1108 строки
1.6 MiB
1108 строки
1.6 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"from IPython.core.interactiveshell import InteractiveShell\n",
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"InteractiveShell.ast_node_interactivity = 'all' # default is ‘last_expr’\n",
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"\n",
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"%load_ext autoreload\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import json\n",
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"import os\n",
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"from collections import defaultdict\n",
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"\n",
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"import rasterio\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from tqdm import tqdm\n",
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"from sklearn.metrics import classification_report, confusion_matrix\n",
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"\n",
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"from geospatial.visualization.raster_label_visualizer import RasterLabelVisualizer"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Evaluation against 2019-2020/04 verified labels\n",
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"\n",
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"WCS Colombia corrected the coarse category model's output in seven randomly selected windows. Here we evaluate the model's outputs (different versions: after applying a majority filter) against these labels.\n",
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"\n",
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"Note that when the manual correction was carried out, most sandy area near rivers were eliminated even if sandy areas are visible from the 2019-2020 Landsat8 composite image.\n",
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"\n",
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"The verified polygons are first rasterized using GDAL. The rasterized versions are in the `labels_dir` directory specified below."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Micro and macro averages\n",
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"\n",
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"The \"micro\" averages are metrics calculated globally by counting the total true positives, false negatives and false positives.\n",
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"\n",
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"The \"macro\" averages are the unweighted mean across each label, for the metrics calculated for each label.\n",
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"\n",
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"We do not use a weighting among the categories, so the \"weighted\" average is the same as the \"micro\" average."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"labels_dir = '/Users/siyuyang/Data/WCSColombia/provided_labels/Landuse_corrections_Felipe/results_corrected_raster'\n",
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"\n",
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"# raw output\n",
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"model_outputs_raw_path = '/Users/siyuyang/Data/WCSColombia/delivered/20201221_timepoints/2019_202004/res_wcs_orinoquia_sr_median_2019_202004.vrt'\n",
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"\n",
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"# majority filter radius 3\n",
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"model_outputs_filtered3_path = '/Users/siyuyang/Data/WCSColombia/delivered/20200715/results_coarse_baseline_201920_filtered3/po_res_wcs_orinoquia_sr_median_2019_202004.vrt'\n",
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"\n",
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"model_outputs_filtered5_path = '/Users/siyuyang/Data/WCSColombia/delivered/20200715/results_coarse_baseline_201920_filtered5/po_res_wcs_orinoquia_sr_median_2019_202004.vrt'\n",
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"\n",
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"model_outputs_filtered7_path = '/Users/siyuyang/Data/WCSColombia/delivered/20200715/results_coarse_baseline_201920_filtered7/po_res_wcs_orinoquia_sr_median_2019_202004.vrt'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"viz = RasterLabelVisualizer('../constants/class_lists/wcs_coarse_label_map.json')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"with open('../constants/class_lists/wcs_coarse_label_map.json') as f:\n",
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" label_map = json.load(f)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"# for the classification reports\n",
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"labels = [int(i) for i in label_map['num_to_name'].keys() if i not in ['0', '9']] # exclude \"Empty of data\" and label \"Unavailable\" categories\n",
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"target_names = [label_map['num_to_name'][str(i)] for i in labels]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"metadata": {},
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"outputs": [],
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"source": [
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"def evaluate_label_windows(model_outputs_path, visualize=True, return_tiles=False):\n",
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"\n",
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" results = {}\n",
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" \n",
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" model_outputs_reader = rasterio.open(model_outputs_path)\n",
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"\n",
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" # for overall across all tiles\n",
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" y_true = []\n",
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" y_pred = []\n",
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"\n",
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" for label_f in tqdm(os.listdir(labels_dir)):\n",
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" if not label_f.endswith('.tif'):\n",
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" continue\n",
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"\n",
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" window_name = label_f.split('.tif')[0]\n",
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" results[window_name] = {}\n",
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"\n",
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" label_tile_reader = rasterio.open(os.path.join(labels_dir, label_f))\n",
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"\n",
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" # get the window to crop the corresponding scene from the big (vrt) model outputs raster\n",
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" x_min = label_tile_reader.bounds.left\n",
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" y_min = label_tile_reader.bounds.top # origin is left, top\n",
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"\n",
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" # getting the pixel array indices corresponding to points in georeferenced space\n",
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" row, col = model_outputs_reader.index(x_min, y_min)\n",
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"\n",
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" row_end = row + label_tile_reader.height # both rasters have the same resolution\n",
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" col_end = col + label_tile_reader.width \n",
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"\n",
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" w = rasterio.windows.Window.from_slices((row, row_end), (col, col_end))\n",
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"\n",
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" model_output_tile = model_outputs_reader.read(1, window=w)\n",
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" label_tile = label_tile_reader.read(1)\n",
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"\n",
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" if visualize:\n",
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" im, buf = viz.show_label_raster(model_output_tile, (12, 7))\n",
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" results[window_name]['model_output_tile'] = im\n",
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" im, buf = viz.show_label_raster(label_tile, (12, 7))\n",
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" results[window_name]['label_tile'] = im\n",
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"\n",
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" assert model_output_tile.shape == label_tile.shape\n",
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" report = classification_report(label_tile.flatten(), model_output_tile.flatten(),\n",
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" labels=labels, target_names=target_names,\n",
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" zero_division=0, digits=3)\n",
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" results[window_name]['report'] = report\n",
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" \n",
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" window_y_true = label_tile.flatten()\n",
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" window_y_pred = model_output_tile.flatten()\n",
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" \n",
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" results[window_name]['cm'] = confusion_matrix(window_y_true, window_y_pred, labels=labels)\n",
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" results[window_name]['cm_norm'] = confusion_matrix(window_y_true, window_y_pred, labels=labels, \n",
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" normalize='true') # normalize over the true counts\n",
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" \n",
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" y_true.extend(window_y_true)\n",
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" y_pred.extend(window_y_pred)\n",
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"\n",
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" print('Calculating overall metrics...')\n",
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" overall_report = classification_report(y_true, y_pred, labels=labels, target_names=target_names, digits=3)\n",
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" \n",
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" if return_tiles:\n",
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" return results, overall_report, y_true, y_pred\n",
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" \n",
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" return results, overall_report"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_confusion_matrix(cm, label_names, dpi=150):\n",
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" # docs: https://matplotlib.org/3.1.3/gallery/images_contours_and_fields/image_annotated_heatmap.html#sphx-glr-gallery-images-contours-and-fields-image-annotated-heatmap-py\n",
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"\n",
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" num_classes = len(label_names)\n",
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" assert cm.shape[0] == num_classes\n",
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" \n",
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" fig = plt.figure(figsize=(10, 10), dpi=dpi) # set dpi to 300 to look good\n",
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" ax = fig.add_axes([0.0, 0.0, 1.0, 1.0])\n",
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" im = ax.matshow(cm, cmap=plt.cm.YlGnBu)\n",
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" _ = ax.set_xticks(np.array(range(num_classes)))\n",
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" _ = ax.set_yticks(np.array(range(num_classes)))\n",
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" _ = ax.set_xticklabels(label_names)\n",
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" _ = ax.set_yticklabels(label_names)\n",
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" _ = ax.set_ylabel('Actual label')\n",
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" _ = ax.set_xlabel('Predicted by model')\n",
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" _ = ax.xaxis.tick_top()\n",
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"\n",
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" # Rotate the tick labels\n",
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" _ = plt.setp(ax.get_xticklabels(), rotation=90)\n",
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"\n",
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" _ = ax.set_xticks(np.array(range(num_classes)) - 0.5, minor=True)\n",
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" _ = ax.set_yticks(np.array(range(num_classes)) - 0.5, minor=True)\n",
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" _ = ax.grid(which='minor', color='white', linestyle='-', linewidth=3)\n",
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"\n",
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" cbar = ax.figure.colorbar(im, ax=ax)\n",
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"\n",
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" # no border\n",
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" for edge, spine in ax.spines.items():\n",
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" _ = spine.set_visible(False)\n",
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" \n",
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" plt.close() # to not show all figures plotted again at the end of the calling cell\n",
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" return fig"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Evaluating model outputs (raw)\n",
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"\n",
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"No filtering"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 7/7 [00:40<00:00, 5.82s/it]\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Calculating overall metrics...\n"
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]
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}
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],
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"source": [
