WhFJdqUJ+7fDFlR8Vt3NWM6Ne/7lS+o+MnFSXzv3WsmTRKB1yXiLz61C79xZ6NtU8uAx4lq7/rv5M1x+4ITHI51j1JvydaFwVraCxQ333Q7RBx4/gyN2LA6Gvat2+oubI0CAaCLKXmbdogCdjVV4bJBKsiiXuNz0YWUCImJWJb4yKRlBdB0EXCNz4XxZBaapqcVvrC3jRrhJTMyzg7GIAoCVA3wOB24p7UaboeI+77xE7SGfAjHM2hvitNS8EFDk0MgQC8xT+UVBNwOnBuKYTYj06qhZx/ZbWpPMDAp0UX9eO8Y3A6RiqRFQY8AxdMyjpy6CACmyii3Q4SqadQAkZxXMh7reXOgowV/8i+9eGMgiofaG0ykgL227LV/7rEOWxdqa4qI6Kuee6wD58fimEiG6X1CIkFvDU3TCiJCljTMa3tY9+tSYO+fSnQn5T6jqhpmszLu2VSDI4920N9LWRk/vDCO75+/jjhTLk+wtc4Pp0PEH35sM369vdG0jXjXBL1O/Ozi5KpVNvGqKY4bAU5wOG5J2C0MbATHGvp/8oUeZGUVb1+ZNvoewVQiTkAErmzDTHahdDtEkwNu79U4mqo9SOcV2luJuBQ7BF2suc9Iq5DFt28kTqMpNT4nGqu9kDIFBH1OPLCzHueGYnA75lsokMgImV8kmYVDFKBqGppq9I7kxK2ZLHikMoj0fnqpZ2y+dxT0iI6sqJhJq0hkZPiM0l82e2U9x+x5+M27GtE3Gqf+PoW8guhc3hQpIVGfgqpRB2YrBiYlpHK6582ethA1EXxjIFr0OXJtrZYA7PWzuy+sLsgxKWeK9LU3BY0GpRqdd6lIjDW9aeeNsxgdmB15J8QmmZGhqBqtinpgRz3CiTRO/WqCRu8IBACf3FWPJ7o2466WatO2Mx9G8dr7EXz+/jY8tmcTFQ2vZmUTr5riuBHgBIfjlsBirfOtD1iybXgqhbScgd9lLk0m489mdKO8dF7BMyf7cX5Mj2BEpRxGYnoPH9LAk1Q1kTk98DfdCCf0VEHA7UBbnR+Dk3PUjZjs78rUHNWgzKRkJDM6IXj2kbtwvHcMV2Np7GgImNyUybGy/ZfYxZ74+wS9TownsvA4RVN1WVo2a28KqoZanxuzWRkOUcAndtQhr6hFrQoIKSDngdUTvff1T+N0fwSv9UdohCiZkWm1FimjJhEa67lubwoiKuXgcgj0OB9qb8DrRnToyKmLlNiVIzV29wYL8jtCVLbW+00pQ9KglER4yt1XLEp549h9thJYiQ3B9/qu4bJBuq0lGG6niN+5uxmPd7ZiU8hXNGbA48RPL02iPzwLr+s6PmNTfbYalU28aorjRoATHI5bApW8EZYjPXbVKlYtDln87jIqnaRsAd89NwJRELCzMYCubSEq7g24nXR8UsocT89XrXicIp7avwuHj7+Hgqrhu+dGsKdtXmRMDO806GRDyhZMupJ9O+uxpy1UsrKG1bs8/PwZaNDTNce6B43UmC40HjZaGhCdEIHuiqzolVOqhuuJDBqC85U15HyQ75EIR0uNWU+kO0DnjfJ4jXYOJ1E0NrVDzj0hSUQXtbXej4agh45JojjWLvAxKUdL9e2und29USplVCrqY3ePlKoAslvEl1ItpKgakhkZs5n5nmGapuG9awl8r/caLo4XV4ZVe534g49uxKP3bULI7zZtI2St2ueCyyHij/ZugUMUiu6j1axs4lVTHDcCnOBw3BKwLiblcvzlttk9eNkGkKRUmRWmBjx6mmlgUsJn97Qir6hU5wHMC1a/sLeNdtjOFVQc6NA7mpMIzrHuQUO0nIIGUBfhXEGFxylSskTSJ0QLwx4TIQcEz5zsp2kpsvirmt5yQYDuPDwwKWFHQwAXI/pCSepkPE4R6bxeBTUcTdEoATnPUSmHy8Z3iHEh0ROx16U/nISULdDqLZLmIf2oiL8MSyK7toXQ3hTEa/0RDEdTmM3ox0DOqSjozUCJWPhY9yAuRiSaWiSftRKXcp3hF+OJxBIm65iVVD6xKHU/FhQVyYwMKVugxIakpF5+9xr1HWLRVO3B452bcaCjmaYVCUpVQ61HssE1PByVgBMcjlsCCy1CLEptKxe9IWkX8ntrJY91oSQC4wd21tP/b28KYlOtF4m0jC/sna+YIpGYK1NzuDwh6RUtRsl1yO/GeDKDLXV+AKBEy+qKe7R7EJcjEtxOETsaArRKiu3JNDWbRVO1F6KgkxxBANqbg7SU/UOjDQUAKJpOWGr9LvjdDownsjQ1R46Z9IsCgHs2VVORsPW6ADp5S2Zk1PhctD/V6HQamqanrViXZnJMR4zGmQBwPZE1RatISpCk5/SYFGi1VSmti1UvU0qcXG7RtJLpxZSjA8X3mfXzhNjMZgvU9ysrK/jx+xM40RdGhDnvBDsbq/D5rs349Tsa4LCUcvvcDtT4XPC7l/+4XyvEgmt4OCoBJzgctyTKvbUvRjNhNxbri0OqnwjxKF60YpgwtDITySyysoqubSFTaoWQsz3f+ClUTX9zd4gCUnkFqXwGrbU+7NtZT6uPdjYGaNftqBH9IG7J+YKK+qCHRjUEQa9UyhdUxNO6nkevBNKw/85GfHaP7sr8fni+k3lDlRvjxlxVTXdcrva5MDWbxVxOwfmRBM4OxqAZKTSnKJi6pAPFPjH1QY+uHTLMDZ98oQeyotGqMGtZ9pMv9NBoEQBs8LtsK9fItWGdhYm2p28kjvfDs9RHiPzO5xIRM0rFWXGyXZWdHVgyTXp9FVQVUlYzzalURKiU/utznZsxPZczEZtEOo8f/HIcP3jvOmazhaKx7t8SwhNdm7GnrdbkKCwIAqo8TtT4XCWbYi4Fa4VYVKLhWStkjOPmgRMcjlsSbISFvO2T31sXKFbQus0gKdax2AiA1Rfnm0akYYPfRdMjbKk46ae0UJPHXEEXFisaIDCK31S+QKuJAh4HbW1AohaATrYIoSDjs4Ljl3rGkMorNEIjCsB4IkNJk9nxVoDLIcLrEtFY7cU+o3IrK6vIK2a/HKcoFHVVJ+fm8oQETQOtKmPPCykP79wSwrb6ACKWsmzSVJPs657WGtMixV5fgDVx1BdftmlpPKNXb+ULKlJ5BbmCioycNmmaiCjb6pO0EI73jmE8mYGm6R4+pYTMLKyL82/tbkLXtg2Qsrr7MKBfmxN9Yfz4/YkifyJRAH6jvRFPdG3GzsYq0zaXQ0S114Uqr7MokrMSWCvi4ErSamuFjHHcPHCCw7GmsZy3MPKA22apimHHJgs8EbSyaSg7WH1xAFDL+5m0jHeuzACYT4tYIw2lFs8jpy7SSiMBwIaAixrlEXLQH06ic0sI1xMZbKrxIehz0nSP9YHP+sfsaQvhxbdH6TbirTObkSlp6txSj77RuNH8MkNLxZuqvRiYlChZ8bv1RpkFVcMGvxv3tFbT9A6ZB6CXVveNxFFQNaRyCs4NxVDPiJT7RvVtb1+ZxpuDMeQKKr57bgTnhmK0bJ5NAdlVtLF6o/5wEvG0jFf6wpQM+t0OhPwuxNP6cTYG9T5VnVtCtCKM1TQtZfFm/XCesjhdlwK5VgVFRWwuB4mJ2AxMSHi59xrODEaLmpp6nSIe/kgLDu5pRXON17TN79ZbKKxEGopFpYLqtYi1QsY4bh44weFY01jOW1ipqhh27IWiK1aCcrx3rGghq69yU62ItfN1JX4pgB5xyBVUBNwOdG41VyGRXk/JjIw3B2PIF1S4nSKqffqfLzG/Y83yXukLmxZ8Ngqge+To6SVy7KTi6mj3IJyzOdoLK5mRsW9nPfpG4vA4RTTXzEd0SLSIXCPS8bq9KYhX+sKQFQ07GwOoD3oQlXImnUrnFt3TxuN0IGVUlxVUDZcn9D5VVnEuS6DI/nwuEbmCgvOjcbgdDv3cGQRwZ2OAtqc4cuoiXuoZo5VkdvcC61+0mPtsKQv+jy6M4//pGcWBu5vxyTsaoGkaekfiePnda3hvLFH0+ZDfhcfu24Tfv3cjqn0u+ntREFDl1d2GVzINxWI9R0HWExnjWB1wgsOxJlAqUrOct7BSFVFkPyQ9wdrrE/2HnQAUgGmRBvQF4GEjUhNPy2gN+fDMyX68ej6MvKKa/GhK6YIAPTKSzivwOHV9CABTlRH7Mk+iK5cnJBzvHcNbQ9MoqBr6r8/qjswGGfE4RfjdDrQ3BXHmwxj9fkOVB9sbA4hJOcwYzS/J/gaIyFklGhDdvVhWNOQKBczlUqgPelAf9OCdKzOm9BPpeE06cYsCaDn7se5Bk58NoKdTmmo88LlFxObyCLgd8LudRa0UrCJecs76RuJQNWAup0AUFDywqx7jiQwGJiRsrPFSf55X+sJIywoyyXnPIGulEzFCJIaCVlJbSQRxoWijrKhIpGX8y9sj+FU4ibyiIlNQ8b3eaxiOpYo+3xry4fHOVnx6dxM8TEUUSUMFvavfG4pHQTjWMzjB4VgTKPWmuNJvYVbCUqo3Fdm39QHP9jYC5kvAtzdW6Yvwdb2Z4RsDUbgcoqnHValqHkA39HOKAu09dbx3jJKa2YyMap8L7c1B6mRMKpIOdbXB7RBpBCcczyCRkZGRFdT4XJTAOA33ZP24minpIMLo0/0RWtUUcDvo52VFo5EeUhJPqq7eGpqGlNX1QUQcfLR7kLaZUDXdMfncUAxDUym4HAJ2NAZMiyVLBkjKcMqIBAE66ZrNyBCE+Y7p3378XuoX9FLPGG0oeqirDd88dRGqplddTUl59I3Eaan79oaAibSw15kYIR7sbMVRg+iRbvGVRjDY75F9HOpqw2/ubkIiLWMup6eifvOuRkSSWQxNzuH86OWice5qCeKJrs3Yt6PepKPxuR2o9rpsG2KyWElx7c2KgnCBMMdKgBMcjjWBG/WmaLcfu/8nP+0e8OTBy3Yn39MWQn84iUJGhSgIlGyweo9yfYiGp+ZomouUOus9kfTy7KuxNLbV+zEwKZm6mp/uj2A8kUFTtQeKqtFGldG5PAQIlMBcYcY/OxTDK31h2jKBRDlyBRW1fheaa7y4Gktje0PAZLBHRMzAvLsvITxE8xNwO00uu+m8gqRhUJcr6I1I2VJ7NmLGpgzdDhF/9tJ52knc73YgB72L+V+8/Esc6x7E4f27ihpbHusexHWjpN3lEFDrdyEjK9jeEMDprzxoe51JNRVJU0oZvVpJwOLuS4H5ebx3DL8YnkG+oOLOlmpomoaZVB7fPx/GDy9EMJcrroj6+PYNeKJrMz6yqYZWRJFqqGqfEx5nZU0v13NaieBWOAaOmw9OcDjWBG7Um6J1P5UY/ZXabjXdI78ji/XAxBz6RuNU92HXPZpoayIGkXGKAr79+L00PZaVVbTUeLGjsapIx0I+c3lCb94ZSWZRH/Sg2udCOJFFvpDHPa3VdL6kvB0AbXZJ+jylcnp6rMXQ2NQHpaLoCmkNQQwDdzYGsG9nPY73jtG0VNpoMSEKeirFKQoQIJjIEAuykBHh9o7GAJ7avwvPnOynIlvSu4v497DpOauPEaAbFOYVFVvq/Ni3sx6v9IXxgCFctruO5LqwzskPNNZXVBHF7lsDcGdzEP+vh3ZiLldAOq/gd+5uxuh0CifeDeMnFycgK2blsFMU8Km7GvG5+zdjW32A+b2usQp6XYuuhlqIlNlFRxYbMVntCAtPjXGsBDjB4eAwcLo/giOnLiJuGPFZowNWLBTtYdNZdumu471juGRUJxHc1TJfkWQVSbPuyc+c7KfbYlIOE8kscgWVlruzpncEbDSGiIGJ/wvbRwrQ9TrPnuzH0ycu4At723BuKIZEWu/DdTkiUdfi0/0RjCezCPl1oasAAfF0Hm6nTm70FJdGxczWxZBUWw1HU1BUvZklANqk0+N0IJHJo1DQCY4AmMwM2TJ/EpVyiAL8rnl36YVKv8k5YfVSS6nYuxpN4aNttdi9UW9m6Xc78PK71/DW0HRRjyi/24Hf/UgLPrun1dQCw+PSTfkCbofJ12YxWIiU2UVHFhsxYXVRpA9ZufO2WELEBcIcKwFOcDg4DBzvHUPYSONY+xwRLNS4kd3+3GMdJrGq9fOHutpMglynKCIcz2BoKkW3syAGdt89N0J7U5FI0DMn+yErGu0QTtJJ58fiRSXVrBbIrkqMTWeRc9Fc46WLtAZA0/ToTzqvQNX0rujn/sun8MDfdGPG6BQhKxpcDgGxuTzyBRXnhmJF+xyYlJAxGn06xHkR8otf3os9bSFK5EQBqPW50FTjxVNGaTx7XIRMArrZoSyAVnrZeRtZEZVyiEk5U/rP7pqS/bILdb6g4uF7WpDOK/j07iacG4rh5d5reH98tmg/dVVufHZPKzb4XfjZ5SlcisyisboRAbcD1T4XvK7K0lDLQak0LXHcZgXediDGlkQ0/kpfmOrMSn2Pp5w4bgY4weHgMHCoqw3DU3OIp2VTd2sWbEqlVFsHuxYBBHZvsnbRFLb8GphfFFjtC2nXwJoJWqu/JpJ6+snlEFAXcCEq5XDk1EW6L5KeIscPAAIECALgEHS/nM4tIYwnMtjgd2HGaP1APHDOjySQg4pMXl/ggj4nhITeM8njFFHrd2HcSL/NGi0ZCCkh1WG1Pt3Qz9qxnGhyany6LmgklqYanidf6DE1+Hy4o4UeEyE2GoARS4sN6zUAdHKYSOtCZmvay3pNgXlh+afuakIincdcroCPbq5FbC6Hf35rFGMzaVixpc6Pz92/GZ+6sxFup4j/9dVfoT+chMsh4I8+vgVOh7nMu5KIx1LTRHbEnL1n7M6B9XwQTVh90FPUud5ubjzlxHEzwAkOB4eBSsLi1NzPKIkm37Nut/aKIrCSllL7JG/JGwIuxKQcfu/Ym7gUkXBXSxA7GgMQoIuFB43+URtrvKbmm+w8CIlJ5RVMp2RMJPU3bhL1IMSIzG1rvR+fZDQoDz9/hvbIIqmvI4/dgwMdLbj76z8GMO/CTPQz8bSMQl7vRr6pxgcNGuKGEeIOo/M6cZj2ukSj8sncsZxdFHXBddjUr+rsYAyqppeyl4u2Wa+FlbAQU8AtdcWRHmsbDgBQVQ0H7m5GOJ7GXLaAf//VOI7/4pqtcLhjUw2qvU78KpzASCwFt1OE2yniC11tOOkK4wsfKyY3dveJHVY6KlIpCVnIX8pubjzlxHEzwAkOB8ciQB7UpCQ6Zgnpk+2lTP0OdbXRdAgRxZaKBF01Fv+ZlF72DQAfjM/igV311KEZ0IW3E7N6abJdJ2vi69LeFMTZoRikjIyA2wFAQLOR8rHOkf23XgWlp2JIl3Oy/RM76vDGQBSf2FFH9030M6m8gnxBxfbGAIanUkgZPj9sR/bjvWNwO0S8fWUaw9EUrhjpOeuiyAq6yfZanx5R8jhF22hGqWthXciJZskuPUWuQ9e2EH7jzkYkMzLam3Wd0//vjSs41R+hwmoCAbr/z+e7NmP3xmo8+l/PQcop+MkHE/g/Hr0HXpcDrZ1+fMaoeDvw/Jmi/ZciG+Uq8ZaLhVKu1vNaDjxiw7EWwAkOB8cSQZpo2oX0Sz3grakAAEWVUez33A4RfaNxaJqGbEFFyO+iBoX7dtZj3856fPfcCAAUjceKPwnZOfD8GYwns3A5RMiKijt9ekSE7eZthWDUXhENTiqv0IhIXlHhcuhVS+xb+7cfv9fUG+vpExcA6FVDdgQkY/TWqjW8fYDixZwlhgc6WkA0uCS1VCqaYS0JZxfs0/0R03Uk55Fsb28K4lfXEmit9WE8kcHVWAov917Dzy5NFrVSEADs2RLCU/t3YvMGnXw6RAF/8NGN+PcL47h/6wb8x//73aL0pLW3GXturFgoBbpcLNTpvFLwiA3HWgAnOBwcSwDr2WJdOAFzSbYVrKDzgZ31ReaBbATmyRd6kJVVbGM8adhoBhHjsvsm41nFn6f7IxgzzPwIZjMyrcwiKR+2i/fx3jGk8/OpF3JMpOcW26xyT1uIHh9Z4I6cuohnTvZje0OA+gIdeP4MpEwBQZ8TT+3fRckLiWIAOuEiKawrU3NI5xUE3E5Mp/L0PMUNPVBWVstGDFgyEZNyGJpKUQLI+gFZdU+/cWcjfhVOIJ1X8O5oHFei/ei5OlM0ftDrxO/fuxGP3bcJGwJuAHql1y+uzuDke3oa6v94tMM2qsceeyXRDutxrnS59kJGlxwc6wmc4HBwLAFWHcKTL/TQyElzjReXIxI06ESnnKCzIShRF13StLLUAmNXYs2mN2DsL+B2ornGiweMMmm3Q8TdX/+xXl2kagi4HfjCXr2CKSrlMCXloWoajUik8manZtaGxe92QFY0k26H9QKyVmf1DM8gV1CRzivYu30DbaWgaoCYBK2YYo+NnEtB0CM+sbk8HYO0njjeOwZRECAKwBf2mivaSgm5ib4o4HGY/H+CXqepR5Wiavidu5txbSaNtg0B9F+fxYeTc0X3gNshYv+dDTi8fxd8Rlk3Ww31zMl+vDuSgCAINBpEyCB7L5TSYNkRF/Z42ONity00RjksZH3AwbGewAnObQZugV45yp0r60JzqKuNRk6IV0uuoFJXXOu4USlHy5dZklDJAsOmdtj0RkzK4ZLhUfPJxnraQPPw8fdomwYAqPW76L5ePR/GwIRkijaRflikqzdbmURIE/nu2cGYKa1EYBXyAnrUx+UQsLHGC0BA0Oe0jQwc6mqjxCgHoC7ggt+tN9OcNlpPuB0iVE1Drc9FI0d2XcbJXNqbgrRqizgWW31v0vkC7t1ci611fvz4g0l88bu/wDhTLk+woyGAJ7o246E7GuB0iHCIAoJeF6q9TpNg2EpoKvHksTt/5aq6ykVYFkovLVVfsxysxvOHP9M4SoETnNsM69GPYjkPsFLfrWRMttllJXoI8h0Neofx8UQW8XS+yFfkeO9YUfky0ZewYy10LGx6gxjmAYDfNW/wRwiYKOhdqRurvRAwX+rcH07SyE3A7UBbnR8C9NYQxM2YHJNVjHz4+HtQNWA2Wyg6t4TA7WOiSG8MRJEraNjeWFXyGAH9vnz6xAXkjH/P5RR854mP0uM51NVGnY5njL5dbFRsa70fXdtCppRT1DBDTOUUNFi6lZ88H8bn/vtbeOiOBkxJOfzgvXEkMnLRvEQBaKr24I/2tuHX2xvhcTnQMzxN01DWe4T0DCP+P4vxmilHXKxRvVLjLJReuhnPAtYgcLH7LfU3ux6faRw3Bpzg3GZYjzn1Sh9g5VIT7FilPGas0Cw/rbCLtpBxt9X7kc4rttqact9jhaZ2gk+rgJiY3j1zsh85Q4TMplus+yLRDEJe2pvieKlnDLV+F/7SSDGx+z3aPahHhaCnv9hqLNKQ866WoGm+V6bmEElm0d6s63IGJiVcT2SK/HtYoS/Z3/kxfT6CIW0mndOfOdmP5x7roMSEfC7kdxUdox1ptXoFaZqGuVwBibSMF85dxcXxWbxrdCdnIQrA7pZqxNN5zKTyiEl5/PjiJA7t3QKvy4Ef/PK6KQ1lvX80DRidTlNCQ64zOZelCHY54rJQOq6SMezujRsBNtK5kN+OFaX+ZpdyHDzqc3uAE5zbDOsxp17pA8zuAch+t1Rov9TD7oGd9ZhIZvHAzvqKw/l2hKLUvhc6RmsEqb0pSDt4EwHx8NQcxpNZqEYXcJbcWOdIRK4xKYd6w2/m2Ud2U5Hy+bE4FUeTHlOTST2OordhAO3ZRErHRQEIGcJacoxEzzM0OadHYgoqPE6R9q56qWcM6byCqJTD+bE4/unsVaiaTkIiySxSRtl1lRFRGp1OFy2Izz6y2+R9s5Bm5Wj3IHY2BvDnv7ET+3bVIxzP4IPxpO44fH22iMQ6RQG/d+9GHOzchJYaH/63V3+FqdkcAh4H/vgTW+F1OWw9clgQTyBru47hqTkMTEgYNHQ9y/l7XE704mY8C9gXj8USq3KViYs9Dh71uT3ACQ7HmkelDzC7B2ApEmK38JPPE7CaiYFJqaLQunV/dvu2S33ZzZOQiCvRFO14TaIgREfSx0QdCqpGG2HazY9oQsam07gYkfB+OInjvWO0Wqk/nKT9pkan05AVDQVVr8JyigIcogBZUbGzMYDmGi8mkznkCorJfA/QO6OHE1nIqoZCXoEggHrFDExKSOf1knABehsIMn+ij/mHN68CANKygsNM2wn2upLu5Qc7W/HsI7tLLlikf9dctoCubSHcvbEGp/sj+F7vNfSNJWyvoSgAd2+qxuH9O+F16aLhL/3aVvyr+5qJQJHreGdzsGQUBjAv5gc6Wmh6TRSWHz1Z7SjMakQ6lkqsVpKQrcdINsfiwQkOxy2DSipS7LQfpR527O/Pj8Vp9MQaWrfzVrHqVti5ERJSKvVFUONz4XoiSz1mCEEhizqgL/Qv9YyhoGrIKyoGJqSS6Q9C2IjrcCIjU+Hv1no/NtX60H15Cpqm63VSeQXJjE5wcgUVlyISCqqGSxEJxw7dR0mFVTR7oKPFMBQsANAwMZtDQdMwm5Gxb2c9eob1UuuNtT7a1kAUgE21PgxMSujYVI1LEQkPtTeYjPbYY3mlL4x4WqY9w+wicu1NQZx49xqkbAEuh4ChqRQ+93+9jcnZHMqhyqOLnzeFfPA49d5QD39kIx7+yEbT5xZKYZJzYb0nSdWcXfPRxWK1ozBrJdKx0kRrPUayORYPTnA41iUWIx5e6CFd6mHH/p6UJRMNB7svtmqH6Cwu25i3ETy1f1fZEP2f/Esvui9Pwe9yoLXWi2qfy9RygRAKEtX59uP3ApgXOAuozDywc0sIfaNxKrzNKyqcooiAx4FnH9mN//bGEPWaCXqd6NwSwhsDUXpcZDyiqRmeSmE8mdHN+L7yIAA9OkYad8bTMs4OxSArOmnqG41jzuiDpWr6v6WsXnX2UHsD8opaFB0iYEmC9Vo9+UIP3h6axpsf6pVfLlFAQQWmpGJi43c7UFBU5BUNPpeodwNvqcaLb4/gX94eKRJWs/dXuetYbkEm6bXT/RHbdh6rgaUShNWMdNi9CHAhMcdKghMcDor1JLwr9cBbSIezVNgJWMm+NgRc8LpE02JMSpKXss83BqJQNWAur2DP1hA1/COLP9kP2T/R1BxmFgmr9oOcD+tifT2RKTKZIz4z71+f74adL6jYVh/AZ/e00uiIVV9E/HLYiAap9BqOppDOKxiOprCxxougz4UHdtbj++fDmEnJ2BBw4TN7WvHdcyMoqBreGIjCZZRc20XdSpEEVdXwex/ZiPOjccgGeZKtymEANT4nAm4nYnM5hAJu5GQFBztb8Ze/ezeefKEHlyYkaFqxj5G1cq7U30m5lNlihO4rhaXuayUjHXaieeuLwEoKiTk4OMHhoFhPb0mlRMLWB+FKkbZyguKYlMOM4c/Cfpbs+9XzYfSNxov0IrESHckfam9A9+Upk78MW31C9kO2RZnGn4B+HUl0hjWVs1tgrkylEPA4TG0dSLUWSwtSeYWmgw50mPs7sZEcUhr98PNnKOE60NGCA8+fwaWIhFxBRXQur0eGdgJ3b6pB79U47t5UQ9Nur/SFaQfzK1NzeOBvuqnrsfUakHOpaRrmsgW8+M4I3E4HMoaDMwsBwG/tbsLn7m/FjsYgfjE8jX//1Tj+cO+WosW0bySOdF4pcqOutNS71IJcqYfNSmOp+1rJlx7r88XuRaBSIfFqWEdw3HrgBIeDYj29JZUSCVvfqleTtFmJjJVUEfGurKgoqFqRXoQlJuzcPrunFXlFLarYIsfDClat+yfH63WJRaZydgsMIU0v9YwhI+uVTU/t34X+cBKFjApREHBXSxDheAYHO1upuLdzSwhb6/0YnkrhaPfgvNbo+TO4nshiPJmlb+WkqWhrrRfxtIxUXkEOoCkm1gyPrY568oUeXGZcj492D9IqL0KePte5GfmCijubgjhy+hIS6WL/GkCP2Hx53zZ8Zk8rqr0uVHmduByZhSgKOD8WNy14BzpaaBl6MiMXNVMlBPCZk/0mYmgVl9vdb9ZI4I1aYJeyLzYSSMZYDqzPF7s5VTrP5fxdr6cXOY7lgRMcDgq7h8t6eNspR8xW2iOjknJx1guna1uIal6sehFWDMumWUo9gMnCSxZWQgTsrhvZJxvBsWpmDnW14bnHOnC0exDD0RQ0AFJGF1ETjUsqpyAUcOPfD3/S5Ir8xkAUdzRVYTyZAZLzKQYBeqSEmA0eOXWRNgP9tZ119HfxtEwrwQgRszMyHJ6aQ3Quj/oqNwSApjRe+sUo9mwJYTYrI51X8A9nR4quo8shQNWAjk3V+Nz9m3GqP4I7muYrnsh5JiSPaJYAnXylZQXphIJnTvabrgVLDK39viq5n1b672i1/kaP95r7rS0XK3nsy3kZW08vchzLAyc4HGWxHt52yj042W2VLgTljrmS82Gn1yk3N9afhhAedhyCI6cu0hLqV/rCRU02WcHm0e5BJNIyXuoZw562kOk8sG/lL355L451DyJfUOF3OxD0OalAuXNLCG8OxtAzPIM/+ZdevH1lmrZ8KKgarkRTqPW5TaXihxnh7YEOvSS6oGpwioLtAk+iO4e6dFPByxG99J1ERgBAVlRU+1zYt7MeI7EUqr0u1Pk9+Nx/fxuj0/MtGQg2h3z43P2b4XeL+OmlKfzhx9pw4nwY50cTcDDdzFnCR8gcMWVM5RT4XXoFlZQtmEgOS5DsiKQVC6Ukl4vV+hut9D6+GVgOWbqRkTOOmwtOcDjK4ma+7VhTP8tdHNiFxprqYLHciFClD1A2ggPoKStCLg52ttLFloz1Sl+YfvdgZ6vJT6c+6DEJNokLcDpvFhoT4uN2ilRHQrQ2BVWDlJEhCHoJ+dtXppEr6NGJNwaiUAxyQxyMcwUViipDFAScHYoVNf588oUedG4J4e0r06j1uxY8H2TOqbxCoz6KqkEDcCkiYWhSgqIBuVQeP7gwXvT9Ko8Dv/uRjRiKSmip8cLndsDtFOF0iLbXjY2kkV5b7Hby/4QQHrOU3xNyulB/qYVSksvFYv5GFxPt4USAY72DExyOsriZDzn2zRSAaXFYTqfkqJSjTSq/eeoinjnZb/KWWemIEEG51gsHO1sRk3JwOYSi1Ac5F0Q4TOZ64PkztBXAvp31GJ5KIZ7Oo70piENduqFgMiPrZduGjkQAIBjKWeKZQxx342kZ4UQWHsO1OOR3weMUkcjIuKslaBCgAqJzORRUDQJ0UuRxChibTuuiXGG+/1Xv1Ti6toXQuTVE21CcH4uXNOgjpn5XoinkCyoEwVyRRU+HZq6K8rsdCPld+PPf2Ikf9UfwwXUJP3TrBIicX9Lmwa40u5TXDrlWzz3WQTVVS6nQI5891j1Y0vV4OVjM3+h6iMhycKwUxIU/wsGxsiCLDElPlMKhrjbaNJH9f2D+QU0W00pwoKMFL355L57av0t/w3c5EDMqetjoSKVzX8wcjpy6iMPH38NbQ9P084e62hDwOCihuRpLY0udHx/fsQEHO1uLGkbmFRXvff3T2NMWwpMv9GBTrQ8OUUCuoEcQtjcGoGq6od+Bjha89pUHsaOxCldjabrPw/t34c7mIBRVb6cgZfRGmQc7W2mZt6Jq8LkcONDRgntaa+AURYTjGTy1fxe2NwaoEWCIicrIiga/24GNNT5EpRzam4J0/vFUHhlZQTyVpwZ93z03giOnLiIm5VAXcCFqeNS89pUHsb0hAADY4NfFwKXgEACPU4BcULGtIYBDe7fgj/ZuQde2ENqbgogahJGkmI4YZPadKzOma2a9twDz/UX0QAJQRFDItuO9Y2XvZ0KiGoKem0os7I6Vg+NWBY/gcNxwVPoWaX0zZf9/OeXgrJA34HZAUTV0bgktOG9SVSJlCzTqws6B/Zx1Lq/0hU1aFPZ4SJrKrhqHBSmJJymTgMdBzQdJt25F1eB2iKbvAGZhsQZQLU06X8DdX/8xCqoGURAgCjrBScuKqcqJ6FPY8360exCJjIz6Kjd2NFbRqNHlCb0552uG2d/h4+8BAD4Yn0WtTydFqqbRKJXXJWI6pXcF/407G+ASBWgAYin7iigCRQOUgoaQ34U//NgWek4PdLTg4efPYGBCwsYaL1JG01Ois7Fr+GkVb1vvr1JRHrJtMbqsmwmeduK4ncAJDscNx0o87K0Parv+TpXMYXgqhURGxngis+B3SFWJqmlIGK68xLEXKO1sDJS2519owWHdXoF5DY3f7TClrAiBAoA3B2O47xs/MaXdWGExSVO5HXr6ifjgBdwO1PpdEKC7DpOmnqTayU4kzJIeWo2lmVNLD7U34I2BKKq9TiQMjU+Nz0XHbW8K4oPxJDbX+vDYf3sLlyLFehafS3ccrg24cPfGavx8IEZdmzu3hIr0SmT/QZ+LpsIIiWRFxeQ71tYPrD7nyRd6Sgq/2d+thC6Lg4Nj5cAJDscNx2o87CvpC2Q3hwPPn4GW0HUsrN8JKwAmiztZwN4PJzGTliFlzBGGUs7GpKWCtdP3QiDRmkRaptoWAQBxn7sUmaWVUtsbAkikZTiMPFPc+P3ApE76rOW+x7oHjYaaeh8o4i48Ektja70f1T4XrkRTSKRlnBuK0WiM3TkEDM+aiAQNOlF6yhAaA8A/frGLHs/R7kFImQKCPif2tIXwpw/twF//8CL6RhN468pM0T4agx58+YFtCHqcePGdETgEAU/c34ahyRTCBintG42bSrWPnLqIsek0Ntb48IDRFZ2NjD35Qk/R+WAJaCm3YaujslUkzlGM9WAzwXHrghMcjnUHu4fmQv2dSoEIbK1tDew8Up57rAOHutrw9MgFCAJQ7TNXBs1HheaQzOgRHnYsYHHCThIx8rsdaKub1348feIC0nkFuYJKq47C8Qy8LgfVn7zSF0bA7UTv1TgcAvS+TqEqUzVVOq+P/e3H7zUJt2NSDkNTKdpJPJmRaTqHzMv6/+1NQbz5oX68HqeIo92DONY9iH0762mF0gM7643oUB4TyQyOvHYRqZxC+11Z0VLjwanDn0SN340v/fMvMDg5R/cZ9DkhJGCKZBGi8UpfGKm8ArezgIFJqawwmPzOajBYidswe48s5IVzu6FcNJOD40aBExwOAOvrTctaXUXmbdezaCGwhIZdxEjnbrYhJUmDyIqGWp+LlkOzYxH9x3gyS23+3Q4RsqKatDGV4FDXvJU926bgaPcg7ewN6BETaxqJ9Gk63juGs4M68WBTPyRNtaXOT8dl0zK61khD0OdEjc9lW80GzFcpNdd46e9yBZVWqUWSWSSNSFckkUEiU6CfC8ezpuMVADx4RwN2t1TjwvU4/uhjW7ChygNAvx59I3GE/G4TubJrQmptxMk6JVuP067ZpZUALaSrYaN8lWA9/a0tFeRvdKthdnmztUcctyc4weEAsL7KR9kFaCXmbbeIEYfdvKLSMmGrRwob9WAXucOWaFLfaBwFVUPfaBzlYOd4a63mAfRICCErTlGgEZhSaA35MDaTgdfpoGk4do52XZ0B0DLz2UwBGwIuxKQcNtb6IArAlak5PNzRQiNcAoCNtV7E5vIQAIiCAIco6ARxJI54RoaUVWzn5xQFbAi48cVPbMH/8snt8BoGe9broWrA9saAiZDZNSG1RmNKOSVb7x1rTzOrrqfUNSp3De1wtHsQAxMSohXqxUqNuZaJ0lo2CeS4fcAJDgeAtVPlUQnsFha7eS9nAbB7QNvpLaxpChJxYZs0WiMKpeZnR9bYKAEx0gN0UgAAX9q31fbY2Gorl0P/bCpfMJnVkYgX6fmkaTA59h7vne/27HM5EElmcSWaQq6gIp1XqK6I1atEkjHkjCBNQdVwPZHBrPELxeJf43M58ETXZpwZjOJqNIVT/RH8mSUqZr0ebPUToKcDVU2vAGPN9si5dTtEqJqGnuEZXJmaw4xRmUXKu9kxSe8wgkq71bOohHALlp8LodSYa/mlhIuqOdYCOMHhALC6D6SVeNMsNQY7b9II0s5EzvqGbhUTlxqXpDGIloAlMoTwxKQckhkZLTVeaABNz5CoCxtRYGF9ky/ntvvkCz103PbmIO3rZCeKPjcUw+h0GrmCiqDXCb/bgZRhwpfMyBiaStG+S2S/MSlHRcVHuwfp76NSDgKA2UwBmWSGuhk7RAExw7uGkBtyLi5HJBBPPruKKOJY3Bry4n//vd14+OibRaZ+dteGnAdyTaNSDuGEnuaq8TltfWxEAdSNOZGWTekS65h1jDh8T1uo6Fqc7o8gKuWwjfHCsUbwrNVWdveXNcK30N9HqZeP9fRSwsFxM8AJDseqo5RmZrGC24XIirXUl+hoyKJj98a70LhWLQFZyFhX2/qgB1djaeoFQ9pAlFt4TvdHMDadNkV7WFJFojX7dtbThZOQDaL9IUJesmD2Xo2jbySOVF5PBQXcDvjdDggQEHA7ICsaanwupA1fGELAWO3QpQkJY9NpHDl1EQOTEk1ZkTTWlWgKBVWDqmn4cHIOz5zsR3ONFyOxNAqKil2NQVtSAwC7mqrwx5/Yiv9v94eIzOYxNpPBc69dggCdtG2q9eG+b/wEnVtCyCuqSaAKzKfMCME41j1It3VuMfvTkGsvQNDJHYBav8v2viPXKSblMJ2SMTAp0VJx6z04YvHCsRMas1owu3vOrtS+XCRmqakwDo7bHZzgcKw6VkIzUy6dQBbggNuBfEGlqaCzQzFTNZPdG6+doRtLxmJSDlvr/SZtClnsra625P8bgp4FF57jvWNUrLyx1of2vzwNAHjyE1swMCnRaM3odBppWUHP8Ax2NASwb2c9LfFO5xVAAG01Aegpm1RegSjobsPjST3C0d4cpPMi+7cSsMNMRRkR7rKRnuO9Y/jQqGTSAzkaUjkFBUXFhoAL744kkFdUWLGzoQqZQgEOaBiZTmHW0OLkCyo1++vapou542kZP7s0BbdDxI7GALbW+2nvMHJOdjTq1WCvng/jokGmrPomoqHaWu/HPa3VlCyxWiZr2fqmWh8iyWzJsm8S0WJbX9gJja1aHvbeKDXuQp+xotK/I06EOG5ncILDseqoVDNTyRgknbDNUp1xvHcM0yk9BUHSQVatg908rL+zkrFSPYquxtLYVu+31bNUsvCw+3n6xAWaRnmlL4znHutAVMpByhQwMZuFpulplssTEq1K0jTA7dSrs6RsAeeGYqg32gAQchL0udDuc5kiQXbHzC6CBztb8VLPGEQBpjYHZK794SQt63YKeqfvoamUrf/Qb9/dhP/wye14/vUPcW5oDhEAk1IYuYIKUQBaarx4uKOFEoP2pji+e24EqqYh4HHQ0n9yvTfWeBFPy5SAsKTG6l9j1VCxqSSi4SHVaAAgJoGJZJaSO9KB3XqvWEXfdvfUky/0FPXAKoelpIcXIkXkeK0vAhwctxM4weFYEVT6prjccHup6gzrA5/0BWpvDuLw/l0VV6Kw8zs/Fi8qMWb3waapALMIeTEEzusSaVqJOB2fH9MXe1IKLkA34zvQ0UJ9ZQQAQ1MpBDwOaJgXxT73WEdRt/RSxIsVI8ekHEan00jlFaRlBZtqfJiY1QnVMyf78dxjHXjusQ78xb++h5yiIV8crIEAXQ/zlU/dgS89sA0A8IWPbaHVVft21lMCtqOxyqRNOtDRgj1tIdvrRFJS48kszhkROVa8vactZHJrfvHLe201Vex5EIz/3E4R9VVuCBCQL6i2ncPZeSx0fQkRtHorrSQWIkUsMeRl2hy3KzjBuU2x0qHrxaaeSrnFLvTdUg92O10DG31hFzayfaF9kzSHXYmxVa9TzvHWDuznG6uNyERzkDbS7BmeoeRGFPSy6+0WQsDunz0mu0hDqYWZmAkSkpQ2iJbbISKezhv7FzCbkfH0iV+isdqHnFIcr3EIAmr9Tvxvv3MnPmfZB6tX2dMWwp62EI52D5pSPaXAXtejhuaG7N1aDm51J7aeI7vzQIggABqVqw96bDuHW+djBbsvO2uBGwleps3BwQnObYvlEJLFVHpUsv/VqAaxjllKB1Ru3wtphypNvdmdO1K5FJVy1OFXgy6kvRpLz1crCbrexWNU95C+SCStw5KpcpEGEhViG0rafY5d8IemUqjyOHDPphq8dWUaqbyKq7GU6di8LhHVXhekTB7JTAHfOn0ZQa/LVqDLnvOJZNaU/iKfuTI1h/FEFn0jxffmUxbvnlLEpZyAlyVbh7ra0BD0FBnSWclrpbCS3JtJLJaS9uLguNXACc5tikpz+NaIAIF1wV7sA9W6ILHCz5WILJWbD6mwcTtEmlayM3VjF0M29WQ3x1LHAJgbXbKfJ+e0ISih3rLQDk/NYTyZhdMhIl9QUVA1vPj2KPKKir6ROG2Qad1nKfIDmKvM2FTQi1/eS79PxNSv9l3D35y+jJm0jLND07bn0SEAXqeI2Ny89088LePpExeKzqWVLJLzQdI4MSmHyxMSXA6RRpKs6R1C0p4+cQEFVYPGnINS19vuPj/WPYhLExL6RuL4wl57YrQauhgODo4bC05wbkNUQiKsb74rUQnFotQCUsnYSyFBVoKWlVXapLFcLyHyvaiUQ0PQYzuWdS7W7XapE8C8IBK9zwM762mbhSOnLiE6l4NDFKgIGdB7PTXVeDE8lcKB58+YxLjssVjnRgTEfrcDx7oH8eHkHM4OxkyNNsfjadrg0044fFdzEE6HgL3bNuDDqTm0NwVxuj+CeFqGxyliJi0jLc+3tbA7N4QssmSMpJ8CbgecokBLuq0gfaYAvUpsITJhRzyJSJuYFRKCZ23bsNj7jE1d2rWAWC3capVSt9rxcNw8cIJzG6ISEmGX4qgkHbNYLKSRWOr8rbAblzVnK9VLiPwuxmgySpE9Mrd4Kk97T22rD9CeVtYoEbvoR6Uc1fsQjCczNFJDIABorvGiPujRy6aToG0WttX7sbHWh77RONwOkUaOhqdStJS8c2uIzpdofMKJLLY7RQS9TgxF07BCAHD/1hBUTcWetg0YmJTQuWUDOrdsoMeUkRWE/C401XgxNaunmIan5jDNOAdb01RslIt44UiZAhKZDEJwm3x+yLkiJK3W78LDxpjsuWRRKgq5zeiWznoVsUR2KdowFuVaMazG4r0SLxxrCbfa8XDcPHCCcxuiEhJRLkS/kvl9O43EYiqpKoV13Ernbycoto5FtDTfPHUREcN3RtX0Mua8otJoEesrA4CmZq7G0vC5HKaGnEe7B4vITZVbFwLPZmRsrPXB59JN/C5PSBAFAbuaquh+3r4yTbuFx9N5pPIKXuoZw5Y6P7bW+yEAmJzNoaBqEAAMx4qJDUHQ64DP7UDv1VkMR9P0OFpqvLgaS0MUAE3T01PPPrJbJ1Z5BRlZwZ3NwaLr1d4UNKXtAFBBOAAgqXccH09m6Hki5/vZR3bT9NrZoVjZEmhyb1ldp609t9i5ESJLTBWtXkelwN4fUqYAVQMkprGodU6l5rwUAnSrpcZuteNhwaNTNxac4NyGWEsCxJUgKzcCbCWPNaoQMfxTSM+nkN8FVQMtX9Y9bWRagkyiDr1X49hgtAdI5QsoqBrevjKtN5DMyFTsqzE/M7KCTFJBPC0jI+sEQdX0SisB8+mwgNuJjJzBljo/Lc0OuJ24Gkvj/q21aG8KYmwmg7lcwTYVReBxikjnVbwfTmJbvT7WSz1jSGRkBNwO6u5MSr+PdQ8i4HYgmZEhCgLqgx4qbj7Y2YpDXW1Gp/ICgl4n2puCODsUM7U/IGTk7FAMUqagN/Z8/gw953Yl0KWE3ACKXKetzUvJ9WWJLCGeVg+kUmCJS9DnhJjUf1qx0P2+lOjFWvp7XgncasfDgkenbiw4weG4qVhrD7Nyb1jEGE7AfFSBLbPu3KK78X5mTyvV0RzrHsTYdBqyomFnYwD1jJswoEcMZlIyXKKIHFQIAoy+SG7U