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"results, overall_report, y_true, y_pred = evaluate_label_windows(model_outputs_raw_path, return_tiles=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 41,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Evaluating window_1\n",
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"Model output:\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD8999AC9D0>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD7D9B68B50>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.614 0.807 0.697 13276\n",
|
||
" Agriculture 0.888 0.929 0.908 298257\n",
|
||
"Arboreal and forestry crops 0.242 0.921 0.383 504\n",
|
||
" Pasture 0.968 0.969 0.969 1364995\n",
|
||
" Vegetation 0.824 0.743 0.781 115579\n",
|
||
" Forest 0.961 0.977 0.969 689297\n",
|
||
" Savanna 0.000 0.000 0.000 0\n",
|
||
" Sand, rocks and bare land 0.000 0.000 0.000 0\n",
|
||
" Swamp 0.000 0.000 0.000 0\n",
|
||
" Water 0.838 0.850 0.844 153843\n",
|
||
" Seasonal savanna 0.749 0.926 0.828 16833\n",
|
||
" Seasonally flooded savanna 0.651 0.783 0.711 1213\n",
|
||
"\n",
|
||
" micro avg 0.938 0.948 0.943 2653797\n",
|
||
" macro avg 0.561 0.659 0.591 2653797\n",
|
||
" weighted avg 0.940 0.948 0.944 2653797\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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kDb2vAAckOZq2P9zRVXVbx5kkDaklug4gSZK0CHoq8OeqOr/fgN5zfwKePrBUkiRpQVxCWw035uze47ZjJ5IsCTweuHqAuSRJw+2LwL+B5wHfA65M8pUk23cbS9IwsggnSZK04NYBzpvGuPOAtWc4iyRJumdOBB6eZJXe8ZHA7cBnk7wqybNpN1fXA47vJqIkadhU1auBtYBnAd8EZgH7Ar9IcmmSjyZ5dIcRJQ2RVLndjyTp7pK8ewGGV1W9f8bCSEMmyfXAL6tqlynG/RB4SlWtOJhkkiRpupJsRdvn7b1V9ZPeuTcCH2fu3sgB/g5sVlWXdxJUkjTUkiwH7Ay8hNY1ZWna68jZwDeq6oMdxpPUMYtwkqRJJZlDe9OYPkPG35ioqpo1kGDSEEhyOm013DpVdXOfMcsBs4HLq+pRg8wnSZLuuSRPBHYBVgPOAQ6qqmu6TSVJWhQkWRV4Aa0gty3eL5FG3pJdB5AkDa29+5xfgtZe72nAFsDngNMGFUoaEt8D/gf4cpJXTCzEJVkW+BKwOvDZDvJJkqR7qKpOBU7tOockaZG0KnBf4H4d55A0JFwJJ0m6x5K8DXgHsEVVndF1HmlQkiwP/A54GK1F1TeA82krRB8C7A6sSZs9//iquqGjqJIkSZKkGZRkDeCFtNVvm4+dBn5Da0f5ha6ySeqeRThJ0r2S5Gzg3Kp6dtdZpEFKsiZwGPDk3qnxLVoBjgNe5v4xkiQNhyTr3Jufr6rZCyuLJGnR1puYuQttAuaOwCzaZ8GzaJM0D6+qizoLKGloWISTJN0rSb4L7FhVq3WdRepCksfTPnSt3Tt1CfCLqvpdd6kkSdJE4/Y8vieqqtzSQ5JEksOB5wDL0QpvlwHfoq16+2OH0SQNIYtwkqR7JcnvgQ2raqWus0iSJEn9JPkV97wIR1Vtv/DSSJIWVb1JHdcB36etevtVeZNdUh/O4pIk3SNJVgXeBTya1nZPkiRJGlpVtV3XGSRJi4XnA0dV1W1dB5E0/FwJJ0maVJIL5vP0isB9aG0Xbga2r6rfDiSYJEmSJEmSJC0CLMJJkibVa6/Qz+3AFcDxwEeq6szBpJIkSZIkSZKkRYNFOEmSJEmSJEmSpinJ8sAbgZ2BDYGV+gytqnJLKGmE+QdAkiRJkiRJkqRpSLIKcCKwKXAncBttu44rgDV73wNc3ElASUNlia4DSJKGU5Jjk/z3NMa9Ocmxg8gkSZIkSZLUsbcCDwe+DKwMfI+24u2BwArAXsDfgVOBB3eUUdKQsAgnSepnO+Bh0xi3EbDtzEaRJEmSJEkaCs8FLgdeV1W3AHft91RVt1TVocCOwC7AmztJKGloWISTJN1bywJ3dB1CGqQkP0vy/CRLdZ1FkiRJkjRQ6wK/r6rbe8dzAMZ/PqyqM4HjgT0HH0/SMLEIJ0m6x5KsDDyJ1vdcGiU7At8GLkvy0SQbdR1IkiRJkjQQtwC3jju+vve45oRx1wDrDySRpKG1ZNcBJEnDI8kFE049P8l2fYYvCdy/93jADMaShtF2wMuBXWntRd6U5ETgK8D3qurW+fysJEkaMkkeDTweWAP4a1Ud0Tu/DLBMVV0/nx+XJI2WS2ir4cac3XvcFjgMIMmStNeVqwcbTdKwSVVNPUqSNBKSzBl3WEDmM/x2Wg/0I4C3VdVNM5lNGkZJVgFeRivIPYL2e3Md8HXgq1X15w7jSZKkKSTZGDiIdqN0zCFVtU/v+VfRJpw9q6p+0kFESdKQSXIAsA+wVlVdl+QBwAXATcA7gEuBfYFnA4dX1cs6CyupcxbhJEmT6hXkDh67ASFp/pI8nlaMeyGwEq0g9zvgy8C3q+rGDuNJkqQJkqwLnAbcB/g/4NfAxxj3HjjJarTW61+vqpd3FFWSNESSbEV7vXjv2ASNJG8EPk77HAhtUvPfgc2q6vJOgkoaChbhJEmTSrIncF5V/brrLNKiJMkKwPuBNzD3A9gNwMHAh6vKPRQlSRoCSb4G7AnsVVVf752720S0JL8Hlq6qh3eTVJK0KEjyRGAXYDXgHOCgqrqm21SSumYRTpIkaSFIshywG2013Ba0mY+XAScAzwRWobWq3MnitiRJ3UtyGXBFVW027txkRbgfAttW1eodxJQkSdIibImuA0iShlOS3ZNckOQp8xnz1N6YFw4ymzRMkjwmyedpraq+RivA/Yw2A3LdqtodeACwP61N5Se6yipJkuZxH+D8aYwrYNkZziJJWkwkWSPJrK5zSBoOFuEkSf28DFgBOG4+Y44FVqS18ZFGRpKVkvxnktNpe8n8J3Az8BFgg6p6RlX9qKrmAFTVzVX1MeAY4FGdBZckSeNdBaw/jXEb01a3S5JEks2SvDvJJhPOPyfJFcCVwNVJXtNNQknDxCKcJKmfhwN/rqo7+g3oPfen3lhplFwBfA54DPAr4IXA2lX19qq6aD4/dyWwzIynkyRJ03E88LgkW/YbkGQnYCPg5wNLJUkadq8F3gH8Y+xEknWB7wD3B/5Om7D8mSRbd5JQ0tCwCCdJ6mcNxr2hnI9/APeb4SzSsLkF+BSwUVXtUFXfnV/Bepz/Znoz7iVJ0sz7EHA7cGSSfZPcd+yJJCsmeSlwEHATtpOWJM21OfDHqrpq3Ll9gaWBN1XVA4HHA3cC+3WQT9IQSVV1nUGSNIR6G9VfUlWbTzHuFGC9qlpzMMmk7iV5AnBTVf2l6yySJOmeS7IrcAiw3LjTBaT3/S3AS6vqh4POJkkaTkn+Bfy8ql4w7twpwCbAGlV1W+/csbT7JQ/uJKikoeBKOElSP78GHj+/1glJtgKeAPxmYKmk4XAy8NmuQ0iSpHunqr5Pa63+v8BZtD1ebwcuAL4MPMoCnCRpglnjD5IsAzwa+PVYAa7ncsAJy9KIW7LrAJKkofUpYFfgiCTvBb5SVTcCJFkBeDnwLtpM4U91llLqxrW0feEkSdIiKslzgNur6hjgDR3HkSQtOi4GHjHueEdaK8pfThi3MnDdoEJJGk6uhJMkTaqqTgbeRHvT+Ang+iRXJLkcuL53blXgLVV1YmdBpW6cwrwfuiRJ0qLnh8Drug4hSVrkHAFsmORTvQkdHwXmAD+aMO4xtIKdpBFmEU6S1FdVfRrYHvgpbT+M+9NaKdwC/ATYvqo+2VlAqTvvBTZK8qaug0iSpHvsn7TV7ZIkLYiP09oWv542oWNj4NNVde7YgCRPBB4InNBJQklDI1XVdQZJ0iIgyRLAGr3Dq6pqTpd5pC4l2QPYFtgLOAM4CphNK1DfTVUdOrBwkiRpWpJ8C9gM2LC8OSJJWgC9bTqeD9wPOL2qjp3w/M7AdsBBVfXnwSeUNCwswkmSJC2gJHNo+yFm3OnJ3lQFqKqaNclzkiSpQ0k2BH4HHAy8taomnUwjSZIk3VNLdh1AkiRpEfQ+Ji+6SZKkRceLgR8DrwVelOQX9F/ZXlX1/kGGkyRJ0qLPlXCSpEkluWABhldVbTBjYSRJkqSFrM/K9n5c2S5JkqQF5ko4SVI/63UdQBpWSdYBbqiqa6YYtxqwUlXNHkwySZK0APbuOoAkSZIWb66EkyQtkCQB1gaeRmvJd2hV7d9tKmmwktwJHFxV+04x7ivA3lXlxCdJkiRJkqQR4w0hSdICqTZ7YzbwlSSnA79Jcl5VfaXjaNIghem1rhobK0mSJEmSpBGzRNcBJEmLrqr6PfBb2mb2ku5uDeDmrkNIkiRJkiRp8FwJJ0m6t/4JbNZ1CGmmJdlmwqk1Jzk3ZklgI+DpwF9mNJgkSbrHeq3Wdwd2BjYEVmLyVexVVRsMMpskSZIWfe4JJ0m6x5KsDpwJzKmqB3SdR5pJSeYAY2+cMu77vj/SG7N7VX1rJrNJkqQFl2Rp4GjgyfRvH11jz1WV3YQkSZK0QFwJJ0ma1HxW+ACsCDwUeBVwX+CLAwkldetQ5hbe9gTOB37dZ+xtwOXAkb22rZIkafi8CdgBOBJ4I/Bu4KXAssCDgRcCbwa+UFX7dxVSktStJMfeix+vqtphoYWRtMhxJZwkaVITVv30HQYcDzynqv4986mk4dD7/Ti4qvbpOoskSbpnkvwReBCwblXdmOQgYI+qmjVuzNbAccArqupr3SSVJHWp9/lvMnetlp7PczX+dUXS6HElnCSpn/Grfia6DbgCOL6qjhtcJGk42I5KkqTFwkOAE6rqxt7xHIAks6rqToCqOjHJr4FXAxbhJGk0rT/JubcArwC+C3wTmN07vw7wYuAFwJeBjw0ioKThZRFOkjSpqtqr6wzSoijJ04BH0D6E/aCq7ug4kiRJmtydwPXjjseKcfcF/j7u/GXAswcVSpI0XKrq4vHHSV4GvBLYqap+OmH4n4GjkhxC23f0d8AhAwkqaSg5i1uSNKkkn0zyrq5zSMMoyauTXJBkqwnnvwn8GPgIbTbkCUmW6SKjJEma0mW0FQtjzus9bj5h3COBGwaSSJK0KNgPOHGSAtxdqupnwAnAGwYVStJwsggnSernNbQbDpLubhdgBeA3YyeSPAV4Ie2G3oeB3wJPBPbtIqAkSZrSKcCmSZbrHf+49/iZJM9I8ogk/wtsDJzaSUJJ0jDaiHlXTPdzJfDQGc4iachZhJMk9XMpvk5I/WwE/KWqxm/Q/RLaPorPr6p3ANsBVwF7DD6eJEmahu8DNwFPAaiq84BPA2sDRwF/BP6rN2b/ThJKkobR9cCWSZbqNyDJ0sCWzNv2WNII8uaqJKmfHwLbJlmp6yDSELovcMWEc9sAs6vqtwBVdSttpdxkm3hLkqSOVdXRVbVWVR0x7tybaBNrvgv8Avgc8Niq+ltHMSVJw+cI2oSNbyV50MQnkzwQOBx4UG+spBGWquo6gyRpCPWKb8fTNqh/XVX9oeNI0tBIcgVwelXt1Dtei9aG8tCq2mvcuMOAXapqhU6CSpIkSVpsJFke2B7YEFgJyCTDqqreP9BgIybJfWgTLjcEbqe1LJ5N64yyLm1bgqVoe40+qaqu6iiqpCGwZNcBJElD60fArbT2Caf1ig6zgVsmGVtVtcMgw0kdOxfYKskqVXUdsDvtA9dPJox7ENPbK0CSJEmS+kqyF/ApYOXxp2mfQyYeW4SbQVV1dZItgA8BLwW2mjDkFuBQ4K1VdfWg80kaLq6EkyRNKsmcqUfdpapq1oyFkYZMkhfR2otcAPwZeBZwLfCQqrqhN2Y54J/AcVX17K6ySpKk+Utyf2Av2k3UB/ROXw78Gjikqia2oJakgUqyI/BT4Dpam9ztgS2A/wQ2AHahrco6gNax45COoo6cJCsAj6W9foT2+nF6Vd3YaTBJQ8MinCRpUknWXZDxVXXxTGWRhlGSDwOvB5YBLgX2rKrjxj2/J3AQ8Kaq+lQ3KSVJ0vwk2YN203oF7t7WrYCbaK3ZDxp0Nkkak+QY4CnA46rqT0kOAvYYmwybZBbwMeAVwOZV9Zfu0kqSxrMIJ0mSdA8lWQZYuar+OclzawOrA+ePrY6TJEnDI8kzgKOAOcD3gG8CF9GKcesALwGeDywB7FRVx3STVNKoS3IVcHZVbdU7nqcI1zu3BG0Psj9U1a7dJB09SVYHHgesAVxcVb/pOJKkIbNE1wEkScMpybuTPGca456d5N2DyCQNm6q6dbICXO+5S6rqTxbgJEkaWu+grXbbuapeXFVHVNWfe6/fR1bVi4Gde2Pf3l1MSWJF2h7tY24BSLLS2ImqmgOcCmw92GijKcn9k3wbuJK2N/hhwH+Me/7VSa5J4vWQRpxFOElSP+8BnjuNcc8B/t+MJpGGWJJHJ3l5kreNL1wnWSbJyvP7WUmS1KlHAydW1Y/7Deg9dwLwmEGFkqRJ/J220mr8McBDJ4xbHVhuIIlGWJI1gN8AL6DtEf457t7S+P+AlWgrqiWNMItwkqR7axathY80UpJsnOQU4HTgi8AHmLdwvQ9wbZKndxBPkiRN7Rbg8mmMu6I3VpK6cjbzFtx+Qyv67J8kAEmeBDwZ+Nvg442cdwHrA++uqsdV1esmDqiqy4GzgG0GHU7ScLEIJ0m6tzYFru06hDRISdalzYp/AvAj4L+5+8zHbwG3A+7HIEnScDoeeGJvH6VJJZkFPJH2ui9JXTkaWCfJ5r3jX9JWYO0KXJbkdOA42r3eT3eScLQ8Bzirqj4wxbiLgQcNII+kIbZk1wEkScMjydcmnNpqknNjlgQ2AjajtVmQRsn/o7V62bOqvg6Q5GPjB1TVtUnOBLboIJ8kSZraW4HfAgcm2a+qrhv/ZK+t9KeA1YC3dZBPksYcCpxDW5lLVc1J8izgq8COwJrAdcBHq+qwzlKOjrVokzGncgutJaWkEZaq6jqDJGlIJBnfVrK4+8qeyfwZeF5VXTAzqaThk+Qy4Iqq2mzcuTnAwVW1z7hzPwS2rarVO4gpSZLGSfLuSU4/BHgp8G/gZ7RVCwDrAk8FVgS+AZxbVe8fRE5JWhBJlgdWAf5RVXd2nWcUJLmS9rqw1bhzk30e/COwalWtN/CQkoaGK+EkSeNt33sMcCzwE+AjfcbeBlxeVRf3eV5anN0HOGka4wpYdoazSJKk6XkP/SearUT/FtIv7f2cRThJQ6eqbgJu6jrHiPkN8Kwkm1bVXycbkGRL4JGAKxOlEWcRTpJ0l6o6fuz7JIcAJ44/J+kuV9E24p7KxsBlM5xFkiRNz95dB5AkLRY+QdsX7ogkr6Dtx3eXJFvRWojeQWtrLGmE2Y5SkiRpASX5BvAiYJuq+nXv3DztR5LsBBwBfLGqXt1ZWEmSJEmLvCT3A14NbEPbk2yZPkOrqjYYWLARleR1wCdpq6v/TVtR/W/gdtr+4QW8rqo+31lISUPBIpwkaVJJ7g9sBPytqq4cd3594IPAI2h7Zry3qn7bTUqpG0keDpxGa/vyFlqx7UrgYOB1wHNpMx6XAx5VVed3ElSSJEnSIi/JxsDxtLb4U+7dXlVLzHgokWRz4K3Ak2l7iALcCvwK+GBVndhRNElDxCKcJGlSST5FKyZsUlV/651bEfgbsCZz3/jfSCsyXNBJUKkjSXYFDqEV2saM32fmFuClVfXDQWeTJEmStPhIchTwTOD7tEmx51TVjd2m0pgkoRVIZwFXVdWdHUeSNEScFSFJ6mc74KyxAlzPXrS2F9+krZLbD1gBePOgw0ldq6rvAw8H/hc4C7iZ1nrkAuDLtOK0BThJkiRJ99bWtAmxu1XVHyzADZdqrqqqKy3ASZrIlXCSpEkl+QdwSlU9Z9y5n9DaLKxVVVf3zv0eWK6qNu4mqTR4SZ4D3F5Vx3SdRZIkSdLiLcn1wE+qareus0iSFsySXQeQJA2tsU2FgbvaKzwROH2sANfzN2CnAWeTuvZD4GeARThJkiRJM+004CFdhxhVSe7N9htVVRsstDCSFjkW4SRJ/VwGrD/ueDNgFdoGw+MtCdw2oEzSsPgncG3XISRJkiSNhPcAv0yyW1V9p+swI2i9e/Az4/cLlzTCLMJJkvo5GXhxkp2B44B30t5EHjlh3Ma0gp00Sn4FPCFJyt7ekiRJkmbeZ4BvJHkm8HPgUtpn9LupqhMGGWxxV1VLTDyX5ADgpcDngG8Cs2nXY13gxcCrgW8Arx1cUknDyD3hJEmTSvIw4HRg2bFTwHFVtcO4MesBFwBfraqXDzyk1JEkGwK/Aw4G3lpVt3SbSJIkSdLiKskc5l1ZNd8bulU1a8ZDjbAk+wEfAjavqj/2GfNo4BTg7VX1ycGlkzRsLMJJkvpK8hjg9cB9aQW5j1XV+H3iXgn8J/DOqjq6m5TS4CV5N/Aw4IW01pS/oM18nKwYV1X1/gHGkyRJk0iyzb35eVeWSOpKkoOZovA2XlXtPXNplOQs4MKqeuYU434MrF9VGw8mmaRhZBFOkiRpAU0yE3V+ypmokiR1b9zr9z3i67kkCSDJzcARVfXCKcZ9G3hOVS03mGSShpF7wkmSJC04Z5ZKkrToOZS7F+HuA+zUO/8H2sp2gHWAR9Mm3BwNXD2YiJKkRcA/gO2SrFhVN0w2IMlKwPa0zimSRpgr4SRJ05JkVWAl+qz8qarZk52XJEmShlGStWj79ZwNvLaqzpnw/EOBzwCb0Pb9uWLwKSVJwybJR4C30F5D9quqUyc8/0TgE8AWwMerav/Bp5Q0LCzCSZL6SrIm8AFgZ2D1+QytqnJ1tSRJkhYZSQ4BdgAeUlWT7etKkuWAc4Fjq2qPQeaTpPGSLAO8GNgGWAtYps/QqqodBhZsBCVZHvg5rchWwGW0ldQFrAs8kDaB+VRgh6q6qaOokoaAN0wlSZPqzQz+HfAA2hvKfwL3A04GHgzcn/YG82Tg9o5iSp1L8gRga9rvSgFXACdW1W87DSZJkqbyNOC4fgU4gKq6OcmJvbGS1IkkDwR+CWzI1PtSu+JihlXVTUm2B94EvAp4UO9rzKXAl4CPVdVtHUSUNEQswkmS+nknrajw7qr6QJKDgD2qakuAJNsAX6C9wX9GdzGlbvRaVB0KPH7sVO+xes//lvY7c24H8SRJ0tRWBtaYxrg1aG3ZJakrHwMeCvyG1ubwHGDSvcg0GL3i2oeADyVZm3b/JMDlbtchaTzbUUqSJpXkfICq2qB3PFaEmzVuzAOBvwGfqap3dBJU6kBvpejvaStCLwe+C1zUe3pd4AW0FiRXAJu5h4wkScOnN2Hm0bRWYSf2GbMVcBzwh6p6wgDjSdJdklwN/Bt42PxW70qSho8r4SRJ/TwQOHrc8Z3Q+tBX1a0AVXVZkuOA3QCLcBol76QV4D4FvG1ii5Ek+9NmRb4ReDvw2oEnlCRJU/kIbSLNT3v7w32Xeff0eQGwB7BEb6wkdWUZ2t6UFuCGTG+C5pOYd3uC3zgRU9IYV8JJkiaV5B/ASVX1vN7xx4H9gA2r6oJx474LPKuqlu8mqTR4SS4EbqmqjeczJsCZwLJVtf7AwkmSpGlL8hpam7dluPs+SgFuA/avqs8MOpskjUlyMkBVbdF1FjVJ7gv8L7ArbbLGeHOA7wOvrap/DjqbpOHiSjhJUj+zgfXGHf+l9/hM4ACAJMsDW9JmekmjZC3ah6q+qqqS/J72oUySJA2hqjogyZHAvrT3tXft6QOcBBxUVRd2GFGSoK3G/V6Sbavq+K7DjLokqwAnABsBNwM/Y97tCZ5K6xj0qCSbV9V1XeSUNBwswkmS+jkWeEOS+1fVlcARwI3Ax3ubDl8KvJTWku8L3cWUOnE9sPY0xq3dGytJkoZUVV0MvLvrHJI0H78HPgEcmeSTwM9pn8knbXFWVbMHmG0UvZVWgPsu8JqJq92SrEGbvLwbsD9tiwJJI8p2lJKkSSV5FO2N5Zeq6le9cy8GDgKWpr3ZD/BXYCtndmmUJPkR8Czg2VV1TJ8xzwSOBI6squcOMJ4kSZKkxUiSOcz9DD7VzdyqKhdezKAkZwPLAQ+pqtv7jFkKOI+2jcFGg8wnabhYhJMkLZAk69BaUq4GnAMc0e9Np7S4SrIFrf3IHODw3tdFtA/E6wO7Ay+mfUjepqpO6SapJEmajt573LVoe8NNqqpOGFwiSZorya+Yuvh2l6rafubSKMnNwA+r6iVTjDsc2KWqlhtMMknDyCKcJGlSSR4JzKmqv0w5WBpBSV4KfIk2A3LiG6rQ9gZ4RVV9Y9DZJEnS9CTZB3gXsM5UY6tq1swnkiQNuyTXAKdV1VOnGPczYLOqWn0wySQNI5cmS5L6+SNwPOAMOmkSVXVYb0bqy4GtgAf0nrocOBH4alVd0lE8SZI0hSR7Awf2Ds+gdXm4obtEkqRFxOnAtkkeV1WnTzYgyeOA7YBfDTCXpCHkSjhJ0qSSXAX8tKp27zqL1LUkewDnVdVvus4iSZIWjiRnABsBu1bVkV3nkSQtGnr7fx8FXA98irY9wcW9p9elbU/wemBlYKd++4hLGg0W4SRJk0pyFLBOVT2y6yxS13oboR9cVfv0ji8AvltV+3ebTJIk3VNJbgFOqqodu84iSdORZHlat5oNgZVobfAnqqp6/0CDjaAkbwPez9xrMHaTffzxu6rqQ4POJmm42I5SktTPe4GTkrypqj7RdRipY3OY933TesB9u4kiSZIWkmuw/aSkRUSSvWirrlYef5p596ceO7YIN8Oq6kNJfg68lsm3J/hcVf2uq3yShodFOElSPxsDhwEfTfIyWquF2cAtkw2uqkMHmE0atH8Aj+g6hCRJWqh+BOycZLmqurnrMJLUT5Idga8C1wEfpK2G2wJ4JbABsAttddwBtP3KNABVdRqwZ9c5JA0321FKkibVa79XzNveYrIXjdDaXcwaSDCpA0kOBV4KXEjr9b8d8Hfg7Gn8eFXVDjOXTpIk3RNJVgNOBv4EvLKq/tVtIkmaXJJjgKcAj6uqPyU5CNhj7HN4klnAx4BXAJtX1V+6SytJGs8inCRpUknew+RFt0lV1XtnLo3UrSRrAF8DngHM4u4F6vmxSC1J0hBK8jVgVWBn4HrgNOBSJn8PXFW17+DSSdJcSa4Czq6qrXrH8xTheueWAM4D/lBVu3aTdLQkWYq2CnFrWjvKAq6gtaP8YVXd3mE8SUPCIpwkSdI09T5krQVcBHwPeMt0fq6qLp7BWJIk6R7odX6YLifVSOpMkluAH1TVS3rHX6Ctelu1qv49btw3gR2q6n7dJB0dSbYEDgcexN0naBZwCfCSqvrNoLNJGi7uCSdJAiDJncDBYzN8k7wb+GNVHdFtMml49GYyzk4yG7jI4pokSYu07bsOIEnT9HdgjQnHAA9l3j3gVgeWG1SoUZXkocAxwIq0f//DaBM1AdalbWWwGXBMks2q6twuckoaDhbhJEljwryzt94DHAxYhJMmqKr1us4gSZLunao6vusMkjRNZwMPG3f8G9rn9/2TvLCqKsmTgCfT9rnUzHoHrQC3X1V9ZpLnP5vkdcCne2P3Glw0ScNmia4DSJKGxg2ALSskSZIkSRouRwPrJNm8d/xL4M/ArsBlSU4HjqPd6/10JwlHyw60vfcmK8ABUFWfBf4A7DiwVJKGkivhJElj/gzsmOT/ARf2zj0kyR7T+eGqOnTGkkmSJEmSNLoOBc4BrgCoqjlJngV8lVbkWRO4DvhoVR3WWcrRcV9gOqupzwY2neEskoZcqqrrDJKkIZDkKcAPgBVomwin9zjlj+JG9ZIkSVoEJVkeeCOwM7AhsFKfoVVVTmSWNHR6f8dWAf5RVXd2nWcUJLkcuKyqHj/FuN8BD6yqBwwmmQYtyRHABl3nWIScX1XP6TrEoPkGUpIEQFX9PMkmtFl0a9P2hPsT8KMuc0mSJEkzIckqwIm0VQp3ArfRJphdQVtVMrZf8sWdBJSkaaiqm4Cbus4xYo4DXpTk5VX1lckGJHk58Djg8IEm06BtAEtskiVX7DrH0Ks7bgDmdB2jE66EkyRNKskc4OCq2qfrLJIkSdLCluRDwP7Al4D9gC8CL6uqWUmWBXYDPgycALy4vIEiqSNJTgQOA75bVdd0nWfUJdkYOA1YlvYacThwEa2b0PrA7sDWwM3A46vqrG6SaqYl+WuWXHmTZdZ6ZtdRht6tV/yYuuP6M6tq5Fq0uhJOktTP9sDfuw4hSZIkzZDnApcDr6uq25PcVWSrqluAQ5OcBvwBeDPwsU5SShJsCTwJ+GySnwDfAI7o/a3SgFXVWUmeQ7sO2wLbTBgS4EpgdwtwkizCSZImVVXT2WRYkiRJWlStC/yiqm7vHc8BSLLU2LmqOjPJ8cCeWIST1J0n0lZXvQB4NrATcGOSH9AKQb+sqtHs89aRqvplkgfTVk1vDYzt+3Y5rdXxd3qtQiWNOItwkqT5SrI+7Q3lWsAyfYZVVb1/cKmkwUqyzr35+aqavbCySJKkheYW4NZxx9f3HtcELhl3/hraKhRJ6kRV/Q74XZL9gCfTCnK7AHsALwP+keRbwOG9sRqAXpHt4N6XJE3KIpwkaVJJlgYOpL25h7kb00+mAItwWpxdRPv//J4ofM8lSdIwuoS2Gm7M2b3HbWl7L5FkSeDxwNWDjSZJd9fbm/KXwC+T/CdtRdxLgGcCrwdel+S8qtqow5iSpHG8ISRJ6ud9wEuBa2k3Ic4Bbug0kdSdE7h7EW4ZYPPe99cAY6vd1gFW731/CvPOsJckScPjRGCfJKtU1XXAkcBnaHsurQRcCuwLrAcc3llKSZpEVd0G/AD4Qe9v1keA/wQe0mmwxZCdUTRfCckSXacYfpnf3P7Fm0U4SVI/LwH+BTy2qi7uOIvUqarabvxxkpWB44A/A2+pqp9PeP4ptA/BywBPH1BMSZK0YL4FPA7YAvhJVV2e5O3Ax4EDemMC/B3Yv5uIktRfkofSPru/BNigd9pJgAvfRdgZRdI95B8ASVI/9wN+agFOmtQHaO2rNqyqayc+WVU/T3I6bQXpB4HXDDifJEmaQlWdRCvAjT/3ySS/pu21tBrttfygqrqmg4iSdDdJ1gReRNs64rG0yQJF697xDeC73aVbbE3WGUWSpsUinCSpn4uBFboOIQ2p5wHHTlaAG1NV1yQ5FnguFuEkSVpkVNWpwKld55CkMb1OHLvSVrxtByxBK779mVZ4O7yqLuss4GJuYmcUSVoQFuEkSf18FXhnkrWr6pKuw0hD5j7A8tMYt1xvrCRJkiTdU3+ntboPbcLsN4FvVNVfO001IpJ8DTipqr7WO14HuMFV0pKmwx0DJUn9fBw4GjgmyXbJCO+gKt3decCTkzys34DeczsC5w4slSRJkqTF0c3Al4Ftqmr9qnq7BbiB2gvYatzxhcDHuokiaVHjSjhJUj/n9R7XBX4J3J7kCibvg15VtcEk56XF1f8CXwROTPJx2r4LYytG1wZeALwRWBo4oJOEkiRJkhYX96+qO7oOMcJuB5Ydd5zelwRAXOuk+bAIJ0nqZ70Jx0vTCnLSyKuqLyd5KK3Q9sHe11iBOuMeP1VVX+4goiRJkqTFhAW4zl0CbJ1k3aq6uOswkhYtFuEkSZOqKqfxSPNRVW9O8n3gVcCWwAN6T10BnAR8qap+3VU+SZIkSYufJJsCGwIr0Wc1VlUdOtBQi7/DgXcCF4zbqWPPJHtO42erqrwHL40w/wBIkiTdQ1V1MnBy1zkkSZIkLd6S7Ah8HpjfVhChdeiwCLdwvQf4F7Az8CBgfeAm4KruIklaVFiEkyRJkiRJkqQhlWQz4Ghage1w4BG9rw/TinI7AqsBBwGzO4q52KqqOcAne18kmQN8t6r26TSYpEWCRThJEgBJ1ul9e1lV3TnueFqqyjf6GklJlgTuAyzTb4y/H5IkLVqSPI12g3s28AP3Y5LUsbfR7uM+vap+nuQg4BFV9Q6AJKsCXwJ2AjbrLOXoOIS2BYEkTckinCRpzEXAHGAT4JzecU3zZwtfUzRieu1g3glsDiw1n6H+fkiSNISSvBp4M7BHVZ007vw3gd3GDT01yfZVdeugM0pSz5OAP1TVzyd7sqr+lWQP2uf4DwDT2atM91BV7d11Bg2XZImuI2iIeUNIkjTmBFqx4KYJx5ImSLIT8ENgFnAtcAFwQ6ehJEnSgtoFWAH4zdiJJE8BXghcCnwdeDLwRGBf2l5MktSF1YHjxx3fBpBkhaq6EaCqbk1yIvCUDvJJkvqwCCdJAqCqtpvfsaR5/D9gCeANwOeq6s5u40iSpHtgI+Avvb1+xryENhHt+VX12yTL0FpS7oFFOEnd+Sew8oRjgAcDZ4w7vxywyqBCSZKm5jpJSZKkBbcpcHJVfdYCnCRJi6z7AldMOLcNMLuqfgttZQltpdz6A84mSeOdB2ww7vi3QIBXjp1I8hDa6t0LBhtNkjQ/FuEkSZIW3A3AlV2HkCRJ98q/gFXHDpKsRSu2HT9h3I3AigNLJUl392NgwyQP7x3/BLgYeFWSU5N8H/gdsCzw1Y4ySpImYTtKSZKkBfcLYIskS0xoYSVJkhYd5wJbJVmlqq4Ddqe1ovzJhHEPAv4+6HCSNM6hwHX09m2vqtuSPAf4DvD43tcc4EDgM12FlCTdnUU4SZIWQUk2BNYArq6qc7rOM4L2p800/USSN9uSUpKkRdLngcOB05P8GXgWbZ+lo8YGJFkO2Aw4rpOEkgRU1d+BL004dwawcZKHAasB51XVPyf7eUkzJ4TEhoNTCWmzCEaQRThJkhYRvZtA7wH+g7mtkw4B9uk9vzfwWmCfqvrj4BOOlL2BY4DXATsl+RVwKUz6nrKq6v0DzCZJkqahqr6V5NHA64EH017L96yqG8YN2w1YHjh28AklaWpVdXbXGUZNkpcA36uq27rOImn4pWpU64+SJC06kqxAm4H9ONpeZKcBOwEHV9VYEW4DWlulj1TV27rKOgqSzKEV3DKN4VVVs2Y4kiRJuoeSLAOsPNkKkiRrA6sD508ozknSUEjyNOARwGzgB1V1R8eRFnu9z4PXAF8HvlpVf+k4kjqS5K9LLLXqJss/8LldRxl6N132f8y5/V9nVtWmXWcZNFfCSZK0aNif1grpy8Drq+rW3hv/u1TV+UnOBnYELMLNrL27DiAtCpKsA6wFLNNvTFWdMLhEkjRXkpWq6t9VdSutDeXdVNUlwCVJHgn8eaABJaknyauBNwN7VNVJ485/k7Zid8ypSbbv/V3TzDkEeD5tJfXrkpwCfAX4TlXd1GkySUPHIpwkSYuGFwIXAf81xf5jFwOPHkSgUVZVh3SdQRpmSfYB3gWsM43hrhSV1JUjkzxtqpvVSR4D/Ay472BiSdLd7AKsAPxm7ESSp9A+J15KW5H1ZOCJwL60PS81Q6pq7ySvA3anbRexBbA58OkkhwMHVtXvu8woaXhYhJMkadGwDnDUFAU4gOtpm3JLUid6+1Me2Ds8AzgHsIWbpGG0DfCdJLtU1ZzJBiR5LPBzYKWBJpOkeW0E/GXC36qX0FrkP7+qfttrrTsb2AOLcDOuqv4NfBH4Ym9/0VcALwb+E3hlkj8BXwIO742VNKIswkmSAEhybzabr6raYaGF0WRuBNaYxrj1gatnOIskzc8bgTuAXavqyK7DSNJ8/C/wWuBg2k3reSR5PPBTYEXazW5J6sp9gYktvLcBZlfVbwF6Wxb8BnjSoMONuqr6I/DqJG+ktQd9ObAlrRj6iSTfBj5fVad3l1IzKZnOdvEaVRbhJEljtutzvoB+7ybGnquZCKR5nA5slWTt3t4kd5NkU+AxwI8GmmxEpb3L3h3YGdiQNkN+st+VqqoNBplN6tiGwAkW4CQNu6p6fZLVgN2TXFtVrx97LskTaQW45YEXVdUPusopScC/gFXHDpKsRZuAeeiEcTfSJg6oG7OApZm7H3J63+8N7JXkB8C+VXV9R/kkdcAinCRpzPqTnHsLraXCd4Fv0lpbQGuN+GLgBcCXgY8NIuCIOwB4CvCDJC+uqvPGP5lkXdoHsCV6YzWDkiwNHE3bd2GqIrU0aq7B9pOSFh1701p5vybJNVX13iRb0l7nlwN2q6r/6zKgJAHn0iZlrlJV19EmAxbwkwnjHgT8fdDhRl2SJ9BWv72QtnffHNrk2C8Bx9P29Ptv4HnATcCe3SSV1IUlug4gSRoOVXXx+C9aa4tXAs+uqt2r6qiq+nPv66iq2h3YqTdmuw6jj4TeipJPAY8D/pbkL7QPXU9NchrtQ9ljgI9W1a86Czo63gTsABxFW/Xzddr1WAbYGHgPbRbqx6rK91saNT8CnpBkua6DSNJUevvtvgA4CXh3kgOAH2MBTtJw+TywMnB6bzXV/wD/pH0eAaD33msz4MxOEo6YJKsmeW1v77eTgX1pKxbfC6xbVbtU1U+q6uaqOpy51+ZZnYWW1AlvCkmS+tkPOLGqftpvQFX9jNaX/g2DCjXKqupNwIuAM4BNaKusHgA8FjgfeFlVva27hCPlhbTVPi+pqvNpMx2pqtur6m9V9T7ah6s3Jdmnw5xSF94OXA8cnGTVjrNI0pSq6hbg2cCfgFfRWontWlW2+JY0FKrqW8BHgQcCzwWuBF5cVeO7D+xGa6F7b/Z71zQk+TpwOfBpYFPaisTnAutV1fuq6vKJP1NVdwC/o62+ljRCbEcpSepnI6a3t9iVwOYznGXkJVmZtrfYd4DvJLkvsC6t5/ylVXVZpwFHz0Noe17d2DueA5BkVm9GPVV1YpJfA68GvtZNTKkTn6DN8n0+c1frXsrk+4dWVe07yHCSRleSPaYY8k3g4cD/AatPHF9VE/dekqSBqaq3Jvl/wMpV9c9JhhxL645y/mCTjaTdaW0/vwZ8pddNaDp+CEx3rKTFhEU4SVI/1wNbJlmqqm6fbEBvX6wte2M1s/4FnApsAdD70DXZBy8Nxp3M+//9WDHuvsy7B8NltJn10ijZa9z3q9Bat/ZTtNY9kjQIBzP5hIDxQltNstuEc0Xbf1eSOlNVt9Lnc2BVXQJcMthEI2s34P96q9umrbfNxJEzE0ndsuGg+rMIJ0nq5wjaxsLfSvL6qrp0/JNJHgh8hrbx84Ed5Bs11wEXdB1Cd7kMWGfc8Xm9x81ps+fHPBIY3yJGGgXbdx1Akvp4H1MX4SRJmq+q+l7XGSQtOizCSZL6eTuwHbALsFOSU4HZtBsX6wJPBJaiFR/e0VHGUfIHYIOuQ+gupwC7Jlmuqm4Gfgx8CvhMkltprfdeAWyMMx01Yqrq+K4zSNJkquo9XWeQJEnSaLEIJ0maVFVdnWQL4EPAS4GtJgy5hdaS561VdfWg842gjwA/TvJ8Z90Nhe8DzwCeAhxRVecl+TSwH3BUb0xobSr37yShJEmSJOleS3JvutJUVTmhVhphFuEkSX1V1TXAK5O8EXgs8ABaYeFy4PSqunF+P6+F6mZa289vJzmKtrpqNq0YejdVdcIAs42cqjoaWGvCuTcl+R3wXGA14Bzgs1V17uATSt1LshRtNfXWtNePAq4ATgR+2G+/UUkalCRr01ronlJV5/QZsxGtA8SxE9uzS5JGxnpdB5C06EqV7dAlSRp2SebQbmCnd2q+L+BVNWvGQ0lSH0m2BA6n7RuaCU8XcAnwkqr6zaCzSdKYJJ8CXgtsVFXn9xmzAW1izSer6i2DzCdJkoZbkr8usdSqm6zwoF27jjL0brz0+8y5/V9nVtWmXWcZNFfCSZK0aDiUKQpvkjQMkjwUOAZYETgdOAy4qPf0urQWx5sBxyTZzNWikjr0VODP/QpwAFV1fpI/AU8HLMJJkqS7SZboOoKGmEU4SVJfSZYBXgxsQ2u9t0yfoVVVOwws2Aiqqr26ziBJ0/QOWgFuv6r6zCTPfzbJ64BP98buNbhokjSPdWiTBqZyHq1gJ0mSJC0Qi3CSpEkleSDwS2BD7t5KbCJXaEmSxuwA/KFPAQ6Aqvpskj2BHQcXS5LupoClpjFuKbx/IkmSpHvAN5GSpH4+BjwU+A3wCdpeGDd0mkiStCi4L3D8NMadDYzcfgCShsq5wFZJlquqmycbkGQ5YCugb8tKSVrYktx5L368qsp7vguR10PSveEfAElSP08DZgM7VtUtXYcZdUm+tgDDq6r2nbEwkjR/V9MmcUzlocA1M5xFkubne8D/AF9O8oqJhbgkywJfAlYHPttBPkmj6xLsODNMvB6S7jGLcJKkfpYBjrUANzT2msaYorUOLcAinKSuHAe8KMnLq+orkw1I8nLgccDhA00mSfP6DPBS4CXAk5N8g7birYCHALsDa9I6Qnyqq5CSRk9Vrdd1Bs3l9dD8hWSJrkMsAqba6WbxZRFOktTPGcCDug6hu2zf5/wSwNq0lYsvpN0gOnJQoSRpEh8Angt8MclLaIW2i2g3tden3dTeGriJtgJFkjpRVTcl2QE4DHgy8GbmrnQYu1N0HPCyqrItuyRJkhaYRThJUj8fAb6XZNuqms7ePppB07gGhyY5BvgacMQAIknSpKrqrCTPAb4BbAtsM2FIgCuB3avqrEHnk6TxqurvwI5JHg/sSJvcBK312C+q6nedhZMkSdIizyKcJKmf3wOfAI5M8kng58Cl9OmDXlWzB5hNk6iqw5K8CXgPbTa3FpIke9ybn6+qQxdWFmlRUFW/TPJgYDfaqrcH9J66HDgR+E5V3dRVPmmYJFkVWIk+PXp8jzUYvWKbBTdJQy/JSsAGzP+144SBhhphXg9JU0mVe0pKku4uyRzm3WNsfqqqnNgxBJJ8B3h6Va3cdZbFybjfhwX+Udrvx6yFHEmStAhLsiatdevOwOrzGep7rAHr3Uwt209KGjZJHg58GtiOKTZX8vPHzPN6CCDJX5dYarVNVlpnt66jDL1/z/4Oc26/9syq2rTrLIPmm3lJUj8ncM+KDupI2k7AjwTmdJ1lMfQ+/H2QJC0ESdairbh6AHAZ8E/gfsDJwIOB+9Nec04Gbu8o5khJ8nTgdcCWwIq9czfSVu7+b1X9pMN4kkSSDYGTgJWBXwNr0fba/RbtteOxtPu8RwD/6ibl6PB6SFoQFuEkSZOqqu26zqDpSbI88FDgbcCGwFHdJlr8VNV7us4gDask6/S+vayq7hx3PC222tMIeietAPfuqvpAkoOAPapqS4Ak2wBfoBXintFdzNHQa7v+euauYriu97gK7d//6Uk+U1Vv7CKfJPW8k9bucO+qOqT32rF+Ve0OkOQhwFeBTYDNu4s5MrwemkdYousIGmL+3yFJ0iIgyZ39voB/A6cDLwCuAt7SaVhJo+Yi4ALaXhhjxxdO8+uCwUaVhsLTgQur6gOTPdnbN+apwGOAdw0y2KhJ8kLgDbTViK8DVquq1apqNWBV4LXAP4DXJ7HPlKQuPRk4q6oOmezJqjqP1uL4vsD7BxlsRHk9JE2bK+EkSVo0XEL/doi3AVcAxwOfq6p/DCyVJM1tX3zThGNJk3sgcPS44zsBkixTVbcCVNVlSY4DdgPeMfiII+PVwC3ANlV1zvgnqup64HNJfg78sTf2OwNPKEnNWNviMbcDJFm2qm4BqKp/JfkVsBPwmoEnHC1eD0nTZhFOkjRfvVaH29PaHK7E5BsOV1U5u2sGVdV6XWfQ3fXa7j2bqX8/9h1oMGmAJrYvtp2xNKXrmff14l+9xwcy7+rQW3rnNHMeBRw7sQA3XlWdk+RYYKvBxZKku7kGWHbCMcC6wN8mjL3fQBKNNq+HpGmzCCdJ6ivJXsCnaJsN33WaeVc4jB1bhNNISfJuWpuw8e29x26q1rjjAizCSZLGzAbWG3f8l97jM4ED4K5JUFvSVrpr5iwN3DiNcTf2xkpSVy4E1h93/EfaZ40XAe8FSLIGsB3tdUYzy+shadrcE06SNKkkO9I2Ei7gg8xttfBK4GPAebQ3mQcA+3SRcZQkuSDJR6Yx7kNJzh9EplHW20PmPbQ2oa8Aft576mnAq2itQQN8krZfgDQykhyb5L+nMe7NvdUl0qg5Fnh4kvv3jo+gFXk+nuQjSV4LHAfcHzimo4yj4nxg217Rc1K957btjZWkrvwM2CTJWOHnSNp+4O9O8u0knwB+B6yCrXMHweshadpcCSdJ6udNtALc9lX1pyQHAVtU1VcAkryDVox7BfDl7mKOjPVomzpPZQ3mnV2vmfFq2l5821fVxUm2AqiqsWLcl5LsB3wU+L9uIkqd2Q64aBrjNqLd2JZGzTeAtYGNgSur6pokrwQOAt5Ce/8V4K+4H9xM+w5txcIPkry6qsa3AyXJBsDnaO/BDuggnySN+TqwDO3v0YVVdWOSF9H+jr1g3LifA//TQb5R4/XQXIHEtU5TmmzzjhFhEU6S1M/jgVOq6k+TPVlVdyZ5M/Bc2s2LXQeYTf2tQG9TaM2oRwK/qaqLe8cFkCRVVQBV9akk+wLvBJ7eTUxpqC0L3NF1CGnQeu+tXjzh3DeT/JrWknI14BzgiKryNX1mfRzYGXgq8Lckv6VNIiham7EnALOA04BPdJRRkqiq84G3TTh3bJJ1ga3pvXZU1eld5Bs1Xg9JC8IinCSpnxWZt3f5LQBJVqqqfwNU1ZwkpwI7dJBP46RNu9oI2B57zg/CMsDfxx3f0ntcFbh23Pk/YQFOupskKwNPwv2upLtU1Wzgi13nGCVVdXOS7YAP0dqrb9H7GnMz8DXgbVV188ADStIUqupG4Cdd51Dj9ZA0GYtwkqR+/k5rbTj+GOChwPjZXKsDyw0q1ChJcueEU3sm2XOqH8P2oINwBbDmuOPLeo+bAieNO/8g2gx6dSDJhrS/Y1dX1Tld51mcJblgwqnn925sT2ZJ2l5XS2J7N0kdq6obgNcm2R94HPCA3lOXA6dX1U2dhZMkSdIizyKcJKmfs4GHjTv+Da3As3+SF1ZVJXkS8GTaah8tfJfQa3MIrAPcRNvseTK30W4WHQF8duajjbwzaC2qxvyK9vvxviTPqaobkuxGa0Vycgf5RlaS5YD3AP9BW5kIcAhthQNJ9gZeC+xTVX8cfMLF1nrjvi/aauoV+4y9nbl/r97WZ4y02EuyPu11Yi3aCuvJVFW9f3CpRkuSa4AzqmrbXrHtxK4zaV5J7sPcwugVVdXvvbA0EnqTnLZh6teOfQeVaZR5PSRNh0U4SVI/RwNPTbJ5VZ0C/BL4M23vt8uSXAE8HFgC+HRnKRdjVbXe2PdJ5gDfrap9ukukcY4EnpNkx6r6RVX9OslxtHag1yT5N60AVIA3TwckyQrAcbSVDFfS/o7tNGHYCcBXgRcCfxxkvsVZVd21E3nv79XB/r2SJpdkaeBAYPexU/MZ7uvIzFoSuLTrEJpXkgD/1ft66ITnzgE+D3yuquZ0EE/qRJJVgB/RJm/M73UD2muHRZ8Z5PWQtCAswkmS+jkUOIfefj29/d+eRbt5vSOtFd91wEer6rDOUo6O7Zl3DzJ16zBa28l/jju3C/BR4Lm0jbjPBD5UVe4JMDj7A5vRWrK+vqpu7RWE7lJV5yc5m/Z3zFVYM2Nv4LyuQ0hD7H3AS2l7iB5Ge791Q6eJRtdfgQd2HUJzJVmGNtlpB9qN7WuBi3vfr0PbA/nTtMlQO1XVrR1FlQbtI7QVV+cBX8DXjq55PXSXEJIlph444jJlvXrxlaqaepQkSeMkWR5YBfhHVU3ct0ySOpHkb8BSwIZjf5smW5WV5Bjg0VW1VjdJJY2yJLNp7VofU1UXd51nlCV5CW3i2XZVddJU4zXzkrwXeBfwF+AtVfXTCc8/jTbp6eHAB6rq/w0+pTR4vU40AJtW1TWdhpHXQ3dJ8tdZS6++ySrr7j714BF33cXf4M7brjmzqjbtOsuguRJOkrTAentmuEn9DEqyzb35+ao6YWFlkRYh6wBHTWNywPW01YqaYUlWAjYAVqJPqx7/XmkE3Q/4qQW4oXASrTXoT5McSFuBNRu4ZbLBVTV7gNlG1UuBfwHbV9XVE5+sqp8mOZ226uRlgEU4jYpVgGMs+AwNr4ekabMIJ0nScPoVrXf8PTVrIeXQfCRZkrbn2OOBNYBTq+prvece0Dt3ZlXd0V3KkXIj7d98KusDd7uxp4UnycNp7cK2Y+p9Mvx7pVFzMbBC1yEEwEW091sBXtP76qfwHsogPIA2oabv63RVXZXkWOBZg4slde5c4L5dh9BdvB6Sps03kJIkDadDuXdFOM2wJNsCX6ftJRPa9VoK+FpvyA7AwcBuwPc7iDiKTge2SrJ2VV0y2YAkmwKPoW2krhmQZEPa6pKVgV8Da9EKn98CHgw8lvY55Ajaagdp1HwVeOf8/lZpYE7A91vD5jJg6WmMWwq4fIazSMPkf4EDkjyiqs7oOoy8HpKmzyKcJElDqKr26jqD+kvyCODHtBU8n6EVGr47Ydj3gc8Du2IRblAOAJ4C/CDJi6vqvPFPJlmXVuBeojdWM+OdtPaTe1fVIUkOAtavqt0BkjyEVoTYBNi8u5hSZz5OmwxwTJLXAMeXm7V3oqq26zqD7uYbwJuSrNuvZWvv9XwH4FMDTSZ1qKoO7E10OibJO4GfV9VlXecaVV4PSQvCIpwkSdKCezewDPDUqjoWIJm3415V3ZTkLNqNVg1AVR2Z5FPAfsDfev/+BTw1yWnAI2nvfz9SVb/qLuli78nAWVV1yGRPVtV5SXYGLgDez/zbv0mLo7EJAusCvwRuT3IFk6/IqqraYGDJpO59AHg0cEKS9wLfrqobAZKsALyQ9j7sl8D7ugopDVqSsT2PQ5vMdLfPH+NUVXnPdwZ5PTRRskTXETTE/AMgSZK04LYFThkrwM3HbNrKLA1IVb0pyanA22lFN2j7yzwA+Bvwgar6Rlf5RsT9gJPHHd8OkGTZqroFoKr+leRXtD0VLcJp1Kw34XhpWkFOUnutDvAg4CvAV5Jc23tutXHjijbhZvzPWrTW4uwSbJ87TLwekqbNIpwkSYuAJO9egOFVVe+fsTCCttfVdNqNLENrWakBSLIy7f//7wDfSXJf2o3tWcCltogZmGuAZSccQ7sWf5sw9n4DSSQNkapyqrTU33qTnFt9knMWrjVSqmq9rjNoLq+HpAVhEU6SpEXDe2gz7fr1uBibhZfe9xbhZtYVwMbTGPdwYNL9TDQj/gWcCmwBUFX/BP7ZZaARdSGw/rjjP9L+Nr0IeC9AkjWA7WirRSVJAixSS5KkxY9FOEnSlJKsA6xFW9Uzqao6YXCJRtLefc4vAawNPI1WePgccNqgQo2wnwH/kWSXqvrhZAOS7EWbpf3xQQYbcdfR9hlTt34GvCvJ+lV1IXAkcBXw7iSbAJcCzwNWAQ7oLuZoSbIHcF5V/WaKcZsDD62qQweTTJIk3RNJVqJ1gbih6yzyekjqzyKcJKmvJPsA7wLWmcZwW+7NoKo6ZIoh70vyNuAdwJcHEGnUfZC2quebST4G/Kh3fvkkDweeS9uT7Grgk50kHE1/ANwLpntfp03auC9wYVXdmORFwHeAF4wb93PgfzrIN6oO7n3NtwgH7AvsA1iEm2FJlgc2Y+qJTl4LSZ1I8jrgpqo6sOssapI8HXgdsCWwYu/cjcCJwP9W1U86jDdyvB6SpiNV7iEpSbq7JHsDX+0dngGcA/Sd0VVV/VZqaYCSnA2cW1XP7jrL4i7JVsB3gftz9025Q2uDuMtUq0608CR5GvBj4IVV9b2u82heSVYAtgZWA86pqtM7jjRSkswBDq6qfaYY91Vgz6pywuYMSvI+YD9g+fkNo82od6KTRo5F6uGQ5Hbgx1W1c9dZBEk+CbyeuVsUXNd7XKX3WMBnquqNg842irweAkjy11lLr77Jauvt0XWUoXftRYdy523XnFlVm3adZdD8YCVJ6ueNwB3ArlV1ZNdhNG1nADt2HWIUVNVJSR5KWzWyI7AebUXopcAvgC9V1b86CziabgYOBL6d5ChaG8TZwC2TDbaN7mBV1Y2As4GH34OB67sOsThL8t/AO2nvs45iiolO0ihJEuB9wBuYRpEaV+3OtL/T532UBivJC2m/F/8APgB8vaqu6z23MvAy2mvL65OcUlXf6SrrKPB6SFoQroSTJE0qyS3ASVVlQWcRkuT3wIZVtVLXWRZntuYZTr2VPsXc2ajzfaPr6pKZkeQC4LtVtf8U4z4E7FZVthCdIUnePe7wPcAfgf/rM3xJYCPg+cDPq+rpM5ltlCU5F3gAsHVV/b7rPNIw6f3deg9wG3A0cD5wY7/xVfXewSQbTUkOBJ4BrF9Vt3WdZ5QlOR54PPDoqjqnz5iH0l7rf1tV2w0u3ejxemiMK+Gmz5VwkiTd3TU4K3uRkWRV2v59jwaO6zTMaPgEre2hRbjhcihTFN40EOvR9oObyhq9sZo572FuYbporxGPnuJn/kHb01IzZ23gWAtwi4YkxwK3A4cA3yxnMs+0/6Ctxt2iqs7qOox4B/BU4BtJXldVV3QdaIQ9ivbaMWnBB6Cqzun9zdpqcLFGltdD0rRZhJMk9fMjYOcky1XVzV2HGXW9lSX9rAjch3aT9WbgbQMJNdpszTOEqmqvrjNogaxAu7GtmTO2X2uArwEnMXe/14luAy4HTqmqWweQbZT9vesAWiDb9R53BN6Z5D22FZtRa9BW41qAGw4fAv4EPA94Vq/rRr9W31VV+w4y3IhZmvmsCh3nxt5YzSyvh6RpswgnSern7cD2wMFJXuneVp1bbz7P3Q5cAhwPfKSqzhxIotH2U+AZSZa2NY+0YJIsQWt7uD3tRp5mSFUdMvZ9kj2BY8afU2e+BfxHktWq6tquw2hKewNL0FY9PBk4HLAIN3POBWyrPjz2Gvf9ssCTel+TKdpeyZoZ5wPbJlm+qm6abECS5YFte2M1s7wekqbNIpwkqZ9PAGfS9oZ5apLTgEuZvNWbsx5nWFUt0XUGzcPWPNI4Se6ccGrPXtFnvj8GfHmGImmCqtq+6wy6y3toN7F/kOQ/qsqbc0NsYuE6yX26yjIivgB8IsnDqursrsMIXzuGx3eA99JeO15dVfN0SkmyAfA5WkvwAzrIN2q8HhontHmGmr9MPWQxFduZS5Imk2TOAgyvqpo1Y2GkIZPka7QPVM8EbgVszTMEetdlurwuC1GSi5g7SWMd4Cbgqj7Dx9oeHgF8tqomFvA0A3qzsdcArq6qG8edXwV4K/AI4GLg41V1YTcpR0Nvf5ilgS2AOcBFzH+i0w6DSyd1L8lngF2AdwK/qKrLO44kdS7JcsCJwGOBO4Hf0l4/ClgfeAIwCzgN2NYtJWaW10Njkvx11tL32WT19aeaf6hrLjyEO2+7+syq2rTrLINmEU6SNKkk2y7I+Ko6fqaySMPGIvVwmuZ1KdoUPK/LDOldh4Orap+us2iuJB8E9geeWFWn9c4tDfyR1h50bGrqP4BHVdWVXeQcBb6GSPOXZBPaKpONpxhaVWWHJ42MJCvS9unbB1huwtM30/Z/fVtV3TDobKPI6yGwCLcgRrkI55sVSdKkLKoNlySvAz4FPLuqftxnzDOAo4DXVtXnB5lvBNmaZzj1uy5LAGsDTwNeSPtdOnJQoUbQ9sDfuw6hu9kBuHCsANfzEuBhwLHAR4BnAG8A9qOtjtPMWL/rAKMqyTb35uer6oSFlUWTS7IF8DNgBdrEmauBG+f7Q5pxSdYAXgo8nraq+pdV9dHecw8HHkxbtTjp3lhaOHrFnNcm2R94HPCA3lOXA6f77z9YXg9J0+VKOEmSFgFJjgceXFVrz2dMgEuAc6rqyQMLJy1CkryUNit1R2+mDkaSZYDVgVur6pqu84yqJFcAf6iqZ44793/ATsB6VXVp79xZwB1V9YhOgkozqLcK8R7fBHFV4sxLciKwJW2vpU9W1b87jjTykryItofrCvS6CQCHjK14T7IL8D1gr6r6emdBJakDroSbPlfCSZKkYbcR8If5DaiqSnIG8KjBRJIWPVV1WJI3Ae8BLFbPoCSvAl4JPJx20+4QWrsekuwGvAjYv6rO7SzkaFkNuHbCuScBZ4wV4Hr+TFs1Ki2ODuXuRbj70IrRRXuvNbt3fh3g0bS/X0fTVmRp5j0aOKWq3tt1EEGSrYHDaK8f7wR+DfxuwrCjgOuA5wEW4TqQ5Gm0vV1nAz+oqjs6jjTSvB6jKVmi6wgaYhbhJEl9JVkeeCOwM7AhsFKfoe7HMPNWBaazguRa2ooTDUCSpYBdgK1p7UcKuIK2SfcPq+r2DuOpv3OBp3cdYnGVZEngh8AzgduAM2mFuPHOAp4L/B74wCDzjbC/M7dNEkk2pbUUO3zCOFulDFiSVWnvsTLZ81U1e7LzWnBVtdf44yRrAacAP6e18z5nwvMPBT5Dm+C0+YBijrobaO+lNBzeBtxO6yDwJ4DWfGOuqro9ydnAyK1sGKQkrwbeDOxRVSeNO/8t4AXjhp6aZPuqunXQGUeJ10PSgrBEK0maVJJVaDcl3ku78bAk7ebQ2D4/6X3NprVA1Mz6O2023VQeDlw1w1kEJNkSOA/4JvBftGLc83rffxM4N8mTukuoyaRNUXwkMKfrLIux1wPPos2MX7eqHjlxQFWdAVxI24NMg/EHYMskj+4d70cruB01YdyGtL1MNIOSrJnkwCT/pK2wuoj2OzHx64LOQo6GDwOzgJ0nFuAAeuee1xvzkQFnG1U/Bp6QZOmugwhoxedTxgpw83EJsNYA8oyyXWgtQX8zdiLJU4DdgMtof89+CzwR2LeLgCPG6yFp2izCSZL6eSutoPNlYGVan/+qqgfS3mzuRSsMnUrbiFsz6zhg0yS79huQ5Hm0a3bcwFKNqN7M+GOAtWkrefajfRDbBXgDcDqtjdUxSTbsKKbGSbJ8r/jwTVqR4fhuEy3W9qCtYnhRVf1jPuMuANYdTCTRbgYtAZyW5Gpaa9A/AceODUhyP9rEm9M7STgiequvTqNdg1uAf9ImNp0C/IO5K+JOpq2s1sx5GnBiVd3Sb0BV3Uy7DrZpHYy3ArcCByVZueswYjmm14p1ZVxJPdM2Av5SVeMnkr2E9u/+/Kp6B7AdbULmHoOPN3K8HpKmzdZhkqR+nkubCf+6XouRuz5U9W5UHJrkNNrM+jcDH+sk5ej4KG3/pG/09mb4Mu0GdgEbAK8A/pPW+u2jXYUcIe8AVgT2q6rPTPL8Z5O8Dvh0b+xeg4s2upLcOZ1htBveb5nhOKNsQ+AnvRvX83MVrR2iBqCqTk2yM+3//fvS9rh6+yQ3j/4N/KSDiKPknbTWoO+uqg8kOYjWzmpLgCTbAF+gvca7WnRmrcz0/g6tQf+27Fq4PgKcQXvf+4ze543LmLzAU1XlCpOZdTGtg0BfvTbUj6R1iNDMuS9wwoRz2wCzq+q3AFV1a5Lf0PZ81czyekiaNotwkqR+1gV+MW5PqznQ9sAaO1dVZyY5HtgTi3AzqqrOSrIHcAjw2t4XtBsSY61BbwH26bV508zaAfhDnwIcAFX12SR7AjsOLtbIu4T+s7Bvo63OOh743BQrtHTv3EorUk9lHeC6Gc6icarqaFrxrd/zn6ZNHtDMejpwYVVNuh9iVZ2Q5KnA34B30SZzaGb8Bdg2ydZVNemqwyRb0VYz/GGQwUbYXuO+X5X5v48qbPM2044C9kvyX1X1uT5j3gisCXxxcLFG0r9ovxPAXauq1wcOnTDuRqb3Pkz3zr/wekiaJotwkqR+bqHdSB1zfe9xTebdA+4aYMtBhRplVfXdJH+gfdDdgdYKEdr1+AXw6ao6t6t8I+a+TK+doZvUD1BVrdd1BgFtBcPjk9ynqiZtYZVkHeCxjGuFKI2QBzJvMfROgCTLVNWtAFV1WZLjaHvLWISbOR8Bvgv8NMkhve9n04o76wIvoLURWwL3hBuU7bsOoHl8mLYq8bNJNgd+1Dt/vyQ70bqn7EX7vflsFwFHyLnAVklWqarrgN1pf6smrl5/EHP3cdfM8XpoHm3rcWlyFuEkSf1cwrx79Zzde9wWOAzuaj3yeKa3T4AWgqo6D3h11znE1cBDpzHuobRCtTRKvgocBByW5CVVde34J5OsCBwILN171AAlWQN4Ke31ew3gl1X10d5zD6ft8/qLqrqpu5SLveuZu+8btNn00IpzF4w7f0vvnGZIVX2/1z76Y8Arae29xwttJfUbq+r7g843iqrKPVuHSFVdlWRHWoF6d1rbYmitcp9B+x05G9ilV4jQzPk8cDhwepI/A8+itVg/amxAkuWAzXCP8EHwekiaNotwkqR+TgT2GTez60jgM7RZkCsBl9Lav6xHe/MpjZLjgBcleXlVfWWyAUleDjwOfz8GJskFwHerav8pxn0I2K2qNhhMstFSVYckeRbwfODCJCf1nnpSku/RVjmsBhxeVT/sKucoSvIi2p6iK9BunBZtr6UxGwLfo61q+Pqg842Q2bT3T2P+0nt8JnAAQJLlaZ0GrhhoshFUVQckOZL2vnZL2n59oe2NfBJwUFVd2GFEqVNVdXaSRwHPobUHXQ+YRfs8+Avge1U1nX15dS9U1beSPBp4PW3CzKXAnlV1w7hhuwHLY6eBGef1kLQgUtVv2wxJ0ijr7X/xMeC9VfWT3rk3Ah9n7p5LobVW2KyqLu8kqNSBJBsDpwHL0jbkPhy4iPa7sT5tpvDWwM3A46vqrG6SjpYkc4CDq2qfKcZ9hbZ/4qzBJBs9SQK8BXgzbbXVeNfRXks+WH4YGZgkW9MmEFwLvB/4NfA7xv3OJFkKuBI4vqp26Srr4i7JR4E3AGtX1ZVJVqe9hixNm/B0KW214mbAF6rqNR1FlSQNmSTLACtX1T8neW5tYHXg/AnFIM0Qr4eS/HXW0vfZZI0N3KJ0Kled/1XuvO3qM6tq5LbscCWcJGlSVXUSsMWEc59M8mtgF9oqhnNos4Ntt7eQ9Vb0FLBjVV3YO56ucoXPzKqqs5I8B/gGrUXrNhOGhHYje3cLcENpBeD2rkMsznrFtY8m+QTwGOadNf+7qrqtw3ij6m20/+93rKo/AbRa6VxVdXsS97Kced+g7eu6MXBlVV2T5JW0Nq5vob3+B/gr7genEdRbCfpGYGfaCt2V+gytqvK+1gxK8jXgpKr62hTj9gK2mWoilO693t6hdyv49J67hHn3b9cM83pImg7frEiSFkhVnQqc2nWOEbBe73GpCccaElX1yyQPprUZ2ZrWvgpa+6oTge+4p9JwSdsteyNaO8TZHccZCb32VKf1vtStzYFTxgpw83EJ8IgB5BlZvWvw4gnnvtmb6PRM5k50OqKqnDAwIEnWAdYCluk3pqpOGFyi0ZRkFdr7qE2BO2l78oXWmnVN5u6neHEnAUfPXr3H+RbhaK1c9wQswkmSNIFFOEmShlBVLTG/Yw2HXpHt4N6XOpBk4h4keybZc6ofo+2LJY2S5YCrpzFuZea2ndYAVdVs4Itd5xg1SfYB3gWsM43htjGeeW8FHg58CdiP9jvxsqp6YJJlaZOfPkybFPjivv8VDdrStKKpZlhv24jxq0QzybCqqh0GGmxEeT3UBPCWzdQm+/UYDRbhJEnzleSRwKuArZh3pc9JwJer6g9dZZMk2qqdsYLBOsBNwFV9xt5G+/t1BPDZmY82mnqtq6bjNlpR6I/A0a4cnXEXA4+c34AkS/bGnDeQRCMqyb7A96rquq6zjLokewMH9g7PoK1AdN+ebj2X9lr9ul6L3LsmBVTVLcChSU4D/kDbd/RjnaTUXXr7wD6WPi35tHD0/p2/SltxOHYnu5j3rvbYsZNpZpjXQ9KCsAgnSeorybuAd3P3Wb+r0VrE/EeS/6mq9ww626hJcg1wRlVt23UWzWWRuntVtd7Y90nmAN91P5LO7dV7HLvhMHHK48TzBfwryaur6tsznG2UHQXsl+S/qupzfca8kdbuzdVYM+srwAFJjqbtD3e0+yR25o3AHcCuVXVk12EEwLrAL8a1Yp0DkGSpsXNVdWaS42k3vy3CLWRJjp1w6umTnBuzJLAB7bXj6zMaTP9Je491Gm2f11fR9mrfCHgw8ELgZcAngc93E3GkeD0kTZtFOEnSpJK8DHgvbTbw54BvAhf1nl4XeAnwauBdSc6vKj90zawlgUu7DqG5LFIPpe2Bv3cdQmwP7Aq8BjgB+C5tD74AawMvALahvbacTNtTcV/gsCSzq+rkLkKPgA8DLwI+m2Rz4Ee98/dLshNt9cletGvlStGZ9UXg+cDzaDfsrk/yPeDwqjqu02SjZ0PgBAtwQ+UW4NZxx9f3HtekrX4fcw1tHzItfNuN+75o//Zrzmf87bSJHm+ewUxqr9E3As+oqquTvBSgqs4FzgV+muTHwLeB3+C+iTNtL7wekqYpVa6IlSTdXZLTafsxPKmqTu8z5nG0N5R/qarHDTLfqElyMnBrVW3XdRbdVaQ+hKmL1CsCe1mk7l6SlYGHApdWlYW6GZTkqcDRtP/3v9FnzO6036FnVdVPk+xKK9b9sKp2HVza0ZLkYbR/5025e4ukAGcDu1TV37pJODqSzAKeCuwOPIf2elHAFcDhtILcHzsLOCKSXA78tqqe23UWNUn+RHvP+4Te8Stpq0j2rKrDeueWBP4GLFVV09nLTwsgybpj3wIXAN8D3tJn+G3AVeNWLmqGJLkeOKWqnto7/hptNejSVXXnuHG/pf0Obd1N0tHg9dCYJH+dtfQam6yxwX90HWXoXXX+gdx521VnVtWmXWcZNHcMlCT1szFwXL8CHEDvuWN7YzWz/hfYqrfxs7r3Btqs3+2r6m1V9eequr73dUZVvQ14Mq3F1Rs6zDlSkjw1ydeSPGbC+VcBVwKnApcm+XgnAUfHu2g3tSctwAH0nju1N5aq+j5wFvCkgSQcUVV1NvAo2gqsLwA/Bn4GfA14MfAIC3CDUVV3VtUxVfVS4P60yRtHA2vQVpOcnuSvSd7eZc4R8CPgCUmW6zqI7nIi8PAkq/SOj6S95/psklcleTatKLQecHw3ERdvVXVx7+siWmeUw8adm/h1hQW4gVmCefc9HttLd7UJ484FHjGQRKPN6yFp2mxHKUnq53rg2mmMu465bWI0c04CDqS1tTiQdkNiNq1lz91U1ewBZhtF0ypS9/bPcB+/wfkP4FnA68dOJNmEVsSeA5xCu3b7JTne9mMz5tHAEdMYdxFtBdCYs4Bnz0AeAUk+CVxbVe8H/q/3pSFQVTcD3wK+lWRVWsvWl9BeP94PfLC7dIu9t9Na6B6c5JVV9a+O86j9LjwO2AL4SVVd3itGfxw4oDcmtPbT+3cTcXRU1Xu7zqC7XAY8aNzxWHvDxwA/H3f+obSJgJpZXg/dJYHEtU5TycSdwkeIRThJUj8/AZ6aZLnezaG76c0a3gb46UCTjaaLmNs67DW9r34KX+NnmkXq4fRY4A9V9e9x5/am/d7sVVWH91osnUVrF2oRbmbcRrsBMZXH9MaOWQr4d5+xuvdew9x94DS8VgXuC9yv4xyj4hPAmbQ9+p6a5DTaHryT7dtRVbXvIMONoqo6iVaAG3/uk0l+TdtDcTXgHOCgqrqmg4gjrTdRYCXae6u7cSLgjPo98JQkS1bVHbSV7B8BPpbkxbS/Xf9JK2L/sruYI8PrIWnavEEnSernrbRNuX+Q5LVVdd74J5M8BPgsbeN0Z6HOvBOY/IaQumGRejjdHzhtwrkdgX/RZtZTVRcnOYG2J5Zmxi+BXZN8Cnj7xN+RJMvSVvZsRGspNmZD4JKBpRw9l+J2BEMpyRrAC2mr3zYfO03bd7dvW1ctFHuN+34VYIf5jC3AIlxHqupUWhtjDViSNYEPADsDq89nqBMBZ9YRtNeKnYD/q6o/JfkW8CLgL+PG3QG8o4N8o8brIWnafHGUJAF3bSQ80Z9orcHOTvIH5rZYWJfWbmwJ4Cjgf/CmxIyqqu26zqB5WKQeTncAS48dJFkReDhwdFXNGTfun7SVJpoZ+9Pau70OeGmSH9OKawWsAzyTdhPvGuBtAEkeBjyM1m5MM+OHwJ5JVpqwWlQdSLI8bVXP7rTJArNohbezaIW3w3v7MWlmbd91AM0rycZVdVbXOdQkWQv4HfAAWvu9f9JW6p4MPJg2Aap6x+4NN4Oq6ptJfsC8rQ33BP4MPJe5q0Q/WlW/HXzC0eL1kLQgUuWkekkSJJkz9ai+qqpmLbQw0pDpU6S+D61IPQeYX5H6KttXDUZvssDqVbVu7/iFwDeB11bV58aN+zHwyKp60OT/Jd1bvUL0F4En9xlyHP+fvTuPl+Ss6gb+O5MJ+zJssmdhiyyyiqyBsMsm+74FBBR9gYgiwisI4osCohFBBJFFEkB2EAVkCxBQWRJAAiQQCCEhAbKxhKzkvH9U3aRzc3vmzkzP7Z653+/n05+arnqq6nQ9XffO7dPneZKndfdRY/uLZxiG7yfdveJcl2yfqrpskk8lOT3JM7r78DmHtG5V1VszzId4yQyJt+MzVOse3N1fnmNoMHfj3yQ/yjAKxCFJPtXdR8w1qHWsql6d5GlJXtDdf1FVb0zy+KW//arqTklek+GLNffwOxxYb6rqiI0Xv/KNrnzdp847lIV30tGvy7lnnfT17l53o9JIwgGQJKmqO2/P/t39qVnFAotGknrnUFXPSfKXGSp+PpXkj5NcOcl1u/v4sU0lOTHJkd19p3nFul5U1XWT3D7DN+iT5IQkn1tePcqOV1WfyJD0uU2GqoUTkhybZKUPTLu7NzcsH9th/J3ykyTvzlD1dkj7wxySJFX1wSR3yDA86NJ9cVKGpNynMtwvX5uyOzNWVUcnSXdfd3x+oSTcuO6aSY5M8nfdbdg9YF2RhFu99ZyEMxwlAEkk0RZdVb1glU3PTnJyki939xd2YEjrjeGqdg5/n6G65EHj47wkf7SUgBvdNcNQlP+49uGtP919dJKj5x0HSYYhdJdUhsToNVZuag7SHeyhST7Y3WfPOxBYNN19v6rakOQWSe6c4f9gd0jykPHRVXVKhqTcJ7v7VXMLdn24ZpJ/n3j+y2SoYO/us5Kku4+vqk8meXjMfbXDjfOIPjbJrTN82ezj3f2ycdtNMgwT+rHu/sX8olw/9AdLhl9dsDJJOABWVFWHJTm6ux8271hIkrwwF/1QtMZlL1vXSVJV30rylO7+zA6PbhcnSb1z6O5fVNW+SfbNMF/Jl7v7W8ua/TLJHyT5t7WOb72qqutn+FDi5KXhJ5mLvecdAIPufs+8Y+AC4/x8z0rygCTXT3LZKU27u32GsgbGeVy/ND7+Zqxiv3mGLxPsl+QeGeZcekASSbgd66e54G+OJDltXF4zyXcm1p85rmMHqqpHJnldkkvngr/7Jr9sdv0k70qyf5K3rHV8643+AFbLfyABmGafJN+cdxCc74lJbpvkd5J8N8l7MgwjVkmuneTBGT5gfd24ft8k90ryoaq6jbk0ZkuSenGNH9xNTZp29yEZ5phhB6qqS2b48sCTM8z1liRvTvKkcfsTkzw9yZPMgbU2uvt7W24F60tVXT7JZ5LcOMOXNM7O8H+rE5JcLRckH9w/83XtJL828bjEuP6cuUW0fhybZK+J50tDgd4nYwJ0TGTfIcN9ww4yftHsoCSnJvnTJJ9Nsnzkkw9mGO74wZH02aH0B7A11EkCMM23klxp3kFwviMyfIPu+Umu393P7u6/7+5Xdvezk1wvw3/+n5BhuIt7J3lmkkslec6cYt6V7RMf/MCKqurSGRKhf5TkrAzDWNWyZp/OUNXwiDUNDhZEVV2qqv60qr5QVadV1S+nPM6dd6y7uD9JcpMMX2K6XIaKhe7ua2aobNg/wzyi/5NhSDHWQFXtUVWPr6o3VNV3MnwB7U1JHp2hyuT/ZaiGu8L8olw3PpHkJlV11fH5B5KcnuSvq+qlVfX0JJ9MctUkH5pTjOvFczP8/XH38W/ALy1v0N3nZPgi7bqbb2kO9AewairhAJjmn5O8vKp+tbtVxM3fXyT5Znf/v5U2dncneUlVPSzJi5Pcq7v/vqqemQvPA8RsSFIvsPEb2XfJBcOKLU8AJcNt8+I1DWz9eE6SX8/wofYzu/usqjpvskF3H11V30xy9wwfYrBGquoqGaqr980wJ1xnqF74dJI3d/eP5hjeuqD6aqE8MMkPkjyju8+pqvOH+O7uM5P8S1V9McnhGb5Y8PK5RLmOVNXRuaDy6pwMlSUHZ6hi/1x3nzGfyNatgzNUIt4wyQ+7+5Sq+p0kb0zy7Ay/QyrDFwbNB7dj3TbJf3f3V7bQ7vsZKkbZsfQHsGqScACsaEzg3DjJp6rqrzLMn3Rsd58959DWq9vmwpOiT/P1JPedeP61JL+5QyJa3ySpF1RV7Z/kbzNUNJy/OivPnSgJt2M8IskxSX6/u3+5mXbfy1ANxxqpqodk+Pm1UnL6Pkn+b1U9yZxlO9xS9dVrM8xR+Y9JHtfd16yqSyR5eJK/ylB99ai5Rbk+7JlhBIGl6vbzkqSqdl9a191fr6pPZRhtQBJux9s7w+/oI5L8ZZIPd/ep8w1p/aiqz2f4UsahSQ4dEwwX+jnU3W+rqs9m+L1xhSRHJfnAxH3EjnHJJCevot3lctG5xJk9/QGsmiQcACuqqqUPTivJX4+PDPOiX4SJ6tfGPtvQ5pdJfGN4xiSpF1NV3T1DguEnSV6SoRrudhnmUrxukgdlqI57VZKLDBnDzOyR5INbSMAlyU9jKLE1U1W/nuRtGaYkeG+GuUmOGTfvmeRxGe6Rt1XVHbr7i/OIc514YFRfLYozMwybu+Sn4/JqGaoXlpySYc4rdrx/SHLnDJWiByXpqvrfDEMefirJp7r7tPmFt8v79SS3yvAFgVTVkbkgKfeZpflFu/vYDF8gYO18L8lNN9egqjaObb69JhGtb/qDCZUy69cqrPh54rrg3QHANN/PMBH398bl5h7fn3IMZue/ktyiqp41rUFV/UGSWyb53MTq62T4oI8ZGpPUT0lylQwJ6iOTnGE+n7n7wwzfNL1Ldz8/w7Ch6e5/6u4/SXKjJAcmeVIk4Xak05NceRXt9s7qvkHMbDw3yW5JHt7dD+3u93f3V8bHB7r7YUkemmT3DJVa7Dh7JjlspeqrpQbd/fUMCYcnrH1468r3M/THkqXq9jsvrRg/RL11/LxaE939f7r715L8Soaq0Ndk+Nn1zAxfIDipqg6rqr+pqt+aY6i7qvsleWmSz2ZIUP9qkqcmeXOS71TVsVV1cFX97viFNNbOB5Nct6p+fzNtnpXhSwTvXZuQ1jX9AayaqgUAVtTde807Bi7keUnulGEIxCcleXeGD446Q9XJQzLM1XBGxvkYqmqPDN+8e808At7FLV17Fsuts5m5Gbr7l1X1RxmqUF6U4b5h9r6U5I5Vde3uXvFLGuMHd7dI8v41jWx9u2OG+ZSmDjXZ3e8bhxjbd+3CWpdUXy2OzyR5UlVdvrt/kqGy/e+SvLKqLpvkuCS/nWGOsrfOLcp1qLtPzvD/3XcnSVVdMUNy9DczVO7eLMkz4nOtmeru/0jyH8n5Xwy4dYbfH3dMcvsk18owPOUjxzanZaySyzB85X+vfdTrxl9luO6vrKrb5oL/Q/1KVd0vw/9v98/wJdlXziPAdUZ/AKvmPysAsBPo7sOr6h4ZJkG/0fhYSgIt1fR/O8kTu/vw8fnPMvyx/J21jHU9kKReWJfJ8IfukjOTpKou290/S5LuPq+q/ifJ3eYQ33rxqiT3SPKeqnpUd19oCJ6q2jPJv2QYleNVc4hvvbp8Lnx/THNshg9d2XE2V311UKL6ag29PcPQe7fLMPfYD6rqeRmq3Jd+PlWSE5M8Zz4hrm9VdbEMcyP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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_3\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD888C9B7D0>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD87E96DD50>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.000 0.000 0.000 0\n",
|
||
" Agriculture 0.501 0.913 0.647 26137\n",
|
||
"Arboreal and forestry crops 0.010 0.633 0.020 60\n",
|
||
" Pasture 0.685 0.121 0.206 1166879\n",
|
||
" Vegetation 0.766 0.001 0.002 91744\n",
|
||
" Forest 0.937 0.889 0.912 241676\n",
|
||
" Savanna 0.462 0.790 0.583 591\n",
|
||
" Sand, rocks and bare land 0.751 0.819 0.784 188\n",
|
||
" Swamp 0.787 0.128 0.220 9342\n",
|
||
" Water 0.657 0.491 0.562 13413\n",
|
||
" Seasonal savanna 0.817 0.336 0.476 105051\n",
|
||
" Seasonally flooded savanna 0.470 0.989 0.637 1035476\n",
|
||
"\n",
|
||
" micro avg 0.532 0.538 0.535 2690557\n",
|
||
" macro avg 0.570 0.509 0.421 2690557\n",
|
||
" weighted avg 0.631 0.538 0.445 2690557\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_7\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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4wITaEA9Ydfg0jvZF7RNmKuzBe5W5IGPJlRTPf0deT5jJixCyDGBwG8nIsn3f5q1QCckB0432c0+A7js+jEo5+joo6hlQBwRs56hv/pfPNZPHKL6jCJenL34pC+9Tefr7++/5saoqAv65lkB//hdgDx8OFWF8PyTps8b5dPeKkGtM5wHjeV/U14rDhViRdQPxcsF8PPA6muoFEw+Y4IN4wAQhMq6GyE1k47haImA3zum39f9GfV7Z43jCS4Sp67MZAdyzZ/IOFCWvN813RN/mCVM9WabWAroqk+oyXCJLLfihm9/mSaXPhXJQz8GQENlQ71dRqAIfeZTefPvTuHPhhQExp4ov4KTUfQwhRoMgPkKsk57PRFgreYA3lc+5iLx6/yWrCNOJ1unJtwDL+PYOOgDLU/MdFDFxOL3VJ6xIfD1cnAQAnFvfz16TB4yg74WE6MYsxPHY/nPaMESOKrYOp7cwUJKzILEaMQuCD+IBE2pjlDxg5BWy5VfVLcR8H5i2B3CRfmJAv1dMZ3Domtm6RvdDvVe2pswhy1G3i3LAXN+l9fhWOLPBe70VwZUv49qe0CbHoyrcYhqlvmLLx3tgE18xPGAc1fv1weQraE1cPpnhya8ief0ZpFdei+r9MmG6znQFHN58+9PWQRTffDmfio9qkZA81zH3gKlerYWZLs6t9/cRIAGmovOIua7Rsioh6pa7MNMttay8zlMI5Bdi4gETfBABJtTGqAgwH1FSt/jSEVrul8grwkh88bA4mwizbYM6n0lU6bDNm7c30fxYL88jZP2A2TjMe2x8hFQRYoiwURVgocesqAHrE6ZLhHi/dvefGggp9IHnUw1w4Xt6/5/86sBHqggjTx+vlpi31xgnTV7t83pl67eECJYB3SPmI3i/SIBxAaU2VH64ONknxFQRpvsu5eRWLcJUyLNaRahhTBEmAkzwQUIQBeGUEtJ7JZbR/DiewA57rxMMtrA3vg26cESX18CnD1ieUK2N7gYw5tfbh0N5J67wG9e6ab+UKb4Au3DwPUdGUXyFUpb40hF6PnOxszI5+F0SRn3hhO98EsD34M3XPoann/la7//FLwEXvgedg52BEhQ6Dxi/buk1CUFd6Xq+fh9PWia0ahxz5r+xSOVY4qBzrS9qQLdM1QtG73kumCraiKL3/TwDDarYqkN8SQiiUAXSB0wQBK+HLD1Id2afz+XRo0Idl7dexuN4IvvTedR0/Zli9WtyQUZSmTkzOja6G7kN8yqayBK2PnRFfsMwU/Zvvnr/pexv+Uwbl9HCZbQGvDnqdpRxDk9PvoXpybdORM87n8w+e/qZr538P/Z6ZeGHx94v+h79N/W94jlXan+ypy9+CXjjg+wvTV6N8dNKRf2NlKdJgyZ5BZnuevQZiLl5dwxL23sD4utGe6pvet5zO8/9uq6iGmfnrmeiS8SXUBUiwARB8KYsA9sU1hgisPI2Uo5BEUP3zoUX+vbpMIgw4PR4sqoUlbbz6OmLXxqoqpekz2YiLNY2pldey/5cJK8/ow8rPEh70/kf9OGGKrawxzsXXjBWWEyTV6MKMfr9/D/fJz77B9ALTN21E8t7bap8aoKHJKrtQLgI0/2FEiuPtCxEfAlVIgJMEAQAJyOpNg8HQf3EYmITYa7KiBwfMVSWWGtCX5sYoU2+mI6Nj4FW1JirmrK30RQ+Oz82nwkvU76SroS67TrgIkv94yLJV4QlB2nfXzZd+eOYrkFXyfe1R9u4c+EFY5l7EmJFxJgqvnT4hD2G3GdiXreqd43zcHEy83Kp+E6z8du//gXMj83j7/3a3wDgL6x0RVEEYZSRHDBBELTYqlIRq+1xrGwfRlun2mMsFJ4LRu+B8OIavjll6rJD+wV9MPkK4Fl0BPDM1Ss5D0yHqUAK315XPkhTi3PUuU3zY/NoJQ+chSLU88gkviiX6s19fUl4gImONz7of4+4PbuKcufCC1h2zEMiLKTQhq9ny1bFMc8ATwwPmG4ZaoijWvFQzREDTjxhJL6WtvcGvGOm58PPf+qLmfgSBMGMVEEUakOqIA4XPh6AWGKMV0x0EVL1jVd4c+Ej2vJWTbx6/yWvkvV5G5TqvlslMbxFTRRjJmIU1TA1vb48UMKinzR5NWu+C5ibLbu8s9YqhowYVQPLDBc25RGFbjcXWL4l8/M2ca+CS1vrAxUROarAAga9X7rqiLZm7brrYn5s3lg+v6mNlUORKoiCD+IBEwTBixils32hJs5qnxzfMutqNUNdFbWQZbjCGn2FXWiT56Z6hYTyoOOt83zpmhYn6bNYxTZMuM433jzZR4SlyavAx0+yF0K9YmXnanIxCuQ36vv2seM37qAz4O3lNCHE1tQDDBj0eLnmuWdpyeXK8+LiC+j1+NL1IROEUUcEmCAI3lQlwnjDZoLE2ECuBBu55aP8V6Ef8b96/yVvL5hvWfqQ5YXMD9hFWF4PXJ34hlYOi/gscj1YK31e+B7gwC9CxXSO+ni+iDsXXgCYeLEKl+PwRAB9uVY2L1Nd5ycJMhKpsSpDqj38huFcBU6EGHnCQsRXXmjfqOJLEE4zIsAEoWRGIfyQE9I/rGzuzS4ac6hshIgwG6pnLU94ow9cjJi+G+pdq4qQ3mB1n082eL+lovS8CP3V6pYAq2fBNwyOYxNfLm/X2qNtXL3/kndoItATY0n6bCb8fMJsY7J8pp31dDKJhiJtJngT5bpRowNcnFvfHxBfhKvQhvo5RSLEvF5HJfxQEHwRASYIQm7K8IjpvF832lNYGVvGDjoDHjDegPTebK+hMQ9V5BXiTCWsbXADss4qh5fRcjZ7booIcxmoplBSVYg10QvGtynPuU/GrKvqXaJ4v2IWwFBFlRq2R5BXLMQ4TpNXsXb83arORRJea+3tzCPu8ujk3bY852PTzmHgpBFzb9v8KzCaxB7f3yZxdtC5NuAFG9+dBSwhtIIwqkgZekFw4FNkQyiPx2dfzEarL6OFG+2p7I8a0qoNTel1K3mQGZsfTL6CJH0W05NvAeiJKd+y+zR/kzA1sK2by1svG6+ZE6Ec1quoaeQddLCJAm7YXkbLuxcXRz0nuEf2g8lX+v6vPdrO/vJQ5LsxMYlDkwfs3uyi9zXPyfOdqri0tW69ntQBD/KELcx0MdG6HVyB8dLWuvUauLS1PhApQfMfdK71zXs4vRW0bkEYFaQKolAbVVZBLBI+5PquS6CNWgiiDv4wDqmE6OolppaT132WBzV/g8hjWKvCzLcYBxBWvINwVWTkn1dhMJrOf9N5rxqDuve82ppv4ZWyKerpdYV5qb/RVf1QRT0vuDeUztEPJl8J/h0mgUPiy1Qpr2zUcztE0OvOP9v3m3D+qYSGIJqYaN3ORBHfF+o+Utejnke681t3Lui8x6MWfihVEAUfJARROBXkNUR9jJXYvbBOA75NnG0eniK5HDoe238OKJgXFppXFkt81QX1bVNFmCq+uAGnGotaMcZDEBto/KqoRmVo81qVVvIAiDA2ykXYnQsv5MqXdGFq6lsm6v28dx6eiCiqoqqiExXq65iUGUJbhig0DYzoogs4dPy5kL03u4glNphCqM/UURNfguCLeMCE2hiWPmAb3Y1MYOlG9fnnKqfB+0XQg9W0L3xFV2xWxpbx/tZnnQZLEQ9HnqIeLmGlCkvfhtDqfGUYgDqvFwkxm/ii9yHHggpW1Impn5GOvMY8D5sN7VkV4hXNg2ok1x16yPe9yQNLAkwtv27qg2XDJNzUeXTndsziLU1BvT510P7gAuy0iC3xgAk+iAdMEAJQDUzJDxuEPIKxBNfK9iF2n/4CAD+PkWoQLOGzzu8UDS/LU1ExpM9YEQPa1ZfHFzrXd2af13q9TNcCGWJ5QwlvtKdQp+kaIr6KchmtYM9X1U2NqxZfefe1TnjZemH5wgcSVG60pwa8jMMuvHiIIufkd+kFKRdfp0V4CUIIIsCEU0WMkBDdKP9pRzVSbeKL9r9qsPPvqF606Td/DADw/pt7AyEtIeFPPrkMw0heT0fI9UCiSxdu6BqI4PvbJsIyo9YQtlS1MaueG2Wt/+zcdVxOw3K+ykY1mo82b1WW3wXE39cxxBeg9+DqhBegVmhtfiitCVWE8WNjE6SCIJgRASacKvI81Mmbw0WBeL5OCBEwfP+rIvby1stW4bYz+zzuAX3eEJ+HPvfA0HsiRt5XEVx5bFXkfFEIrWtQgXvAYp7/ulyTMnKV8lBFf7Kzc9e9Qg7/7ZOvAwC+650r2bSyzw/qqVUlIffo3jX9RNDyHy5O5gpDJG60p7B0fC9xCVI1z2xYRJgquHQeMKDfy7XEplcp1AVhWJEcMKE2hiUHDLDnedk4TZ4yk5FKAtbHsDLlFvmgE2O2ansqw+oJi5XnA9grfdJx4EJM974oruPQ5JCuPF6Ax2dfHJimNl1Ok1fx+rd9CMCJAPM53nnPjaXtPZyduw5AL8LKMrDzHlv1vvHu4ocH5rE1ItaR9zf6thoYRlSPua7ozA3Wh+3s3PUsZLXpYYid9Lz181bywHtZkgMm+CAeMEEQoqDzFtg8K658ulCDXg2FCTV2ymgqPUzYjF9eYEN3XGIONLiOQxObM+fFR3wByMQXsbv/FAB77mERYX6jPYX59Lx5UKOE66ToMX138cP4yPo3M/FFIis09LAM4TXs8OvRVX4+E+9zJ9NM4uto81Ym9OvAJbr6fqvm/AwRZYKgIgJMEDyYH5vHCiTs0AduSM3P6ufhYquMnDq14h4ZkqOQj8GJVYLfB9XjpZse6ziWLYbryinjxr3p2CWvP6MVYVcm3gcApBOv4c38EXR9LMx0M6GiKxc+r8uVbKD42pl9Hh9Zf7nP86UKL/4+dg5oaI+3YUO9Hun33mhPDbQhqFNQhWASXzTAYzsvJlq3AQCHAMZ3DQ85QXAgIYhCbQxTCCIQnvd1msIP81CFIQ/oG/0CZqNomLxgMcMPgfIFSWgejOlYFNnO2OKLe+RMIYiquMkjnNMrr/VPeOeTWHt7dWA+V/uC+bH5zIAE+sPx6sjdiX3O8WOg5ns9XJzM8plCrnNqhaCWVafPXAy7APMpO8/hoYeA3gNWh/fL5fGyYfO8q54wCUEUfBAPmCAItcMFV1neMGC0KnWV4f2KLU6K7m/TSHSMMMQiywgx3kNFjc77NSC+juH953TnA4mvq/dfwgeTrwA4Gb0nITKxeDsTKUvbg1VGY6ELUS77PFPF5XwnrKgKFxu0jpB9NOzCC+jfV8tn2jiCvTDL2bnrfUJHV02T5ouFKqy4IOqk56OECtrOVb5+CUsUfBEBJgiClTKKLsQu3BCKzTAatlyw3f2ncvUhs1FEiKlVDXXGcYj4KSLCXPPEEHKh39cJJS661BBEk/jCk18F8MO4ev8lTE++NfAx93yR+AIGK9oddK4BPIqqQBEUn7L9pu8X6Vd3b3YRG90Np3fGdx2ugQMuwtQQPNqeYUdXYMMlvgC3l6kKr5e6Db65XqHXsva+BOBbeCxoOcLpRM4SQfDktIYU6govDOu+uDe7aBQFvly9/1LELSpObPFVFNX4VEvMk9Gy0d3wFro2o921HP65ScjFgJ9T9Ft9PSWqx4u/Vz+jacnrz+Dp7/+yVnwRec5VmxHqMlDnx+b7/nzwOQ98jxHtb7rO+Z8vNICg+w4/l0elEIwKHY+l7b3cuV10vJpe+ZCT53iavnOI8IrJwulDBJgglMCwChQbuia8od8nTNX0qqJIOfomCJ6qim/kESdqwROg2P4mfLxdIe+LoCvFzY19ncCfH5u3HjejpyuQ1e5a5v2iczVE7FaJa5t++9e/gN/+9S94zUvH5EZ7aqBqn8vzpWssTK8HetQ5GGbvF3mEeRsCwqcnHHkigeERX0WvizyDDoIASAiiIAQRuwntMBArXHAYRGkTjVQVbsT7lCMvi7/3a39jYNrPf+qLVg9jWSXMdZQVSqpbJg+7pNchYU2mvC8KRzTBv7PaXev9Zq9fYUe372Iblz7H5vt+6Mfw27/+hWx7XCGjfLtjHntVlKncaE+NhPE9Pzbfy2EqECZYRwh3K3lQqMBGjGVT7lfrTBsvYrC9hCCoiAAThEBW2+O5mjIPK8MgnGIwDOKLQ+KrTFa2D42tBH7+U1/UijAg3AtgMqzVgg2+PcJiHMuQZXDBtcSm+xrlpjBDH+g8+GDyFa9QPp9t0vd6itfCIWTfft8P/ZjzmBMh4ZNcqOUVT6rgG1YRttHd0HqsuBfMxwOWFSoB+vqANRH1vLEVz1A/sxX9AIALKEcMCqOFCDBBEE49wya+YpWdd+ES31yE/fynvqidRzVMddXwdO91y3FhE18ugaebbjLaTfNTzgz9ZrXs/g46uIwW0uRVJOmzjl/jZnf/qazARqxzOLTkeJHlhxIahmr7Hj8Ph1k8FaWVPEDLI1yQxJiPEBs2QisXkldMKh4KRZAcMEEI5DR5v4RmwcMP71x4IfurEtXI/flPfdEovkzfAcrpOaYLm9PlZuQtwuKzzbzwhslb5Cu+1OqI/D/QOwfKyu9qmvhyfV93nH3yck5z7k4eAUFCrKxqhofTW6UsV+W0HnOhOYgHTBAEYchYGVv29oK5GvPmIU8oG/cq5TXEQ343rdOn7DlVfeOhhCZ0BTgILr5MTad9vV8894uLr939pzA9+Vbu4+g6djbhlTf8sEwPs050VcmwtK1Q+3nlhTxgMTxhJrFF08d3DfHPGnxytXTnft59Id4voSjiAROEQFbb49bPT0vOlFA9IUb3ytiytuoeTed/voT2ywkJ+/NhtbsWpQKkrcQ4x+Upc+0H9ftktKXJq9bv6YpyEHcuvBB0HoR4eGh7da0Ehrm6X9kMkxcthviqopcX0BNi9OdDqCgalkqNwmgiHjBBEE49sYVCFdi8QaEiheZ3GfZ5e+XE3Jehnh9f0ejaRpNHS4U8aVS0Ig+6cEMgv/fSlbtGUAER3xYCRdYtxMG3CEkMsXF27nptOWCH01teHjESYS5vmHiwhLoRD5ggBCDGxOkhxqh22f1hVKHl49HifaJUg970XZ+Gxzbq9A6Y9n+IV0jX28y0P260p4yeM24UurxgKnmqXrqKT5jI08BYh6lKZhGa2tOsDGy/VfeZad5LW+s42rwVTTwNQyEOVWCd5kIrQjMRD5igJUmSKQD/GMAEgA8ArKdp+lKSJH8BwBcBfAzA1wD8