+l3o3BLC9USGesicG4phNiMjOpeHBiDkcyNXUOBxipjNyNjZGKCtHNjjePaR3fjhL6/j6OuDuByR8OZgsXDY5xKxpS5AG2x6nSLV/8ykZTTVeDEwKSHkdyGT1I0ESSrnYGerqQeWz+XAljo/JTTxtIzvnhvBuaGYbkLoddJSarb9AfEvIuXkRA8USWZx1PCmsXoN2RnalSqhJyhFMOwidpXASlxKfXeh+/1Wjl5w8Ot7o8EJDseSsJKh1sWMtdoh3nJvWAIAQQD8LkfRg4os9KyO5njvGO3SXet3maI+ZCHft7MeGmK0DYGmAV3b9KjPdCqPvKLi9FceNDUSHZiUMCXNwO9yoKlGFz4PTEiIp2XE0zKOnLqIoM9F0zDJtIzvvnUVL749iplUvuiYHSJQ63UhlVfwoTF3UQAEQRf7Avr8BQDvXJmBIAAuhwgpI9OydgC0+kkQAFnRqLMyMS0kn/n4jg30+p0fi1O9DjlGkrqKSTkkMjLcThENVR6MTadxZUovU7c6R2+r99O2DuQeKVWyvRjBsBWVNmxdqvZmMYT/RqU7eFpl5bDWXuhudXCCwwHAvsy43B/iSoZaFzPWQhVMywXrT0NICBHxPrCznkZg7ITCpCEmWWTbm4LoG4mj1u/CX1qaN7Ki1olkluptBGGeNB3rHqTzYEu8n3usAwBoGmVbvR8tNV49VZZX9CqjRBbf/sll/GvvGN4cjBXpeQBgQ8CFfEHFXE5BtqDiY9s34P1wEjNpGX6XEy6ngIeN6A8w73pMKqyuJ7MI+lw0TXSsexCCAGys8WF7Y4Aex7OP7MbVWApvDESxqdaHf/xiF53DwKRE026E3LgcAu3QLgCor3IjlS/Q7uhWoXh/OElbUfRejZtE1yv9pmx3r1Zy/65GauJGpTt4WoVjvWLdEZz/+l//K/72b/8WExMTuPfee3Hs2DF87GMfu9nTWvewKzO+UaH0cmOVq7JazoO31FvpgY4WWgVztHsQDUEPTdk0BD22LsWsmJX0MyI6joysYIvPX/S2T9Isw1MpJIzeTgAwZ+hYXvvKg3RcYr4nCnrXbIJ9O+tRH5TouYhKebgcAnIFBQUVuBJN44qlKkoQgJZqL6SsjM/u0Rt0vtIXph289xhptoDbielUnkajyLwPdrbixbdHkSvogminKOCtoWm4HSLtas6maQjeGIiioGpFTTEJoSQEknRqJ8RtR2OVQTjzNK0FgJZhs27TrObmitHCYqVhd69W8rewnL+XUvfqjUp38LTK8sGjYDcH64rgvPzyy/jqV7+Kv//7v8fevXvxne98B7/927+NgYEBNDY23uzprWuwFS7WkumFjO2Wi3JjVVJltdgqF6KdIQ0RydgEbJNOdgEm+ylFuqJSDlJWr5wh0RwASGZkuiAXpU6ePwMhCYR8LsSNyEgyI+N0fwTDU3MQBUDKyEhk9G1vX5nG21emkSuotJnjgY4WaJqGD64nMZOy96/xuRyoq3IjksjoBoKiQK/zwKSE64kMrkyloGoaREFAc43XFIVh591Q5UY4kUVDlRuXIhIKqoafXZrCZ/e0MmRrXhMTk3JQVA2iANr1nD2Phy0VTdZo4j5L5Ixtu8Euvqx+hlRpWcXEy0Wpe5V0PCefKfW9pXjklCLyNyrdwdMqywePgt0crCuC83d/93f4D//hP+BLX/oSAODv//7vcerUKbzwwgv4L//lv9zk2a1vLIZk3EiUe3tczIP3WPcgLk9IiBneJIe6SjdEZCMR1n2QxTOZkfHW0DS+NBbHnjY9qrKp1ofByTkAeuqFGPDFpBwlU2SBJ8fzwM56jE2n4Xc7IAjAdEpGVlZoKkgQgBDccBmOxqm8AgGAQxSQyil46RejyBYU/PefD1PPGSu21/vx74c/ie/87EP8w5tXAQCqpiEm5aiGZlu9HwGPA1K2AJdD0H1pGIdnlgD3DM8YIwt4qL0BP7s0BVGYj9hYK5yOGqmr9uagycQwnNDLwK9MzRUJe1/88l4TkSGRs9P9EUSlHE0/2d0DbOpoKeR3sSBaKwBUCF1qLLu/pYV0PTyCsv7Br+HNwbohOPl8Hn19ffja175GfyeKIn7zN38Tb7/99k2c2a2Pm/nHuZy3R3aRYEutybiA/SJYTmBKSpxVTScJL/WMUe2HKACKqsHvdpgWq2Pdg3A5dEJCnHMJzg3FaPduv8sBUdBdlmVFH2dLnR8aQD1hAsbv9m7bgJ9/GMMH47N4c/BC0Vw31njx6d1N+OnFCUzO5vCdn32IgUkJTlGPT9X4nLg8IaHW54bXpVdLkUabBVXD0FQKkWSWpivJnJ852U9dlYM+J7bVBxBwO0yuwiRyxZ4D9jwf6x6k5AYATdFZDfLs7jtr1dVSUEkrjYW+Z00VkSifAJR8GTjdH0FMyhV56yyk67nZfa04lg8eBbs5WDcEJxaLQVEUNDU1mX7f1NSEy5cv234nl8shl8vRf8/Ozq7qHG9VrLc/TquXCWBu1Mh+xu6tub0piHNDMaoLOTsUo2krUuIsAJhJyyioGtXTvB9OIpXXHX2tqRJriTjbNkCAXpn1iR116BuNozXkQziewcFOc7n5bEaG1+3A5pAf339vHMmMfcSmLeTFz//X/RAEAf92YRypvIJ/ePMqfvOuRvzazjoaVYmnZeQKCmRFQ//1+b8NRdVQ63fRii0yZ/IdAXq06qn9u6ipn9spmhbnt4amcfj4e3jofBh5RUV7UxBHTl3C0ycuwOMUTfMN+V043R8xpQYB+zYL1hLxUigXdbQK1dm04mLHtKbZypWXH+8ds/XWsSNyRDxtNyeu51i74NdmbWHdEJyl4Fvf+hb++q//+mZPg+MGg+hrXA6hZCqj3FtzfzhJycNEMkv/v705SEucAeDpExeQlhWcG4rhta88iIefP4N4WveoeeBvXjcIhF75Y9WZsGZ1OxqrTGZ5H07OIVdQcbp/As8a1VdTs1kcee0S8ooeXbGirsqNoMeB0ekMplMynnvtEs4OxSAK85/pG43jva9/GgBwfiyOiWQWrSEfPhjXyY0A0HYLTxleOq/2hfFng+ex/85Gk/Fgtc+JAx0tePV8GN2X9RTV6f4Ijby8NTSNgqrhjYEoXA4R/eEk4kakpqBqCLgdqPW7UONz4WosTYXU7c1BbKz14b5v/IQSPOv1YtNVpRYTNqVm1bxYCQVJVbJtMuzGLxVRqtSJu1Qk1E6fw4qnreB6jrULfm3WFtYNwamvr4fD4cDk5KTp95OTk2hubrb9zte+9jV89atfpf+enZ3F5s2bV3WeHCsPEsGws9i3A6uvIV4sdp9hf7L/XyqCQ0qRTdDm016HjYhGIiMjnMhCgO4fQ4TA5fZPUl+6c7CeLrmeyKDrmz9FRlYwx7Q1IPC6RHRt2YBsoYAv79tOx0lmZKq1AYC6gO6s3LklZFpApWzBFLnZVOvF9sYqk5h3xiAl3ZencGdzEE5RQEHVMGuQvvGE3i9rJi2btExep4i5vIKNtV4EPE5IGRmZvF6O7nIIUFRgh7GvY92D1CAw6HVibDqNVF4vGycEpxJyAaCsjseutP9QVxs1HLQSj8UI3CtJ3y4UCWX3V25crudYu+DXZm1h3RAct9uNzs5OvP7663j00UcBAKqq4vXXX8ef//mf237H4/HA4/HcwFlyrBTYhYoVcbKLaLlSb/LZQ11tRWkDdgFkQb5HoglWMsUuloBuZlfrd9FoB6u5GZtJI51X0LmltFaEVN6QFgtBrxPNNV58OCFBMYhTdK7YmM8pCvit3U147rEOhAJunO6P0HGCXieNlBA0Vntx+isP4sDzZ3A5IqFneAYBt4M22wR0bQ8AvPlhDD3DMzjaPYhNtT44RUHXFbkctOcVAEzM5vDA33QjOqengIn5IUnLzRkkTcoWsLU+gJFYmu4vnZ/vUUXK8olBYCqnoCHohtspmiquKiUXVlLidojIFRS8H07SCBO5RkR0/tpXHqyYBFvB3mvsvys1BCy1v3JkyG7bUvbHsfJYb+n8Wx3rhuAAwFe/+lV88YtfxP3334+Pfexj+M53voNUKkWrqjjWL0p1fgbsS7WB8uFg9kFjJSblQsjHe8eoq7C1uqpU1MeudPe+b/wEqqYU+b6w+yGkjaS+Ht/TireHZzAynUYmXxyxAQCXEUEZnU4hFHDTsS5FilMZoqCXhwPAkVMXMTadhgYgV1CpUBjQ+019+/F7cbR7EFoii1xBxeWIhIlkFi6HiGqvSCM5Loe+/4KqUaGwUxTwiR11VPeUyumtI5yigM4tIYwnMtha78emWh/eGIgCgCmyRhyiSQ8vYi64UEl1JaTn7SvTNML0zMl++j2r6JyFNQq0ECo1/7P+zq6BaylxeymiYqc3KzcHDo7bCeuK4DzxxBOIRqP4+te/jomJCXz0ox/Fj3/84yLhMcf6g/VhXMnbbKXh4HLpKLvPkk7SdoJkdsErt2gc7GylrRWsIKXOG2t8CPqc+JN923A9mcVf/tsHtsJhwejW7XYIEAQBUDWTt86hrjacNdyKRQAq9EhOJq8TjZFYGhPJMGRFo5GbXEE1xMJeqvN59XyYEiW3U0TArTftZCueGqrciM7lTQQJ0PU9WVnF1no/djQGIGC+3J6UoecVFXe1BPHB+KwpokI+F5VyGJyco20dSHXaQue63DUK+V20tJ61BLCKztkxrH2tFtovW7ZOUO6eYyOJbLfzxZSWW7dtZcryy82Bg+N2gqBpWrlmwrcUZmdnUVNTg2Qyierq6ps9nXWNlQ5/L2e8xbaZWOy+2X5HgP7Wv6nWh77ROO0YfrR7EFJGRrXPVSQoLjVex6Zq7N5Yg1f6wpjLFYo+53c7sKMhgL3bNuDDqTmTQy+p4tpU68VfPrIbzxoNLR2iAFEQoGp6lMXjFOF3O6hTsbU0moimj/eOoW8kjlRegVMUsKupihr/sakst0PEzsYANABj02lkZAWioPvhkPGJx01rrQ/PPnIXjveO4crUHCLJLADQthEBtwPffvxeU0rl8PH3UFA1OEUBX9q3teLrSc5p17YQXvzyXnpN3Q4RfaNx0/GXGou9zvVBz4L3E1sl9/EdG4qiPQvdV1ZCReZe6nPlIjhrLQ21VufFsX6xlPV7XUVwONYOVjr8vdjctVWjs5g2E1YsJFYlJbvJjEwX6cHJORRUDa/0hTEwKWFgQtIjKMksjRKUesjXBdzIFxT8YiSOX4wUp7DcDgGiAPzh3jYqsiVz0olUAdeNqEpsLk+7dQMwSI2Ah+5ooI7HibSM64kMTn/lwaLjZs9fXcBFtS+kkzcRPucLKjQABVXFvp31NIVEFvi8otLF+ekTui9PPJ2n1/Xh588gkswi5Ncdm1UNSMtmk8UDHS34EtOY0+oZVAp2URRyTF6XiKysmuZnvb521VVEZL1QOpN0ki9VFl7u+2z1VDlTwsXqcdYCbtf0GCd2awuc4HAsCSsd/l7sg8Gu4oS8rbc3BRc1nrWkmC3ZBkAbPwbcTtzZHLSN4FyZmkNsLo+GKk/RIgsAv313M84OxvAPZ4fx5mDMdh4tNV60bvCibyQBTdN7RO1pC5kIAGuS5xQFuEShSFTsFAV8dk8r+kb1iAwASJlCST0LIXAHOlpMhIocQ0zK4dKEpFeMGfMCdAJi9coBgC/sbStKz1n7VBFRtPX+efaR3djTFqrYhZjM0Wr+x15T6/zId8rpYdgx7NJYJDVIti8nhbpWScpycLumx25XYrdWwQkOx5KwnIeyXUppsQ8GO43Oky/0UO8QVr8BVNZ1/NxQDFdjaVpiTt7MSY+hoM+J1yxREIJj3YOIJLPUH4bMTVFVbKsL4KFv/0+MzWRsv+sQgO0NATzU3ohzQzG01HiRSMuQsgWTMBYALc/2OEV854mP0miJxymiocqDeDqPL+xtw5FTFxFPy3CKAu5oqoIGs7jaanaXlVWcHYpRgjcwKVGTuX076zGbKdCKqVROL+G2uhyzi7+VKBVVtlnOo53gtlLYLaYLjWE10rO7/+zGWIzD8K1IXCrF7XrstyuxW6vgBIfjhsMupbTYB4NdeW4pYSfZX7SEmJOUDG+s8aJrW8hWe7FQRCGZ0dMupFHmi++MoKXai2szWZwbmin6PGm38D/ejyAja2ip9WFgUqJOt4e62kwNI8kcNOjVUQ1VbhzvHaPux6wpHgC81KN/x+MU8dpXHsSRUxcxkQwXOQGzxxSTcqbrQohefziJ5hovplN5bK33oyHoMUXLrOcxZrRqsJ7rcqlAoi/qG9G7pz9l4wy8Emkadn+skZ71fCzUwdvOQHC1wNMeK4vVOp/8Oq09cILDccNhlz5YyhvfQkZs1vHIAs5uO90fweh0GpoGBH0uvPjlvThy6qLxdh8vW75Lvn+8dwwC9AaVPpcDf/mD/pKNL10OAd8+eC8e6WiB0yniN9obqRj27SvTqAu4bYnV8d55d+b2Zp1UvHNlBgGPw9ZIkKSJiLkfWdBJlMauIswaWXM7RLwxEEUyIyNtiI8f2FmPPW0hPH3iAlJ5Bf90VjcU3NMWoudRs7k2QHnfGtLsM5GWcSki4fDx9/ClsbhtJVUpX6NSAly7SCFpBsoSFfZ8lIoostHCG5WK4GmPlcVqnU9+ndYeOMHhuGEoVcpbzu+k1FtRqfLcUt870NGCI6cuImJEMVj/EKth3yt9YcTTsslJ1zrekVMX8UpfGAKAeFpGfZUbTdUejMUzyFtKqAE96qJqwM6GAP7gvk3092Ru933jJ0jlFeQKWZwfi5t0HmSRJhGVBqOnFREBkzQWAPrZs0aq63JEwngyg401Pmyt92NsOo0rUylEjU7iyYyMGp+LujSzZOBo9yAUVYMgAHlFhazoabxX+sLUbVk1NDlnh2JI5xX43Q56HgGdzJS77uQaHja+Q6JABVXDd8+N4Ev7ttJx2GMk5dWRZLZko0w2UkgiUWw393JEZaGI4mqmIippEcFRjEojKKt1Pvl1WnvgBIfjhqHUG045wSe7mBFhKhGslusqbbcvtr/PwKREIyI7GwOm0m47DxurZuW750ZM5dN2jsOAYWKH+T5PT33qDgDFD+ODna20eojVtwDz2hm2pQCZK5vGiko5DExI6BuJI51XaHdrQNcPCQDtWi4Z7SQA4Hoii0sRCYIAnPkwRjuOS5kCNAAhnxvNNR5o0DVACaMcHQAcooCDna04NxSDIOipN3INK7nu1mtIyGO5SiqygEQNU0GilSpFDFjRuHW8UotSJVG71UpFLBSZ5LBHpRGU1Tqf/DqtPSyK4MiyjP/0n/4T/uqv/grbtm1brTlx3KIotZhYf29XIUUWb7J9KW/Y7U1B9I3EMTw1hwMdLSX7VbGVPGwDSQD4/P2b8f/56YCJ3FjhdYnY4HfjgZ31+OmlSUjZAoJepymVZKcLIvu0q/yxpq3OG+kbtorpWPegXn5tkBtATxeFjOgUIYhtdX5IFkNBDXqFFAComkbPlQCgqcaD177yIE73R/D0iQtGubgGUQCCbif2tIWKKp/srqHddR+emkPP8Awe+JvXqeHgQpVUduXVdtEYdsEpNV6pRakciVntVMStEAm4GXqUW+G8cawsFkVwXC4XXn31VfzVX/3Vas2H4yZitR9KpRYT6+/tKqTYfkuVaHbstg9MSsjICjJJ/U3e2mSRpJ0IaWAXMVXVkC8o+PmHUYyWqIYC9IqorKxiSsphQsrSfbQ3BW0F0awuqFRVDolqPHOyHwG3E1NSjjoX943ETWZ5xCgP0I30Qn4Xgj4XXj0fxth0GhtrfHhq/y4cOXWJji8Keol6Jq9gJi2jpcaLgUkJsqLB79ZNBcm5YR2MVU1Pzz194gK+/fi9JSMjZG5HuwdxrHuQRssOdLTgmZP9yBVUhBPz/kGlrl8pkJSeVUAN2KdFK7nPy0UVV3shtRPQrzfcCD1Kpa0uOG5fLDpF9eijj+IHP/gB/vN//s+rMR+Om4hyD6Ub+UZm96BaiYfXoS5zTyvrmKz25rnHOgAAj+9pxbWZNP7P/zGA0Zk03hkuNuZrqvbgwV0N+MkHESSzRJuimfbx8PNnaIUR+zAmxC0m5Wi0yO5ck7nlCyoCHgfiaZ1opPIKjpy6RD//UHsDui9PodbnwhGDXPVejeNyRDL6UOlEgmhoSLk5qyt62Nhn30gcuYKKSxEJV6Ip5Asq/G4HNla5MTaTgdcpIltQkcorePZkP5452W9yDCaOwkTkbNfj62BnK17qGUPI7ypKM5HPlrrn7KrxrOksu3uarfYqdU+xJIY1NCT7WGzUpxzsvrfeBas3IpqylHPEK51uLyya4OzatQvf+MY3cO7cOXR2diIQCJi2P/XUUys2OY4bi3IPpbX0wF3qQ4olNFZh8+n+CAJuB/IFFQc7W/Hr7Q3YVh/Ay73X8Ff/9gESNj2igl4nsnkFOxsC+NvH78X+OxvxFy//ErmCio01XgCg+yApI7aHFJkPqZAiYmG7c83qgtgqJkB3DO69Oq8B8jgd8LkdlHB0bQvh7GAMmqanlnqvxiEKuj6H6G0As0YJADKyAlMmzvjotKE3cogCPE4RuYKKeFqGBuCNgShEQUB/OAlAj9oMGCX47c3BInO/Zx/ZbSpvX0xjVLtqvEoEuiQdNzqdNnUYZ8HeK0++0FPWsZiAHGu0DHGyQ6UVZ2sFK126v1Qc6tL7xrEvBwthLT3HOFYfiyY4//RP/4Ta2lr09fWhr6/PtE0QBE5w1jHKPZTW0gN3JR5S1jGO944hNpfHni21+K3dTXj25Pv40a/GISvFWpu7N1bj//3b7ZjNyHjlfJiekwMdLTg/Fjc8aAQc6x7E0FQK/eEkOreEMJHMQoBgu5gRPRAbvWBLmPe0hTAwKZmcjY91D5pcld0OEeOJDDYEXIgks1A1nXAcO3QfhqdSCCcyqAu40FTtxUQyi3ReQSqv4Gj3IA50tBSZ3/WNxOFximiu8WLfznoq1K3yOJErqNjeEMCHk3MA9HSYyymic0sIb1+ZpqmrkN9tnDW9jH6hxnd291mpe87ufi2nwyF4av8ukzh7oXvILt1mB8Hys1LYHfNKEITVilasFZJA/m57r8Yruo7A8p5jPPqz/rBognP16tXVmAfHGsdaym/bEYDFzo0s5m6HiD/6p3ewdUMAsYYcZrMFfP7/egdWDbHHKeLAPc344q9txe6N1fA4HQCA3//oJtPn5nU+GQR9QbgcAhJpGW8OxiAregdvr0s0GeSxaQmTnuD5MzQiIAC4PCFheCpFiQ0xwzvw/Bkk0jK6L0/BKYoIeBy04aaqaTSSk8oX8Jk9rTg7FMMM095hzIhkWCM4qgbc01pDU03fPx+GrKiYzcoQBQFhpiS+1u/C2f/yKQDAw8+fwcWIhHReQVudEw801iMq5XDZkqKyLhin+yP02Mh5Wex1tVvAWP0WWy23kHkje30qmYe1HcXNxmoQkdP9EcSkHLaWsGe40VgsYVnOc2ytEDuOysHLxDnWHVgCcDmil0WT31f6ljUwKSGTV/CL4Wmk8grewnQRqQFAze2eeeRObK2rgtsplp0bqT4K+d14av8uqvcgyBVUqBooiQDs3wyPnLqIgQkJmqaXa8fTeWiano4aT+oi56PdgzjeO4bJZJamXQqqis4t9cgrqqk8um80TsnL1KxeHu4QAKdDRDqv4Mipiwj6XNRX6PxY3BTNOdY9SM0LSUNPop9J5xUEfS56PIeN42ZJ2JFTFzE2nUYto7UhPj4knXW8d4yeK3Jsy0lDEhzvHaP6n2PMuMSGgFSkLbSvhe6tpS6eq7VwrkbU9XjvGHXbXguL/I188VpLUWyOyrAkghMOh/HDH/4QY2NjyOfN/h9/93d/tyIT4+BYCCTlwXalXmixUFUNUq6AT7U34nJEwkwqD5ssFFpqvPjc/ZtxsLMVF64l8M1Tl4oWNjun3IFJvav49saAKZU0m5ER9LngFAVciuguwQR2c36lLwxV0wlW0KdXTtX6XdRzZiKZxcCEhMHJOXgY0qVqQN9onJakX42l8MZAFK0hH0KGS/LTI3r/KqdDhFMUkIPuhaMlshAF4NXzYb1Rp+EbAxSnloh2p6BqcDtFPLCznm6zW3TIednRWIUDHS1U1wKApooIOaz1uyCgvP7Geg3KkROi1ZAyMkan0xiaStFti+lCX66yajmL7GotnKux+N/Oi/xaimJzVIZFE5zXX38dv//7v4/t27fj8uXLuOeeezAyMgJN07Bnz57VmCPHOsZq9n0BgE21XtT45qMCpcLnsqIimZERnc3hVP84TvSFMWX0TGKxscaL//Dgdhy4pwV1VW64HCL+4//9Lk0VAfNuwSQ6Yu2pZRU+krfe7Y1V6A8nUVA19I3GTQSJfJfAKipmUx8DkxJGp9NGxEl3YQ753UjnC0hk9CadhPD1jcZRUDWE4xl8fHsdnjnZj+0NAYTjGVpy7hQFWlquasDPLk1BFEDPKwAajZpIZpErqLQVBCkbZyNS7DUqVVptJxA+3jtGSRD5d7mF1FrdRK6N9V4jC9OTL/TQ9hbsuFbfoYX6UJGflVRjVYL1tHCup7lycCya4Hzta1/D008/jb/+679GMBjEq6++isbGRvzhH/4hfud3fmc15sixBlEpcSkVUVkO8WEXto/v2EBLg598oacofJ7JK0hmZFxPpHHyvev4t1+OQ8oWisb82NYQDn2sDbmCgn9+awT/9OZVBH1OPLV/FxWNSpkC3S/bcZw122OjSMcM35dkRqapH7cjjDcGoujcEjKdG2t5M2t2t6ctZDrG3qtx1AVccDtFBNwOTKdkdG0LAZjvT0X0SZ1bQugbjaNzS4i6L0vZAr60byvODcWQzheQyitFxoWqpguHCVii1rVNN/Z7rT+Cuazudnxlak5Pq9mcB3J8VtIB2BMSt0PEMyf7cbCzdcF7i61usrpNW8dmSZXVG8c67jtXZmjqrFS0hjVT5FgcuGCX40Zg0QTn0qVLOH78uP5lpxOZTAZVVVX4xje+gT/4gz/An/7pn674JDnWHirVDZQKaS+G+Fh/RxY2l0NAlImUkH18/v7NkLIykhkZw9E5nHg3jB9/MFFUESUA+EhrDZ761C5Mz+Xw/ffCuBpNI5zQNS5iUp8nEY9GpRympBwCHgclDtYu3mx/JQ2gOhriO5NXVIiCQL9rd24I7MqOiTj6QIfu+MtGgc4OxWjbCRJduLM5iPe+/mk8+UIPHVfVNNoKwUpsXKIA2fjdeNJsvsdey+O9Y5hJyajyOpHMyIgks6aIFvv5eCqPnc+8hofaG/CPX+wqeQ+Q/+7++o/x/2/v3ePjquv8/9fMZCbJTCeXNve26d200IC0lIJUhMJiS1WscrGgiLLwXRcBF3FVcHFxLerq4pf2tw9WXbm4u1SlgLrU6hcIFVtKCWkLgZaQpE1DmqS5NJlM5n75/P6Y+XzyOWfOmVsmyczk/Xw8eJTMzDnncz5z5nxe5311+UN4+lC3Ym7VaGU3DTl9GHT6sH3PMfQ6vDgxMB4TvJ2oUaac1cZF6qlht7h++DZ3Z1lQcS5BAbtKSPBNDSkLHJvNJuJuamtr0dnZiXPPPRcAMDQ0lNnREVlLsr54PZN2KsJH7Qrg2ww6fegacotF+Opza3Dx0nkY8wbw6vuD+HXzB5H6L6pjW0xGlNvMGHH5UWwx4WMfqsSXn2rGm12jCEf7FRQYDVhRPUdxw9nR1C4EBBdZu1t6FKnbu5on+is1VNvRPexGMMwUKeAtXSMYdQfwq4OnsKzSBj3ktGN+A+RdwblLiB9XtmhtbqzFjqZ2ABPWBdl68fShbrj8IUglcDDXasHqBSVo6RpBIPpeXWmxQkBqfZcN1XYc6IjM8YZoKjlvAPrw1kb86svrsfz+PyIYZtjXNpjUNVBuNcPlD6HcakY8tMbDm2+aTZGTG3EHYuJmEmUByd8lL1DIGESAtPr48ZrFEtrM5lgeLUjwTQ0pC5yLL74Y+/fvx6pVq3DNNdfg61//OlpbW/Hcc8/h4osvnooxElnIZH3x8vZ6sRr8dYcnIAqzyW4QIHJjuG7NAvz6jW7sbvkAK6rteLd3DG9HrQgyBUYDGIBz6+zYdlE9/vftXtx00SIUmIwidubEoAsGAB+qnoM/3nOZ2HZXczc6B1ywFZrE+Fp7HIpu3rL4UsSUVNpQEe0AzsXH8T4nfMEw3ut3atbw2NvaBwZgZY1dCKqIa8oSk2audtUASuuCujrw04e6YYgKGIBhxB3AZ9fOxwNbztFsVyGPT68zuMwTB7oUcUCXN1RiX9sgLm+ojLkG+Pjlvx/Yck5S8TfqJ94dTe0YdQdgtZhw0/r6mO7o/FjJZAHJ4oVnhG1YXhEzVr5PWpxSg2J5lJDgmxpSFjiPPPIIxscjxb0eeughjI+P4ze/+Q1WrFhBGVSzjEyZVfkCMej0oVISAtyVsKTCGilKF7WYeANhMMbwmQsWwBsIYcDpw3+/fgqnht1489RozP4XlBfjxgsXothixMvvDeDzFy3ClvPrcIPqaZyLmDKrGXdtXKHYh+y22NXcLRZ3dcE4rRu3en7UAbsN1XZNN5zcafvZaA2aUbcf7kAIe1v7xcKt5aqRxcOQ0ycKDtaUFiEQYigrNuOBLavE3HOLkFxZmAdyN1TbsfnRV4VF6eSQW3EMmbYzThgNBoXYkt1Set+9en+DTh92NrXrpnBrZTR1D0fGtWieVde1NZm6KXquLVqcJiBXS/KoHzwyuT+a+wgpC5yHH34Yn//85wFE3FX/8R//kfFBEdlDprsqq1OrG6rtwmWgTg3etm6idxS3KKyomoNjfWP4m1U1eOr1U2jtceBI96hmxeFzakuw7aKFuHR5BcqsFpQWm/G3H12mOzYe36IV3KoOitV7TW8bec62ravHXdFquoEQQ9sZp7CWnBgYV7RY4Pvl2VDuQGx7Br3eSPz7WVxhha3QBJcvBAOAi5fNVbj5lkjumu17jkV7Q1nwwJZV+NWX1+OWxw+JOjINNXbFuNSoA3nleYg352qLFD9en8OrmcKtFhW7mrsjwk1DnMqkYjlIpu1DqvvMd8ialTzqoPhMV2cn0hA4g4OD2LRpEyorK/G5z30On//853H++edPxdiILCDejyadJ1e+v5auEXgCIbR0jSDMIBZNLn7kHk7v9TlxasiFBz95LtYvnYeBMS+eO9yD471jCIUZQqpjXLpsHm5ctxDnLShDabEZJcVmmIyxBfTVC9j+jiE4PAFR1Vcv3VgLuaO1VibRkNMn4kM4sluJF9YbHPfDFwyj5dQIjjx4tfjs2kXl2Nc2iFW1dpTbLDGuFy3k7+dw9wh2t/Tg0uUVwrpxTbRS8soauziv3S09cPlDcPk9otheQ7UdnQPjGHUHsEHaXotkAnnleT8QnfMDHUPivSGnD7WlkfT/S5dXaJ6n+rvQsmJNFr0g6MmSz0/aZM1KHq25msy80dzHkrLA+f3vf4+RkRE888wzePrpp/HII49g5cqVuPnmm3HTTTdh8eLFUzBMYqaQn8jVgZSJbvhaN3K+v86BcXgckUDSpVVzFKm7fGFhjCEcZtFifmH81+un8OvmD/DWB6MxgcNmkwF/c041bli7EEsqbSgpMqO02AyjhrDhqBcw/kl1YKreeWnVwuFuLHUm0aDTJ4JfTwyMAzBgWZVNVPrd1dwNbyCMijkWuP0hXLd2gSL+wwDAaDDgxKALi8KRTuXxhIYMFzdy4b69rX04NewGY8o057WLyqPdyC0Ki1ppcaS/FRciiYh3s5Wzwzh8DHKMjF6MjxZTYUXJxIKRj53C45HN1qxsE5Zac5WM1TOV/c120qpkXF5ejjvuuAN33HEHenp6sGvXLjz++ON48MEHEQzG1hghcgf1TSDZ1FottG7kcvCm7NqRC7bdsHYh/MEw/mZVDULhMH7x15MY9QTwbu+Y5nEsJgPu2rgcn/rw/IjFpkgpbJIt3MaDeXnKtV6XYn5eWrVwuOhRZxLxMQxJPZk2VEWq/97y+CHhouGWmZNDLjxxoAuhMIPBEHEN2QpNGHEHcKzPiZ3RBpn8/NStEbTGydPq//apZuxrG0SYMVgtJpGltbmxFv5QGIUFJqxeUCLE5rZ19TFZWTJa86t3s+WxMoxB9IaSrwP1v8kuSlOxeGViwdD6DfCA9lS6YBPpIV8X2S4ss318ucikelEFAgG8+eabOHToELq6ulBdXZ2pcRHTjLwAawWRpvM0G2+bzY2Rztv3P98Km6UALl8IVosRm8+twTl1JfiXa1fjQOcQnmnpQa/DG7N9SVEBLl46Dwc7h+ANhPHaiWHcecUK/Pndft0n5iGnT1O8yWPin3d6gjjt8OC+Z97SnQu1O4pzcsiFl44PYMQdEJ26ZWHHGz+qb7o83qX55Ah8wRDCURHQUGPH3RtX4NnDPXjp+AAApdDY2dSOY31OGDDRyFJrnDytvv3MOIJhhgKjAYvmWXFSSrWXY2Lk+ZhfVox+h1e0ZFAvHMkUxuP7CoQiwoqfA7fUpGPtSHTdpkMmxZLWb0B2XWpl0BGZQ75+st2Fk+3jy0XSEjivvPIKnn76aTz77LMIh8P4zGc+gxdeeAEbN27M9PiIaUIOSNUKIk3naTbRNrtbejDiDsAXCOHD9aW4ZnUtLqgvxwtv9+K3b/agZ8QTs82SChtuvHABrlhZhWJzAd44OYzfv3UaN120CEajQfeJGYi4iRI9IfHFOhgOgzHA5Q8p0sDl8+KxOmpaTk0EDnI7krxo7r3nMt02Dfzfd3ocOOsOoK6sCHuj6ep8HAVGA+6WAmm5C8tqMcUspPJ58mNaTEZR3fj0qAdLKqzCBdk5MA6HJ4D9UVcUn0+jAfAEQuJ12c20YXkFXusYFqnhfKzcIqclDtU1jORjaX13ejd9/n2ZTYaMdbjO5JO03m+AFrPpQR2blc1iMtvHl4ukLHDmz5+Ps2fPYtOmTfj5z3+OT37ykygsLJyKsRHTyFQEaXLUT8R7W/vwP2+cQuP8Uhz9YBQfP7cGN6+vxx/e6sWjL7djxB2I2ceHF5bhxnULcNHiuTCbTGjuGsbvjkaEzX/dNlF/Kd7CsWF5BSrtiQNzI/VtGIrNkSaWchq4jDoLggsWm6UATm8QJqMBl0YtHrKV49nDPcJF1NI1gvp5VhGkvG1dvcKltW3dRB0buXqyPJYNyytEp271fPNjyzf4va198IfCOD3qEanobWecCmHXPezG3tY+sY8T0ZgppyeIWx4/BKcn8h0ZMJEabjYZMOT0YUdTe0xdHnX9HG7Jkt00WhlVeiJNzmziLrhKe2Ha1268vllTAS1m08Nksuaminw7TjaTssD553/+Z1x//fUoKyubguEQM8VU3nBlIeALhvDd378Ltz+E8+vL8B9fWIvdLT343C9eF+nAMuVWM7ZvXY2VNSUoMBpRajWjpKgA3/l9L97sGoXBYEiY6aR2A8WDbysXd9PLVpIXQjnexRsIw15UoKg43FBtF1aOpvcGwDskuP0htPU70R/NsGrtccTUfpGbRPIu4Zzte46JWB1PtKs6AIXwUlsj+FiXqKx1XNjBAPiCYdz3zFtYNM8q0q53NXcLK9iSCiuWRptick4MuHC8P9IpnVd8jmed4efMxWPbGadizrSEsdoyJO9fKxA+WWQByuOmiNnFdMXA5NtxspmUBc7tt98+FeMg4pArSlzPcnDjhQsRDIVx9apq7GjqgMMbRIEReK9vDDf/5yEwjcjVYrMRgVAY474g/tI2iEuXVaKkuAAGg0FRbj/eoqZ2AyW7AMoxEpV2pyJGhMfPaBUC5MfQqqAru7Ks5gKM+4OYazWjprRI0eZALmbIxyJbKdSWpN0tPQiGGYzRQGS9lFOt/9eahx1N7XB6ghhx++H2h0SlZV5rR13HSIaBgTHAHwyjQmVNUVtndjXHVl9WZ+xxN5b8nfBGqVpWnnQC4eU50ZvjbCZX7g25wHS5DbPhOLPluplUkDExPeSCElc/XQPAGyfOwh8M44efOQ/f/3QjGGP4932dAIBgGBj3qSvYAAVG4Nz5pXB6gzgx6ALA8Od3+/Gj686POc7Fy+aKAnlA7NzweRt0+mAAIn2WVA0T9dC6OfACdIxFYkxqSovEAqxXbI/DLTgAUD+vWLRu4PtdU18uuofzGBm+iMtWCtlltW1dvZTWbVZkUGkFT8t/62VgVdoL0TXkFs1CeTC0eltZTPDMsLrSYpxTa4fDE4jJEOLWmf0dQ4qsMa3MK7mCtWxhkkWIVuxTvJIGiVDPca6Q7feGmVxIUz32dLkNs+E42X7dZAoSODlALgQkyk/kWz88H55ACG5/CJvOrUEgFMZf3h/Eb5o/QJ9GRlRNSRFqS4twvM+BkmIzPnvBAlgtJvz0xfcx6gng+gsXAoi4Y365/yTCDLCpAmrVCz+3fAATCzBvmCgvgHzs6pugVuwHL0A36g7A6Q3CH3THBLZquVV4lg9vYSC7brj7iVdQBoDeUQ+8gTD2tvZjd0sP1i4qhz8U1kyp54y4AyIIWeuc1OPiPacMMOCs2y8ysNTXGnd5qZE/x1PI7cUF+OM9lwmBsjNaKFCOaxmSAr313EDc2nOpqqhgIhEyWUtOLsbFZPu9YSYX0tmyiKdDtl83mYIETg6QCzfeG9cuRCAUxuZza3H+wjIAwPkLy/Cnd/rxhV++gf6xWGFTW1qE2zYswcc+VAmT0YBvPvs2WnscePF4P/7rtotxXVTY8G7NvOoxANTPswoBwVHf0OSgWtlKIcdb2CwF6HV4MBQtOqcldmSr0fIqG0qKzegediMQYjGBrerAY77dsiqbaJGgziqSu4v7g2FYCoxYVmlD56ALvmAYTe8NoLDAJLbhbhqLyYjeUQ/qSosw4g4I98qQ04djfU7sbx/CbRuWiOaV8tzwjuIcnoElX2vXPPoqjvc5cejEWWzfcxz24gJhJVJfk1riaFAlZmTBF+/Gqo7Fkb8HvSdydZBwLteZScXykO33hkwtpOlYgmbLIp4O2X7dZAoSOMSk8AZCGPMGcM78Umz/dCMAYNTtx++O9OJ3R09jzBtb+LGkqAAefwh1ZUXYuLIKZpMRJcVmfOkji/HrNz+IuSHxxXmeLZIlVG41izRpWaxwC4iWRUW2mgAQrg5/MBLr4vBELCBOb1BRz4Ufg1unGICuoYjlplJyM2mlffPtzCYDnJ4gxjwB7IxaO2S3zM6mdlH8jwHwhyIxLP0OH3xBP6zmAqxZXCaacoai1Z0Pdg7HtLmQLSphFonReWDLOTE3+3KrWQgcm8WERfOsijkXlY4RCTjuGfUAo1AUGOSob5aysFSLmWRurHoLk9YTOT+GHK/zqy+vz+k6M/lkecjUQprOnMyWRZzQhwQOkTKMMbj8ITg8kRo2nNOjHux+swd73+0XwoFjNAAbV1bhxgsX4vSoBy+09uHT59fh6AejeP5ID266aBGuOa8O15xXF3M8vaBY7jYymwwiLkN2e3DLi1q08H1EAmoDWFQcWdwHnZHmlepAUy23jXos6oJistjhLrIwizSPVC+6vJqvxWTEwc5hFBaYMOT0wWoxYdQTidnhRQB7HV5RIK+wwAQGpgi4BSJWqu17jmHEHRCiT32zf2DLOSJgmgGKYn/8fHzBMIwGoKzYApc/CH8wDIbYYGu9RUTLzZfIdca342OQ/9aLi+LxOosrrMJqk8tP77k89qmC5mRqyPdgYxI4RNIEQ2E4vUH871u9+MPbvfhEYy0u+1Al3usfw//X1IljfbGtFIrMRlzTWIvr1i5ATUkRAGBlbQk+u3YB7EVm3PL4Ic10bxm9J7FdzZG+RfNskQVYvdBzCwoA0TpB3t+u5m50DblFL6w+hzcm3kVvLHtb+7D50Vfh9ARQUmxGXVkxisxG0VOLV06usBeKWjgOTwClxWaF1UcWCruauxFmkWykk1Er0YaqCkXwbEvXCAoLjLBaCjDi9iu6kcuWLJ7CHe+mVWkvFG0p5tnMCpeOHNC7ekEJGqrtePpQN5yegCjyx+c42Ruj1lO43pO51uta14Ecr8MDznnWF9+Pet/ZDlkeYqE5mRryyVqoBQmcaSLXlLI83ssbquD0BuDyh8AYwx/e7sXbH4zC4Q7gd0dP4+gHjpjtbRYTyqxm3Lx+ETatrgEAmE1GlNssmFNYII7B073Vrp5k5kmO9Rh2+WNiNratq8eQ04cxT0DEqOxQBb7yWI1Bpw/eQBj+UFjTCqSuyruzqR3H+yLHMzi86HN4RdwIX3QdngA6BlyitopWlpcsFPh2ssiSt2k7E7ECrV5QCgB4vdOnaN7JLVnqNHOt73T7nuPoGfXg0ImzYAwIM4YBpx87mtpFvBIvLMhTwj2BENyjIVjdAdHtWyu4O9neX3qv6b2utV85XkfL0pZMm4d0fpO59nsmCC3y3TJGAmeayDWl/PQbp9B8cgTeQAgNNROWkWAojIVlxXj3tAPtA+Mx280pLMAdly3BvrZBvNs7ht2He/Dc4R4YjQZ87EOVigJ23AKzbkk5gEhGUaKeQlpxHbxCcUO1HZsffVXhOtnR1I5ehxd1pUVYWjUHQ06foqBbpb1QMyWZo1WvBVD2grKaJ5ptcveUNxBGbWkR3P6QcHkBUFhsuMCS+1J5A2H0jnpQYS9UVDeWs8IisTj9MJsMKLda0OuItLRYWWNHRdQqw4WWnC4tX4Mjbr8Yv63QBKc3CLPJgO5hN9yBEMCA9jPjMBoM4ryGnD6cigZXAxF3Gy9KKF/bclyU/D1qPYXrPZlrva61X3XvrESCSr0/dSXqZAVLOr9nqmBLZBv5bhkjgTNN5IpSfuGtXnx/zzGcdflRZjXjmtWRi9/tD2LP233Y3XIag+O+mO1sFhN8wTAaaubgE+fVoaTIjDFPAL2jHniCYRgAYSUBoFiwt62rF4G2daVFmkKDo16U1I0q1a4T3guqpNgsWgRwi0y8tGhuiRhy+rCsyqaoMQNE4lwSxaFsW1ePw90j2N3Sg4ZqO3ZErT48JVuvdg7PPuJVkfl4gEi14P3tQ5Fu3AagvrgADcV2zXHwdGneZLSh2o5Bpw8nBsZRFG1DcdP6eqypL8eOpnZ0D7vhCYRgAGAuMCIUZkLY8RshTy8fGvfDFwxjd0sPHt7aqJhD2b01mSBfrbT/lq4RjEaDtTc3xlY/Vm8Xr5GnPN5UBUs6v+fpesjJtYcpYgISp5mFBM40ke1K2RuIBA0/ebAL/WMRAeP0BvHckdN46fgZHPlgNKb2CgBcsnQebly3ACMuP/a8049PNNbCUmDE9RcuRFPbALrPemA1m1A/zxrT9kCOw3BEexvZo0JEDz03h1ynRo5zuXR5BfocXhEHIx9TnRatrp/CRdfKmonO2tv3HMPTh7pRWGBCdWkh7tq4QnRFv27tAjyw5ZyYQGbevNKAiCixmk2aC6MsIvodPVhQXoyeEY+i+m/P6EQD0rrSohjhpTVXXDANOX3od3gx6g7AYAA2rJioM7OzqR1ufwgMkWaeyyptohih2k3mDYRROccClz8k+mKps6jkOU4FdZdytYWl3GqGxxESFjSt60FuBBov1kfrN5nseNP5PU/XQ06uPEwRsZA4zSwkcGYxjDGM+4IY8wZFNtQnGmvRPeyCwxMAA/B2T2x8TYHRgCtXVeHGdQuxeJ5NvP4359ag3GqBLRpjI7tU2s44saa+XFG4TV1fZpmqt5EWeovpLY8fEu4uWSBpPeHrLU7qhcHhCSDMIMQXEEm7dvlDcPlDGPX4xWIaZsDTh7oV5wcAzug+zjh8qC4txKoae4ylRf3UxsfcM+JRjH3bunqcGHCh1+GB0WDAsqo5ipgXuT2EvH/uwht0+uDyhWCNpoXL8TP