SJqmf3r8nZ8D8OMAugB+Kk3Tr9Sw6aXiGs13hScKw4frmOsq5fkY/HmNSDUMT5fjpRNSqtha7a7h6v2XcBUvYXryLeP6qi7pHgOf0MC84uLS1npfrpfK8pk2jnBioPLclCKj7iHFVmy/nx8LnRe17lBDn5y9USdWE/GsvHzEkEHuBcsbipi30Ib6vZAcMUFoGiLABBOPAHw2TdPXkiQ5D+CrSZL8CwA/BuBfpmn6C0mS/CyAnwXwM0mSzAB4HsDHAUwC+K0kSabTNO3WtP2lousFJuJrdDGJsCIjqj6eCBNkNJuW4RuqdufCC7h6/6W+adwo121b6EhyEw1nn2IbJmziy0TRcCff4+nTS42/L7udwff90I8FzR/Sx0uw41tePpQYeWDju7OVVDukwY8m3oMEQQSYoCVN0z8C8EfHrx8kSfIHAC4C+EGctFj8ZQCbAH7mePrLaZr+GYC3kiT5QwDfC+B3qt3y8iEjhgsuKU3fTC5vvZy95sVRLm+9HFwsRTVeXV6G0EIVTTESfIzy0GIco0Ko+CpipFLIoa/ny8fDamtUfZK7Fo+Q/L9hOpdMIaZNyJczNVWORawCHOfW9wEADxcnoywvBMn/EpqACDDBSZIkHwPw3QD+FYALx+IMaZr+UZIk334820UAv8u+9vXjaSOJajSTGBsmIwI4ESijVrmRCy/TtCIizKe3UBXUndfgWn9TRGUe1HLsIeKrqJGaJ9/Ld19XJb5GBV1vORM6YXZvdrFQyGsoVVX2O9q8NdCc2fe8p/kfLk7i3Pp+bhHmU5hjmO9BwmgjAkywkiTJhwF8GcBymqbvJUlinFUzLdUsbxHAIgBMXqh+5Cs2tp5ATUcnUkaFndnnS/t9TRHZtB2XttYxrxh3Iedi0UbOdYtAHb4i2bSfQsTX8pk21h5tZ6+LoAov27GJ4TmlZdxrQCpNU88jldAm3moBl7KEWJXCS/c6D+QFyyvCQnLAmnZuCYJUQRSMJElyFj3x9U/TNP1nx5PvJ0nyHceffweAPz6e/nUA3Er5TgD76jLTNF1P0/TZNE2f/ej4R8vb+BoYxhv8zuzzI+f9IkJ+17CJUS6+isILduQta28KdxsFdOJLrW5ZhvHrI4yL7GNbw2WhPHhVTU6eY7l8pp39VYXJyxXi9VXnLSsMkQZGVFwl6gWhCkSACVqSnqvrHwH4gzRNf5F99BsAfvT49Y8C+Ods+vNJkvy5JEmeAvA0gN+ranuFcEZReF3eejlITJURghlDiMcofx8DXtbe1biZG5BNEF+8dL5pe3T7iQsTk/jSEcsI/mDyFaP4Wtrey/6Kiq+qQuKKNO2uG9025SnCooOEWCt5gEtb617nDxdcdTYRjpEHVnQZPt6vYY5QEUafJE0HosQEAUmStAH8/wD8W/TK0APA/x29PLBfBfAfA/h3AD6dpumfHH/nvwTwt9GroLicpqn1jneldSX98ue/XM4PEE4debxYTROhujCsEPFgWqYJWwNmn2bOsavoxW7arC5bB61P5xHyEWBFEvqT9Nns9Q46aCUP+kbtaZtutKe8t89F1ULHdf4WLehSZugiearU/cyPhY+QsIXqxSpqUQcxKiISoVURfQSYrQJimQL22cXP4NXOXWO+hiAAIsCEGjkNAmyidRsHnWt1b8ZI4xJetnywpgmwstAZITbxxT/n8/j0FzPhI+hClxmKq0w7Fzwhy8grwlQBptsWGzZhoJunaeKLz9c0D5gaJqjuazLgfUWISYTZvscLXZwGQkSYS4DVJb4AEWCCH1KEQxBKRMRX/ajii0TXsOV95YUbt2SQuMSQrkEvYBditmWFLsO0fp/12L6nM/T5vnF5lEwioZOed4owdR4uvmj9QFhu1tL2XrbNoTldVVTm++1f/8LAtJ//1Be18+btL6cLM8sr5iZatwGcFIcAThoP82IrwEl+0bKnQFIrBro4beIL8OsP1mTPlyCEIAJMEIShxVdE6Txdp8X75UIVOyHiSvd99TMOn0/9jjpv6Hao3zNtk8nQL7sfm02g0bbmKYxRdzENm+j5+U99EX/v1/6GcxkUepqnf566HfTaZzkkuDgkvrj4IREGjUAPrYDpG7J42sQXYRNhvuJLhwgvoWlIEQ5BGDJ0/az4NHp9Wjw8Lk670OLGrQlXgQ2V0D5Vq901p0fLZ54QbL/FtC9s+yhGiBwZh6r3C4gvpHy8W0WraJLQ8d03Ju+Xusw82+G7nInW7ezPFx+vlaniXh5Oq/gixndntX8u6PpSj72IL6GJiAdMEIYQk7hSxRefTydE8jQjbgoiMEcLMuLn0cFj+8/1fXbnwgtBOWs+cC/JZbR6E8da2nX4CAwKMVRDDd98+9N4+uKXjCPzO+igDJ+bqdT5/Ni89rPQkEQycnXeJh+vl0oZBVjU8Nul7T08bJlLnvPQQ1V0nZ27DijerpiiSyiGlJYXhg3xgAlCQZpa3tZHWA2L+BKxVS0uTxQvk767/xSu3n9pYB5VEOnm0X322P5z+GDylYHPXR4y3ec+/csy8aV8T+cV1HkSH9t/Dq3kAR7bf05rBD598UvZ69aV/2DM/YpV3lzFJB5VsRWaD6b2QnOher9sHqjQeyrfFl1oIokvlXPr+9mfi6JNh4X4HE5voZOeF/ElDCUiwAShIDGrd7WSB85kfhJNahNl8mbxaaPSaJkqGfJwS9/fKeLtBB+D2TcMkOabnnwLgF1gkcfANA8XKar4unPhhUzwXb3/knU9fLs4pu9Q/tru/lPY3X8K6ZXXtPM9tv8cHtt/Lls/F11Az8tF85mu39bEZSSvP6Pdhrq4N7sYpZm3ys9/6osDf5yJ1m2M784O7KtY91Lbckxiy0eEqfB+XBLmVi2H01vaIldNHRAVBBUJQRSESFRZSlkVG6HvhxESYaPwW6pGPS9Xu2uFSsqbuHr/JWMTYRtrj7YHq9lplkNCbdmwDIL/vpWxZVzFiQBb/sRfBoA+MZQJvN/8YeyyZZK4pP9q7tvTF7+UiS++fVqe/CpwYP4YMPf7Kgqvlgj0e7tiVULkhq/pPkjCCyyfh0RYbC+GWlRF3bd5BNfS9p42P0vEV7V00vPAsfgSwSUMK+IBE4QGkSec4jQJEtXjx1+Lp8sP8njwkL3YBTBomQCQJq/2iRSTN8pVKASw59yoRjD/PdOTb2H5E39ZK750kBcunUiwg07fcog33/60v/jyWCdRRigiXybt45ieL/W46Y5lK3ngVUjBtEwdvKDGpa1179+UR3wREopYD/RspBLzPvcLQWgy4gEThEjU2Ui0CZ6hskayTZj6eekaLzdh/zSVIsKLPE3Tk29l3iHVC5akzwLs86KsPdoeEFuqMCORdxUvZaLJVwABOAktfO1jeAzPIX3ma0gO0tzbrKt6qELeldgGfl1GKr8f+jSqpiIgvBgH5YmpoWam/LGHi5OYgPLZ3bHsZVkhlz4km3ey1+nc1VzLoPLs59b38XBxckBI8l5jo1BJUQ0z9D2XxSMpDAMiwARhBGiSuKBKcFWh/nYutnT5Yqede7OLQA1G+bRFhHGj28fI0omwqlDDEZ2eL4f4en/rs3i4OAlsnxjOVXhZYjZh5mKLwgw7KQs59ODs3HW08CAT0wsz3b5l+nwfGOwftTDTxU0mwgBoxYsvocKGCy8+LY8I49us235+3gyzCMueHyK+hBEmSdP8o3qCUIQrrSvplz//5bo3Q4gEH+WWqlTNR83Zyesp4blkq921gRBDHrZH86iUUYJcRZfzRiKKe+zU7f9g8hW0Ji4DT351wIuWXnmtb1qavJq99vF6AT0BphrKsQQYhR6qOWCxCwfFRCfAisIFWNEcuxBRoxNfRKgAy3tONEWE5XkmmO4J82PzaCUPgptgV8Wzi5/Bq527Sd3bITQb8YAJwilF17MIEPF0WlCNcHpPoWB5BJFa8MKXKsLkfEMt71x4IRNhH0y+gsf2n8Ob+x/D098/OK8qyHxFF0Her/Fd97y++OaQqaF43CPGPU4heVtFiSG++PZSyB4X+EUKncQSX6EUFeSxvWHqM0Inwos8R2z3g57YesBeC8JwIgJMECJSZSVEoojnSffgLBpCKALudGMLNQROSr83AVfFxr6G0O98EkC8iJEs9FBDnjBEm/BSP1PFlzZ3CvWIr5iM787icHqrJyiZF0y3r1yirC7xVZRY3lTbfZ0+U4WTridbyOcqIriEUUIEmCBEJI/4ylu8wiaeigrBqvO4hOYQmhtkKmk/ahQpwsEh8WkSX0SRXLD5sXlc2lrPXVGxSuGlsjDT1a6fvFkuDqe3+r5PIkyXC8bh+4rEWIx8ryI0reKiTUDpxJNLULk+p+XHDnMVhCYgZegFoUb4g8WnCbPvMpfPtK3L8l1PntAweVgKav+sYUP1jJX5O2xi5+zcdaMIoOk0D/cOtJIHuDe7iKXtPadnpxcCOdv310Sq3LYb7amREV9n5647xb4L3WCcKYQ5FvQMk+eJMKqIB0wQIkOixeeBpMvBcnmfQh5IRRKVW8kDbMAvrFIekqNFqPDWecFMoqUp4Yc2qJR+LM+e6TeHVAj0ma6KsDVDvhP/Xsz8s7zw3K+yRJbq/bLdD0PCIcsIN2yS54v2xfzYvPU5EDOPU0INhdOAeMCExuFTcrjJuB5UKmpoDYkynTDLI3TKfpj5bJMItNFnGISVL9OTb5UuvmzhcLGg3mLDQlO8b773zCLiq+w8Me71yrNfO+n5UvLyXIj4Ek4L4gETGsWwi6+88LwFnfAqCn+o+fZQ4g/fVvIgE4q0nWquBUdXYVHyypoNVT8sAokNk3jZ3X/KWfgCcOeWlImP8EqvvAbA3ty5CYJ0GMRXbCNfd08a353FwsxWNNEbQzy9j/e002N4v0h8hVbY5MeCX4NqLhYfNKT9bbtK1YEA+o1qjuKoiK/7kAFHwY30ARNqQ9cHjATYAWvAOIrowvqq8hLxh6xvGI5aFrrISLWIsOEirwBS+2kB7qqDgD50twoR5iu8bKIL8BdeVRubvtd9Vajb4xMq7SrE4bovFd0HnfR81tw9Bu/jvdJ6wFFunw9UuIngZftpP6miSx2AMwnpJpxrVbL2aBsv/uSL2OvsSR8wwYp4wAShIlQjUs0V0+WDlQE3dny8YUvbe3g405/ErXrDhOEmhvdLhffT8hFedRAaZhgivlxC0tcTPcrw38/vS3mo4l4UU3w1AXUwjHu6Wg4hfG59H0foiUW1CMxppY6QTWF4EQEmNIqDzrWRC0M0jSzqoAdik3KmeiO0gyEnLsTAFGIJL9d1k4fYpfN30AEq7gE4rOQ1VHn4s256GeskqurtVaT9AMe1T9TeXba8Zb6/z63vF942QRBEgAkNZNTCD03leunBpwo04MQbVpYgc4025zVW6EFNuRZq2IqEHzaT2N6vMoghwsroV7aDDoDeNaoazmp4mc2rUBVNHhSh+5JuG01ed104XGya1Fi5KIfTW9kzlosv1zPGJryONm8NRb5hmYj3SwhFqiAKQk2YQpTorypvmO+Dg/rwmPIwVPHFXx90rlnFF/1moXnMj81j+eJKZeuKzcrYcvZnI51IkE4kA699oGu0rHyeojTJOPTZFt08Ju+X6z1HLUbkwzCKL1vfLy6+ls+0nT0jAX+vV1POd0EYBsQDJgg1onrDOJmHTJlexgg2H3U+nN4CjoXTwkwXh8fhh7ZRZp34InrT+n+F6XeH9FATqqNzsIPli5ex9vZqaetwHfNQge7r7eorrPHkV5E++RqArwLvfDL7HNDnf61215xeLTJK6/IQNK34BmHaFvKCqUU5XAU4TPenw+le9UNaTtFcsyooEoZ4du66sfKhGnYYk9MsvtTz6QIk0kNwI1UQhdrQVUE87ejCEV0Py7xGlfrQ4JUOSUjNj81rc/K4oWMTX0UQEdY8yvJS2o71Y/vPBeeShZSSB5CJLR3Jgf4ZudpdM157NmO0SiGmXuN1C7DQpvB8fpcAU4kVkhjiAXsf7+FxPNFXYv5xPGGcP5276lymr7BxVT1UxVfoueDaDhKNox6K6CPe/8lPruPVzl2pgihYEQ+YIDQInSHq6okUq9jFzbtjbF0n+WkLyny6HIwyRpR1pfqF08Vj+88FzR+S45W8/owzzLBzsIN0IhkQYVx8SbEZP4rcI9YebWNZyfWyCbKY+WDp3FUvEUaiy9TfS7dcH3T9s3SfmbxelPNVdPDE5pWj7Rhl8dV0r6kwfIgHTKgN8YAVQ/dA9TUE1b4vLtQ+YITO67Uw0/X2hum8bioiwgZxhWrGEK/qMsryfi1t7w0UAdnobuDq/ZeCPF+hBTYyD5jG+9U52Ol7fxkt7KCT5cr49Dyq2wvWJO9XnjBI3T52hSNWWYjDV2gR5Bkjj5ivAMuLTXgVORd05/UoCy8gXHyJB0zwQQSYUBsiwIoT8nDVlR0ONapJMJnEko+g0s0LwDlKO6pCLDTvzbSPdMfTJtD45z77vQwBphNfedaVp7pheuU1Y+ihKsCA/mI4OkERGl5XFk1siJtn39h+R1XeLx0xcp3KFiymXK/Y50Dd+Y1VIQJMKAMRYEJtiACLh85gLaN3kgubp8yUT6bOZ0MnKFoTl7PXOsN5GPAVYbr5bNN0yzSJL1fj4Nio4qsK0cUxCTDdOUTnLRn3Jo9O3SJM5/WquwhH3vWr+9K2nLLL0HPyCrB7s4u4tLWOh4uTWb/LMra5KvFVNb4iKPbvzBN6KAJM8EEEmFAbIsDiE8NgNhnstvltwor3dSsqwNTt4+ILGH4BBvh7rXyXqTueId5Ek7inY6n2FAolz0BBrH5ephwwfh6p4oug3C81B6yOnDCbOKlTFPLt8uk1pX7PVja+TkGRR4Q9jiewM/t837SYLUZ4m49REl9Fcq+K/u68637xJ1/EXmdPBJhgRYpwCMIIUSSMzfRdXQiabT22Rtr0GRdi44c/nb1emPlcNl9rIrzseWvi8tCKMMLk0QoNwSRh4xuW6FqOCo3iT7Ru46BzbcD76ZsHWFf/N1V80XnTmriMoyePsul73/gBTH3bV/rC3tSy5py6xFfTjexQsWHar/R7m/y7Kc+L53wBwOWtl/tEWOzG9E0vXBSzkMXymbYzl7nIOSJFN4SyEQEmCKeQPA9pMsR13yVj3Ca+fMjEWAs4xOeAt83zqt6vUYP2dRGjquj3XdiOd0gxlhCu3n8JK5PLhZbRK8DxVXMIIhNgTcbHwOR9teoSK73zz1+A5c0Vq1uMqSXndSXofQccXJ5wE01saB9LzKjHt5U86OvDZ1pP3vYHglAmIsAEQfAmr+erivUTJMyGzRPm8kDGXm7sZXER7go1zQMZT4kivtLk1d709Nko6znSiK/x4xLoQPx+d3kJFVR1hkUC/VUEXRUAbb9NlxPm872ysfX74viG3DZRSBXBdVxshW18vm/6nmkdMVja3hvov9ZJz+NFvBh1PcJo8ljdGyAIwunDJdbGD3+6LzRRqI88hmBsMe5jfJEQ8yF5/Rkkrz8zMF0nvtTwQ6LOUfKmj9CruV+Xt17u+zzZvBPU4FgHPyeWz7SzvyooUvVP3RenAV/xpB7DvMdzfmy+NK//8pk2lrb3sHymjbNz1wdyQydatzGO8VLWLYwW4gETBKEWyFNyOP45b7F1aWtdW7ac0znYGarwxCaOdIfkCHLK8ILajLAQ0ZWHqW/7ivXzqj0uMcu5lwn38tgER7J5p/R+WE1jtV2ecV5H5dsmQvmGLaUKaAi2a8wmwMd3Z/Eh/KNc6xROFyLABEEYGm60p0AygISWLtSwqeGHw2AchVZbNNETY8V+b1nihpegz4pvJA+AbwCvf9uHcOUb3+rN+I3ZAe+XmttWhQiLkedUZdEKfg6tIMzj0/TQSuLs3HUcbd7K/sdmZfvQOY8q5i5vvZwJ2qZ7SatCbcXgmlcQqkIEmDAUxCjwEHM71BLcgj9UCYznCem8YD4VEJsqtHTk9SoNG7FEZqnGkKEBM4BMfNma/epEGLF8pp0Z5jEoKpy4AToMBmZIoYS6fw8/xmrFQ5Uinq/V9ngmyGg5K9uHfSJttT1eqnetTooeZ1duWN3nkXA6kRwwobFQiWsy1MtI7A/dHvqvK6cu+EFlmFXxejj+Oe3rUaTMHIUY5N22KsRXmrxaqPAGLz/f5/1i2MQXYWo6vvZoGzfaU8HbZVoWEMdArMPILDPfqUlGs0tsFxVGXGipwks3zyhR1nGuOm9QEFREgAlDRSzBo+uPVMd2CP0cjn8uE18mA7fosaubpgqvovu1Ms/Xxx8DPv4Y0iuv9eWA+YixXvn5HrG8p0vbe1ja3ouyLM4wea04sXtbDQtn564jnbs6kNMWKr5IYMX0Zkk4Yo9hu5aE0UZCEIVG0jSB07TtGRVcJcttvaR8G0M3iaZuZ9F9WakgfuODngg7/q+rZmiiN2+KHXT6ph9Ob2XVzNSGy4B5MICzMNPtq4gWI28rhsHYZON71AtwVB0SuLJ9iOW53uuQ3KfThIgwoSmIB0wQHLjEl4izYhx0rllz6ZYvrlS4NeXQZI9djG2jkMrKepa98QFw4XuCxBfBQxCBXvghCSddMQUf8aWDhziFGsKxDGe+HGrGXLZRroZz2ihair6p7Mw+bxRfrlDBUc7lEgThBPGACbVxiMNoFdfy0FRvxKhjNPgN3obD8c8Bb5e9VeUwDF66ppSupv2TpM/2RNL934+6/HQiQedgJws9pIGTQ2Cgl08IN9pTWNresy6jribIavGBKraDQhB9cpJG1QPWhOtJEIRmIwJMaASqEHOFpjUFqYLoj69RooYcLsx0raGITRU2wyC+iKaIsNbEZeAgBZ78KnD/A+N8Sfos0gCBtoOONecrCzucngQweA66eLg4CWCrkJCLSZ1hVk04j+rCx7sY4t3i1Q8FQRgtRIAJtaIaflyIlSFu8njchkUM1o2v4HDte9WAu3l37DgMcbAsvbosn0bNVdEUUTMMZN6vg/SkUAbleWkIacCs5nuZ0IkuV/ghDQzcvDuGhZkujjZvHYuxYl61mFSRB9RJz/ed66dRNJj2s1o+vkokD0wQmosIMKE2xtF7IJHxpRNi/PNYhCzPN//rtHvCVKFRRHjovF0+PcEANEZ8DSMkGC+j5S1aYpNOJEheT1mjZLOXK6QEvXo/2ehuYOH4fai3ywaJr6LENJz5ssrondVJz5dabn4Y0B2rWJUMyQvGlxUicKXohCA0ExFgQmPQCTH+3iScNrob3qIqVMxxYaWKsdMuunS4vD4++/+gcw0LM7cLGcatictD1aS5aYSKsBievlbyAHjyq0iffM05r6/4Wu2uQd2yidZtLKBfeOUttKGeo03xelXBqBbQCEUVX2rPLkEQBB0iwITGwY101Stm+0z9rkqIUNMxSoJLNZiLNt7l31dFWJ5lkwgDwjwUl7bWAQCd2WLiq+i5Moyo58RltACYQ/hihVdm+/nC9wD46skHhhyvPM2XibxCa9hxecFCPWMxxNcoFODI66UM9Y5JVURBGD1EgAmNxpQjlndZQg91X7j2q2l+0z6Nsa9J8M4r+ks9H5a297LQwzpDEE37cJjOu5Wx5YFpJMSAnhirLK9NyQErIrx02Aq7NIEyQ8dIcA1rs+e6cAkum8erSEhiyHeTzTsjIW4FYdQRASZYSZJkDMCrAN5O0/RakiR/AcAXAXwMwNcA/Eiapn96PO/PAfhxAF0AP5Wm6VdibIPL+JdCB8UxeRZ9v1Mlqii/0Z4CFCEWax2+v7HOdgoxuIwWMNbymm91IKivJEoUXxQquHwmXpGKnpjrLUttytwE1LyyvOLrtIYeuopsuOACKlSIiQdMEEYPEWCCixcA/AGAJ47f/yyAf5mm6S8kSfKzx+9/JkmSGQDPA/g4gEkAv5UkyXSaptFjflQjlxvkZYeOTbRuj1Qoog6f/Ve30NDlmpEQi7VtPssZduFlYrW71ucNW+2uYX5sHpfRwsrYMla7a9HW9dj+c/hg8pVe6XlGUdEVso1UxTAEm/eMizGVOrxNMUSmCK/6kZyy6lGbs5+du17TlgijxmN1b4DQXJIk+U4AVwH8Qzb5BwH88vHrXwbw19j0l9M0/bM0Td8C8IcAvreiTc3lwcnDqIuvYcJWlKUKRkV88RBD4ES4rHbXsNpdww462W+kabF5bP+56Mssmzz5ZHU0ZFYFRJ5tiC2+mhwiR/tMt+9UQgRREfG0sn0o4qsGVPFlmqZyHw/K2BxhxBAPmGBjDcD/DcB5Nu1CmqZ/BABpmv5RkiTffjz9IoDfZfN9/XhaLZiM49NYXGGUqbPX1qieRz493OIW4Hip9+adT54U3vh4dWODFJqXxwvGcYUdVuVJsa2HxFdImfuY4qvpwssFz8XKI4hC88BEdNWHTWgdbd7SesKa5C0Vmo94wAQtSZJcA/DHaZp+1Tnz8Vc001LNcheTJHk1SZJX//TwTwtto4rOcNzobvSFJ/L/gnDaUb1fvqXnSxGfvOqhoQGzLyYvXZlFN1w5X3WEHi6faTuNeDUvLNm80/cXg3TuamPFl+rp8hE9Rb1ZPvMUWcdpDRetkqPNW9mfj7dUEFTEAyaY+D8A+D8nSfJ/BPAhAE8kSfJPANxPkuQ7jr1f3wHgj4/n/zqAKfb97wSwry40TdN1AOsAcKV1ZUCgFcVVpp6/H1UPhiBUAfc++vR/031OoYdPX/xS3/TYRTdUDqe3ChfJGOgjtlt0q+Kysn2IFegNcV6Ao2zjsanCSweJHpOnipoix1qP0ExcYYa82JMM6Ap5EQ+YoCVN059L0/Q70zT9GHrFNf6/aZr+LQC/AeBHj2f7UQD//Pj1bwB4PkmSP5ckyVMAngbwexVvdh8ugUXeMbmBjh5yTMMJabxMzI/NW1sRLG3vYWl7D5e21gfmu3q/F3pI4otEVx7xxbfdN0ftcHqr738oTewpRkJKZ+CX7dnhkMdrGMXXant8IMxQ/S+MLr7iS2wHoSjiARNC+QUAv5okyY8D+HcAPg0AaZq+kSTJrwK4C+ARgKUyKiCGUnehBqE+xMtZH6ZwYJWnL36pT3Dl9XxRKKWP+OK5XnnFF0G9xHrL7C2raeXngRPhQKFpq+3xUkIih0lwAf2hetzjxcXYqIuvGI25BUEIRzxggpM0TTfTNL12/PobaZr+lTRNnz7+/ydsvr+fpun/Ok3TVpqmjVY4uuIcIspGDzmmZtT8L04rcVfx4jmVfD/rxNeN9lTf+6v3X8L05FtRQw1jVGcskiNGQmzt0TY66Xl00vPZ6yoJFQrc0M7bb2rYvF2AW3ypr0cZ8pye9lwmnwqHLhZmunjyQxE2Rhh5RIAJpxZd+JQY7KOHHNNBdOLr0tY6gBPxZRNhpoI2/Hqi5emYnnzLf2M9CBVfXGgN5HLlXA5HLf5TVVEEH6+FKrJUg/u0Nf09bb/XxDAIrzIFoo/44rlfNsa+Ve2gizCcSAiicOqps5S5UByf4zcMPbvynIOxm0Vf2loHlPLKE63bAE564IVuJ/d+8ebOMcjr9SKhReGIMaojmkr08/C/ndnnvbyLZbKyfdjnrVJFW6hYHDbPF6D/jafF28UxiZmmhh+qRWNibufDxUmcWx+oGwbAr+hGE3NChWYjHjBBQLMNc8GN7/HjhVeaJLrzbovpe6G/8f2tz2avqbSyCfIcq/uc3l/aWs+8XyS+VsaWo4uvPCzMdPsMJXrNBZkPFG6ow2bIX956OQtJHOZS4cNYZMPGKIovn/Nr+UxbK2J0wqwpHjK+vbG2yScX1HY/pfvH+O5sI3NAhWaSpGn0SuCC4MWV1pX0y5//ct2bkTEMXpKm0pq4DADoHOzUvCXleZLKIoYQNLVf0H1O8MIVS9t72uU+XJzEQecaJlq3cdC5NlDYRFfohMTXvdlFa55ZXop6vWyENGPmAmx+bB6Xt17u+9yUV2SjqKDxFXW+69EtbxRE1zCLX1/yHCdV0KheXR+PU1UFPPi25lkfDYSQhx9A5gF7uDgJwN/rrzZhf3bxM3i1c1fXG1UQMsQDJpx6+MiWiK/hx1YafVTJ02R8Bx1vMXPz7pi2l57Kpa31vjLNMVntrkUXXyEj1h9Z/6b2NRdfO7PPZ9O56NqZfb7vz0TsBshF4UY8vW7Ktgl28hwnVcjkuYarCl8s6gmjUGASWQeda7g3u4h7s4s46FzLpvsgXi8hDyLABOGY02a0x6JJ3i9OyPFsUjiiDh72F3qeuuY3eb8As2Hh2l832lOFQw530MnVm8wHnfCi0W/u2frI+jezP/7ehOoFW9k+HNj/6jwmQsVYWcJolEINARGQoYTcG02hi2WFL8YKRwwRWzqKtrMQTidShEOojTce/Il7phJxlc4+rfCQDB8O8bne98Zv9xm1VZff1uEKzeM0sW+Yrcmxz/lb9Pccbd5Ca+46+J7j6+0ZQA+ynLF7s4vY6G4UEl/k5drASdGOIiXmVe+XSVQ+XJzsdTEEsrDLGPgKLhskGooKobq/3wTSuasiwhyYCsr4hBfyeaoIR6TCHKHrO9q8BXhUNfQRoL1BG+mdJoQhHjChVmIYJ0VpmtFt4vLWy337i97H3oehoRf8D0DWA6lMyqwY2LQCHTp8ts/n99q8X7r5KGmfGxqd9HwWdthKHkQRX0Ac8eWLKspCxFeV9zCbR8wkjkatYEZRToP4Wm2P5z7e/NrWedxtniYuvKps5pxnPabKhrZCTbb8UBFfQijiARNOJcOY87Uz+7xRcOlyUPKQPXDujmn3zaD344S1R9vWkvBF97UuBylvOF5TBJatj1aR5dC0mOe3eryXz7QzoX1pax2Pz74I5KjplCavAugJOf4rigqvPGWheUn63kBE/QNEOpLNO305WeTVEZHl5jR4wFa2D7E8l//7A60SlPumTxn4qgUJ94S5OJzeApSBRp9CG/Q/RtsKQRAPmFAbHz//F7SCoQlesSbCRRbfbz7J/b6oIXu20UD+sKPXtoeYuoyQkvCxBZMrl2p+bN7aSDgvfJlFxJfPvK55XL/v7Nx1nJ27noUXqqXpjzZvZct4fPZF5/aopMmrfeKrKkz5GufW93FufR9L23uZgRXjmioTLrpEfJ1OVtvjfX9l0EoeoJU80A66qQyDJ4hHeeR5tugGd5pSpl8YHsQDJjSOsoyeWN6GuilboIY0ps7z0LH1rqL1hywr9nHshdv1hAWv6heDG+0poAHeNx9xqesFxqfRfgkpNU+Ci1OG+Fra3sPDmUntZzErltXdP0pEl7CyfTggvN5d/DCwW876XJ6muoSI73rz3G90gks8YUJRxAMm1MYbD/6klBwmHcMqvnzyvMrYh0Wq7um+X6QiYdXeMYILrxjeMNt25t3HZUHeLxe+4iu98hrSK68hSZ8FLnxPlieoGkOxfhP18QH8myurv9d1XtUpvoZFeDXVKzAs+y8vZZdF96k+WPTYl3Hu0P3GFnmhNmu3oc7X1PNdaCbiARNGmmEVXnngIiy2F9G030IqSdo+DxVdpu/HPL4kusoIRQQGt/Xy1stZnh+R9zi69sON9hSWz7S1Xi4f4QWEeb6IdMLemzSWmFZFl69BSr99YXpLRrcLIsZodahesCryAV0FN4qGIpKnzbeiIt3z1h5taOfTeb7UaA8uqPLkkNJ23scD94zCqUc8YELtVJVnMYziK29uV1WexSJeMnU5MSi7uEYsMab7vXmOc+h+u7S17vwNXJSZxJhPWCZ5vdIrrwHvfBJv/uYPA/d/v7R+cUvbe9qqjnkMQeoJ1kRG3XsjCBzeR0wn6nWe9LVH231edlvYYeg9VFf5VxDyIB4wYWQZxkqHOooIKfKqDAOmCoXq8Su7n9eN9tSAIZ/lbh3/p89j5ocBcfL7dL9dFV0m75cPPgU30iuv9V6888m+6WRAxbwm1WPFc1RU8XW0ecvLw/dwcRIL6OKgnD7Qp4oqy5EL1UPXGxdHsY63Lt/MlcNFXi2fwTjdPOO7s16NlbN5jj3l3FMnCD6IABNqh4sEHoalEw6qcW0KgSvDE1KHmDmNFSF5WIjOUA8VZOo8Psb/jfaU1+e+MsK2ja78PtM5V+QcJyHiEmHq53nE15uvfQwfTL4CTOr3V5Hf4epjphpDy57hlTSyfbO7gXcXP4yDzrVGXIvi/YpH7HL0q+3x2ouyANyTXl0YnCqUYopuNUywSPsR+r6Nw+mtPhFGoci6hu6mKpD/BOWErQujRZKmORq3CEIErrSupF/+/Je1n4XkwcQubmDbnioFWAyDb1i8XzGoq7eX6xyz9UXzOcamgQjfbTGFHPoIMI5vqXkKOQSAtbdXvZcfik18nZ27Pii+Ag3CQ5YHtjDTxUfWvxm+kREpS3yV5aEqwyMSm1ERYDz/i98DBvp5FcTlQS7jmHfS8857u6tnpS9cZPEcUFM+mJonSr/52cXP4NXOXXvCq3DqkRwwoZGE9LYyGcAxw5xi9dkS6kGXqxYz78zUCNlkBHBDzXZe+YovUx6eLd/LV3ydnbseJr6U7SoDl+dLx9qjbRxt3vL+3eO7s9n2j6r4Ou3E3K91er/4usvO/7VdQzFFlyt3y4Xt3rN8cUVb7fDm3bHsj6B5JOdLiI2EIAojQdnhh8PIaRGMoR5QmwizhbfEKoc/PzaP+dl44aVll6NP0mfDvqTkfcW+Nn3FV4ycjFbyABibxwqqDz98H+8B8K9KWYQm52mZ8vmaSJ1eMHW9l7deNgrMPMdb14gd6OVLxhImOsGlywkuWjX3cPxz2euQfl5qeCJnGM5PoVmIB0wYOWIapGofribkgQg9XInWZfXWCqn6GKtKZN715+FGewo32lN4fPbFwuKrClwChRtGlLsXEnoZO4zLxvt4L/sDwsWXFAAQXJRxjhxOb2V/eVHFl+7+Pj82j4nWbSzMdIPug9zjZWqqnM17pq3N97KJL0HIgwgwYeSI5QFTCyBwEaZrkFxV6XfB7fWqovJl3r5nuvPGhOt8sm1DnpL5ruIjRShyXZoMJxIovHG0S7TcaE9V4lXKw+N4Ao/jCe9G2Cq6qnG+iHiLw2p7vC8nq65tsFHU++VDyPmkE18qJL4I/pqjCy/kHi8d3AOmCqybd8eyafwznxwxQbAhIYiCALvY8vmuzzKFOJgezlWgrsd3vbomy7G3hcPFl2+xjRjiKzlIkU4kWHt7NUroYRZuuN0LdXJhEi2qMPEtR18lMfORmhxSGIKIwmKoDZnz7E/bvUN3TfKQvtDz0Haf0AmuidZtzHeuYaO7geWLKzgc/xwO0R9emIfx3VksnznZX7pKiDw3DLu5ViOccsQDJgiImy9VR8VEzmkpGFJGeJ+Jol7VKo+H6vnKM3q9Mraca93pRK/wV8xj8nBxEg8XJzMjiEIkCfp9vDiAOk1neIbslzKKYPBQw6YU2XAZ6KddENXt2cpDkZA5H/Gla1rO78uuc8an0IaPkMpTcZUKa3CRKIU2hKoQD5ggHBPTO1HE+1XUcyaet/Io2uQ5thfMher9Iq+PzbDKK76IzsFO9rpojy+b1+tGewp4tA20p7DEfo8qwnSePWq2HeIJi903itZbViMYH++Dzjhee7StLXRC+9FnuUebt3pNy48hI7usfLqqCnU0oc+XDyvbh5lY/Mj6IYA72ftY+4gLL3pN1+tE6zYOOteyghm688zlIVdDDk1MtG4Dd8e8vV15BFa2z8TTJUREPGDCqUaXyxV72Xm/K5ipKuQwNnmOa8h5ZOv5BeTzhoVgE1+h3kqb+Fo+08bS9l4mFEzhk00LM6wCXwPb5plwhaNSSX8dR5u3jN/vpOdxtHmrcInxmKRzV6N5tpoo0KrMSTu3vo9z6/s46FxzzktFNsoOKScvl5SRF5qGeMCEU0tVIifEIyXNl+00odlyUS9YGajCiwsPXpzC1MOHDOY83q80eRVAfyiRqS+aL7bR7KXtPRzhVt97EyQylrb3Bpoz029e9t6qOF6wKsMNdd4q3mDahkuEZR5IFcf37s0uZq99PWNlerZGNaySxGAs8fVwcVIbbqjCj29e8txjbxq8YDwE0yTATOcA5Y6OSk6l0CzEAyaMHL437lEWKqPOsPZ6051zNI1/pubx2c5VteCGyetj8ljEEF9AvPAyl/h6uDjp5dmi30XiC+gZVEUNKV8BxedL565mf1XAfyM3Ln3FV2xc16vOG+YrjEZVQNWN7n5B+Zg2uGeryH3aJ/yQoHuG2kSZoxNfJK4EoQ7EAyaMLK5RtCrD/Hy8YBJ2eHrhIsynLD0/l+oIs+PCKyZL23t4ODNo4HGjKiSMiIsvTpFy7UC/uFI9YqrwagJrj7YzI3X54kquggVFMRnjdI92eVCHgSYW6eD5YIB/ZULyeHHBpeZ60fu8FVR1gy10rZs8WrZl2b6rFiOh+4g6WKHuH97QXbxgQkzEAyacWqr2gOlyeWLnn426Vy9GafOmQF4uUx6ircccvS/qdQo1nNLk1XLFlxLmxF+rYsqnV5bt81jGFPduNUVw6SDvQB3iy4Z6HYdc1zG9F3nEk+07lHvVRFFWtJkw5XoB+cSXqa+f+lmot5Yv0/Xdw+kt4z1Ad16J+BJiIx4w4VRSp7dJt27J/fKHKmvVvf68eWA6L5cu3FDXl27wO/kFGDecfMIPfYVXnmNjyuPio+832lNe+VpUsn5hpuusWnbajSrVCFaNVpchbPIwAv0hbC4j3SdEkQ82DFvY2Gp7vFEFOnrXR39ulCrKzq3v947bXTaxYK9A6tXlA/domdBtty+qJ51X0hy280sYTsQDJowUvnHnoyZWRu33uKiq/5dt/UXwze/i83BhtjP7fJD3q2jZ+TLFl4qaY+JK/Ld5uYqO9A8bVGTFp9qlzgNB3gfVQ6Gb1ya+gBMP5dm56wNCl3LxQgQwVU6MWT1RXZbOW6W7PsmzxUWVy9Pl4w0ry2O2sn04MMhx8+5YVq3wcHpr4DrzaXweShneV1tIsk3A0b3BdI8QESaUjXjAhJEg1PAbpXyr0ya+TjN0rGMVvIgpvvJiq2II9HtPTHkYVOHx7Nx1nFu/hYUSjMcmYRNYPiFhPrk13LDVGal5cw91YowwGb2+93ffqoo0n2657+M93JtdzD7b6G4YRVHesEVXhULXcvkAkOlZpi7jBgaXudHdAEikqN6uBsC9YPycVUWXzROm+776XYLORfGCCVUgAkyojUMcZg+52N6MppUJF4S86Aq4qCFZNkzGekzxla0jIETJJbwA/Qi2TYTR//ERa5jKjUGf/aZD19jat6DJ+O4sls8U9wq4PF4+YswHnRBTvV0mUXejPQWUHOJc1MvFt70JOWZ5c7by4HvOqiGMuvDaw+ktbTEO3XtBiI0IMKERUE5Nntya0+z9EkYfnYezqPg6O3cdSAttVjBL23t9peEBe5iTzmCiaTxfY5TRNTXm712NqPl8MYQpeQaq2O/LZ9pBZfN1z4/YzZ7V381FIq1X14CccD2r6HhSL61W8iDb31xUrj3a9lquaZtiYgpVLUOMucSXy9ulm3dZrGChJpI0rfgpLAjHXGldSb/8+S9n7/N4w2wPOxOjJMCaHn7I93XTt7WJkEFJgivE8wXoBdjZuetI0med3w0NPbR5LLj44tNMAsxUDEL3mcowibKyw5zIoK+jVQGniGirKxTMp/y4ToC1kgcD4XCUa0XoBBG/zkPwFZmticul5GCZxI7rOg0pMc/LyutEmCrUVY+c7ljyYxf7nvHs4mfwauduEnWhwsgh2l9oDGp1u43uRl+Y1A46Udbj6rU0LDRd0Pj0PhPM6LzBRXO/bOIrvfIaktefKbR8E77iq+io+TCJr6qoW3wBcY9LSOnwGMv32fbePCfX5vjuLI42b2XnOG8qfNC5pvVM5b22W8kDLxHWOdgBEM8T5hJQPlUMQyARRuKWCzGd+DJBIkzuFULdiAATGoX6YCLRdRktXEZrQITVXZJccCNCLB+6UKoioYePz75oDDtMr7zW9x9vfOBcPjfsdcYvz1XShc25oJLVujyOhZkuxndnjSPaw0AV29sE8VUEdR/ZjGZbeKDue1WEsaqNi4F+MQbFQ5MX7iFXifl8DPFa8fl1Qiyk0TIXcyS8eP6Wa/2udhQhlOk5E04XIsCERmIKJdSJsFDE+1UNw7CNwwSNdJOxZTJOjeLLQvL6MyfiywPVsOfrJmPz4cxJU+WFmS7Ore/j4eIkHs74VSikfkFqjgkZYofTWycV3DA8xlAnPR/VKDYJ3VEj9Pi6KtnFOl+WtveAufzfL+u8dZ1jvh4qmi9UfKnLAAaFWKgII2ziq0hvMB18XYfTW1hANcVGhNFH+oAJjWGidTv7KxPeU+k0UqXHkMTuKIjesqEedrrjcxmtgfwvNYxGZ2zeaE85xZeWj4c/Gkj4nVvfz/6Ak9H/h4uTzp5eRBFjr6lQD6sY15+uV9eowT1URURKHcLcpw/bzbtjtQ0a2M4btRcciQ0uOsZ3Z72rEeqWTSxfXAlehk5c8f0Yu/cfF18E/YZh87oLzUI8YEIjUEUXvafk5R10cBmtqOsclVwwX6oO1TxN+7YKLqMFpPbiGGuPtrF0/NrXG6L1fDlCEHVwr5jJACUx5hpBHj/86cwDZpxndxbA8BhArlwdWzi1rmokeRSBkz5oumInw0hZ+VwxOdq8BbSncKM9hSUPwVUFPvf45TNtFpLX288+Ql71QMVg7e1V4G39+k2eLJPw8+ndVaS/F9+e8d1ZLMz0Cn+cloqsQnxEgAmNZqJ1e6CC1GW0sNpd0xosecrYnwbqyJPjApden2bPow3T8dENOiTps30iTDW6+Wtbry9d0Q3+3iT0dFXhKCdMFV6mKoeuqoZrb69iYdxtFA6T0aMz/KjUeo/bWDh+dW593ymksrLycyfvAQBDahAOozchKybj2PRz6/s4O3ddCZ2L+3t9xIcJmzeL+r/FDu1zUVYYYazrgoswoH//30exYknC6UBCEIVGoIos3fQddLDaXcvexxAVwyoILm+9PFQepmHa1iq5tLU+MI0GEEweX98cSFejZV3eV3rlNWsuGBkZJLSONm/1vSYeLk5ae3xxeFjSqIfVccgQpHAubgSb9t347mxfeOews/ZoO/tTWZjpDoWIDDkWecL2fHCFPMbcj/w3xPo9w5xTdVruV0J8xAMmNIaDzrWBcr06uAjTYRNmp9U7dlp/d5Mh8XVpax1L6Pdc2cJtL6OFFD3vVCc9j0s51x9SdAPw81CE5HmpqIaMLUG/lz+TazW14FvNry/Znxc/2D7xcPlUNmyqcLE1VlaPdVlipUxIOKvXAD9m5I2JdYzWHm0DFm+pq3IkCWCqLGpbD3lo+Xw8FJa/Vt9zD5quKEfRQh/0e7Cr9575VE30QZcTJgh5GKJHmHAaMImuWOiaPQ9jLtiwbLMahij00Hm+gJ7Xyict3RWG6Ao9HFieEoq4u/8UcPFLxmXYRICv58sGiY8YRlnT8DG8+0rsszBDF8MQxjcqx1O9BrhBrl4D47v8dTxhebR5a2DwhuPbw2zt0bbXoIZWfEyf/Fb1d3Pxxf+f0H++quK8P0Q3HBJ9sfb5MA4KCM1FQhCFUwmvOLfR3cBqexyr7fG6N8ubYaoueNqrTnIuba1bxVcIVNDh3uwiAHd/LVV4ZaLrjQ+QJq/2/d258EKfMe/r/SoDEmLEsISmATCG1/kwLL8xhNNowJYddlhEfPmi9tqj38Q9fTrPd6g3nCpe8sqX6v5zCTL+OYmv2N4qvrxhDp8U6kU8YEJtHOIQgDlkUG3KXAWr7XGsbB9Wtr4YUHGLGEUupIhJPZCI8oELqc7r/ysA7sIbvOAG/U+TV4E39OtwGW+6QhxloOtVNCxGvKnoxmnGxxAeluOronqHyvwdsXO+eCiiz7UPAMu7s8ee2WMP0/Fr4KToCOb6vX954OeMa5/qBJfJA5a3eqGILyEW4gETasUmrkw9kcpmmDxhBPeIFfGKifgqD5Pn60Z7Kl+LhXc+idaV/+A1Ky+4QV6uIqhGiy33ixspeUKM1ZC1ZPNO8DKqRsSXHl5wxPQ37FT5G8poORDqsVWLcsQuEBN6XpDgMoc99uBePd/f7CO+Fma6ePJD3psrnGLEAyYYSZLkIwD+IYArAFIAfxtAB8AXAXwMwNcA/Eiapn96PP/PAfhxAF0AP5Wm6Vdsy/86LmSj9bbCGrb+ODHh6ynTE1aFl01Kvo8umQdrYvAzWxhj8vozuYSXyzjhjZZVVCMlpMk6Lwqwsn0HK81PbzLuKxFfp4MmeL+Wtve8cwZN6Dxhvj20fIrE5MFnn6reL9d3XI3safDHN4xxVPIbhWoQD5hg4yUAr6RpehnAJwD8AYCfBfAv0zR9GsC/PH6PJElmADwP4OMAngPwS0mSePvnV8aWjcYjhcVV4Z1Ri3OUJWJW2+PZ8staxzDkh50WbN6vPKQTCYCTEESv7wRWPTRBRsvh9JZX3peuuqEPZDwNg8cLaI74ErFXD2rYW9mU1XCb8q9sYivGOabbR7p1+u7LouJX95voXqV6vnT3MBFfQijiARO0JEnyBIC/DODHACBN0/cBvJ8kyQ/iZHztlwFsAvgZAD8I4OU0Tf8MwFtJkvwhgO8F8Dsh610ZW9Z6w/J4wLigc5Wu162DhB8JpCKChoss3W8ZlqqGQjgu8RVafIPEl/f8V14D3vjAmO+VF13bCHpvE1m8BLXJaPnI+jcBNFN4+YYrVS2EhqEC4qiiioS6Cm8UhZ+zJMJ004pA+8p0jxhY/t0xLMy4xVWMfa4WGwH8BoyyaqUZa4W3RRh9RIAJJi4B+PcAbiZJ8gkAXwXwAoALaZr+EQCkafpHSZJ8+/H8FwH8Lvv+14+nBeMTlmj7nuuzkOXyohQikgaRoh12TOKLCBVfRHKQIp1I8Nj+c7hz4YVcy/DBZGwdTm8Bx/lcal6XyWAZ9oR1ETj10OR8Op13Zpjz2HSCK+ayAWS9xDg6Yde3bs9CHrGKA4UITV3I59i3zhfeBmH0EQEmmDgD4BkA/0Wapv8qSZKXcBxuaEA3LJ8OzJQkiwB6Jd8u/MfWDVBFExdmIYYrF1wU6hgqwrJltcf7BIdLkJnCC0dJtIgI0+MSX0VIJxJ0DnbwGJ7LppmqH+KND3Ktwyq+0J/PRdfIAsyhOHz6QSbeBvPCet4vO8nmHaRzV53z5SWG2KqqUiTBQ0OHVQT47nffxtY+6AorLG3v4eHiZK79WNb+76TngdlFZzTIjfYUlnMsP0R05KkgqGu+nE3f7V9/nuOpbnvR4+DaH0vbe1mlR0HIQ5KmAzayICBJkgkAv5um6ceO3/8n6Amw/w2AuWPv13cA2EzTtHVcgANpmv7Xx/N/BcB/laapMQQxaT2b4vPFqrH5ooowdVoeTKLj0ta6say4S6zE9LBVVYRDBJgelwB7fPbF4GXy8MPOwU6fMaYVYAWqHdpymtSRf9+GyaYqiBOt232GmU+RmpgCzGV46raHqqWqn/Eqqivbh6UKxVEgr4erqGeM+ugROmFDvfWosMTR5q3stSs3KaYIo231CcUn8ZhnG8oaNNDdLwh1fbpt8BFT/HyI9Rvy5nU+u/gZvNq5GxYrLpw6xAMmaEnT9CBJkr0kSVppmnYA/BUAd4//fhTALxz//+fHX/kNAL+SJMkvApgE8DSA36t+y92QBy3UE6ZiEh62nk4uoSJhjqeDUPGl5n11Dnb63ucNZTRhMjwWZro4xKDhWUR81Uke4eX6bNj6CFZJzMIOOg8F96BwsaTOw+/DNlFzoz2Fpe29vsqDR5u3MoFDQqLMAgyqUFRRe+XlFV9VoXrAVHGlyz2z/RbdORVDjEnIsVA2IsAEG/8FgH+aJMnjAO6hF2H0GIBfTZLkxwH8OwCfBoA0Td9IkuRX0RNojwAspWna2LJAsURYCD6eomETX3X0aRsGbN6vPJ6v5KAXqRBagCMvumR0HSbPF4kt37LzB51rmB8r73wK8SAAIqJiYjuHeKuBPJjCxNYebQPtKcCw7pDzjEQY4VP5EwhrIGzCdd7StcdFmK83WkdduXU6D1csb1xsr15T8g+F4UdCEIXaqDIEkaMLR1Snh+ATfkcP0CoFWBUhiNwwkDDEHrFDD9OJJCu6AZx4v2jfm7xfRfK/CG7c+hp1RT1d2e9yiCBXaB/3HIQY3LHF12kMQay6cIZroIDuTTQIxs8HOq/Pre/j4eJkcLEYn+uiiABziS+O6pGr2gt2OL1l9QrSZ8sXV7D29mo2XSfEXcLJ5OVynQt5wltDz10JQRR8EAEm1MZ3Xfpz6T/7f0zizoUXcoVQ8b5GyevPIL3yWl+z2SR9NniZRUQY93CZHpqjJsCAwd962oVYbO9XXgEGFMsBA1jlMoORWVZY4UZ3o5AAs4mvkHyuWJxGEVYVqrFM959W8gCAOYRP5509t74fXOKd1ufy9oaIIdfggU30ZSKnJk+NT+je8sWV3rzHIiy2YCwqwoqGMIoAE3wQASbUxrOtmfRv/ZI+X4oblbv7T2F68i3s7j+Fp7//ywDQJ7R8qEOM2T63EUOEVSW+OMMkxMooHELFV0wC7Ozc9eDz0Jb7dRktv+/f//2gdeqMFzKQeK+vsnO6bNeB6/z2EXBVIgIsPjYvGw9pC2mKnEeAAfp7nUmQ2USGb6isjwAjqhRirh5fQP+28/mKhqNyVO8Zzw308W6JABOqQASYUBs2AQYAV++/NDDt6e//MvDGB0jSZ3ON7tP3Qg3hMvLEbALg0tY6HscTuZZbh/gimi7CygqZDCk57/KCqR4vgsSXj/DiyyoqwHTl46tEDd81iee+ipANEl9AvQKsSGnvJpKnMp1vPpau0bFJMOhQz0udCDOtP4/4MonMOkSYaxuAQeFo2p9Vnas6ocWnzY/NZ57UEESACT6IABNqY6o1lX72lz7rnI8LsacvfqnMTXIKs6oKdnBCjck6BRjQbBHmm4sXQt5+XzYhpiu2kUuAUZjuO5/MlmEzKGzeL6A+AeYK7eU0TXwRIsKKEbOCog1e8ZAwFd446FxzDur4iDCT+NL1zlJFjE6EheSxxeqhpqL2VAMGt9VWjr4qrOcVy1UL2T4RYIIPUgVRaBQktu5ceCGbRq91HrHYuPLHYvUQC0HtK2SjbvEFYMBYHtU+YUUbLb+/9Vk8Pvtivyf3wvdo5+0c7AQJrwGe/GomwggepsONEKoMOj8232c8ViG+TGGHKxiczq+LbL6Giq+mUHVz6LyE5PAcTm8Bu+VuDxXoUJlo3QYcYsdWEdRWYr53z+x9x9TEWBVy9H5hZstbhNnEOQ/l1B4Tj3XoyuKfvK6/1Lut4isvFDIs144wPIgAE4aON9/+NIByvWG+QgyoR4zpDM0miC8ToSJMV62MU1TQNUUUvr/1WYD3Krr/+30iTO33FYwiuoD+ymo6o0MnvqogNPdxZftQK8KEQXjuS5MNSfKMLGu8OuO7swPlyn0a9MbCJML4fcp2X+FCzNXbi+ZT0YUfAvb9EHKs1dw52ucAvMSWiab2JAtl7dF2X0uCs3PXS2kALZwOJARRqI3QEMQ7F17QjlaVftP7+GNIXn/GOVvV4Yn8QWBr/lw3ecL+fELN8ggo3XLzLKeo94vQNYpVjbMinq/0ymvAO5/UCjnbPlbDnMr0fhUtOlN2BcNYNKEQR9Hy2lVgExNVCS5dGCJwcr1yYUjXRt5BJnUa4Spv79oPeZ6RPsVLrB4xDctn2lohrfPQ1Xk+DlwbSql8ExRiyffLiz/5IvY6exKCKFgRASbUhq8A43ABplY5KuvmnaTPZiXufahaiDXBk+MiRITV2dzZd1/GEmAEF2JcgBUSXyyPzFeA2Zoql0WMqp/DIMKaIMCA6nt0DSs6EcavU50I80GXI6vLc1S9XVy0hPayynN8bfldfZ4x6Evf23oI2sIj6zgXbYWHAPP28vw2oLdfRIAJvjxW9wYIQihVGxBUyCC98lpf7zETK2PL2V8V1ClYfFGNi0tb69kfp67f4nu8NrobpW9jK3mAVvKgWM4XgOTgZHAt73bXUXRjVEk279S9CQDMZbd9wuKEE8Z3Z7M/X9RrcPniSl/4oiq+quqLpeJTut/12/l5dvPuGA4613DQuYabd8ewMNPt+yuyrWWgCi7TtqotCw6nt7wb1guCCDBhKFg+0x4wHNQbdVU37pDy91UJsWEQYRweMklCrI7foB4fm+gZtn2sNm52oTMcys4Di9V4fGX7sFHer/fxXt2bIBTAFIJomg64z2Wd50u9NnVGPhc5y2faWJjpOgWStqBE4PPRR/yFhISSwLSJS3rOVy3CVNuC9yRThbbrGAmCL1KEQ2gUoZ4sHnpYZeiCToTZStjrRFjsUMU8hSXIA1V1Dhn3fN2bXSwkbkIE7mp3zTk/F2F0jObH5rEytowddKILsRvtKUAJoc3TOJyTTiTGsENTcRMamSaanPfVdEw9/JLNO40IRTRVfiMvWJ7eR6eZGPvLVl6ev1av0xB8cwB1gkJX9KPnKbK3Bxiosrjb+75NRNYZEquKLxc3745h+YxaJGat3I0URgLxgAmNwXbTXXu0nf2FfBaNNz44+TOQJq8Ge8di01QvDd8uVXwVIXQfuub/9K/9RXz61/5i3/wrY8uZKLuMVrYMygdRw1CKEkt88dAmwlZZkiPiqzwoFLEJoVYcfl500vPV3Fcbiq44DmDuB0aE5oZOtG5rPSocVQzY5s2qSGoiRnS4jq0pzJJynYrAl+naB2Xj+1tsxWFo3x9Ob+HJD0XbNGGEEQ+Y0Ego1EMt8+qizPywN9/+tFfpe1WE+XjGYnrDmlJifaJ1e6BRKaAIlpyCsaywzi996n/ynpfO0aXtPZydu24NTzJB+4LO0aLiawcdo/jSvadKmg8XJ7M8jbI47cKL0xRRowpynTg/bQU6Mo+N5pouku+lYgvvzRv+51uKXnf+hVaYVL2oIedJiIepSXCv3cJMN8sVUxtlj31L8ikFN+IBExoDH3G90Z7CjfZUFEOl8DKOvV5PX/wS3nz709mfLz6esaoKdnD4aG3sqn5l5g7Vsa9UHp99se99UfGVpM8WEl876GAHney9rwB/uDjZN6rfVA+qUA6t5MGpE1i+8OeGySPG2Zl9Ploot08RjJD5VHTVCimETrfMGOGC3Juad7vLwCRG8+LbAFsQxAMmnAryjNK9+fancefCC7h6/yXcufBCbyL9B4DAZfo0d47lCSNDmvKWdHBPVAyPWV8Pm+P/E63bhRp4qjRBfMWA9v3K2DJWCnQCUXO98vRcA3ohh/Nj5LVsjhd1FOHNozvp+YH8oToaJZsKH5xGccb3xY32VLYPfERYEVz9t0zQ/DZv0tqj7Sy3SddYOTv2x/llqjfMtWwX3Fu29mgbOM6bCqGM8zOmJ5qfN/chOZSCG+kDJtRGnj5gMXHlnMVYjg2bx6PqXmJEzGbJIb1ffGmSAHt/K/zc5aI3728hIa8rG+7rwaJjU1WZeQk/7MHFF2dpe2+gGE0T+iGdRgFG2PpYESRMbNei2oID6JWfPxz/3MByCFUAHU5v4dz6vjMHTSeUQvtx6Y65TeSFDm7GGmDIM6hqWgZH13/NJI5N/c+kD5jgg4QgCqcWW1GP0OXkwRaWWJfQoFLBMfpdxQ7FaJL4ykNR8WULZc1zvKrs8bUz+7xRfIw6q+3x7M/EjfbUwPE72rxVee+w0yy4VLghbrqX0TPEdv1NtG4PhGSvvb2avfapOJhXfIXiKoQR6p0zea1ieJ54yfo8xWJ85jd5AtV9XbTptXA6kRBE4dRTZ0J8mrxqDUkk6vKIxRBhPFl51KCwJFcOGA85DMUkulrJg+BzlxtYVCSlKprUp6sqVNHF94GPIH0f72lFWBNK2Y8qpkILwMmghem+qIbu9l7fzpZF3Lw7lt0bbcUvQgSPbl7XfVd3b9Ytpy90MQIxRcpAeKPHetT5bM8oOj70v1+E6e+/FyBFOAQ34gEThAgUKdfsU7q+qobOZRAivpa29/r+hoE6xFce1NHtKsUX4fIEjQq636kKUGoebRKmdN7omjqX6RnTFWg4Taj3K7pubt4dQ2visnNQinvDXMWIaF1qGXO1GIbL+1UEH09fk4pmmAgJgeTowjLpj1DDEHX74zReK0IxRIAJwhDBhdjV+y/VuzERmR+bx/zYPO7NLvZVEuNibAed2jyBOnyS8vOKL5/Kmbq8ExN19tg5TZiEl8v7Z5rHJsKEauADFTx00Iarr5XOG3bz7lifYR8jasA3D5e2N/Z9oo5iMuoAAgkj0/3S1l9NFWFqLhxfl4QeCqFICKLQKCgZXWVYymPnTTB2VUhUWRlbxspkvKqJdRFS9OPS1jrmZxeB7tpQeANDxJdNbOn6z3XS80HXxEHnWqmtAXzYmX1+pItx6Dx7McIub7SnhsYbPKyQYa3r6wS4r7OFmW6Ua6yMUG3uwaP/eYXWsPXtIkiE6Y7k2qNtLGcibGvgGBTZX4JgQ6ogCrVxpXUl/dd/8wf6pt2bXcSlrfUs5EIXJjUMYoyLsKPNW7lKGIf0hRpWIWYSYK6+ZGofrjog0aSGIPoW2wgJL1TDW9QGui74ftblflVZdj5rkVBzTtjO7PPZ61Bh6AqjLPLbdMsmAfY4ntB+J3ZO2ChWQ9RV8vP1ONG10Zq43OcFU6sZhpJV0bu4ovWuxTb81YbBoZiqIDbx/LANUqlNpKlEP2A/J/h8hK4a47OLn8GrnbtSBVGwIh4woVZcjSvJEOfz6cr6Ng3+UMrbP8ZWoGNgvog9xIaB97c+W7sIS9JnB0RUFeILKHbu68TXaYALLsJHeIXkrMUQlSvbh97rTOeuItm8g2TzTmmFOao0rss05nWNhl1FNYD+wYtez72TeWOIL1rOwrg7F6sovNhEHs8O33fju7ONz3vSDVTpwgbX7m5jYWYwr4t7D+m1rWiKIIQgAkxoHPdmFzFxXDmKPGH0nrMwMKVZXejVkTHylIQIMi7C1DBF/n6URJjL+0U0QYR10vO4dPzaFXKYp6BGUQPHp7l3XQ2Xucioyht2eevlASFWtChIGduuijBTGCIXXmqOi9rgeVTxFW2H073wsv4BvH7jfH5sPvMQ8/99sGdMkfA0EkO279PzzDVPyDaoIYl54fempnnB6FrwHVxaPtMGdnuvedVDgvaZqyF1k/aB0HxEgAmN49LWOh628lV9aqJ3jG7MRTxhrvch4YpNxld8NYEddLLX3POlI2Y1wxBIfFUZYuiCj0pXGYZI3i7u9SoivqoOoXwcT/Tl0ZGQ7LAsAt78l4zQOoRYHmO0yGCDuj4SWwAbYOhcgy2fi8QXgIH/HLVkeRk5Qrp10HROUQFYhOUz7cZ5g1zCK+Sc5CLM9htj9TUTTh8iwIRGQqEhdRcOGBZGQYTlEV8uL9j7W5/te1/EYzbgSTo27GyeryLCK6TKoQ9NEmFAz+BdQTOKcoSKqSpK6S9t7/UJ+9X2ODa6G5nwsg0y8c82wHKYHGIsxjlX1BjtpOeDRCOJlb71MvGi7if1/YkQadazRtebylQivy6aJr5iD7yG9D8T75cQipShFxoHz/c66FzDufV9nFvfB4C+1/R+GKByuNxIONq81fdXBBJfw1AdkEMPzCKeL1Vk2aab5jWx2l3L/mzEFl9EbMHUFM9w3UKQl4vP48kq2/tFZed1YYe8z5QvNH8nPd8nsvh9qe5RfG7AhghBUz87tSS5jjwCJlb/PJ8QQN9S9nXQpN5gvuLL5xxXi3G4RCYts+7rRxg+xAMmNB6qjKgTWw8XJ5VE6mYYmCZklGyQje4G5o+PcV58hdXZuet4f/OzODt3vc9jmCd3LgujK0H0Hk5vHYdMCWVQdwVGHaYiGvOexqXqMVNRvWKueYiqQhk76fksPJVCKG3r5CJNLbagFlrQNd8d353FIZojIkyonrC6hRenCSGIocKHz+96HrtEmIguoQgiwISh4B4z0KkwB9AbjWzKqH4IeQpy2OAhiFfvv4Q7F16Istyq2OhuAMx4LKvvEfc0psmrePPtTxfaVzELbhBNGlkuk1HuCRZK3gqG6nXC35+du+40ENWmtTp0gqhsUcbXqa4nT5gkLzuuKyUewkTrdl+IY9WMH/50oeqLMWmi+OLedZdtoBNjJCpVT5juvkyFwOreD8JwIgJMGBpIhPEKVcOCqxqdT68wXvY8q4R45bWTGV7v/ZuefAu7+08NnQjj3ChJjGXLpQdvzn1UmtfrmLLO7bpD/4hhHDSJTZGy8fNj8wMeY939Qx3h1/UsUuflAoeOExdEPJeQRFlsQaYa0RuG6TpsXg1e7Q4Iy/EhDhzFPMpm7e3VvpL1Qg+fe5utAmQmxu6ODZSkV8vv+4YnCoINacQs1MaV1pX0y5//cq7vDosBZzLUKWQuxANmKrJBIix5/Zls2u7+UwAw1CIsBJ3RVVZ4iEt85fV+mQSYeq4XqfRZhgAzFcrxEZGnyQuWV3Dx85iOn4/4Mi2njOqEOmHEp5mEmc2bFVRCvCAhIkwXdZEnLNCnxLw6r0rd4YhNEiA+90+1nDx9x2f/hvxWacQs+CAeMKERNK1CWyzI66Ua7Y/PvhhcEMJE8vozSK+8hvTKa30i7DRRVSy+tblyCfvfJL58idWWgRv8vEiOVCl1E6tBcl8lw2PB5eM5J2KUyzaFLOrOLz6tpRFJIeLL1VC3KpoWdTF++NMAel4xom5RRuQV/EVQj8+lrfW+0HYVElXk8dJVnZQGzEJZiAdMqI0rrSvp3/mlv9M3zcfAHBbvlw4KHaJy6CHekpAy8+QBA06PFyw2IWGG6ZXXgDc+yL2uw+mtvqav/YVlTigqqFzXFxdU59b38XBx0lhplOdimnAZrKPsAYshvEIKBjQV+g2ql8znXNadr2XknR1t3go6n3VelVDyeMCWL670iS0dVQkw3+qAVZ235M2iY3Rpa32gKI2toTL3oOk8Yj7NmAnxgAk+iAdMqI1DHI6k10ulP4epP3SI53UJzSBPflfy+jOlhx6apvkSIr5c+BirQjG4+Fra3gPm6tuOIkY0ea9c/bjU7+ioo6m0Sp0DgIfjn8PC+GB/MBtlNIpumieIN97O8vMMni9127XFNTQ92AQhNiLAhNoYR/nNTKtgZWwZO+gA6H8424pHUPjh47MvnhTUsBjwr3/bh5B+w6/ZMvd+Cf4sbe/h3uwi5tHBZbQA+IUVZoVQ3ii2flthmTI9X6rwKrvPnurlEwZRQwVjVEvNI6SKii+gJ5pahh5fTQo9J4+vidjnKxn5vgKJz2MTCK5mzVREIk8BEl+qLM9Ov4F+p6sysu43++6LpglPYbiRRszCUBFqgJI3g/+PXcGOxBfQM3Tnx+a9KvfdaE9595+68o1vAQgv8CDhh3roOBG645VOBESQFAg/JEax8qEq7vh7yR8bRNcQua7Qw7KM6FbyIPtbPtPue0+fm75XFmfnrnt5dYcx/J1EnkoR8dWkVhm+ooiHEPp4wVTEIybERjxgQm2c/dBhUDn5ouIrFP49k1DSlYMm7nk2F17trmFlbNk7HJH3/FI5bdUPQ1CFCI2+82N0aWsdZ+euI8Vxuf/jAic6L1jm+XrnkwB+P9c2rT3aznrJ6LaXlwH3xdWQl9AJoDI9XoIdneCJKb7yLKtq8ecSYWVi84DV7a11eciWL65oe4Nx0XDyelvbv8pXVIV4gao6f+i+dW92cSAKRT2m5P0jz6PJ+yVhiELZiAdMqI2jb433FR6wkWfkUSeafDxONi8Zn760vTcgsO7NLmZ/9F7lRnvKy0C20df/izE9+ZaILw+8zqf7v28NQcymP/nV3NvBDSu+TbqcGd13dYZZkXNLcruq53B6a0B8qR5aofywNpf40pWeL5pbZetLFYKpMbNu