8+wYAe1GBplVKjpmS0/TlWjNq68n2PccU4i8Rsjjhx5DFTiTweo5CJKvHaVD9q/XdqpmOB5DpesjJ9ocpQh8Sp5mFBM4sJBRmGPMEoo0fz+CF1j6RETXXZsGKKjsOdA5DGWkScUN98vw6bL1gPirtEx3kLQVGhbDh8ButXmVZOb4lXrqxTCoBrPFe10tPlvdZWmxGr8OLoXE/rnn0VVy6vAJWiwlufwhmoxEMTAgYADBEl1Q5OwqIWG1GPX6M+4JYVmXDzqZ2fH/PMZQWm0X2lDw/sjA80DGEQacP2/ccQ9sZJx7YskrMHRco9z3zFtz+kKIQojrm5ldfXo+/faoZ7WfGccmyCnx2zQJF/Zh5NjNsFhPKrRY8sGVV3Ky1dUvKdb9XvYKCWuJPC1mcyN/H4e6Iy26Dqrqx1ndaV1assNppfbfqbcglkD3k6neSiXGTOM0sJHBmEb5gxA3l8kWyoQDghdY+vP3BKEbcfuxu6cE7vbGp3vPmWHDdmgXYcl6tyIB69f1B/PGdPtx0UT0+fcGCuMfVExk87dlmMWltpomeCTdRsCqvhsytHOpGjlrctXEF7nvmLbj8IRzrc+LUsBthBqxfOheDTh/a+p0oh1nUkvEGQyJQ+r0+JxiAeTYzTAYDwiwSz2IARE2c06Ne3PfMW7hp/cT8yOJo27p6EcDb75jIjJJjd255/BDcgYjLJhhmWFppi5lv/m/LqREEwwwtp0bgD4UVwdUnBsbh9ocATAQfq9Hbb7ysqHKrBS6/B+VWi+5+1XOu5drSq24sw6+NIrMx4WfV2/A4pVxbVPORXHXT5Oq48xkSOHkOL8o35gnAG1DG0PiDYdSVFuGdHgM6B1wx2y6aZ8WNFy7Elasi1YY5hWYTdr3RjffPjOPd02N4t3dM0zWiFewpw1OPPY7kg1HTMeHKrjAeuKuXNRWPwgIjGCLCbMjpA0OkB9RcmxnDrgBMRgNe7zwLs8kAS4ER/mAY474QQmEGS4ERtaVFuHR5BcY8AZwejRTsc/tDYu627zmOXocHYRYpjCgv9OrMKPlvObuJBzDz7Cb5O7lu7QL86uApuP0hWExGcf6bG2txzaOvomfUC5c/pFmtGNB3D8qB2erPPLBlVUqxOGpBqs4gi2eJU89VMsdUxynJ50XMDLnqppmJceeqtWu6IIGTp4TCDE5vAGOeIIJhZVXhcW8Qf3irF88dOY2zrtgn9sb5pdh20UJ4AyH88Z1+WKMWFtliYzIaIgt0IOJ+8ARCGJKCOoH4TzR7W/sw6PShrrQY9uKCpFxIfD9a+4r3I9/V3C36N+nVmOH7UfesCoQYCguMKDAaYLUUiHo7d21cIURT/bwinDu/FA3V9kiMTjSmqMJeiBMD4+iNNhh9rz9i1VlaNQcDTj/MJgPqo7EwcgCx0RBJ+VbPyZDTJzqit3SNwBMIYdDpw957LhNjPzXsFrV31BlYD2w5B7tbejDiDqDl1AiOPHi12De3VvFAYzV6tW54TJD83Wt9H6kW3FNfO3oWOjlmZ+89l8UI7ERdxWVBlU5Q9FQxmxeuXHXTZGrcqXz3ZDWKDwmcPIP3hpLdUJyBMS+ePXwaL7zdB4/KmmMA8NEVFbhx3UKsqi0BAPxjtPml0RAp0tfaM4bnzKfx6QsW4C4pTdrhCSgyWziRoNhxtHSNYPueY4rYCV5FmPd0UqOVCQPoL57xfuRy2rK6kJ+83/ufb8WoJxDTWXvCncVEtWKtbCwAWFNfHlcIcNcTpH95gPCJARdG3H7ctL5ezNXmR19FW3+k4aUv2v6Cx8p4HB44PQGxiFfYC9Ex4ILZZIDNYoLNUhBZ+KMNSXc1d4vifbyFAydR5hPPKONChs+5MRo0I3/36u9DKxtKLyBa/s7kf/XQCijWG0cukctjJyZHKt99rlq7pgsSOHmAVjaUzInBcfz2zR68/N4AQmGlDDGbDNi0ugbXr12ABeXKhosrquag44wT5y8ow5r6cpiMBs3sFfXTr/w3zzjiTR85/LNDOq4BvYVLb7Hk1Yi1ukfrLd68pgsv0ufyhURKuzy+D4Y98AVDcPuNolLwmvpyXReN+jUgIthWFk9kUMkxNDwGZGmVDdvWrVIII6cnAMag6O21aJ5VxKrI88eL3tmilqYisxHDLr8YS/PJEaxbUo4jD14ttZoIKrqEa41dNN5kEL2oBp0+LKmwihYJ8eJwtOrNaFmY+LG03Jp6T7V6MTtax1ejl5IezxI1XdDCNXtJ5bvPVWvXdEECJ4cJhsIY8wbh9AZihAtjDEc/GMVv3uzBGyfPxmxrLyrAtR+uw6c/PB9zbcoA0CJzxEJwetQDX5BFs3fOSWjm58gVZ+NZDOK5BvQWLq3FEgAqohWJ9WJ5tGI7uLtGXaxOFh88IBiIdNW2FZoUBezU1XUBKFo7yH9fvGxuTM0cvRgQfm5LKqxw+UNweoMojGarMUSyigBEM4WGRMsJ3iE9kfjY1dwt0tuNDijORx4Ht2z5gmGUWc3YsLxCcT5r6stjgnm1YnXU34lenIze02uyweXq/l7xairJ+9RaVGbSipKvC9dsdr0lS75+9zMBCZwcxOPnbqhgzHuhMMNf24fwm+YPNLNIquyFuOHCBdi8uhbFquwlLmz46+k+RapdQnKsh1rQaLlz+N/JBLqqx6dnoeHWI75o8RYJRkMkLkdvET504iwCoTCMBgPKrWZsbqxVLMwN1Xa81jEMpzcoLB9ObxBhxnBiwIXv7zmGUXcAlgIj3ulx4NX3hwBEaubw/WxbF6nkvLjCKoKILSYjisxGkeq8u6VHiMWBaME+bgHh4m5xhTXSj8ofwqlhN+7aGKk7pJ5zbrmpLS2KprYzdA6MY8MPXwZgUPQG46n8hQVG1JQW4UDHkKJ1RaoiINHNO9V0fxnhZowWMkwUuC7vM951NVkrCi3qE5DrjZhOSODkCOEwg9MXxJgngEAoHPO+NxDCn9/tx2/f7EFfNKhVZnnlHNy4bgE+9qFKFEgZUQBQbDGhrNgSI3gSLUbxAoGBCfeRXj8kADFWC60eRskGHKvHqlWDRXY9jUYL+Pml+ZSP1XbGKebaXlSAYVdA0W8KgEJE8orDr3UMI8yAXocHxWYTDIZIccSz7omCgcEww+udE5Y1Xl+Gp4XLqc6DTh8cngAOdg6LOBy5yvGa+nJxbtv3HBNuQS2rzJDTF2kXYYjEXPEWF/vbh0T2VkOxXZyfbGHqjMb3LK+yxdQtSlcEaIlave89mYBLdSHDeKQbAJ0qtKhPQK43YjohgZPl/O/R0/ifN7qxeXUNPrqiMuZ9hzuA3791Gs8f6VVU3OWsrS/DjesWYu2ichgMyoiW4miwapE5fh0aPYER78bNFyR1MbhEtVNaukYw6g5gh5SqnO4CUW41w+UPodxqjnnv0uUVYIAi6FfdOXzbukgzTKcnAMCAmtIChdViKCo8woyJppQAYDQYYLMYsWjehJso0iCzDyPuAIrMRpx1B2AxGTHo9GFD1Eojz4nswtm+5zjCDCgyG2EpiMQByVWOZffhzqZ2GBxeRTsI+V/uvuHvyy0uDIj07AKUPb5kV5XLFwkm14o7Sod4320q3zuPC9ISX1N1/GQtM7SoT0DuF2I6IYGTpbh8QYx5A3jq9VNo7XEgGGYKgdPn8OCZN3uw951+8VTPMRqAyxuqcMOFC/Chart610kJm0QBmIDyxp1sheF4VpfNjRP9n1Ips6/HA1vOEQs6Dz6Wz2XvPZcpPs8tAHKDSWAihqakuEAR1Hxq2B0pjmeIWHgsJiMOdg6jyl6oqAa8t7UP2/ccw4g7gEuWzcPBzmGARaw6XUNuVNonrEI8uHZva58QTPbiAhhGAW8gjJvW1wvBpBXDwmOXeHPP7XuOxwQRy1WWdzV3x7S40IqLksWmHNjMX9NzMyYi3ndrMRkRCIVhUVkcOeprtHPABVth8kUjEx0/3nvb9xzDEwe6xN/xzpUWdYKYGUjgZBFatWs+Eb0x8n/fP+PEb5o/wF/eH4QqrhhFBUZc01iL69YuQE1pUcz+k7XYAIkDMAFl4K5s+UgUYBoPreBirQDhZJ7ouZXh5JBbuGu2rauPybiSeznx8+TBwDaLSYgeBiiCmjsGXMIdIuri+EOwFARjLF09oxG34b62QRgNBpRZzSJ7q6Hajvufb4XTGxTuuZ1N7Tje70RL1whuWl+PfocXLl+kKKA6cFZLkOxt7RPHNIxOxKPIIo/X/FlSYdUVM7xgoFxYkGdQaYnfdGNytL5bufKyfJ58LENOH05Gq1HLcV87m9qTFlmJXGJ62+9u6UEwzFAgZRamC8XoZAf0PaROts8ZCZwswBsI4XdHTuPZwz3Y0hjpCcW57EOV+OiKCrx5agT3PfMWDnePxmxfVmzG1gvm41MfrkNpcaw7JhVhw0kUgCmjtnzooVcsLt6PI54lSa/JpLqJp1yxWF6EtWJUuHj42m+OwhcMY8wTQElxRIzINW7keeJjP9w9IoKa5bFHatyMCwvO6dFI/ZoDHUNC0Dm9QQTDTAQrMwCMAS5/CHtb+/Dw1kbddGh5/LyFhFx52lJgVAg6Oa6mS+otpbVPns6t/le9jXy98IwurZR9PbSE0XVrFyjmUz2mxVI1almUpVuVOBVxJo8tmWPEu9aTPW62Lya5Ti7GSs30NZHtc0YCZ4ZQ167ZfbgHrT0OMEAInGAojH3vD+I3zR+gczC2lUJdWRFuuHAhPn5ONQo1xIs6KyoV1KJGXeVXb3GLJ1TUVh6tH0c8i4DakqRXU0UWXHI8hpalRutfmRCDsJzwWJeIy+k4Rtx+RdG/B7acI4KZ5SaYg04f9n/rSrHPWx4/hLZ+J3odXnFzau1xiBiqhupIFeM7nz6MMIu0g9ASmVrns7OpHQBQOacw4tpCpHZNl2TF4v9t33MM/Y4esb2MnCWmtuDIrjGtQF21gEwGre9Ank+tMekFnadblTiRK1Ter3psiYi3ECTrgs32xSTXycVYqZm+JrJ9zkjgTDN6tWtkV5THH8Ke1j7sbunBgNMXs4+GGjs+t24hNiyvgMkYW8N1MsJGj13N3Xiv3yn+X88NFS8gWW3lSRRwrP5XfRzuKqkrK0bLqRFN4aIeA8/Senhro+K9oWjH7h1N7bh74wrccskiPHGgSzTJlMcYcTlF2io8caBLUfRP/gxve+D0BEXqd8upEaxdVI660iKMuAMKgcQFIBdTG1dWYV/bIC5ZNk/3O+Ep75X2QhzuHgFDpM2DlrBT34TiNbCUhUuip0P1TVb93WXqKTNZd2c6Ls1k9q/OAMxUrFGy55Xti0muk4uxUjN9TWT7nJHAmSbi1a4BIlab1fNL8fyR0/i3F98XvZNkLl46FzdeuBDnLSiNyYgCpkbYcHjsCkP8H1MyAcn8dS0rUbIurF3N3cK94g+FxUIdbxs5TkMWaVy8hRlgGPXi/udb8fDWxpi2C/J+eOsFAJoxH9xVwy0ozSdHEAiFRUxJ44JSNJ8cEeJCLSj2tvaJ2JOWUyOa7h7+nZwadqP9zDhe6xgGEGkKun3PcWzfcwz2YjPu3rhCuPjkY2ndHOX502uXoUbtllKTzFOmnvtxMqIo0/uU5yvdWKNUSTVVnphd0DURHxI4U0ii2jWcD8668UxLD/78bj8CIWXksMlowJUrq3DjuoVYUmHT3H4qhQ1nsk+ZyWyfSsCqnvUn0aLG42RktwwXCmOeAEbcASGAeIq03lzwqrm8waU8Tv7vjqZ2OD1BLK6wosBowLu9YzDAIAr58XGox3nL44eEO08WZOrP7WruFscOM4YwA4L+EFz+iPgyjHrx/T3HcGYsYgk8MTAuKimvqS/HkNOHHVG31ubGWkXPqXh9ntTzIbulAMS16GjB20zw+ciE6V3PpZlon6k0ep3qJ+eZdkEQRC5DAmcK8AfDGPMGMB6taKvHsd4x/Lr5AxzoGIppVGm1mPCJ82rx2TULYppRvvr+IF5o7cPWD8/HZ9YsmFJhkyqTeaLQckvpBayqLR7qzCK9RY27ZQ50DCncF1pxOrJbSa6GLI9BTk9Wu2RODIyjZ9QbKapXFal1wxhw1u3HX9uHEAhFxqE1Ti66+h1euPwhnBgYF/vVEg8N1XZR2FDGajFh1B1AMMxgNAC9Di/CLJIF1HbGGeN25MHNnYMuVM6xCHeXFrIQiOduTCaeS+0uy4TpXc+lmYlYl+l6cp5pFwRB5DIkcDIEYwzuqBvK449teMkJM4bXTwzjN809aD3tiHl/ns2Cz6yZj0+eV4c5Rdpfz953+vBOjwNWiwlzbZa8zaxIFLAaL6uKWxL0YnoGNWq58OBVi8mIX+4/CcYAgwFCEGgFlcquO/W4jAaIonoN1XYc6BiCpcAoKiczBpwadmP7nmNi8W2otmPzo6+KLu28+nGvwyvq18itFGRr0q8OnhJjWFBWhKVVc7BtXb2wWhkAnHUHRHuK3lEP6kqLYC82i/3dHU13H3UH0OvwYmnVHF1xAkSCl4ecPlTYCxWiMt71qBXPpf5+Mi0gZJdmov1mk6ggFwSRbcx05lYqkMDJEIPjPoxrxM1w/MEwXn5vAL9t/gCnzrpj3q+fa8WNFy7AlauqYSnQLmzGXVG3fmSJbup0LqMlWOSFXx0wmkxWlZ6bacPyCkWBPXm7QCgsagyVF5vBgJhmoRxZhH1/zzHc/3wr1i4qx7ol5YpsHx7PUltahGVVc9BQbcfulh7RnZynXredcaItuvjzNg8WkxFLK20wYKKlg/qcdja1i4KPNotJUd14c2Nt5O9HX8WoJ4CGGjv8oTA6opYn9WeBiWKAPB5Ivt64OKkrLYbRELH2cDcZgITXo1Y8l95CnqmbaSqihUQFkW9kUpTk0pqTMwJn+/bt2LNnD44ePQqLxYLR0dGZHpICPU/UuC+IF97qxbNHTmN43B/z/uq6EnzuooW4eOk8GDUCh4HYGJuZiAUAMvsj0dqXlmDpGnJjcYVViAFAGeeiFcisV+UXgCLG5I+qSsbcHVVpt+CDsx4UGA34rMo1JVuJ9rb2Y8TtxyXL5mGuzYzT0cJ6BzuH8e73NolqxIe7R9A97AYDUFpsVrjTeBNNfygsrDxyE8z6Yqtw48RLf+aXn9EA3LQ+KhqiliCeUbVheQX6HV5sWF6BNfXloi3G9j3HYgJZ5Xnl7TYGoxl9daXFsBdHbh2nRz1giIgqLfeUFqkIiFRvpqnEz0wFU/V0m0tPzUT2kUlRkk0WzkTkjMDx+/24/vrrcckll+CXv/zlTA8nIYNOH5493IMX3u6LlPOXMAD4yPJ5uPHChVg9v1R3H8kED6dz4073Zpnuj0TreFr7UsdMDDl9WFxhhQFIqpBgornY29qHzkEXwgzod3hjYnBuefxQ1PIThMEABBnD7pYeRRq4bO0ZibqPeLYTp8hsFJ99vfMsXusYRijMwADUlRWLz/G4E38oLJpecgsNELGEyC4irVghPn7uWnJ6g9jd0oP9HUPCEsTdQHKcC29j0dbvxIg7IHpryQKK/z8PAHZ6ghh2+UVbB1HrJxDConnWGCtQJtC7mepl3PHqxvK5TPZaTYWpeLqNVymcIJIhk6IklyycOSNwHnroIQDAk08+ObMDScDJIRd+++YHePn4AIKqXgpmkwF/c041brhwIernWnX3MdVZUenehNP9kWgdL97CtaOpHd3DbgRCDBcvmytcI+pFJ95ipCeqePyLLxiOGRNfyNcuKsfpUQ+6h91weoO4//lW8TnZSsQtONx99cv9JxFmQFVJkTi31h4HnN6gsLAc7BzGLY8fiml5oDcnenOtnlN+Dvc98xZGPQHYLAVoqLHDEB0rPybfJ0/nXlljFw1BOwfG8V40LbzSXqiIUfIGwqgpLcDSKpvCrcTHojXOqbQ66GXc8erGg06fZmf6VPebCqkEMqeCVg0pfjyy6hDJkEuiJJPkjMDJZhhjOHxqBE8d7MLrJ87GvD+nsADXfrgOWy+Yj7k2i+5+piPdG0hfqKT7I9E6np41YldzN9r6nWAMKLOa49b/iLcYab3XUG1HS9cIyqxmXBO1aMgxJkNOn7Co7L3nMtFQkbdPULtv1EHH6lYOmxsjaelPH+pGESJupHKrOabdgFyfRp6TVOaUn0O51QyPIyQabO5q7sYfW/vQ5/Bi0OkTr50YGMfpUS+sFhMuXR4pdDg07heFCZ2eSDByQ7Uda+rLxbHU35nFZIymd49ofgdcZPCeVpmyGuqJQtmiw60eWgHqyc5rKqQSyJwK6nOTj5crsRAEMRPktcDx+Xzw+Xzi77GxsYwf4y/vD+KRF9/HWx+MxrxXZS/EZ9cuwJbGGlgt+lNdbDGhrHjqhQ1nOtR8KuXy5Rs1Tw2XY0e09qmVeSOjfk/u/rysag7W1JeLlGT10z/fpu2ME0aDIaFrjKM1r21nnPAEIq6FDSsqhIiTG0bKlhIe3MvbK/D9ap2//Pr9z7eKVg91pUW4e+MKEW/E+1IZpHMNs4jLzOWPBDk7PAEwFulb1evwIMwi8Txyiwr5e+DuMG6l1Moy4xYsHkjt8oVStqjoCblt65SlAeRsMu56lPt3JWvtmMxvI5E4StfiojemXIqFIPKPXLAgzqjA+da3voUf/ehHcT9z/PhxrFy5Mq39/+AHPxCuranixOB4jLhZWmnDjRcuxBUNlSgwaWdEAek1wcwV5Cq4srtDvVDubGqHwxMQZv14CwxfnAel+AouGNT7Vu9H3f1ZLar4v3pWAq0g32R+3LLVSOv81JWDj/c5YQCwqtauEFvARID0iQFXTLE/ly8kMr94LZxTw24wBlTMsWBZ1RxYTEYc7BzGXJsZBkBYcK5bu0DUYuoedsMXjIibhhq75uI5cbzIAY0G7Swzfp47m9ox5gnAHwzHLVqohXq++PemF2Mjf69cAMmxOfK4Mk0icZQJiwtVNiayhVywIM6owPn617+OW2+9Ne5nli5dmvb+v/3tb+Pee+8Vf4+NjWHhwoVp70+LG9ctxKMvt2PUHcAF9WX43LqFuHBRuWYrBY7VUoAyqznrhc32PcdEx+RUGgsCUFTB1XoK3xmtAOwOhGBAxKqSKI6GW3dODLpEJlSFKlZEto7Ii59e92d1jI68H7WVQP5BA4nToYGIBSTMtM+Pw6sJOz1BkRYuj43PQ3+0SF//mBe9Do9oobBtXT06B8ZxZswHk9GA69YuwK7mbgRCDJYCI0ajPa92t/TA5Q/BUmBUWDdkS9D39xxDMMxQOceiyN7ilqW7om0fgEhV5F6HFytr7HhgyzmagoULsI4BF8wmA5ZLMTzp3CD5tnodw7Uy8bSsc5kilafYTFhcMpVVRhCTJRcsiDMqcCorK1FZWTll+y8sLERhYWHiD04Cq6UA2z/dCFuhKW7gMP9sLggbzu6WHoy4A7pF7uJxVzTWQ8+dMhrNQLJaTKifp13nRo7hACYWy/f6nJGKu9DuD6TuLg7EdqbWswxw4i2eDdV27O8YUgST6nVbT3QTkOvKNNTY8dGqCgxGrQ3c0iEXDuTFA8MsEivDx3j/860IhhnsRQVCbADAoRNn4fKH8J9/PYlyqxm2qMVG6+l/V3M3zroCsFpMGHYFFMeXM7J4bSEugC9dXhE300d2VVXYC5OeGy1kV5SWC1R9XnrWuUyRiuDIhMUl1TnLhadsIjfJBQtizsTgdHd34+zZs+ju7kYoFMLRo0cBAMuXL8ecOXNmdGxbzqvFmTGvbiNNW2EBSotzR9hwZKtHqsQLDHb5QkLYcDHAa63wbYHITZzXatnR1C6sFbxIHN9WfZx4dXC0kFPSuXiZZ7Ogc2Ac1zz6qogF4v/d8vgh0Z7hcPeIyPri1qidTe0KsaNuIyHDz8fhCSisXXLsCB/bBinbqXfUixG3X7Sw4N/V2kXlQij+6svrcekPX8bpUS8YgFFPABtWVAihpxYJ/DjzNbqznxgYF93POXLaedsZZ9xMn+vWLoj5TrS+u0zHymjF5mTS8jHdT7F656033lx4yiaIqSJnBM6DDz6Ip556Svx9wQUXAABeeeUVXH755TM0qvjYCiMWm8KC3BI2HLXVQyZd07eWCwGIbbbICUbrx5wYdInFPN6iqCUmEo11V3O3qD/TdsaJriE3isxGODwB9Dm8Yoxy3I8cPMsDdLloY4CweOxQdRqXCwW2nXGiodqOimivMW61kasv89o4SyqsIk7mmsZaEbTLrSz8u7rl8UMKq9d3tpwj4pxKoy0Z+BgGnT4RyMyPr+7ODijTsPlr6u9MK9OKz5k6JiYeaktapmrZpGrJiPf5bIyD0RtvtoyPIGaCnBE4Tz75ZNbXwOHMKSxAaQ4Lm2RI1/Qt33Blqw23Yuxt7RdP+nLdGn8wrAhOlWNCEo1F6315kVKLK7kWDreqbN9zHD2jHpwYcGH/tzaK/TZU2/HH1j6MugO4aX29cA/xwNruYTc6pU7jajcaF0pmk0Gzfoocc8JFU6W9EA9vbcTOpnYMRhuRAhOdy80mg6IjOh8r3xd3JVXZLaKjuSxQ1McGtAWounBgupk+ek07073GtLZL1ZKhFzfGANEyI9VxTSVkqSGIWHJG4GQ7BkSETZnVottLKp+Qb6iZsObsaGoHEOnpdXrUg5auEdy0fsJ9Uyo1hJTjcHY2tePS5RWKxTeZdHI5vqe2tEhhsZBr4XDue+YtAECvw4Pte44pgpjbzjgV1g3ZlfV651mF24YHSjs9QdSUFmB+WTH2tQ3CF2TCkqOusMxFHV9g+Xs7o5lqO5vaUWEvFAJoZY09pvmlbBVxip5pBnHeXODI45fR6sKuZ3WTScaCoLbyqD+v5fLSymyLJ2ZStWRoxWjJsVJTEbA8GchSQxCxkMDJEBVzCmE06mdO5Rt6lhj+WjIZWOqb8vY9x0S8iNsfQtsZZ0y/KGAiNsftD8HhCQh3TdsZp2awqzrImVteuPWEATELlnrxuml9vaijw5tj8v3LwceyONEKcOVWnK4hN0qKC3CwcxjBMBO9nJJxNfB4Eu4aOzXsxqXLK9A5MI6hcT/GPEERN7R9zzG0dI1gnm1CIPLzthdPVCZOZC2RLUlcGNosBXB4AjjQMaT5/SaLnvVBdi/xQoGyW022iMmfn8xiHy+WRY794uOSj0sQRHZBAidDzCZxo0ZrgUonA6t/LLKAxKvBAigXviGnD4NOv7CS8CBmveJ88oKolyqtxQNbzhGVivWCmPd3DCkWX70AV75Yvn9mXBTKq5d6OQHxXQ28Hk5ZsQUmowGeQAi/OnhKdEHvdXiwMxr7c+jEWdFlnI/FZimAPxjGhuUVmsX51KiDkbmA9Ef3q9NnVhetGBY9kaB26S1RpXtn2jWTbCyLlqjPBJTWTcw0+XQNksAhJo3WApVqBhZ/Gi4wGvClSxfHZPrw7Ca5wrGeiwLQTwvmGUEtXZEsIXXgq16Q6+HuEV2LFC9qWFdapOm6UC+a3PJwrC/i8jAaJqwCwERdHP55NVxQODx+hKJ/cBFjNERcVAzA651nEYjGMAXDTMxVr8MDAMKlxq1taxeVa1ol5KKN3G0XT+ipUX9H6vlQB15ruZu03pPnM1MkK5imKuYl2bijfFqEiOwin0oLkMAhMs7e1j60nXHi4a2NSf9AtNw5sruptcchWhFs33Mc9z/fKsRGPFeO1iLQP+ZDMMwU1iV5kV+3pBwN1XaFq4t3D9eySHHbXUmxWXTZli02WrEq29ZFivPx4GTZKvWeVHMGgCKgenNjLTYsr0C/wyu6mRsQ6XE16glg48oq/OcX10ntFCIKiLEJUSJXVgYmrG372gZFWwd5DruH3SK4Vj3HarTEivqGqRYHXEC1dI2IaszxxOtUkqxgmqqYl2SFUz4tQkR2ka54z0bRTQJnljMVF2Wim69exVv1Z3c1d4uAWDmr6dSwW/RQiuf+0rIU3P98K8Is0rKBW5f2tvbhiQNdCIYZ9rUNYue2C4Sry2wyYNDpw4LyYji9QaxdVK44xt7WPjBErCZ3bVyhGQMkZxtxZEEjB/hGLEwujLj9aKi2xxTZ29xYiwMdQ3B4AigqMMIbDGP1/BKU2yxoPjkiss7k/csp6U8f6obbH8IiySUm19Dxh8KKG9vOpna4/ZG6Rfz8EqXcq4stqm+Y6u+aC6dyqxn2YjOGoplhs2URTyftnLKmiKkiXfGejb9XEjiznFQuymTEkFyYTu/mq1WhWAu53oyc1SQHMMdDbTnhoqW02CwKz/Fz4gTDDNv3HBPCadDpQ+eAC2HGYDQYhICQz0XuIH3L44diYoD0FiO9ANkdTe3odXiwv2MId29cIZqP8u25i8pkNMBiMuLEoAvlroAoVKjOwuLc8vghuAMhUQVazZIKm4gz4pwajsQU8RihRLEnei6leNcLEIm5ultK+ZdjfrJlEZ+qJ9R0FgbKmiKyjWz7vQIkcGY9qVyUyVhmuPXi4mVzYz6jlcHErRJayFYIeXzxChDKqFObudARfZmiVhbutglGm1T2OrwAINxNvHO2OnCZZyjNtU0U0Bt0+rC8yqbohK63GGnVWtnR1I4Tgy4wFrFsaG3LhQC3yLj8IbgDHny0qkKkrMvzx/d9YmAcJoMBJpMBG5ZXiPfkgHB5ewAIhBjKrGYRI5Toekl14ZWLLGrFUCW7r8mKj2S2n6on1HQWhmx0BxCzm2wU3SRwZjmpXJSJbsTpZjBx9FxXfFt5P3o3dq2icScGxkVzzj/ec1mMlWVXczc8gZDYh9FgEMLrcPcI/MEwakqK8MCWVYpjys0ruXWjS2OxjjdGdTPPtn4nGItYZ+rKijXbC8jf2YGOIRzvc8JqNolg6NYeBywmI6559FWR1hwJLo406wwzpnCXXbd2AZ4+1A2bxQSLyahZ/C/dmJhE28jXlCyA1cHO2/ccw9OHulFmNeM7GkUFJys+ktl+qp5Q01kYstEdQBDZBgmcPGcyT3qppPMCSveEVjaOOpA42UVKfn3I6RNiJV4MiHw87o7h/6rH2VBtFwUFHZ4A3P6Q6OjNLSSAHwCEJajtjBNrF5XjYOcwbJYC7G3tw7Z10W7nqh5WemMccvpiChIOOn3oHnYjEGJoOTUS0zRUzV0bV4ggZADY29qPEXcALx8fAKKNOfkxtIomAhGLGLfctJwaES0o1tSXa3ZTH1SNOx6JFmL5OuDuL61mqVxMuvwhkQKvlW2VrvhIZvtsekLNRncAQWQbJHCynEQCJdH7copvJp8S4wUKJ1MjRGt7vcq48s18R1O7KG7He1PpfZaPf0mFFcuq5sQEucrj5JadV9+PFK3b1zaIva19KLda4PJ7UG61iNih/e2RnlCrauxYu7gczSdHRDXhMU8Ap0e9MER7WMWzWnQOjON4XyR7SB6XViaSHpsba0VdnJ1N7RhxR4QYA1BoMmJppU0h9EqLzbh0eYVCgPK4qbk2MwyItMVQuw/l2CoDtLutp/KdaqEVv8PhVqYyqxkseny10JqM+EgUJ5Rt7qBsElsEka2QwMlyEj0BJ3rfoPpXi3Q6Ecc7bjJBtUDsIqmVbaQ1Nh7no16Atdw+fBzJxMDwDKbTox4EwyzawbwGu1t6sLmxBmvqy6Pp4hHrAq8gDESCkZtPjkDUe2QRAcODaLUsYdc8+ipOj3rh8odw//OtMXO5pr48JtZIXXTv+3uOoTda/ZkhUnH5l/tPgjFgWaUNly6vwP3PtyIQZBj3RzLS+hxeYSHh88mz1YwGA5ZV2VAZbfXAjzfk9IlYGS4ekwmaTvY75dvoifi2M0785PrzFQJwKDrn6nnT2n4yAkXL4sZfzybRQxCEEhI4WU4iU3Si93kzynhWAD2xEu8pMd5xkw2qBZTtDeQneO4K2t3SA6c3GJNxpT4nvYykeIuP+n1ZeLzX74TTE1S0gVhTX46a0iLYLAUYcfsRCEViWXgwMre67G7pwahb2Yn89c6zaOkawY6mdtwddV1durwCp4bdCIaZQrDtaGrHe5JlB5iohcMAdA64RA+t06ORgOgCYyRwuO2ME7dtWCIsIPc/3yrq5XBsFhNqSouEUHH5QggzhjADbBajGB8A0U9Lbgaayver/k5ly1oiV5daXMnftVpkxGOy8Sqyxe29qDW00l5IMTAEkeWQwMlyUl2kU30fSM+fL7tTtAJhkxmLLCZ4ALD8WkvXCALRUr2yAJCPzQNp55cVi+BYuTElX6y1nuL1nuy5KBx0+jDg9CmCkbuG3FhcYUVJcQEYlGIMiFhd1tSXi+PzCsxmkwHuQAht/U5xHm1nnAhHLS1yc0wuZLhlp6a0SNFI02wyYNQdgNViwvyyIgyN+1E5p1DRKoJbsZ493IOXjg8ovofTDi9WFZsBQGR99Tu8OOsOoMxqjrHi8b5fDNoF+OJZz7Tcgfw8E1lguDBZLLVnkMWKVmNOLbREViqiRBa+fQ6vImU/nRiYbHR5EUQ+QgJnFpDohjoZf77W07HajRLv2GOeAMIs8q/6tcICI9YuLtWMydjb2of7nnkrGgAMtJ8Zh9FgQNsZJ9rOOBXVgDc31mpaDfTq8WjFwvB/AQiLwpIKq7DwtHSNwBMIoXNgHMuq5ogA41seP4TOARcMBsBiMqJyjkUstDxj6dLlFYr6M3dtXIGdTe2Rgoa+EJyeAIrNJpRbLeK99/qdMMCApVU2lBZHxlNSXCCqMHPR9df2iUaYBUYDgmEGxiICSq7hAwCj0QBkeY53NXej3GqGJxASbk553ngLC7mwoRp1bST1/CZjndRzg2qhFxw/2f5RsjU0078ZgphKpktUZ5t4J4EzC5jKG6rWkyxfgIecPlQkMOXbi80wOrywSwsrf626tEhYBOSCfFywuKPihse9yOnpvPOzPD6eodQ54BKvtXSNYNQTwM6mds1Fd9DpQ0vXCHzBMFp7HLhu7QJ0DozDaIgIMZ5ubrMUwOPwYNQdiGlL0NI1IoTYiDsgLC1GA+AJhLC3tU8hErhlQnbRDLsCWFplU7joeGdv7j6SRVXzyRExbiDillo0z4rj/ZGUcrn3lVqI8uPyIocGA1BsNom0dR447PQGRYd1e1GBpujQq42UzI1QLSKSvXmqY73UZQPSzTzKVGAvZUAR0810iepsE+8kcGYBU3lD1brpM0R6H71/Zhydgy5UzrHoHvtujRgh3mtJLkanzgbjAcGD4z7YLAWoKS2MKa6nHueu5m50DriEEOLxLm39TjBMWIXc/pAQZ7wuDQPg9AZFfA1DpLXAxcvmYtu6iWac6nYH/BjHo401Xf4QnJ4g1i0pxzs9Y3D5Qxgc94MxwGwyiDYF8rzuaGoX8S96nb0r7IVCFA06fVhSYY0IsKiwWlppQzDMML+0GPbigpjvTu6iLmef2QpNGHUHEDBAkbb+8NZG3P98KxyeAIwGg26jTh7jo66NlM6NMNlttDLpgORdWqmQzhNrpoQSQSTLdInqbBPvJHBmAdN9Q7174woR3BoMM7j8oZSe0rk1Y3+0AvG2dfWa2WAjbj98wTB8QT9qSgsTWgfUP75bHj+EDcsrUGkvhMVkxF27jiAY7fbIrT/c6uMLhlFYYITNUgC3PwR/MAx7tLkmEFl8vYEwTo96UGkvjJkPXqHYFwxH+0zVoKVrBAYAFXMsWFY1B4NR15ecHSa7kdRuFvnYshVmIk7IjMJxP/yhME4MuhBmQJHZiGGXXxyDxyuditbe4fPDa+YYDYClwIjKOYXY3FgT09GbCyytmj3cNbWsyoYNqtT0dG6EyW6jdb1P9oard01l6ok120z7RH4xXWtAtol3EjhE2sRL9wUi1WdH3AHNnlFagao7mtqFmLAXFSjqraizwWQXFRBxF6mzdOSx8P+Xs4N4TE6lvRAHO4cRDDMYDRN9kdSxIjz2Rh0ULFtNgNj0d3k/XBDsbukRbRB4ZV6tmBStVPZIMUEXLv3hyygtNissV1ycdEbFFKfMasayqjkx8Uy7mrtxPGqlsllMIt6IASJDCwCWVtliUtZlEaYVJ7WreaINg7qFRDo3Qq1tMhVflmwTUb5PTqaeWLPNtE8Q+QAJHCJtEt2Ul0aL6yWzYOxq7hauIovJCH8wjLqyYiEk1AuVHNtis5hgLzaj+eQIOgfGMeoOYJ7NEjdrRo7Veb3zLAyGyAJ/0/p6RcCvvBhv33MMfY4eRVCwHGS7vMoGBgh3khY1pUUwALg0mtItj01rMVa/Js9VmEGkosv72NHUrhA3BUaDZnsDPg+HTpyFLxhGmdWM/R1DaOt3oq60CEYDEGaRGCd1gLdaDCRbRylZIZBOvM1khEGi/egJmXSfWNXnl22mfYLIB0jg5ADTbb5O9njxqtSmumBEYmrGMeIORN1OYRzsHMa739ukeWz1wsr/n4seS0FQt/Ek/5tbTb72m6PwBcOoLCvCA1vOicm2kS04vGgd3zdvGmorNIEBcXtRye6mB7acg+17juH+51txuHtEs3mo2qLDU883LK/AkNOHfocXvmBYpMbzWjlOTwAGAyKNNY0GVMyxxN33skob3ut3KjKoSooj6eK8a7s8D4NOn0hH54JLa77ktHE5xkcPebtka+UkEgbJlgdItJ9Mm97VczZVpv1kf8vkIiPyERI4OcB0m6/1slDUx9aqUstJdcHglodehxdGQyTSptxq1tw23j627zkmFmW5WaSM+mZ+3zNvwQdgcNyvqGnDg3q5W2lZlU2kYR/oGMLiCivmlxWj5dSIOF6yac+Asou3lsBRfw/clWRAxGV3//OtCIQYDnQMiX0BwIKyYnx0RYVCKKj7N/HXebbZyho77opmVsmfk8clBx/zujRa56V1vcrH07ue5O1kC1uyvay0iDcW+bXpjh2YLotNsvcOcpER+QgJnAww1U8/022+1stCUQcDy7VN1KQTL8EDiGtKimAvjsTg8Iwirf5MWvt4YMs5ikU5nntsyOmLWD0METeMzWKKCeCVO4/fLaVh89gSfygMbyAcce3EGZd6Tva29sFmMcEfDGPtonLhSuMur+vWLoj53uWCe3J2EkOkEKLREMlesxcXxBTcG1QJBb7PEwPjOD3qhdVi0vzetLqza8VcJeuaUo9DRr1/vbikVIg3lpl0ByUSVJm6pyR7rtkwJwSRaQyMMZb4Y/nB2NgYSktL4XA4UFJSkrH9cpfGuiXlMQtLrqN3o+Ul/G2FJjy8tVHzJqzeVm+etMQLFyH8s3zbIrMR3kA44VzHWyC4lcdqMYk+TgYAq2rtipgfvf3I493fMSSEGRc9yVwD8lwMOn1o63eiocaO7mE3XP4QCguMWL90ru5xD3QMic7gPJ6Hz5+WCNRr4CkXS5xfViSakqqDsdO9tuNVPSZLgT7Zfk+h75GYbtJZv8mCkwHy4ekn1QaI29bVi/gTOchVRm394RlAcq0X/jleGffhrY0AIk/682wWDEY/y+eWiwr1PvSOfWJgHPc/34rr1i4Qlp39UXFgs5hgtZjg8odgtZiEUJCJZ9GQY2r43/FiQeQYGp511VBtx6ETZxFmgNMTRLnVLAQH71+1s6ldEZTMs5OKzEacdQVQYXcqFkGtir38POT3ACiCkYfG/TjrUromZXed3vnIvav0vgd5DMmIYbWrUct6l8+LbLbfU8ilReQCJHAywHT77zOJXuBoIrSCfNWob9Jy7IcsitRiCYgE68o1W+QibbxXFa8+rAUPgB4cj9TKkeNcuMWlpNiMB7acI85BXUxQC604Ea0sLzVysT/eVuLiZXPRdsYJf1Rk2IsLROFDuWnn8X4n3o9uIx/XYjKi5dRITP8tLqDUInD7nmM4dOKsmJ+J7uiR2J3KORaR+aYukKc1D+p2GFoku1CrF8ynD3XD5Q/h6UPdioBuudZOokU2lwVQtt9Tsl2AEQRAAmfWoxc4Gg/56Tqe+VzrJq11Y9QTS3o9qE4Nu0V1Yb1FjAdAV86xwOUPKWrx6HVY1yomKKPXUykZDAAMhol92wpNwtVUbjXDFwxjw/IKxT7X1JcragPJFZi5NUbO6novGoTc7/DCZilAr8OjEIFPH+oWFhveHb22tAhWiymmng4nnngdcvow5gkIK1uiIOB47ir1dcEtWeVWs8J6J18PiRbZmbAy5LKoSoVsF2AEAZDAmfXoBY7GI1H2Tzz0boxaGVFa7GruFgXyuLUjUQE29b7kY8kuGz3hA+j3VEqWuyTLjJarKcygmY1WaS9UZGrJ1piWrhHMs00IgCGnTzTo5FYhh1QAschshMsfgskQcQHubGoXTUMrVNWXEy1g/L37n2/FgNMf14rD0ap9pNVGYW9rH+zFZpwjia50MqhmwspArhuCyB5I4OQZqT5BpvMkdt3aBcKCM93oCRf1IpbseSXrZpKzltJZMOPtWxY9WrVgeGC1LIB2t/TA5Q8Ji4w664jvkxcybO1xTFioDAZRzI8HOestyvGup1TnRM/yot5Wjm1K5drU6yI+nZDrhsgH8sUSSQInz5iOJ0h1Kna66P2I4qWE61l6eOxOonPW2ncyWSo8QFrPfZXM2PUW4L2tfUK8aMX4aAmgtYvKsa9tUGyjNz/b9xzD+2fG4fQGUVhghNEAmIwGhEMM9uKI9WdnU7tuun+86ylV65/Wd6cXwC7/myzZYD0h1w2RD2TDbykTkMDJM3LpCVLvR8RfVweVctRCIdmqt8nsW0bvOHruGNmNxfcvj0nOFpOPm0rgMnepLa6w4kPVc0RTUD3azjhhNBhgKzThurULYtLIuZtMy1qSTq2jTJCqaOUke+3ny9MpQUwVubSOxIMETp4xmUVnum/8ej8ivaBSddNLQFm0LlHVW619x+tXpZXmrjVe+fPcZcPFhDwmvdR6ueWF3vcnW4b4ucYTJomK8+nNi8zOpna81+/EyprIMTc/+qqoojzV10c6T5DJXvv58nRKEFNFvlgiSeBkOdMpOrRu/FN5/ETBo7LrRh7fYlXGlzr+JF4tGvW58IKFslVFLSbUx9FDS0zEa0zJ4XV59ncM6RYW5JYhIBKQq3WuWgIwmbnQc9Ex6d9dzZEGn3z86vlOJXYnGZJ5gkz3GDP9dEoWJIKYHkjgZDnT+bSpdeOXj8//TubGLDd/TPeJX+16kgVHOlk1Wq4sLatKohowWueo1R1cHtPe1j5dC4gBERHRPewWmU18Wz5uly8Es8mgqG2jdtvd/3yriLXhHc2TcYvpzdndUlbZ4e4RtHSNKNK24+1jsjVqknmCTPe3oTV30yk4ss2ClOj8SZARuQoJnCxnOp82tRYV+fipLFpaT/ypouV6mkzZ+nj7k60hyc65fI6nht3wBEKKIoFa88EA0UGcCyLeONPpDeLUsFtUOOauM3ncJ4fcmvO5q7kbTm8QwTADgmFU2AvFZ7iAkxtu8qBpLpjUc6C27uxq7kaYAUur5oj9xpunZNx5yS7yeoHbmfptJDOWTC7yM21BUpPo/LNNkBFEspDAyXKmyxeqV3o/nuhRow6W5VlHybhJ+PZaGVPqz6W72OjtTz7HVPYtn+OYJwCPI6TIstKaj+5onZrdLT0iyJmLCO6GqrAXiuq9/H09F5y8+Lf2OIQFR6sdBk8HH3T6UBmte8MFEwCFpU5e0Pa29onWEvKx412bqbjz1KivRb3A8GR/G4m+02QERyYX+WyLb0h0/tkmyAgiWUjgEACSK72fagxKKi4GAKLDt5bQ4Z8HJoJfh+K0VIhHvLGlspDpCSOOVvAwrwK9dlGkE3lDtR3XPPoqGCACk9X7uOXxQ7pd1OXxPry1URGDo/4eNyyvADCE7mE3OgdcWF5li6lerfX/vC7NkgpryplNycydGvW1qBd0niyJrpdkrtV8XuQTnX+2CTIiM8wG1yMJHALAROl9BsTNLIpHqjdCrUVDr+icvJDLwa+pkMwPOt2FTLYO8bnj7SLazjgVAcDeQBj+UFh0ST/e5xTnsveeyxT75GnhemntWqJSyzLG567SXojOARdshSbctXEFAGjGSmkdI15BwEwiX4vJiuV4pHu9yNAiT+Qbs8H1SAInw8ykKp7MseUbuFY36qk+Jkev6JxaeMTLltIjmR/0ZBcyvZo2ehlg29bVo6VrBO6A0r3FA5idniAWV1ixQQpi1mP7nmN4+lA3yq2RJqJc7GjVsuHf1y2PH0oYK6UWTukK4GTR+w7SvdbujtOCgyBmK/lsleSQwMkwM6mKM3XsVC78yRxTq5CeVm0XrYVtMkHLmfhB6y22idx0/HVu6WmotmPRPCscnoDYL58L3n18Pop0K0fz+R9y+vD+mXEEwwwufwj3P98KQFnLRs86Ey9WSqv6cioCOJW5S0S6rkmyvhBELLPhd0ECJ8NMlyrWWiQydexULvzJHDPZQnqpiii9BTSTP2i9MekdQ/06T99+rWNYvDYoNa3ctq4e+9uHEGbAqDugOw7ZfQQARgNgNhlF2nsi90yiOdE6TzkmJh1LTrqiOBOuJmJ2MBviS4jEkMDJMNOlirUWCa04kKkey2TOVy1o1PvSK7iXiExZsvQyy7TGrt4uUV2RIacPZpMBvuDEci03rdzcWIvbNixJ2NRU/s61avIAE+489bgS/a13npO15KQrisnVlFnyWQTMhvgSIjEkcHKUeItErvy4E8VaDDp96BxwobXHgYe3NqZsVbKYjLjge/8P161dkFZz0HiZZfz/dzV3K2racPeSXnVkHo9zMpqVVGEvjMkO4uI0maam8n4r7YVoPjmCCrtTUS9IL7ZKPU6tQojxBKzWNZjMopmuKJ4NJvXpJFfuE+kwG+JLiMSQwMlRUl14cgl+411SYYWt0BTTuykRfG4u+N7/w4g7gCcOdGFNfWzPJiD+gqzO5lFvp26syVPceXq4XnVkdZyOXjfxZM5Xb79aqN/ftm6iivOOpnaMeQIwGgCnJ4guVTVlLbSuwXxeNPONXL9PxIPEMAGQwMlLsv3HHc/1AySXMZWMpeC6tQvwxIEusQ+tz2lZWzjx5nFXc2xjTZ5GPeT0oba0SCGM4gUfpyJS1OeeKKg50T7kpqB9Di8AoL64AEurbGLfib4vmWxbNPPZDTNZsv0+QRCThQQOMSnSWUC464cx4L5n3sLOpvaYGixa7iD1PhL1yHpgyzlYU18eN25DtmJwEZRMHy21sJDnonNgHH0OLxpUmUvJWNzkz+nNrXzuvMqxTDLbAVDsI94572xqx7E+JwxI3HYj2xZNsigRxOyFBA4xKdJZQLjr59SwGy5/CMf6nNjZ1J52oGq8McRbcNVWDNlilGxtGK3Xrnn0VfQ5vIq6NvHQC66Wu4LLcTyJgq7VVin+mtZ2egHeMgyRhqBWi0n3mNlqKUnVopSt50EQROqQwJkCZtNNMh2XhJz5c98zb8HtD2mm/sabR60FOVW3iNoSIu+H14ZJJxX6riSzfbTOT47tWVZlw+IKq+grpTdedeXiwWiGFrdKARCCRw7WTvZ8ePZSQ7Vdt1VDtlpKUrUoZet5EASROiRwpoB8v0lqFX9LdRtAmYmkJSSSncd03SJ64kzeXzqp0MmOR+v8djVHuoIDENWLm0+OKIKXuSUGUAoiTteQG4srrKi0F4pzU7vh1OiJLf4abyuhbsKpFQsUb5/ZTrbFEBEEkT4kcKaAfL9JpiPg1NskWjyBqZ/HZITIZOrdJEJr33JMkOw246443tuKIwc7q/ejZWVRCxAed8OAmMwpvUKMXIzKLjQ5FkjPxZYLJHNN5KJwI4jZCAmcKSDbAi0zjXphTqeJpTrgddDpwxJVv6TJWIcyRaJMqslY6vTieA53j2B3S4+iC7mMVgyNlmUs0bHkWKOVNXbdzuLqOJ3Nj76Ktn4nakuLYrbh+9Xqu5Uv5LuFliDyBRI4RMrES3PWu+Grt1FbJro0elAli9yPKVEF4UwKoamyMLWdccLlC2F3S4/4W+26AyTB0Zhe9ept6+rROTCOUXcAly6vSLoYIg+eLi02K2KB5P3yf1OZ53S/n+m2qOS7hZYg8gUSOMSkSfaGnyh2J90FQw6u1XODbW6sndSTt14MUaaFlNzGgYscbyAsjqd3Duk0opT3J7u9OHrHShREna4FM93vZ7otKvluoSWIfIEEDjFpkrUi6C1Ek10w5OPLC2+iGJJULD2pLKKTWXATtXHQE5N6jSi15kTeJ88Y45la/DN6gcP8nNK1GsUjXcvIdFpUkhWvFKdDEDMPCRwiYyRa2Kc7aFgvhkQroFmuMbO7pUdkJSUKeE6nq3ui9hD8Xy4iZOuKnhjUa0SpVdyPt5YAIsHB/DM7m9rR5/CKc9cqIqi370zESiUSutPRJT4RyZ4zxelMLSQgs5Ns+15I4BAZI5GFJBMLUSo/IL3jaQkQviDxDCZ1VpLevrQWskTnmUphwsmmymudq55ViMfjxCvol2jf8Zjsop8NoiHZc6Y4naklG64FIpZs+15I4BAZI56FRE26Sj8TP6B48T/y4q8Vx6MeP69Jk0pBwFQWv2Tdasmeq55VCIi0zQCARfOsAJDweKkK1sku+tkgGpI9Z4rTmVqy4VogYsm274UEDpFxkrnI0xUqU/UDSsVCo36d1/HRatqZSnByPA50DGWspoxegcFAiKHMasZdG1ekFbQ8WRdUIkg0EBy6FrKTbPteSOAQGSeZizxdoZLMvtUL7WT8wnrj1Ar6lasFA8hIsTutmjJagcNa57Z9zzE8fagb5VYzHthyTtwYIXXsz46mdgCRoOVk52+qzNPZ5tcnCCI3IIEzBdANOTHxhMpk50+90E42GDYZa4RsCeG1fTJR7E6rpozsAgSge267W3rg8ofg8itbNGidk/o1OWhZtubI5xgvQDqTZJtfnyCI3IAEzhRAN+TJMdn500upnupgWL3YHq19JGuFiRcvpLbAqIXZdWsXCAuO1rkn28xUtuakEiCdKbLNr59P0MMYkc/khMDp6urCv/zLv6CpqQn9/f2oq6vD5z//eTzwwAOwWCwzPbwY6IY8OVKZv2RiXKY7GFY+pl6tGHX6tlb8joxaEKmPA8Q2Bn1gyzlxqxMnK+S0UtDjzU2mF81s8+vnE/QwRuQzOSFw3nvvPYTDYfzsZz/D8uXL8c477+D222+Hy+XCT37yk5keXgx0Q9ZmKp4W1UIhE60atL4/eVveK+q6tQsStjfQW0DUIipRt2+tejaJ9pkI9eeTrTOT6LujRTN3oIcxIp/JCYGzadMmbNq0Sfy9dOlStLW14bHHHstKgUNoMxVF0uQbdKLtJlthmG/b2uPAiDuA3S09CQWO3gKiJaLitT+IFxgcb59aqDu5cyvToNMX01E8HbJ90SS3zAT0MEbkMzkhcLRwOByYO3fuTA+DSIGpLpKWaLvJLLzytg3VExacRGSibkqy8TrJoheEvUQjIDodMSAHXMt/ZwtkYSKI2UFOCpyOjg7s3LkzofXG5/PB5/OJv8fGxqZ6aEQcpqJImroeTaquJyD1RTxRbIt6n3yc6QqUZNxTiZDHEy8IW8uqlO0NMFP9/rLdwkQQRGaYUYHzrW99Cz/60Y/ifub48eNYuXKl+Pv06dPYtGkTrr/+etx+++1xt/3BD36Ahx56KCNjJZSk82Q/Fa6BTCxWySzGqS7YeqJE/v9k5yAZ91Qq41ELwXiCcqqsaakS79rZ0dSOtn4nBpMsSkhuGYKYHcyowPn617+OW2+9Ne5nli5dKv6/t7cXV1xxBT7ykY/g5z//ecL9f/vb38a9994r/h4bG8PChQvTHi8xQTpP6Mluk4l+U6mQaDHe29qHIacPiyusaQfwxvv/RKQa5JvseNI59lRvx1FfA/GuHYPqX4IgCGCGBU5lZSUqKyuT+uzp06dxxRVXYO3atXjiiSdgNBoTblNYWIjCwsLJDpPQoKHajtYeh+jFlAzJLrJai9lUBoYmWox3NXfj5JAb65aUpxSHIo892WNNFblmtVBfA/Gunbt0OqkTBDG7yYkYnNOnT+Pyyy/HokWL8JOf/ASDg4PivZqamhkcWf6SSFC0nXHCGwgrmjYmItlFVmsxy1RMRzpCKd7imsz+KKg1ddRzHu/ayTXxRhDE9JATAufFF19ER0cHOjo6sGCBMnOFMTZDo8pvEi3KUxmomWz13nSId17J1oFJdn+ZGPtUpzRna8o0iRaCICZLTgicW2+9NWGsDpFZEi3K070AZep48c4rHUtLMuJlMmNPR5Blav8EQRC5TE4IHGL6ybSAyRZLQaYzhqZa6KUryPTmW/06pUwTBJGvkMAhpoVssxQk08Mq1e2nYlzpCjK9+Va/Tq4ggiDyFRI4xLSQbZaCyQouve0nK3xSGVc64ifZ7yFbLG4EQRDpQgKHmBayzeU1WcGlt/1khVOmhKDefCf7PWSbxY0gCCJVSOAQOclkF+DJCK548S2DTh+WpFAQMJPjyiSZElpkCSIIYqYggUPkJDPp8ooX39KVYkHAbCVTQossQQRBzBQkcGYJ+fYknakFOJOF/7ItzkiL6b4OcmFORX6kjAAAFghJREFUCILIT0jgzBLoSVqbdOZlsvEtM8l0Xwe5MCcEQeQnJHBmCfQkrc1Uz0u2Wc7oOiAIYrZgYLOo18HY2BhKS0vhcDhQUlIy08MhZgG3PH4IzSdHsG5JOX715fUzPRyCIIicJJ31O3FLboLIM/a29uGWxw8punxPFdvW1WPdknKymMww0/mdEwSRHZCLiph1TGccCsWgZAcUg0YQsw8SOMSsg+JQZh/0nRPE7INicAiCIAiCyGooBocgsgCK9yCmC7rWCEIfEjgEkWF4vMeu5u64n6PFiZgsyV5rBDEboRgcgsgw29bVY8jpw6DTh72tfbpBrRT4SkwWii0iCH3IgkMQaRDP+rK5sRYV9kJ0DbnjPllTCjkxWTY31uJXX15PApkgNCALDkGkQSLrSzJP1pRCThAEMXWQwCGINEgkYKZbvMx0S4iZPj5BEIQaEjgEkQbZZn2Z6XiemT4+QRCEGhI4BJGFpGoRmelg05k+PkEQhBoSOASRhaRqEZlpi9JMH58gCEINCRyCyELIIkIQBDE5KE2cIDSYySJ8Wu4pKgpIEASRGmTBIQgNZjJoVuvYFMRLEASRGiRwCEKDmXQRaR2bXFYEQRCpQd3ECSKHoHozBEHMRqibOEFkkGyMe6HmigRBEMlBLiqC0CEb417IVUUQBJEcJHAIQodsFBNUb4YgCCI5SOAQhA4kJgiCIHIXisEhCIIgCCLvIIFDEARBEETeQQKHIAiCIIi8gwQOQRAEQRB5BwkcgiAIgiDyDhI4BEEQBEHkHSRwCIIgCILIO0jgEARBEASRd5DAIQgNsrEPFUEQBJE8VMmYIDTIxj5UBEEQRPKQwCEIDbKxDxVBEASRPCRwCEID6kNFEASR21AMDkEQBEEQeQcJHIIgCIIg8g4SOARBEARB5B0kcAiCIAiCyDtI4BAEQRAEkXeQwCEIgiAIIu8ggUMQBEEQRN5BAocgCIIgiLyDBA5BEARBEHkHCRyCIAiCIPIOEjgEQRAEQeQdJHAIgiAIgsg7SOAQBEEQBJF3zKpu4owxAMDY2NgMj4QgCIIgiGTh6zZfx5NhVgkcp9MJAFi4cOEMj4QgCIIgiFRxOp0oLS1N6rMGloocynHC4TB6e3tht9thMBim7DhjY2NYuHAhPvjgA5SUlEzZcbIdmgeaAw7NQwSaB5oDDs1DanPAGIPT6URdXR2MxuSia2aVBcdoNGLBggXTdrySkpJZe+HK0DzQHHBoHiLQPNAccGgekp+DZC03HAoyJgiCIAgi7yCBQxAEQRBE3kECZwooLCzEd7/7XRQWFs70UGYUmgeaAw7NQwSaB5oDDs3D1M/BrAoyJgiCIAhidkAWHIIgCIIg8g4SOARBEARB5B0kcAiCIAiCyDtI4KTJD37wA6xbtw52ux1VVVX49Kc/jba2NsVnLr/8chgMBsV/f/d3fzdDI54a/vmf/znmHFeuXCne93q9uPPOOzFv3jzMmTMHn/3sZ3HmzJkZHPHUsHjx4ph5MBgMuPPOOwHk57Xw6quv4pOf/CTq6upgMBjwu9/9TvE+YwwPPvggamtrUVxcjKuuugrt7e2Kz5w9exY333wzSkpKUFZWhttuuw3j4+PTeBaTJ948BAIBfPOb30RjYyNsNhvq6upwyy23oLe3V7EPrevnhz/84TSfyeRIdD3ceuutMee4adMmxWdy/XpINAda9wiDwYAf//jH4jO5fi0kszYmsy50d3djy5YtsFqtqKqqwje+8Q0Eg8GUxkICJ03+8pe/4M4778Trr7+OF198EYFAAFdffTVcLpfic7fffjv6+vrEf//6r/86QyOeOs4991zFOe7fv1+89w//8A/43//9XzzzzDP4y1/+gt7eXnzmM5+ZwdFODc3NzYo5ePHFFwEA119/vfhMvl0LLpcL559/Pv793/9d8/1//dd/xY4dO/Af//EfOHToEGw2Gz7+8Y/D6/WKz9x8881499138eKLL+KFF17Aq6++ijvuuGO6TiEjxJsHt9uNw4cP45/+6Z9w+PBhPPfcc2hra8OnPvWpmM9+73vfU1wfd91113QMP2Mkuh4AYNOmTYpz3LVrl+L9XL8eEs2BfO59fX14/PHHYTAY8NnPflbxuVy+FpJZGxOtC6FQCFu2bIHf78drr72Gp556Ck8++SQefPDB1AbDiIwwMDDAALC//OUv4rWPfexj7J577pm5QU0D3/3ud9n555+v+d7o6Cgzm83smWeeEa8dP36cAWAHDx6cphHODPfccw9btmwZC4fDjLH8vxYAsOeff178HQ6HWU1NDfvxj38sXhsdHWWFhYVs165djDHGjh07xgCw5uZm8Zm9e/cyg8HATp8+PW1jzyTqedDijTfeYADYqVOnxGuLFi1iP/3pT6d2cNOI1jx88YtfZNdee63uNvl2PSRzLVx77bVs48aNitfy7VpQr43JrAt//OMfmdFoZP39/eIzjz32GCspKWE+ny/pY5MFJ0M4HA4AwNy5cxWv/8///A8qKiqwevVqfPvb34bb7Z6J4U0p7e3tqKurw9KlS3HzzTeju7sbANDS0oJAIICrrrpKfHblypWor6/HwYMHZ2q4U47f78d///d/48tf/rKi59lsuBY4J0+eRH9/v+K7Ly0txfr168V3f/DgQZSVleHCCy8Un7nqqqtgNBpx6NChaR/zdOFwOGAwGFBWVqZ4/Yc//CHmzZuHCy64AD/+8Y9TNsfnAvv27UNVVRUaGhrwla98BcPDw+K92XY9nDlzBnv27MFtt90W814+XQvqtTGZdeHgwYNobGxEdXW1+MzHP/5xjI2N4d1330362LOqF9VUEQ6H8bWvfQ2XXnopVq9eLV6/6aabsGjRItTV1eHtt9/GN7/5TbS1teG5556bwdFmlvXr1+PJJ59EQ0MD+vr68NBDD+GjH/0o3nnnHfT398NiscTcyKurq9Hf3z8zA54Gfve732F0dBS33nqreG02XAsy/PuVb1D8b/5ef38/qqqqFO8XFBRg7ty5eXt9eL1efPOb38S2bdsUvXfuvvturFmzBnPnzsVrr72Gb3/72+jr68Mjjzwyg6PNLJs2bcJnPvMZLFmyBJ2dnbj//vuxefNmHDx4ECaTadZdD0899RTsdnuMyz6frgWttTGZdaG/v1/z3sHfSxYSOBngzjvvxDvvvKOIPQGg8B03NjaitrYWV155JTo7O7Fs2bLpHuaUsHnzZvH/5513HtavX49Fixbht7/9LYqLi2dwZDPHL3/5S2zevBl1dXXitdlwLRDxCQQCuOGGG8AYw2OPPaZ479577xX/f95558FiseD//J//gx/84Ad5U+n2c5/7nPj/xsZGnHfeeVi2bBn27duHK6+8cgZHNjM8/vjjuPnmm1FUVKR4PZ+uBb21cbogF9Uk+epXv4oXXngBr7zySsJO5evXrwcAdHR0TMfQZoSysjJ86EMfQkdHB2pqauD3+zE6Oqr4zJkzZ1BTUzMzA5xiTp06hZdeegl/+7d/G/dz+X4t8O9XnRkhf/c1NTUYGBhQvB8MBnH27Nm8uz64uDl16hRefPHFhJ2T169fj2AwiK6urukZ4AywdOlSVFRUiN/AbLoe/vrXv6KtrS3hfQLI3WtBb21MZl2oqanRvHfw95KFBE6aMMbw1a9+Fc8//zyampqwZMmShNscPXoUAFBbWzvFo5s5xsfH0dnZidraWqxduxZmsxkvv/yyeL+trQ3d3d245JJLZnCUU8cTTzyBqqoqbNmyJe7n8v1aWLJkCWpqahTf/djYGA4dOiS++0suuQSjo6NoaWkRn2lqakI4HBYCMB/g4qa9vR0vvfQS5s2bl3Cbo0ePwmg0xrhs8omenh4MDw+L38BsuR6AiJV37dq1OP/88xN+NteuhURrYzLrwiWXXILW1laF4OUPBuecc05KgyHS4Ctf+QorLS1l+/btY319feI/t9vNGGOso6ODfe9732NvvvkmO3nyJPv973/Pli5dyi677LIZHnlm+frXv8727dvHTp48yQ4cOMCuuuoqVlFRwQYGBhhjjP3d3/0dq6+vZ01NTezNN99kl1xyCbvkkktmeNRTQygUYvX19eyb3/ym4vV8vRacTic7cuQIO3LkCAPAHnnkEXbkyBGRHfTDH/6QlZWVsd///vfs7bffZtdeey1bsmQJ83g8Yh+bNm1iF1xwATt06BDbv38/W7FiBdu2bdtMnVJaxJsHv9/PPvWpT7EFCxawo0ePKu4VPBvktddeYz/96U/Z0aNHWWdnJ/vv//5vVllZyW655ZYZPrPUiDcPTqeT3XfffezgwYPs5MmT7KWXXmJr1qxhK1asYF6vV+wj16+HRL8JxhhzOBzMarWyxx57LGb7fLgWEq2NjCVeF4LBIFu9ejW7+uqr2dGjR9mf/vQnVllZyb797W+nNBYSOGkCQPO/J554gjHGWHd3N7vsssvY3LlzWWFhIVu+fDn7xje+wRwOx8wOPMPceOONrLa2llksFjZ//nx24403so6ODvG+x+Nhf//3f8/Ky8uZ1WplW7duZX19fTM44qnjz3/+MwPA2traFK/n67XwyiuvaP4GvvjFLzLGIqni//RP/8Sqq6tZYWEhu/LKK2PmZnh4mG3bto3NmTOHlZSUsC996UvM6XTOwNmkT7x5OHnypO694pVXXmGMMdbS0sLWr1/PSktLWVFREVu1ahV7+OGHFQt/LhBvHtxuN7v66qtZZWUlM5vNbNGiRez2229XpAEzlvvXQ6LfBGOM/exnP2PFxcVsdHQ0Zvt8uBYSrY2MJbcudHV1sc2bN7Pi4mJWUVHBvv71r7NAIJDSWKibOEEQBEEQeQfF4BAEQRAEkXeQwCEIgiAIIu8ggUMQBEEQRN5BAocgCIIgiLyDBA5BEARBEHkHCRyCIAiCIPIOEjgEQRAEQeQdJHAIgiAIgsg7SOAQBJEX3Hrrrfj0pz+d0jaLFy/G//2//3fSx7r88svxta99LaV9GAwG/O53v0v52ARBJEfBTA+AIAgiEzz66KPIdGH2rq4uLFmyBEeOHMGHP/xh3c8999xzMJvNGT32vn37cMUVV2BkZARlZWUZ3TdBzAZI4BAEkReUlpbO2LHnzp07Y8cmCEIbclERxCzj8ssvx1133YWvfe1rKC8vR3V1NX7xi1/A5XLhS1/6Eux2O5YvX469e/eKbd555x1s3rwZc+bMQXV1Nb7whS9gaGhIvP+nP/0JGzZsQFlZGebNm4dPfOIT6OzsFO93dXXBYDDgueeewxVXXAGr1Yrzzz8fBw8eTGrMTz75JMrKyvDnP/8Zq1atwpw5c7Bp0yb09fWJz6jdRk6nEzfffDNsNhtqa2vx05/+VNOV5Ha78eUvfxl2ux319fX4+c9/Lt5bsmQJAOCCCy6AwWDA5Zdfrjun8n77+vqwZcsWFBcXY8mSJXj66ac13WFDQ0PYunUrrFYrVqxYgT/84Q9ivq644goAQHl5OQwGA2699dak5oogiAgkcAhiFvLUU0+hoqICb7zxBu666y585StfwfXXX4+PfOQjOHz4MK6++mp84QtfgNvtxujoKDZu3IgLLrgAb775Jv70pz/hzJkzuOGGG8T+XC4X7r33Xrz55pt4+eWXYTQasXXrVoTDYcVxH3jgAdx33304evQoPvShD2Hbtm0IBoNJjdntduMnP/kJ/uu//guvvvoquru7cd999+l+/t5778WBAwfwhz/8AS+++CL++te/4vDhwzGf+7d/+zdceOGFOHLkCP7+7/8eX/nKV9DW1gYAeOONNwAAL730Evr6+vDcc88lNdZbbrkFvb292LdvH5599ln8/Oc/x8DAQMznHnroIdxwww14++23cc011+Dmm2/G2bNnsXDhQjz77LMAgLa2NvT19eHRRx9N6tgEQUSZdG90giByio997GNsw4YN4u9gMMhsNhv7whe+IF7r6+tjANjBgwfZv/zLv7Crr75asY8PPviAAWBtbW2axxgcHGQAWGtrK2OMsZMnTzIA7D//8z/FZ959910GgB0/fjzhmJ944gkGgHV0dIjX/v3f/51VV1eLv7/4xS+ya6+9ljHG2NjYGDObzeyZZ54R74+OjjKr1cruuece8dqiRYvY5z//efF3OBxmVVVV7LHHHlOM+8iRI4rxyMdiLDKnfL/Hjx9nAFhzc7N4v729nQFgP/3pT8VrANh3vvMd8ff4+DgDwPbu3csYY+yVV15hANjIyEjC+SEIIhay4BDELOS8884T/28ymTBv3jw0NjaK16qrqwEAAwMDeOutt/DKK69gzpw54r+VK1cCgHBDtbe3Y9u2bVi6dClKSkqwePFiAEB3d7fucWtra8UxksFqtWLZsmWK7fW2PXHiBAKBAC666CLxWmlpKRoaGmI+K4/JYDCgpqYm6TFp0dbWhoKCAqxZs0a8tnz5cpSXl8c9ts1mQ0lJyaSOTRDEBBRkTBCzEHXGj8FgULxmMBgAAOFwGOPj4/jkJz+JH/3oRzH74SLlk5/8JBYtWoRf/OIXqKurQzgcxurVq+H3+3WPKx8j3TGzDGRNae032THl8rEJIt8hCw5BEHFZs2YN3n33XSxevBjLly9X/Gez2TA8PIy2tjZ85zvfwZVXXolVq1ZhZGRkRse8dOlSmM1mNDc3i9ccDgfef//9lPZjsVgAAKFQKOltGhoaEAwGceTIEfFaR0dHynOSzrEJgpiABA5BEHG58847cfbsWWzbtg3Nzc3o7OzEn//8Z3zpS19CKBRCeXk55s2bh5///Ofo6OhAU1MT7r333hkds91uxxe/+EV84xvfwCuvvIJ3330Xt912G4xGo7AcJUNVVRWKi4tFYLXD4Ui4zcqVK3HVVVfhjjvuwBtvvIEjR47gjjvuQHFxcUrHXrRoEQwGA1544QUMDg5ifHw86W0JgiCBQxBEAurq6nDgwAGEQiFcffXVaGxsxNe+9jWUlZXBaDTCaDTi17/+NVpaWrB69Wr8wz/8A3784x/P9LDxyCOP4JJLLsEnPvEJXHXVVbj00kuxatUqFBUVJb2PgoIC7NixAz/72c9QV1eHa6+9NqntfvWrX6G6uhqXXXYZtm7dittvvx12uz2lY8+fPx8PPfQQvvWtb6G6uhpf/epXk96WIAjAwDLhxCYIgshyXC4X5s+fj3/7t3/DbbfdNq3H7unpwcKFC/HSSy/hyiuvnNZjE8RshYKMCYLIS44cOYL33nsPF110ERwOB773ve8BQNJWmMnQ1NSE8fFxNDY2oq+vD//4j/+IxYsX47LLLpvyYxMEEYFcVARBzDi8SrLWfw8//HDa+/3JT36C888/H1dddRVcLhf++te/oqKiIoMj1yYQCOD+++/Hueeei61bt6KyshL79u3LeL8qgiD0IRcVQRAzzunTp+HxeDTfmzt3LvV6IggiZUjgEARBEASRd5CLiiAIgiCIvIMEDkEQBEEQeQcJHIIgCIIg8g4SOARBEARB5B0kcAiCIAiCyDtI4BAEQRAEkXeQwCEIgiAIIu8ggUMQBEEQRN7x/wMAwad83Z6fzAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Sobre el conjunto de train\n", + "sns.regplot(x=gdf_train[\"mean_nightlight\"], y=gdf_train[\"var\"], scatter_kws={\"s\":1})" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.11661626796705404" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "X = np.array(gdf_train[\"mean_nightlight\"]).reshape(-1,1)\n", + "y = np.array(gdf_train[\"var\"]).reshape(-1,1)\n", + "\n", + "model = LinearRegression().fit(X, y)\n", + "model.score(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El R2 del modelo en el conjunto de prueba es: 27.05225808608325 %\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "X = np.array(gdf_test[\"mean_nightlight\"]).reshape(-1,1)\n", + "y = np.array(gdf_test[\"var\"]).reshape(-1,1)\n", + "\n", + "r2_test = model.score(X, y)\n", + "print(\"El R2 del modelo en el conjunto de prueba es: \", r2_test*100, \"%\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/run_model.py b/scripts/run_model.py index add3cd8..dbeec5d 100644 --- a/scripts/run_model.py +++ b/scripts/run_model.py @@ -78,7 +78,7 @@ def enablePrint(): sys.stdout = sys.__stdout__ -def create_train_test_dataframes(savename, small_sample=False): +def create_train_test_dataframes(savename, sat_data="pleiades", small_sample=False): """Create train and test dataframes with the links and xr.datasets to use for training and testing Load the ICPAG dataset and assign the links to the corresponding xr.dataset, then split the census tracts @@ -89,11 +89,17 @@ def create_train_test_dataframes(savename, small_sample=False): print("Reading dataset...") df = build_dataset.load_icpag_dataset() all_years_datasets = {} - years = [2013, 2018] - for year in years:#, 2022]: - sat_imgs_datasets, extents = build_dataset.load_satellite_datasets(year=year) - df = build_dataset.assign_datasets_to_gdf(df, extents, year=year, verbose=True) - all_years_datasets[year] = sat_imgs_datasets + + if sat_data=="pleiades": + years = [2013, 2018, 2022] + for year in years: + sat_imgs_datasets, extents = build_dataset.load_satellite_datasets(year=year) + df = build_dataset.assign_datasets_to_gdf(df, extents, year=year, verbose=True) + all_years_datasets[year] = sat_imgs_datasets + elif sat_data=="landsat": + sat_imgs_datasets, extents = build_dataset.load_landsat_datasets() + df = build_dataset.assign_datasets_to_gdf(df, extents, year=2013, verbose=True) + all_years_datasets[2013] = sat_imgs_datasets print("Datasets loaded!") print("Cleaning dataset...") @@ -107,7 +113,7 @@ def create_train_test_dataframes(savename, small_sample=False): df["min_x"] = df.bounds["minx"] df["max_x"] = df.bounds["maxx"] df = build_dataset.split_train_test(df) - df = df[["link", "AREA", "var", "type", "geometry"] + [f"dataset_{year}" for year in years]] + df = df[["link", "AREA", "var", "type", "geometry"] + [col for col in df.columns if "dataset" in col]] ### Train/Test list_of_datasets = [] @@ -157,7 +163,7 @@ def get_data(i, df_subset, type="train", load=False): ) year = random.choices( population=list(all_years_datasets.keys()), - weights=[0.8, 0.2], + weights=[1], k=1 )[0] sat_img_dataset = all_years_datasets[year] @@ -247,7 +253,7 @@ def get_test_data(i): # FIXME: debería agregar esto... # train_dataset = train_dataset.filter( - # lambda img, value: (value ==-999_999) + # lambda img, value: (value == 0) # ) # Filter out links without image train_dataset = train_dataset.batch(32) if sample_size>1: @@ -576,56 +582,57 @@ def run( else: savename = f"{model_name}_size{image_size}_tiles{tiles}_sample{sample_size}{extra}" - # ## Set Model & loss function - # model, loss, metrics = set_model_and_loss_function( - # model_name=model_name, - # kind=kind, - # bands=nbands * len(stacked_images), - # resizing_size=resizing_size, - # weights=weights, - # ) + ## Set Model & loss function + model, loss, metrics = set_model_and_loss_function( + model_name=model_name, + kind=kind, + bands=nbands * len(stacked_images), + resizing_size=resizing_size, + weights=weights, + ) - # ### Create train and test dataframes from ICPAG - # df_train, df_test, all_years_datasets = create_train_test_dataframes( - # savename, - # small_sample=small_sample - # ) + ### Create train and test dataframes from ICPAG + df_train, df_test, all_years_datasets = create_train_test_dataframes( + savename, + sat_data="landsat", + small_sample=small_sample + ) - # ## Transform dataframes into datagenerators: - # # instead of iterating over census tracts (dataframes), we will generate one (or more) images per census tract - # print("Setting up data generators...") - # train_dataset, test_dataset = create_datasets( - # df_train=df_train, - # df_test=df_test, - # all_years_datasets=all_years_datasets, - # image_size=image_size, - # resizing_size=resizing_size, - # nbands=nbands, - # stacked_images=stacked_images, - # tiles=tiles, - # sample=sample_size, - # savename=savename, - # save_examples=True, - # ) - # # Get tensorboard callbacks and set the custom test loss computation - # # at the end of each epoch - # callbacks = get_callbacks( - # savename=savename, - # logdir=log_dir, - # ) + ## Transform dataframes into datagenerators: + # instead of iterating over census tracts (dataframes), we will generate one (or more) images per census tract + print("Setting up data generators...") + train_dataset, test_dataset = create_datasets( + df_train=df_train, + df_test=df_test, + all_years_datasets=all_years_datasets, + image_size=image_size, + resizing_size=resizing_size, + nbands=nbands, + stacked_images=stacked_images, + tiles=tiles, + sample=sample_size, + savename=savename, + save_examples=True, + ) + # Get tensorboard callbacks and set the custom test loss computation + # at the end of each epoch + callbacks = get_callbacks( + savename=savename, + logdir=log_dir, + ) - # # Run model - # model, history = run_model( - # model_function=model, - # lr=0.0001, # 0.001 dio cualquier cosa. ## lr=0.00009 para mobnet_v3_20230823-141458 - # train_dataset=train_dataset, - # test_dataset=test_dataset, - # loss=loss, - # metrics=metrics, - # callbacks=callbacks, - # epochs=n_epochs, - # savename=savename, - # ) + # Run model + model, history = run_model( + model_function=model, + lr=0.0001, # 0.001 dio cualquier cosa. ## lr=0.00009 para mobnet_v3_20230823-141458 + train_dataset=train_dataset, + test_dataset=test_dataset, + loss=loss, + metrics=metrics, + callbacks=callbacks, + epochs=n_epochs, + savename=savename, + ) # Compute metrics hist_df = pd.read_csv(fr"{path_dataout}/models_by_epoch/{savename}/{savename}_history.csv") @@ -642,23 +649,23 @@ def run( ) # Generate gridded predictions & plot examples - for year in [2013, 2018]: + for year in all_years_datasets.keys(): grid_preds, datasets, extents = grid_predictions.generate_grid(savename, image_size, resizing_size, nbands, stacked_images, year=year, generate=True) grid_predictions.plot_all_examples(datasets, extents, grid_preds, savename, year) if __name__ == "__main__": - image_size = 128 # FIXME: Creo que solo anda con numeros pares, alguna vez estaría bueno arreglarlo... + image_size = 32 # FIXME: Creo que solo anda con numeros pares, alguna vez estaría bueno arreglarlo... sample_size = 1 - resizing_size = 128 + resizing_size = 32 tiles = 1 variable = "ln_pred_inc_mean" kind = "reg" model = "mobnet_v3_large" path_repo = r"/mnt/d/Maestría/Tesis/Repo/" - extra = "_2018_20p" - stacked_images = [1, 3] + extra = "_landsat" + stacked_images = [1] # Train the Model run( @@ -669,7 +676,7 @@ def run( image_size=image_size, sample_size=sample_size, resizing_size=resizing_size, - nbands=4, + nbands=10, tiles=tiles, stacked_images=stacked_images, n_epochs=500,