+3y3+aBzTfvXSc+jk57H2qNtbSVLfpyqCEXk4snnvn5S+bC3H9YebWv3f1b45Ew7+xOEmIgHTKgN8oDp4J6xomEfqujSiTASVqvdtYHPdZ6wkObAAyLM8nukKEd5+JR0H8i18Qkt9Aw/5FXBTKPNec71PEacr1eKG6Wqd8yVM+PDu4sfxkfWv1loGU0itPJhf/GAHn3l5g2ElJ8nYuRz1U2Zv0HnCbFXI43r2Q2pihiCKQdMheeGqcKKogV0hVRcdyx+34t9/FxeO35/Uj139H752Apeu9u/bctnqs1lE04fIsCERlBWmJJvjpVtPt7LyzSfztMVAoUhevPGBz2h9vHHTm3vryKo4stlzBo9YRbxdbR5S+uNipE/YTLSYoyoU+l5k7ii6eItK45OfGVedcs5GaMox7Ax7OLRBA918xVftn5VPpjCCGl6K3mQiTBbGDQdEx+hQvOEiDDTcmkA9Nym/fsh+0W3TaN6zgnNQASYIFjgomsHHUAzCugrvqIncF/4HiSv9/fx8xWcpwlnSWuX+Epe1VY41HkqjzZvZa99QgHJQOiNtPudHzqDQlf5zCTC8g52lCW4Rs0L5oPJsCTxZRNY/BwLEWJ5jMlR8JqFwL1DVeZ9VZ1vxAeBTGKslTzwLghj827pznXT+T8/Nq9drwrdW0MiUQShaYgAExpJaPghF0o2T5UO9Sbed3Nvr/WVmeeEeL1CxBeNPFoT0S98T/aSe2dCf3tsYlSYjLX9WSjXxGUAQOdgJ/ssOMn/448Br9tnIcPYV3j1v44jzn1H0mOEDwr50BmXIYZkXu9XqJhaPtM+vhfV33urauouupEH32tf9cBT2KFKaBNwlzjzwSekkXOjPZVdO6b7bhl90AQhBkmapu65BKEEvvsTU+nmK8vaz7gAy9sDicQIv0HnHTErEmKoyx8w/RYSMCT4SChkomziMnD/uOIeibAnv5oJsKrF19X7L2F68q1Slp33tyxfXEHnYCcTXiqdg518VdaUcM8ddLJQnUtb6wMVuMrCxwPG4R7AJlckHBUvmCkPTM33Wr64gqMv/l3tvLFDDHkeTuj3TpMHDIC2sIQpfzTm9eQrFNRzaO3t1b7P84gNVYCFii9f6sqpqvocfnbxM3i1czegj4lwGhEPmFA7JLZ0Jem58WgTLjqo2THRhHAF+j0Udqb+HsoFu4wWdtBBJz2fvc5g3q86WRlbxsrkcqnLVzGJMj7vMlbiiy8DZKzdaE9Zi6vEhBtqoWFLvlVHhXy8j/cGppHHgR+r+bF5HH1x8H5UZm7XwkwX2A3/Xic9X0tZ+LpQB7100H17PuL1FCqcFma6WLu7OjC9qMenLPHFl+cjxNR1c8+dq9kyQfvhEHovnyDUiZShF2rjnW/1GyW6sA+1HLdJRKnGemyxRbkZPn29OHzbfUdNVZHBc414GF1dlNHMGjCX1lfXzbdhZWwZy5/4y97fNwkzJ5ZiJ3U1Z/URX7r8t3Pr+6X0+yrKu4sfrnsTCkHi62jzFo42b2VNlU2NcFXKEl9k7IoBGge1RQA9t+g4l5nLpYYZUil8VXCFbIfpvKjKa8R/g+n3qFzaWvdq08D3QZOaRwsCIB4woQFko4nHN9TLaGWfreKkApNNfOUpD5+HvHlfeUJWsv2QAulEkokvHl6XHKTAgfcig7l6/6W+vmIhwsvWQ0uH77zqNtD3ktefQTrhjvoIHtH/+OA41Q46tQkvwC6+uPFybr03YEDnbegAQhVwAzCdA5LNO/VtTAEeLk7ioHPNax9PtG7jYWsyE8Jli6883q9Oeh7zY/O9e9YpFm+26zz7rAF5RrpCHj55YSRM+HVYhfiyteMwbRfxcHESl9bXgcB8WyBfKK4glIEIMKE2nvxQ//uN7obVwDcl2VaR9xSaA6YTX0C/l+/S1jrmWd4Qz3VTy9InB6m2EIhK7CIcoeJL9ULR+8pK5VNT5Hc+me/7GrGlo2rxZTOgbCFHVFKeiwKa1gR0xlU6d7UyEbbaHsfK9mGhZezMPn/8qje4cvZv/OJAXo6O8d1ZYK7QqnNhKroQ+zvDjC780OZxKaMvWAxIaBzC7f2hY1y2OKFBgRCPlGnepe29XI3nT2Nuo9A8RIAJRpIkWQHwdwCkAP4tgAUA5wB8EcDHAHwNwI+kafqnx/P/HIAfB9AF8FNpmn7FtQ5bLkud1fy4x6BIAQ7bQ9uUN+ST65YcmIvnxBRhoaGGb/7mD+Pp7/9y/8R3Pol0on9ScpAinUgyQzVWSOOJ0EuN3rC+QibByy2fhZluJpDIuLCJLNfIu1rtUCog9pNXhK22xwH0e0GADWwYxBcVh+lRrrHOc2x0jXhdHE5vYUIz7TSIMC6+1MExHsEwH1ip10RIDzD+vLTNT94wH6FR5TGl7eHnkkuImT6ne9jSulmEuSokCkKdiAATtCRJchHATwGYSdP0f0mS5FcBPA9gBsC/TNP0F5Ik+VkAPwvgZ5IkmTn+/OMAJgH8VpIk02ma5orLyCMgygg/zCu+fOLTdfy9X/sb2evVH8ovTEILlsRgd/8pACci7M3f/GEAwAeTO32NPYFeSGVykGIVawB6IX089DQGyUF64pFjHjHfQhxlii7dwIPOoCojrKlJ4ktn1K892s7ETYgwCv0OzU9Q9UJb8YXLWy9jZ/Z5r2tLNf7W3l7F/NhxkYcSjV61iIKP98MXW1jYKKATX4QaPk5Fo+heu1Bw3SHFM+oOd8wDPy+rPn9UT5l4v4QmIGXoBS3HAux3AXwCwHsA/j8A/lsA/wDAXJqmf5QkyXcA2EzTtHXs/UKapv/18fe/AuC/StP0d0zr4GXob94d6xMbdQuwPMKLl8zP813it3/9CwCAn//UFwuJkqJ5Sj7ij0SXytMXvwTAbMzSdvV7BU72YUwxNlCc451Paj1gSfps3/w2AZbXw2grIT8sRhUPX4wp5soqXqATZKr4ioXpHkTGX1mGn66q3MJMt6+xMOHrAfNllMQY3a/U+6br2sx7DbsGYELh20GvszBEzTEt+9j5VFSMURzj3Pq+1svFowmIsq9FQMrQC36IB0zQkqbp20mSfA7AvwPwvwD4zTRNfzNJkgtpmv7R8Tx/lCTJtx9/hQQb8fXjaU4OOtewMlbM4I4lvu7NLuYuVJBXfKl83w/9GH7717/QywWDPS8OOPEmqdQlvgDgzbc/jQ8mX7F+f/niysA02oe7+0/h6We+1tfjLC/q99MrXwWe1H9mmqbiG+YZYlTpjDhVlDRFpJXhRTP9NpMw0xUd0MFDDMsSXgCdu717x0BRjUfbucvA6zjavGUMq+J5P9y4DTG2dcJt1MkrvoCTiIMQL1aZAy/ju7NYmOnvO6ce0yqEs3iaBMGMCDBBS5IkHwXwgwCeAvAugC8lSfK3bF/RTBtQBUmSLAJYBICpix8ttI1qo+UYFM35yosuZPC3f/0L+L4f+jH3l5/8KtInwyoO2vARX7qCIC6vF2d+bB6dg3m0Ji6jNXE5q+zYOdjBY/vPAQDefO1jmJ6MHwYYYz/FEl86AWETFbFHzEM5t76Ps3PXMa4IiTKNdVeui8mQ5KPvNuGlMxLpu/Nj833hqrb+Ra3kAWCpZhjL4F17tG2s/qYTeWWKqYPONYyPUI8wfcNld77eROs25o97U/mIsDLFF50DJML4+TBK3koXS9t7VPRwYHqZ/fYEwRcRYIKJ/xTAW2ma/nsASJLknwH4PgD3kyT5DhaC+MfH838dALcKvhPAQKm1NE3XcTxM/N2fmNLGv/qGd6mNlotSRHgVCT/U4SW80PN+4R19UY48xThCxdcHk6/gsf3nMvEFYCDfS0cWYsi2e/XtVQAbwHHlRVNIahk9yOrAx3vj6+Upm8xwm7PP0ySvCRdWeZvLqrmCy2fa2bKqHt3Xib+BbTAY23kMb348KYyLez7Hd2fL7IBRKZ30vFZ8hbQNmWjdPi7E4pfPFVt8qfeJsoqmxFxuJz0/UOzFBj8PeWih6g1WB2XPzl3H0eYtEV5CoxABJpj4dwD+UpIk59ALQfwrAF4F8B8A/CiAXzj+/8+P5/8NAL+SJMkvoleE42kAv+ezoonWbaATtwBD1cQUX0GwED1d3y21jxefTtzRCB4TFHb4weQrWYjh0xe/lD3cfLxfG90NQBNyqgpGk3jk0/l+j13Ew4RN1IYYVWqoYZ78kbLCl/J+p2kijMgjlmzfCV1eUbHGxVeVI/iq8FY9n6pA5WF86m/m94agPnwlY/JqhhbWMPXgioGPx0wdrKnC21VEjNH5cNC55iV0ueCyiS8Ov05EfAlNQwSYoCVN03+VJMmvAXgNwCMA/xo9z9WHAfxqkiQ/jp5I+/Tx/G8cV0q8ezz/Ut4KiD7ErnhYR9ihiqlyodoTjGMTXwQXW6bPpyffcm4fF1+cTnoel9DLS0HAflSFzMrYcvY7fT13vEw0FR0hUdaauJz1BYsVnhlLfIVgKtwRe32xDDbf8tLDSt2er6YbknRN2gZj1M/qEmS2kNK8+Hqtxw9/Gofjn3POlxXTuLiCQ9jnryIsmQ+yVCHybG0zHi5O9iwO9PaPT/89E3V5toXTi1RBFGqDqiAedK5l3guX4V1G3hdQjQDjo3y8IbOKToTZvFO2qn22QhmEj/ha7a7h6v2XspBDV4ENE1WVxueesdbE5azvmK1/mg31vIxp6NSd1wWUY0hVJcBGNa/FJA6abiDy7ebXoena77tWKxZitrLzQHgRHdv844c/bRUIuu/avqOdvyKvV9Xr5Bxt3spek/eLh4uq3kJ1+6iADQ8n5sS4vqQKouCDeMCEWuHiy4cymjNXLb5chPbwSl5/ZrDU+jHTk28ZRdidCy8YhZ26n8mLRgUybFTdf8y5DQc72EEHneP/ANC68h+8vWKr3bW+Y9KUSoQxoRDSUcqTyDui7dO8tmzK8MzUgc+9gM+zgRNBVrYYiym+CJsIOxz/HBbGzd4x/XR/j04d4oumVSnCKP+Lhx7qnq8n+1O5lqgvn3KNxbrm1x5t4z6aE2IrNBcRYEKtcPFVhrhqAqrnyyXGQsMQgRMR5isqPph8BSsa4Ws6BncuvOAMZSwTXeNiX3iYYvb+9flMjJkGAPi+mGjdLtxo1QedARerYpraD0dNZB9WbAZg3UIqDzoPUhMGNYpiqzbJod/aKvHYuXJVqxxkoXYcNu+YK7yubAE0quHEQNx7xKgMnAjVIAJMqI3H/v2R13x5qvn5Upb3i+ciqaLLFn5oY3f/KWu4oEl80XdcDYZd+5i8aXcuvABecoR+axVGYgwhpr7eGbMbuDZjrKg48ik5X9QYHN+d7QvbIVTxpZun6HrrMNyK5HLU7f3iBlzvuN/Ofb+og1CvAn2uM1zLOBbqeugeze9fvqXn80I5YssXV3A4/rksr8vmHdN5z8oqwgNojqMjr7MOLxjlfqmYcvB0Qjdmbz5BCEUEmFArZPSTd0cntoY17FDHRCu/QaWrZhhCXuGlzterrNj/meplsuEj1LjQKnM02ra9vr186HWR7eRGgytEyXc93CCisEIusqoINdQZZbFF2fju7NCPPB9ObxlzASdat7F8/BvLFoc2zxAPCeyk57P3pgbGISyfaWuXk7d9gAv1uufrDAkXJ/LcC3QFOPj3dPlfugGoqoSP67qtSoSFNqdXhe7y/ZPcr96y6g85Fk4nIsCERkDG/bCHIZqMkBDRZfMmuUIRQwnd3zYR6BJfvgYaf6CaHq4+lcZoP/p450xhfz7E6tVl8u6FLltnBMX2bhUhhmfs4LjpbY9yEunLhBurnfQ80LkGYKPfAFeOY53iS/e5rncWkWdbSdC1DF6xogK0k57X3qNieO6LeOZNHI5/Dnjbvr6qC2CYrt0qtkM9H7Im7LuD4tBVkl8twBFjcIMv7wLc7VgEQQSYIESCP8jVBz33fNEIq02UVSHCYotd7gXTvc6LLS9Kx8m8vbytg455O0yj3T4j2D5CMQ+qMae+t42wn1vfz3o2keg6O3c9K7DRFMiQ44aRzrDTXSO94xjP8K8L+r3UiJZyDJtS1bHuvDNdeGJeQ5l/z+axixV+GNtzr1temeeJbt835bwkdI3GdfeQtbdXsayxdE1VEPOgemr/CdajLFcYbUSACbXxx+fP5v4ur4CkNiaty9B0eYBCQ1tsCfg6ERZShKNMT6Mp16rIKLHPd0wGT5GwzybgU6ZeV0zDFmLYhEqHqkE3vjurMY79RUAR8RV7NNwGNxJVj0JdRq5NlMQ0VPOgigHXtuiOHQ9xBGziqxhqKLErf9Ql0kKWVyZ0TXTS89mAAVH2ORty7vFtWT7jf67EOr+HaQBIqB8RYMJQo4ovAM7R/tj5X7b8pzKNfzV/rgniS4dqNPiE7IWGALqIVWa6LHTGlbqffLa36aLLRd1eF6IMEWbqn1SnZ8EWRsgx7YsqhZm6DbqCH2uPtvuOHc3jm5talQgrUrQnC72rAC6+1x5tY35sPisqVfV5qx7/2DlnRbyrgpAHEWDC0BDSfFkVYfdmF3Fpa72U4hu2h7ZNfPmEIvoYRzpvmElkzY/NZ712yjZ26Xg9nJkc+MzkDaPpZMTw/0SMxsVNEF++Xj1fMToMAstGqCHDjaUiRpBaNZEbnLFEWN3Nawk1j8vk8RoGTJ4uwHw+uO55G92NKO0mmuK5igEXYSRSQ85fOvdDz3nXNe2zPF/vbd5zvqwiMcLpQASYMNSYjE7VAxYqvnzEke/3dV6woss34fJuTbRuAwUSxVURrIaChmILS/QpwOFj3MRMjI9FHhFpqoJI4Yc852uY0BlILo+L+nlRA4p/vyrPV5X4eLpGyYBUxbmPB5yuL59ejVWhXvNUdKJueBVMHw4613AAv+baMT1KVXmnRunaEapDBJjQePIY9joPmI3QBy4POzQ1WiZxpRNZPsLL10PlW5BjaXsPD2cmsTDTxbn1daA9le1bVUjZ3qvLVL+vcm59v9e3xUFIAnyoaNFNr3NUmovI8cOf1pakzkMZ4stkxMQwOkL7RsWiCsOsrmpxHNfvJO99iDHtu96mGKU6b78pLPDm3bHevBHuD7rWEqHLtFXFrBKdF4zDvVzqec8rlvpGX8TybvNllN1TThBCEQEm1MbXccHZZNkmvmIZmybx5RJJ6kOIz2+u3mb+vmk+X0L3I5+mfq57bxNZNnzEF5Cv/04IyxdXBvrq5KXoKDkXhmtvr2Jh3GyY6cIQdeuPLb5cBkaRhsc6qjTYy15X3V4vfuy4yHKVms9DbGO5bGwiKFZLCRN1D/wUQRVhE5rfwc/7E+HV/zxTCzP1t5ToTTvEYH5XUREVU4RJ6KEQgyRN07q3QTilTLWm0s/+0me1n82PzePSlrmUq4+xSR4wk/fLZUCbBNhGdyN7cPDluASbT7PivF4vk/haPtPOmrzm8ST6QuKMjhvf53WG85AxRc04+TSgnlww3fp9Kqap3yEoBDGWAPM1LkJCB2N+t8nULbyAMOOQBFlsD1hTUEMvfa53Lghi3B9iiK4mlYBXC5uo93dVwKpRIr7Qby7iJS/b82Va9rOLn8GrnbtJ1BULI4d4wIShw8fQPJzeAqYnteW5gWKigELlQioc+ogv+twmwnThhraCG0eb6zi3CSx5bWUc7s0u9hs9Fa7bRKwQv5iofcRsYUr887JzVHwNFlOfJttyTMbUMHhOTJiaStcdMubDqAovIlR8Af15sjfvjuUWEKNO9kxjz0B9qGf+fXc4vdWXs1y0B5xKaN5sbK+/cLoRASY0Epv3K4SHi5OYiNBYk6N7GPtUMuTiK095el+vl7quMqHqkpxLW+uYZ9N1VRCroAnFN0wVHJcvruAQelFoqv4InBg0qgirs/CGqdJYSL+mUTJo6vZWjNK+LELecEv1vkE5YcSwhhACccL4VHzy6/JgGtiIAc8PF/El1IUIMKFxmELlqjQyVXGkSzy2Fdmg79jwFWFcePn08KpKfAGDQnmju4ElZbpvEY6ysPXXqiInQycEdXlfuqR9vn18O0l8mTy8VVN2ueemojMSY/cnEuz4CK08xS8OOtfQmrjclzea517RFMGWp71CqGe6Kb/VhogvoSmIABMaRQzxVXTkTCe+iNBQFBJDqhjz9X6Fiq868CnOUaUIC/V8lSnCQpP6TZ6vYUMNLTwthgsJLxFh9ZOnmBG/9iZat3te6rd7nw3rNenrneaDKL4DKsSw7hsfhjk8Wmg2IsCERuAqulEXvrlbfH6al+cOLAC4eTdsWSS+QoRXld4voHgfsJiE9hLj3zE1hC4TWxNqH5ri/QLs/blG0YDhgzxcdKnziAirh7yVZEdJSIRed65cTt3yqt5foSGUuuq96mDu0eYt7QDv0eatvu+elkEkoTpEgAmNIJb4ihk3Hiq+Jlq3jwtO6L1kLm9IXqPBhi5HKxah4qtML1jsfK8QMefCdtxtjahNNEl4cU6jgcIFFu+BJJ6w0SNmvz4btiI7VQ9mqHmafP11DFIBYSLs7Nx1LFs+N4kvACK+hNKRMvRCbUy1ptJ7f/NHnPNVGX4I9JchVgtnqPOZPrMt+zJafdNUD1fRsENVMG50N2r3TnFii7A8Zd113+NVCGMKMJt3LTTcUCe+6izA4UOTmvIKo4maB6YbzIpx/ZYlOtReWHXi03qiSvGlPrtMIe9L23vR7oXc+5Xn3iVl6AUfxAMmDD1lGXg+nq+QnDCd+AL6Qw3LyPmaH5vHjXazRFgRTKJFLevuWoY6r6sUvO92mNZTZDl5sI3uVomIL8FG0aa2XHxxEROrfHyZzZn5IJ6rBUkMTPvXJ1eTSsLXKb5M04BjYfZoO/u8yL2viPgSBF9EgAm1cqM9ZbyhZs18j5201LNG21xzN+522cSX2oA5hB10+kQYiayVseVcOV86dBUbAfu+rhLy4uTxhJnKurvmU4lRCTGG+KLt8BllzxN62BQRJjQLXgmOU8e5wnOMQsVY2eJLxTRAEzJw0/+djWxbx3dn0bL8ZvW5R8QQCb7LqCNHjp+TpvMWiJeDfNoKBwn1IQJMqB01pCBLnFUeNvRu+Uw7e1AdTm8dP8i2oz0c1PLw6oM8z4OdHrYAgLETAbYytozV7lrlFQ5pn9cpyFRB4SPIfMQX/9znnNAZU0U8YKaQyLzQuXgJzStSIwwHNsNVN1+dQgw4EWM2I5jEVx2he7aBH8J2D+ld0/3iy0UreQD1l1YpEuqozuorvnTfyzP4JOJLqJLH6t4A4fTy7Q+OtALAVdZ87dF2X67Xwkw3+oNhonU7+1MJbaCsYsv5Ksr82Lw2B4zjUza+Ds6t72d/LnyMAdvnphFrX8Fkqp7oWi99x5UXdvPuGA461/rOtcwjbCHESBFGA5/CDKGGqOs8KrsYxPKZdlb0oZOe1/4BZvG10d0ofJ8OQfcMoutYd70DvXt1K3kQVKSlTmFQx7rXHm3jaPNW8H1NPP/CMCACTKidpe09LG3vZeKBHmY8N2dhptsnLm7eHYta8dBFnoIbNnQiLKYQM6GKr6aKMRuq+NIZPz7iy4SvmHeFOPqGKIaWn1fhBgqN/IoQO13weyG9Ppzeyl4Pq0FapK3GRncjeu7W8sWVwtc9cPIMqfIZNqzcaE8N/LnIc66L90uoGqmCKNTGJycn0t/9if9sYLpvblCVIRFFBJjLCFCFV5FwRJ3BYgvRoXBP31DEKvPIdOeBWqI5zzlQRc8v2zF3hyaZcbUUIAGmmy7USxnFgnhVOrX0va4EfmgYl2u9RFlGq091wxCKXOu6e41PyKEtPyxvi4I6xEJVYrGMgic++ynm9SlVEAUfxAMm1M7Dxcm+vxDKqk4VA1PoiYqaAxbTE+YSX/y/Cxp5rMprZgpH5KF5McST6RhVGcJko4kNyoVmQAajeg6bjOVhE+K+g108asLmhSrzeWEKNzSFJ0p/uEFM+67sgVZplSHUgRThEBpBnia9ZZYH5tRhiMeoiOgjvnxpQqhirDBQ9bxRH+5Fqlz6rNvEufX9woU2xPvVXCinqQpD7+bdscLrsYUt8sqF9D/v+rinjgtHX4FiuqZM+Zz5KxbGi7ooo3LvsOOKTNA979WS8xJGKAwT4gETauOD/+hsJrryNuetoyyuL6HbphNbod6wje5G9meiqPiqunLiufX9ARFcVBTrRlbVohdFCclLc3Fpa108YYIVKk5RZVRAEUOX56jx1/xzFz45YiYPim+Egi9VeWuI0yAyxndn+4S4rikzHyTIu09Ow74UmocIMEEIINQrkvdhTGGJanPmooSIJzXhmYqlVE1ece6CCy6eW2aqfhlCHvFVxu8U71ezIC9YETrpeRxOb2WCSydCFma6ToHjwvfcUb1hLkK2xTUgEnKdxhJivqXmfZchuCER9nBx0usZVHaVTkGIgYQgCoKFMsPRVExhhyFhiGSMcW/Jw8XJXE18OU1o4Bwbfky5+IpJkz20wnDRZ1SyJr4Eeb3nx+Zx0DFX2iNh5SrIEVI5MYawVFHFV6x+X7b8sDx9A4VimPom9o5Hf0EZH+Eu3ixhWBAPmCA4qFN8+cJL9OtC1UK8K+q882PzXj2oyuLc+n5p4XdV5/dRSI3ur6hI1iEl6fVQo99hgnpj6dB5wcjDS+d42UUfls+0B6oWcvJ44Vzh1DHJK6xCm60Xzc+ro2BEWRUQffYZ9+LqGLbrWBAI8YAJI0EZnqreCFzx5ZVdLEQ1vu7NLvYJFipw4usJO7e+ry26cW92EROt26UIhbooU1yHGrymEvLCcFBVAYCFmS67BnvX+dm56yCZstE98YyReFn2PBcHB2oGjd4qqvcddK71CS/u3atKkIUQeo8vIqJOg4fHJIZNzx4pviEMI+IBExoJPeRDCyOUWUShLIp6v0weL53XS52mm8fl7SorJ8sG36YYOVqx0Xm08iA5W9USc/Q8JBcqz3rJA6AzQo82b/WFCXPBMj82r/UeqOea73Vt84ZsdDeMv833mqB7uKnABr8v15FLNX7409rpPs+L8d1ZCWE04NovdN7bKvKKN0wYJsQDJtTG0bfGjYLpZncDuDuG+ePnq2m+idbtUsLIYjd5Dg1T8aVnpNjD88iw0pX6p2n0/+bdMYAZbxwuekzGGveelZU3pjZjrou6+/iQx0w1pLkXTQRdDz5Czo202CPmPrlQefOlzq3v4wh2D2mIh+hweguYzjeYomvy7LU+B+q9nP+e+bF5TLRuY3x3Fstn6jO2195eBd4+eS+CKh+9Y907tkFFiu72/i1t7/WJMbqupKeXMCyIABMag85w4NNMeQ6cWIZ57IdqXuHFKyByD9n82Dwuba3jRnsD88feIfKEcXHExZUagqjOp7LR3cDCTFdbAp72M3998+4YUEG/sFEXX64iCVxU6QSWb5GF0wQZZLYcpZjENgJDjiWJFh6KWOVgwfzYPDop0EoeOOd1DZ7x+38reYDDwlsXjunenecZcTi9JRUQC0L7/eHMJJZ34xd/EYSqEAEm1MYhDo2jtabwE25UqDTBMNfheuCqpeZNZef59OXkVXRmF7G0tY57x7YVhelN4GQ/qF4vnzAj1bDoE1gA5sd4jsbGcUW2E8qumFhlZUodVRmzOiEV4tES79cJVQkvX+oYoScPVJnnL783d9LzmceKw0XXhsbbrnsm9D5/oN32PI2VheFBF7mhgwY9RJAJw4IIMKEx9DfF1c8zzOLLlbugE17k9VI/S9JnsYOONl+LGzgTi2YxpsNmxFCiudlAIqppGNyUUMSy0QkpCbPxo5Oe73mGj6+TMgs4qIZfzGNU1KvZSc9jgr0vo6qdSeTSulxl5d33lX6qMrbLyDkbpmu3rAqIvteib27iMO1TQQBEgAk18uSHzAa/r2HddCOcRItrdJaHF66MLQ8U5NhBT5EePXkEAPiud67gMlrZdBXdZ6YHWUi+m1rtiwwkHpJYJU0//mUg4ssPEgSmojJl5H8BcXKTTMfYJsTOzl0HUvtyq85b1N0PXKHmnL5rW7PtXITFztt1kbch8zBeu7H3bYxm1sCxODxeFl0zw7h/hdOJVEEUhpphML5DHzCq+LKNAm90N3AZLVxGK3i78paTX5jpZtXVyHAqOyzQ1geM9zsqUwAWqW4Yk5gGRiwPQmxPBCXT5+3XpY7aX9pa7zPyyzTSqjAAVa8ovW8lD9BKHgxcn8DJNVqGR8NnmSE9vegeww110zqqNLhtTZx9vGM3746V5lHyIfRa4jlrN++OVXKfFYTTgnjABKGhUNjhvMHLpUJeLxJjl9HCTudEFOkE17n1faA9FTzCyatP2vLyRoUmCK/YNFV8AYNGdajXjxuIvWI15ReH0bH2aDvLiVRFk+03+fxWW45fVgBDuS476Xmgc61X0KKgEOCVEMd3Z3FgmZcLr5XtXimN1fa4cX7ybC8EbpOaD0b3tVgeF5U84Yl13Ut8r9O1R9snfeSU39QnoJXPfPdrSMNqvlzTM6pv2q7XogWhEYgAE4RAfMRKzMRwHk74Xe9cGficF/HgnjBTeKKJPCKMHsIb3Q3MNyQcsMjorG77myK+ijQbTTbvIJ272jctZg5N2V4INbzPtD5dHpIqvpa294C5uNunotu3upYBZWIrPKLmhOWlT8R5XHckvnzQVVv1LX/PjXzV4Fffh9zzdMui7/s+E5oMnbN5ciVdzzyf/a7bR67lNuX+LAihiAAThoam5PuE5Evp8H0Qq9URdWGGpoqJvjxcnMz6qhRl47h32wLrO9Z0VO9dXwETTQW3uskrdFTxFYuqK465ev242lYAPUG2VKEYutGeCqoMWkRoh1DW/VStbHh562XtfCZPWO++eVsb6uZzPYYKKtvAE19fjNDBJuQn6a6dTno+WoEaVTjrlqvub5c4Mz0zm3Z/FoQQRIAJjWYYY81dAst35A848WLpxJcq0GgasaGsS+0DRixt72VNmEO9YLoQnOy3RGzIbCqkEANdKWzgOLeMvffpa1QGMQxynQdsWMs168ITdZgMyuUz7dI9YCpZc/Jj4UfbTOFereRBn8eKyq7nIdm8g53Z573mVQcc1Gkcm1jzLbahY2X7MBNhvd99W7u8c+v7OFwMbwBtwxXe5vv9YaPotU9NsTkktmggrseG83tAf3EnZ5ihIIwISZo6yiYJQkl89yem0s1Xlo2f6x7CTfCAAe5RPtsDQy0Hr74/6bfVLwi4CFMLdZjgDzzan7qCFrR+LgRJOPmWATaJyOUz7ShNgfOIMMpVs+Wp+XhNiDpEWLJ5B0BxL1ayeSczdHmIXF5hV5WnJgQfw7Kq7Q01cnnRDBJlIdB5wrEJsbJyNze6G5moCgk5JEzbTPcxkwDj+7sMg113fwvJe6r7Ogk5Hxdmun3PtVCvIn2f8F2OT+j+MHi9nl38DF7t3E3q3g6h2YgHTGgkZYiv8d3ZgRyCvGEl/c2JN4wjez7oxBdH9X7toIM4wSInkAjkI5FZ7szd/AYNNzrOzl2PIsQ4tuqIDxcne5ULkwdonWmjYxhrUqvF2eik562Gsc7TZFoOYVve2qPt3IasSjp3tc/z4sKn8EXdRqUKbc/R5q3aCm8A/fvX9/yK3aPMxwtmWydtt6sKK5+fhxvmPWcvb72s3Xa6R1WdSweQ0T94zQxDE2jTta47Lxdmur39PDOZqwgKLQNQnteB+W+hHknf3EBBaBJShl5oJKqYiSG++H8+Pe+Nm3uqQrZP9X7Z0IkvWif92djobkQJ4wxJIF+Y6Q4UTSCD6ezc9SjG06Wtdav4AgaPNZXo1uGzL4lOer7vjxMqvug9Hwig5XIPU6wcLrVPTtMEVCzOzl3H0vbeQPhr7BL+apl8/p7OqYnW7aysOtC7PuiP0J1/tiIaLnZmn8flrZeN+Vc+kHFOYWWuxskb3Q1rZUMfVtvjeHfxw33304nW7b73Jo8835+xQ9dtA3Uub02dxTd04mt+bB4LM93svFza3sv+A/4RD01CxJcwjEgIolAbrhDEmPjcoEO8YXlHPn0Mg1byAGuPtgfyu2xVDV2j59y4MwkX3YNXlxythkzq5l+Y6Vr3eWxPmA7ygJnQGbimfDD+GaHL3dHhM48OWl8ZIsknfNA2TxPDD01wIzTW9to8iGpzch/Gd2f7CiHQMnzDEHXhh4DZC6a7X/BzPq83LoandrU9rt2H6n1HvbZ5zyqg3DBEn2XT9lV5rbg826btpn1ru7cXxXffqceQBilpu9TjTq0eqvaK2pAQRMEHCUE85SRJ8t8DuAbgj9M0vXI87S8A+CKAjwH4GoAfSdP0T48/+zkAPw6gC+Cn0jT9yvH0TwL4AoA/D+B/APBCWlDdx6rSpYYc0nt6HRqGGDqiGTIaS+IrFFuYkyom7s0uOr1HhO2BDQyKtqaF4pDQOzt3fSBMhRu3qkCizyjksJOeH9jHG92NgT5LOoqILx+ONm/hcTyB9/FesBES2l9L6GHbZ4fT4fesw+kttHZns9Di7Ph75IKZxBdwUoFQDWPlniqavoJBbxnNt7J9iJ3Z563nZQzxRctZWDzZh/QcUO816v27d5892b68hTViUIdHxvbcoP1g2q4j3CpVfIXAw+Bv3h0DjquI0jPnCCf3dKJJ4ksQfBEP2CknSZK/DOCbAP4xE2D/DYA/SdP0F5Ik+VkAH03T9GeSJJkBcAvA9wKYBPBbAKbTNO0mSfJ7AF4A8LvoCbD/Nk1TqxVZlQfM9jC0xcdz+nO+evg83ENDYfoaljIPmE9PL7XhbFYGWtMbjIpTkBALKbRBv9v2wPYxQKrwgnFohNf0sLaNVPO8EzW/JzY6L4hOKJn2n68xYvIMHSmV+kxVB2OH85UpBKv0QhQpV656wgidR8wkvGLlDJqg8MYyIc9d6ABckUIZMeH3v7LPPdMzzHd9dB8pW3zliRrxHexs2iCSeMAEH8QDdspJ0/R/TJLkY8rkH8RJoeZfBrAJ4GeOp7+cpumfAXgrSZI/BPC9SZJ8DcATaZr+DgAkSfKPAfw1qDVoa4IMIl6Eg4er8FLExMBIb86QQxI6NlzeDl/xBdgFwQ46WVNn2qY8D92bd8ey0vU6mhqPTyOoeRK2uagJEV2mkEZdcQPTedBJzw8YGD3j+wn9So8Nc+4RI1HF/y8r5dB5vtTR5q2sjQB9VmdRi2GgqPAiWsmDzLOqnickzngPrTLFlkoV4gvoee7eXfyw9/z83q16qnWGf9mhiipVii+fdfWdq9Ple73y5sFxb5iNMsKMBaFsxAMm4FiA3WYesHfTNP0I+/xP0zT9aJIk/x2A303T9J8cT/9H6ImsrwH4hTRN/9Pj6f8JgJ9J09SqPKrMAQul6EhqqOhSy4In6bPZZz4CzIWpmAcQNsrsE6YSKm6q9oQBei9RXi+MLcSwSGU7VaCR98MWcsZ5H+95zceFFRdhNsEV28ipwkNV9jqKCjA+MKA7p6oQPk0hRHwB5nDDPIZ/DEGmesDKul6A8PM5RkPpEFxNlkOWQfcnXTQCp04RtvZoGy/+5IvY6+yJB0ywIh4wIQTdDSW1TB9cQJIsAlgEgI9++0eND0jXw7TsUcuyls89IiR89r7xA3gdwNKXew+XZPZZ09e9uLS1PtAzi7xfRYnt9apDfNF6uQgr0phUzdHRGc++pbzV6fx7oYYc5YWFcOM438IkvsoybGgAosxQxLLWEcOgpWVky9L0UBL6MeWhcnTRDcsXV3A4/rnsvfoMsj1nfMPoSEzHbnZe1NNTl/gKafXhgt+3+cAlva+TYW1uL9SDCDBBx/0kSb4jTdM/SpLkOwD88fH0rwPgltl3Atg/nv6dmukDpGm6DmAdAKZaUylgF1tqCELTijzoMHm/+ptRDnqdOj+8gCvf+FafdM3j/fJpWEyhiEWKnMRI2uYhcqMCFe3wrWjXUkr2c0iE0bLKeMDTqDKJLpP4WtreOwlMjgwPeRwmjjZvRQvhovwvHVWGGQ4b59b3gfaUd9GNtbdXsTB+Mp9OpBE3745h+eIK1t5eHZjfl9iiIM/y6P56brO6MvNcfKnT8z7HbfmtdYsvQQhFBJig4zcA/CiAXzj+/8/Z9F9JkuQX0SvC8TSA3zsuwvEgSZK/BOBfAfgMgH/gWsmTHzI/zPh0EmHDIL6AeCPWMUIPy4Qe5OfW9wsb5rYHK69kqE4rQpnNO1vJA2zgpFS9D+poLhF6PoV6vQib50vtp1UmZYYKxvSCxRw0OOhcw4Ey7bR6vnzCD8n75dvc3Say+Dy6z/OKrzIGS3zOWXV/PFycxLnNk9dV0O8p7A3yLbDpeZ/nuuu2Cu+5IJSBNGI+5SRJcgvA7wBoJUny9SRJfhw94fVXkyR5E8BfPX6PNE3fAPCrAO4CeAXAUpqmdBf9zwH8QwB/COB/RkMKcFTJQeea0ftFDxvXQ6dqT5BPlcabd8eshkvZJYB1zZuLNHR+uDiZGSKH01uFGt6aIOPLV3wRNgNifmze6Qkxia/HTQU7FMoQWnnO6SoFXwhHm7eyP8LVTN2G7p6ha3pctMHxsBAqvvh/H1xCTG2QreK6F6pUKQjU85LD73llY3ummAqhmNAK4oaG+TV1u4TmIh6wU06apqan118xzP/3Afx9zfRXAVyJuGl9DKP3S20mqv4GXQ+yx2dfLHkLT7CFH5rCcYblOOjQGSDcWGjK6Km6HVwgUhW6UC9XXq9Ynah5erEJHTGPMThC59vJfeLUjVNFQT0vYuYYAebcL91nKtS3rO77SR09vQ4615TQ68FnjNrnS7c/1WejGh2gesnr3teCkAepgijUxicnJ9Lf/Yn/bGB6E5pBhsIfPEB/kQ2VvW/8gHb6lW98CwCyCoixQxBN/cAIW7Uq22hl3Q8/l2FsOp/UkdpQb5WNMsJhSIhd2lrPVWAjBF0oIvdKxRRGdPzUdS5t75UmwEIT933El+u+NSi+zPC8GZr/tOSB+XjB1NBhyrn0HSDK05MqhDpacfBztC7xBegLTelwiVoqYrJsyJGt+7nDUbdNqiAKPogHTGgk/AFWdeUmH2iUE6AHifrwDxNfKmXnf1FxB51RqHsYmvIjFma6wG5521mEOoV8GcZBK3mQGVlViy+Vw+kta1PrWNuxVLIXzIdyPF/9DJ4vD7J1z88ujnw+WDp3NTNib961CyOduAndP3Q/i1Ei3bVtVVO35wtwiy+gPxzUdBz4dWHKkQ1Fdz277jGupvSCkAfJARMaRxMeYi7o4UKGVdEHt+r9io1agn5lbDnLNXGJLxNNDkf09UYMG3WKES7MeAXMIgLlcHrLeayONm/VOggTY5/r8rp8uDe7iEtb6yPt/Urnrtay3pj3r/Hd2aF4bjUNU/5k1fvS9x6mC4PkrGwfYmX7EF9/0Nxno9AcJARRqA1TCKLN4GmCN4yP9oU8xG3eLy7Aygw9XO2uDXweu/FoHYScFzrxFTP8sGzI+1QWLg+YWi3RVDBDvY55Thf9hoeLkzi3vo97Fi+PuvxYItQnDDFEXJpyDF3Cy+YtpfX7FlEZNlTxRcfE957EG1fnuScD9lA49Trjx7jue56OOp6PoaGHKrrICts1UaRKqut6tt1bXN6uvkGSz38e6f6+hCAKVsQDJgwVNNJY18OvTM/Jm29/urRlq8yPzUcbAW6iIWJi2MUXgEywqH8x8Ak/VOcxfUc1drj4Ouhcw73ZRdy8O4Yb7SmrSLnRnur7jWVUCi0aSqSKL6puqP6upe09LJ9pZ38u6g6/rJoQozrWfceU66ob5Chz4MOEq0rrQBPvGrE1nFc5t75v3J8+12Ps8L8i19ooe6iF8pAcMKER0AhvSG5LGXliPLdL91necD2f3K/pybe8l+eLGnoIKL1ZGhxGmAc6J6jHF50XOuE10bo9VOKRODt3va9ZN3A8+tyewtX7L+Fjb/515zJsHieg3+vkK8p0njAulkhAbRznTIaQbevxemLkoOkqq+UZVedePNf6QvvlHW3eGlnvV1H4PX8CAAr0mNLNT8e1Clxigl8tZRanCeHkeXiydZRbHIJ63/C53wDNKMIhwksognjAhNrJa2CUNfJHo9fcaFcN+GEVLq6HIxkcvoZHUwSMyStKCd4b3Y3M09VKHgSFyDQRnr/HhdSdCy9YDRjVW7a0vYf5sXksbe/1GULco+Pbk+tGe8q47lgeOlpPSC8mE4fTWwPXMTV0pT9fdL8v72ANp25D+7T0HzPBr4Mywg9DzzOgd/4fTm9lf3XlsxYpDOPzfLE912OLL98iHIIQE8kBE2rDlAMGmG+I5Nng7wF9T60i0EONF9uYaN3OVb7Yx/v1Xe/0WqiVmf9Fy1fFh+1h6FNRqykijOD5IEQTRktjYzMKuCfMV/xc2lrPBNTCTLfvvFC9AT6j1CTc+PpDjDY118xE3mPL7xfn1vedpfdNqPtX/Y38XhF6rSSbd4LmHxZshTeK3MfLLi/PiXHfM3ldYxr8CzNda2RHHvgACA3q+eaA+YivG+0pLMx0+/ZxjL6A5JEPWY6p2AYNTmi9YJIDJnggAkyoDZsAo5Am9UZpejiXJcAIH/G1940fwNS3fUU73UVVAuzdlr7RcxERVrcA42GGailk3/wuHipXt9fBh6PNW1Zxono6+5uj2lGLGfCKh6EijK8zVHyFriM0l093v1A9ay4BZvN8qY3Y814noyjCyhZgRNlCrMp7X1leGNc+snmb+T2CrlX1vOcUDems8t4cVHRDRQSY4IHkgAmN5UZ7Csvsver9Wnu03TdKxvN/8qLzfG10N7L8AhMkslQR5tv3q06KPhS5F7IOdFW4esb4cBXXCOHs3HXAwyCLHSbEhZivhyrPNtxoT/U8A55G50Z3I8tE8RFjMQZrspw2lvdiEl9CPeTJByP4wIMJ9ZlUBWpjYnWgks5t3zBdmk83OONbWfLh4iRw9+Q7oXlgPjRJfAG98FzJAROKIAJMaCTzY/PZzZ8ecuO7s4Olo0tsAnxTUyzA52EeKrrI+wX0PFYxvWA76GResNXumrdB4hN6yB/wdYT48epgg+LLDRkqqtDIE6ZSNSYD4er9l/DB5CsD05e293BvdrFv33DP4UTr9oAH0VRYA+jtm7zVCHXNTE3nj6nxKZ+u7gsuxoCwstghnje+r1TP66Wt9d75owwYcXyumdPm/SqCGqEwfvjTWHt7NbcI03l9dfdFLubLEmOm0uu6wi60DQszWwPPTP493XWjI8++2+huYF4ZzCxKjBBEF6Z95ZpHEPIgAkxoHDysZ+3R9rH3yf+mpz4EfUKNgN6Dhh4WobkEauhhlZ6vS1vrWcNWXUgUCTpfP4TOyFB75ej2XxWjwWrSuclo6KTnnVUO6bMjxC9r3iR6o9HrA8I02zfMQOIDHxxdxUFfLxxHJzpCxLtuXhKXpnOBjEGTIUgG9sPFSe/Kd/dmFwFlfTTqn4mvgN8gFEe9Lx2Ofw54u/e6iCfMZzCqbHSCyYbuXqzmVPH9YepXl4lZjxB/1SOeLa/CvLwi+O7f5TPtLM9YvGBCESQHTKiN7/7EVPp7f/1HBqbbRp+Xz7T7Qix8jJmQcKPYSdy+Qox7wQDg/a3PWosncLF1aWu97zPafyvbh9iZfb7vM5/kaG5w+ISx6I5B7NFKXS8ck8FN22MLjVQLMJhoohfMZijoQn98PILcG6hef+QVMu0LVz4aGY9lCg/yxvE8FFsxDA4/7+k1/z3k0eKonxM28ZVnH4yaB2y1PW71UscuwOGTvxSCKyyx6nBE06AX3498v+Rp3eIb2k8izpXz6VtVVaWse7Hpfuq6Vvl9b0CESQ6Y4IF4wITaOPpWr4oQeW9M0AP7cHoL2OUPubihAGVU0Jr6tq/k8oY9PvviQCgi7SMuvFwV7i5vvQwAmRBzVcMKFV+A3rCsQrjQg56MOfVBqvYE469pRNfl7RiGcEQTLk8Mh/aHzrNDRsay5fumfDA6L8r2+tDvXNq8lV0Tqgi7eXcMS9t72tAyeq/zpFGPNVomgIF9NNG6XbgvmUrv3ButHmAr24eYnx30UNfRRFj16rvwLZ1ehQjz3V8+zzTdMeAer7zHRg39pW3JW200FhJCKDQFEWBCrZCxRCJMraQE9AzJzuwiJtD/gFuY6TpzwEIfHrHDJIqEIprywbhYtQnXvmUdCzEAwBbw7uKHs7eZIdKeyhKpCd/9cYjqk9FDUQ2KkOIjVeQfuNB5AVV8zwcVfp2ENmHO9kuOHKfYnJ27jkub68aQxHuzi0DnRFSZqkWaUD8n79jDVk/UNeE8aSpquNbNu2OYHztfWaESupfpBpZ8hAr3kNYpHGn9pnWr03kYoW4ZqmhUX+f9jepxVfdtVU2uOXm9XYJQBtKIWWgEG90NrfgCekYTv5nzB0LehwPPI6JmvaaHL39ghza91JWl1/Fvn3xdO10tI++Dz2jiR9a/CcDs5VqY6TY+Zp/opOeNSeqEamTU8fAvAokvWzl5ftzPzl3PJQRMxrBPOE7I/GVB22ESojrvlq6h9fzYvLOSG43wk0ct7z43kbdBfZPhAz9Ab//T/bdM+L2M7m26exxth2mb+IBEXeKLUJvPk5gyoT43TSHa/LOyfmPo/besQY3lM+3c9yoZaBGKIh4woTYOcagdUdahi723jc4dbd7KRizV75GI4onHNvFlEyJqSF+Rhpdp8ioAIEmf7ZuepzJinsTgIoLr3Pr+QDWuGPgID/psaXvPuA3n1vd7xTam/Yos6KjSu2HKebMJL75todvqGul2LS9PQY4yoOqMNs+dzct1ImLX8XBxEgvss8H7hf91Hhr2NGrhhz3h1bu/UMVNfi6TEKtj0Ef1jNH/pe09PJzpD8lu6qCU6do1bW+ZfTOze7XmWZjn3hvjnpunAqkglI0IMGEouDe7iAn0e8HUEUAVfrPXea4mWreBu2PHhsCgMaUbAVUfKGRMcEiE0QNb7Qt25RvfMm4z0CsXDwArY8vZNF7pEHDnzanFN/pCEI/5yPo38e7ih0sffc4LFyG8whxw4hWlbdeVYwZ6huy5zbK3tBp04sv0u0mIuIwXmoePhpuqQg5DeJ1JfFGvJJsQ4h5EXaGFidbtPkFWFnnL+zcV1esFoK/twcJMt5L9GoouHzZ7pswdXyvHA32cOnqDqZ4wk8Di26YLSeTzqdNdgk03sMEHJJsSdSDiS2gKIsCEWlnZPsRqezx7b/N0qEJn3FJJi4xuyvlQoebKph5BB51rWJjRj3C7whB54+ZBcfNb+C30V6QyVUdb7a5lIoyKcuhEmFoN0VWYg/OR9W/27f+mwsXmw8XJPjEe8kBtihFgw5XrRUVHWo7f7SOWaB6eD0LXDgmZ0AT5phk4vFGtrn8YfU7Cszdv/NCrkP0yKuGHOvFF0ABYFfh4r0yeMM7Dxck+oXJ27jrGd+sPR1TxCUX0adGhm8b7BwL0zO4P3+UhvUs577mxBnsGeocKQkOQHDChNr7+oPfAo3A5yrtw5V7YoIcD9fSZaN3WCiyK/zeJr7zYeqnw9dK2Hk5vYWGmm71WH5zkDQNO8sG4wCIRpquQSNN03q/YxOyV00nPG0WIuh6bUTXMngRbmJxPMY5QdGXol7b3BsRX0/eproS+y5Cjz2PncJ12bOKryejuKep9m6O+r7MYUYgQ9JnXlG+te0byZ7fPM/xGe8oYKjxs4msYBjGF5iECTGgEpgawRTGJKZvIMok20+dqEr8uyTukqIUqQnUijHNvdrFPlJFXjMTZ+3jPur6V7cNCzSRppLjoKDAXXuTlubS1nhU60D2UbcZO3QZ13nLHplwvwqevVyi0H2+0pwqVhK5zhFk1tpbPtHMf/5hGNIlWn/PhaPPWSHi/fMUXNU8uGgZtKyaUB/695Ysr2Trojw9E8FD4uivBhqw/z7aq4ZU8/5aeixOt27i0tZ7dw0hkkeCyDfDEpGrPl4gwIRRpxCzURjI5meInfmJgupq/ZEJniKrhETZIRBUpnKE2ri2apK3bbnrI8ZwwU1EOHqrHvWEmoy50lNrV2JRC/GIKHx4yo4o8n2bcMb02ZQq6TnreGoILlCO+CB6S50LNMXNVoayC0G3wmT9kUEFXTY7oy1VU4OensbHrkJDX61WkwIV6TzJVNtR9FrJcgIWrau4panhiXYQ2WA5Z7vju7EBhJFeDc/58dN1bYt9fqxZhtL6V/8t/I42YBSciwITaMAkwwibETIbo4fSWU3xV1XcmBN+wR9UDZhNiplwwNSRxZ/Z5XN562Wo8hYxQ+4R95cFkWHxk/ZtI5646v88T5imBPoQiv0n17JnmsQmwMsUXkE+ocgFWd35FHhHos90ug5YqrZoKH/Brh1es1O3vYRZgRUIO8wow9Xum5cQQYb4DE03Bdt7mEYo89FknvnjFYZ5rmzVyP9O23mPK3HdVDRAdTm/1Wrx8/vMiwAQnUoRDaCyXt142ijCTQasKGZfYKuL9ikHo+tUKiSTIuBCziS+gJ7gmWrezXmA07eC4Qa1q0BA+fdKqxld86eCNVcuEGy46I8YnX6Js8UWYhEHTKdPAIsNS19ICOMlL1Bm8vfsRa5NwzDDuYxVqrFxnrlde0eb7XQqRBPzCc8uqgJinjLppQCDv9rWSB9l2ZA3IWZl+fm2QmFLPc5fIaoInvQjju7NI54Bnf+WLdW+KMARIDpjQaMhbc3nrZW0xCVdBAh/P0kHnWvZXB74ijOfI8bwwoN8zplZFNK1zZ/Z5rcDluQ6EzVgpuzcOFSfRGQ7p3FUkm3e8ltOrWHZSyWt8d7bWEWsSXmoOYZEiNHlZe7SNG+2pXMIgb65bE/Ax9M7OXTeKLxu8bxgtp0kekhj4houfFm7eHavkelh7tO21HlupeV9IxPH16Z4tlAunVonk22yjqPjy2SdV3au6H6pmwEwYbsQDJjQeVxU/n/AuFZ/iHFV6xnzE38JMt6/0LxdhK2PLAw2bQ8rR0zLVUsy03hButKewFLFnFB/J1Y3q5vWAVYFrgEBtRsv/0+dVeb/KTIgfZkiU+oqw/vLc/QalS+Aube9Zm0g3jY3uRrQeXkUbHZs88arHi5eZz3Vv87hOYofkqssiIcEFBf0WdZCpiEdu7dH2cauAfuGi60Pp4/1TRVasBsku8bZ8pl3pQNHYt+JXqhVGD/GACUODa7Q1pDw3r9hk+rwJDYovba1jo7th9WYBJx6xy2hpKyX6cm59H+fW97MKVXmN8thGJH+wFzEouFGiK/sfkxjl4qsQX2SYDJPhz8mb++WDKphsIavkRefeTHWbRsEDpg54xLxPxqiIGLq+0M9t14kaZup7D0g273h78gH9oBivRkv3tZj3OL7Oje5G3wDfufX9oPuyzltVlviqmqb1hBOai3jAhKHBlhNmwseLNdG6rfVAlR1aZ1o35XBtdDeA9hTmx+bxcPF2Nj8AbQNTnh+myw0LpWhvrzILM+QVYdqQnLn4OTmq4VVGi4XYhIrtusVEEcOrjPMy1jEelgIcK9uH2Jl9HhvdjcLeKzXvNHR5XCjx7+ryvXhel2kePp1fFyGDFDfaU5hH717gO5CSbN5xevTJwF8+08bh9Jb2twDxnl+mfac+W48MUQ+65ue6aUUqFjZNfEkIouCDeMAEgcFL01e9TvJ03WhP9VWZMjWSNqH2DfPxiPG+LUUJ6XlWJyTGyiyIwL0hoVRtVOTxgHGjiUa1q8qBAarfRz6DEkvbe1kfMh0u4erq21cV1NdoZ/Z5vLv4YaRzVzNxQK/L8NDqhJDLU6X2XVTRfV+d32c9PlEB/HO6/l2eMNqfvuHUvO/Y8pm2s/JjHq+M6zrmz8iHi5POa8N0ny1yDee51wxzzqowWogAE4aGEO+Xq5myaX4qiFF1ZURaH3+IuUSMS4TRH3AixExiTJcvxsOtKDTRhTpaOgyQQWwzjH28PSQ+qJy8mstFf2Sc8z+gZ4iQgVelsODryhuGqP6W2EaOKu5sAofgBt/R5q3sfRmCm4zd+bF5r3Olbu+hL7y5rM6I1/U6K4qur1eMhsp5pse6h210NwbOOwo7pNBD3xBE7sXnIYa6/VRGOCetY6O7ETRQSee87rrl02L28TOtowwk9FAIRQSYMNRwseTK6/JdXtXoQm58H/zqfCtjy30NmwH0CTFgsJcYhwsxLgZdI5zD4vVSoYemjwgzoeZ68GqG9Af08rlMHgMyDkahUp6POAohRHQRXGypQkz337YMF9wI9fEIqdvUVHgoJP1GnZFZxnW/fHEl+jJdLG3vZQNNNNiUp02FaRDjRnsKnfR8dvzfx3sDXkUuwmx5YTZjX/UG8tywEGzXGt3T1OdlURHSlFDCUER8CXkQASaMBE1srhxCrPwJzvzYPJa297KHpc4jpkP1hvl6v0YFnQDSGcxkSGX5egy1xHxVlQzzkif8tMmhhj4iVhVp/K9uuOepaijkcGf2ecyPzQ94c8sUYSQW1t5ezb0MkxdLF2LICw6p5ClAxMWX7vvqfUI913QhiDoR5psDW1SEmdA9b20VF+l3xhJYTQkjLLuQkzDaiAATBAdlV+WKEfZCI57vb30W77ZezBplEtzA9inMcW92MRNdPvH9w4itbLLu9+qMdJ34Og2U5aXLE2qoEkNE6b5vuga4MepjGPrsuzoLcfCIAuDk3kH3wTIaDesoM3wOyOfd8oX2mU6E6TxkaiiiKrpMnrCPrH/TuS15Rdjh9Jbz2vM9Rr4N3kOFVdHKiUUQ4SUUJUnTtO5tEE4pyeRkip/4Ce/5TTlgw+79ioWpT5EpTp88YGpTZ1N4SR6qMtZCUR+euv5iQG+fqh5BqlIJmCvf8bBDn8pmdcMNEp+Rf9WIjD2yXWR5ecUXCSPT900CTO37Bbi337WN92YXnf0PyyKdu9p3Lai/z1boIoYnzFQwowh1e/B1ootfZ2fnrjtzwNR7CJ//3cUPB22Pz3157dG2db+r1SOL3OuPNm/h4eIkzq3ve+fbAvrrTL22TM2gF2a6ubfZJb7mnlvDv/43e0muhQunBvGACUOBrQAH9d+psnJh3fAcBVeIIM+L42GH5AlTc8ZGHXp48nNGfaDSZ+Th4n++4osYJvHlSxm5GnVUNqScO5fRZxNfat8vV9NXX4FI97w6whF5OJk6EGPzesT0WvFcpqr7g8Xk3uyiM8SX54RxbNUR07mrwcLLh8PpLaP44ueFGtrpe16biuOEii91+0yebz6N31tu3h0buO/7/AbxfAmxEAEmNB7f6oenzROmE102McZFmJr/pRbvGNV92UnPD4h1LuD5Z6YS8qbpvOAGUE0T5aLw4iEhjbePNm8NbcI8YC92YprOrys6T1oTl/vm4bkuOhHWhPyyELgI4+e2zUtVRCi5elqFCrE681fVc0wVYaZiHT4l6bkIiC3CbJ5MNedJJ4JUbPmzRYgRXcFFmI+wEvElxEQaMQtDz6iKBRcUsqGbrkP1EOqKcKyMLWMFwE6nmv1aVngeFxat5EGfd6WMBO75sXm0kgfZeodFfDUpfy2WoPPNNwmBwntPjP/efttgxSJU8UrnGv2uPNtUtfdLdy1SeO5E6zYWUF5OrBrSplaHjSHwXLjCUPPA7wsqN9pTfeeNqZlxbLiQ4OHXRcJI6bfw30CvfX7Xw8VJjO/a15H33s3Xr7bKuHl3DMselrCILyE2IsCEoYeExWkSYqrIIjFG03kBDWKidRvoDIquHXQGxNhltPAuiu1PnxHK2OKLDB0uLLjEKLt61jAILyCO+DravAXk7BsWGzV8sYgIMxXgyGP4c1EZuk11iGPTgIguRzJWzpe6LHrNQw+r6C+oCgT+PoYgMx1PV+VElWTzDt6d1nu9TPdcm3hYe7QNKOI3L9lvOR54CNmHRXPIbOjEH51fQG8fLO/OAnP674v4EspABJgw1Jwm0aVCgsvUt4bEF/d8rXbXtDlfO+hgo7vR99lHOr2KinnhxhxPGPcRXZ30vLeYcYmqEM9K/ipcwy28Qkpul+ElKAI/ZlyIqdtpG4HvM7CmNWLr7snL+bF5tCYu95VK99l/oftrfmwel7dertQL5nNtcsMV0Bf/iSXOiiyjSOhhDC8UeV1CBztc3qJ07ipw7CkyFQ+yEdODeG59H0vHr9WQSt2gCJD/vsGv814458k91zW4wfcp31/UZoGmN7VolDCaiAATGs/lrZezPLDTLLhUTF6wrGqfUm2eHjQmEUafAebCHD4Pb2406Sp70TSbsaeKLx7KxaepFA1j4+EpS9t7xjyNujAJRJ/frRqC3PgIgYyZs3PXgQb04+G/nfaPb0GPLDTsuJiGC8rj6RzsYH7s5JrioWSq4CsqVKsqSf/u4oczw16Hj7HPrxlfEaZ6v0K+23SONm9hI+Aeogvjc0HHxUc8qPdvvo913kYT6kCfTeyuPdrGEuodsOk9KwfP3YnWbcwfX/s3745habt/v4vnSygTEWDCUCDCaxD+0Ls3u4hL6yfl0bVNlsdaWO2u9YpFePQC0xHTKArN/yoiPkJZPtNGZ/Y8YDHKqyxCwX+7z3pJsJr2GQkJtV/csKOKsbVH25inAQnWcWWjuxEsQHsCa73Ps+xaRgyjc7U9XokI+8j6N5HOhX3n5t0xLCgDQb4DF1VXNaRtytNgOW9IqxpeqIpy3X660Z7qXZ+pf0hzqOdGdx83hXy6oOcQHXde3p3uP0X2vY6N7gY20H+9u4SgiYnWbeD4Nz+c0Qs1QSgDqYIo1MZf/I/8HsBllNodZkwPGd6varW7pv0zlUMOMUR9DCefBqGEq/8NoBcdeZr0hmATJnWIr5DfS/O55s8jvsiI1IX+NYnlM22tQKL3vuf80vZezzhTGpJf2lq37r8i4osvt2zxtdoe9w5ztBn6eUP+ysjvMm2LSQD4eJvyhCXS+rj44ssyXZ9UaTVWw2AurMryLJLI4ueI+vtMwty1b037Ye3RdlaZsUjI6Sh4W4XhQwSYUCsucSXiaxA+0vdwcbJPeFGJ+ZDeXnnC0GKNXpP48hVh/K9MjjZvWUfxqxAcyeadrB9Pkd+r++5GdwOXttaNFTPzQB6npkDhhSTCTO0DCCrDT38LM90Bg91m5N1oT0UNWa3KM0kCb7U9Hnz8bIarj1Fr8sTENoh1xyWPoPLpGaeiii91/ctn2tYWELGuKR/vk0+lyVChoxNhIdeJ6v1X7/8kLmmARBeaLwhNRASYIAwhvNqhzlCjXC4V1QhVDVK1l5UOl3EU4v0imtasuEm5X6rXgYtVH+F6OL2VHTN+bG+0p3KPGoeGRNaJzwCDzjjl+0YtdBPqYcnD43gCQDWl6Fe2D72Po1ounuAGcF7xFQud0U3HRhVReYVYTGibbCIsrxCj4+UrRFwiLI+gUUVTnutEPV9sA3EmMSYITUIEmFAb73yrd5OnEBj+R+Qx5ocZtVeXi3uzi30esB10sGPI7+LNlnXeAJfwUtE9oPMeLx8hUTcxjWsXtD8WZrpawZVs3gnyHtKy+DGPkQvDQx3V/jpNwFTxMaTpdF28j/cqW9e7ix/G4fQWls+0R6LwwPjurNb4tpWaL4uQddhEGNDz6pp6iumgazFU7NpEmGvQxqdQC+DnTeT3ElP4K913eJNuPkgyvjub/QlCk5AiHEKjWJjpOo34PKV3hwESXweda9aiI5lIMzxPVKNTDUdcGVse8JBx8UUFPExCrixUIVGXV0wVEDqDqEyvT7J5B6vtcZbM3l/CP3Q/xb5ebN7BshpdF4EXGjk7dz3r9XO0eSsrHKA2xK2LMppIu+Bh3j7niVqGvimQgU05QUD/uVqG16qsY8XPRf4bsvxFNq/PvShmVUm112S2XwOv+75qqg4WZrrWCp20v3rNnHk/ry0pLy80FhFgQm2Mo2dkHnSu4fLWy9p8L900uqGOkgjjni8v8aVBN9rPxRcvMc+n64TWDjpelSfLLBftU64+FibRsLJ9iCWwcDA2f5kirBcSNii2iHcXPxxkVIzvzkYRRj7l3ZsWkthKHgCGHBwSYXVjM+bLLMLRa+/Ru875+UT31rIN11j3cXU7VYFY1jlZhghTmxfT+UlCjA+W6Qp1xPJE+1RFpPLufH/3Xm/3VUPU4ev9onVzIWXa5+fW93GEW5kQE+ElNBkRYKecJEn+ewDXAPxxmqZXjqf9PwH8nwC8D+B/BrCQpum7x5/9HIAfB9AF8FNpmn7lePonAXwBwJ8H8D8AeCFN0xQWzn6oZ1hMtG4DW2Hha6MkvoD8ogvwy3HhHi+115euZH1I2X96QJcVLhparj4UnaHCjV4SXzSdyoIvz8XfFp3gSueu9g06vDsdXpjmcHoLaKDXghNb1PpcF7GbSqvewdAG13w7+HkXG1demctwjTHoQuvgnqu8yxicVl2OYgwRRmGFfZ5ahRMvT+/eTG0QgP5znd/PyuxlSCKHjpuulxtwck0fbd7C8tx1HMG/x5lKSLXDUbMRhNFDcsCELwB4Tpn2LwBcSdP0f4ee4//nACBJkhkAzwP4+PF3filJErLq/l8AFgE8ffynLlOIjKuqm6sSoqlQhy300BZ6VGXOSixc4stG7JFvLr5IcFJuDjBoUIQYGLrjFmqYnZ27XnoFyrrCF8vKBfKt+Ha0eavvfKLvlFGAQ13mQedaUO5pDK+Cuoy8HjfXNRDrXC1yXvLjquZwmXK61PNBRyt5kP3pfqcq/ssIG1XFl/qaQ9eYz7VWZH9L4Q1hWBAP2CknTdP/MUmSjynTfpO9/V0Anzp+/YMAXk7T9M8AvJUkyR8C+N4kSb4G4Ik0TX8HAJIk+ccA/hr6Q9UHeOdbJ68p1FD1onxk/ZvaMMQyQ9+ags4o6vNWjZ28VsWULvRQh+6zDQALjm1bvriCoy/+XQAnZfHLHLGvCl/xtdoeB7bfy/IYisLDLel1kRHcge8y44uPivs2SK2iWIEuf6zsUE8ihphWm1oX8Twsbe8B7ano4Yeq+KKG1EBPDPg2/tWh80yEGsNN9VrQuak7F9cebWMpcHmmQhr3Zhdztx/g18/ymTaOMHhO03PTVMnShOt5S54wEtDLkSxL3TrzNlwWhKYhAkxw8bcBfPH49UX0BBnx9eNpR8ev1enB6ISYKsKamAAeG1V8qYUxyPNFQiuk75cPugduf2jJKhYWe58P68NQNfZDjd1YhRt0uW7J5p1coYaEKbeGN4b1pYj4so1kV+FJqzIfTTWci4R/ldkGgcJoCS7CfHHl4gB28dVUoeVCFWG+nhraT625684qhjYRxvepWlziaPMWcHxPojA/fnxUL5Urv0vFJdrKyLcy3cdMIky8X8IwIQJMMJIkyX8J4BGAf0qTNLOllum6ZS6iF6qIj377R43r5oLrI+vfHBBhZXm/6vKs2UKALqNlDAvkHiydCLN5vzj8N/cLLTO0r7KH3hC3DAgRX9yAvdGewlJBL5gqvAD/BuSmCl/caPEZsDCJyby/y8cwNc2j84IRZQiqIt6ve7OLQHcDS9t7WsM5j0AvW3z1Cm/0yKrqHYuwol4wDjeQyzKMXUZ/TA8qeZhomSHl4Amf74R4wEzXP123dC6ZGl7nQb2fLMx0o1YapOu9NyjwwCrCiHPr+yK+hKFDBJigJUmSH0WvOMdfYcU0vg6AWwffCWD/ePp3aqYPkKbpOoB1APjuT0xZi3QQTfd+kaHB+3FxJlq3g/t72VBHrMmI0oktXSiiybNFuBpx6ujtg3JCEJvWpBkYFGHLNW6LzZugO4Y6UbUMAHP9YiRG2KEpZMv3eyYxZjOqfb1fsXL45sfmcW/W33DWid0qG39f3no5E2HzY/N9IgzohSD7ipY6yuY3Ifw8b47Spa1143MiD1T17+zc9WwwgCCPWBF0LQfUaTGPB9+vG90NtI7PQ1e1TBFfwjAiAkwYIEmS5wD8DIDZNE0fso9+A8CvJEnyiwAm0Su28XtpmnaTJHmQJMlfAvCvAHwGwD+IvV0hN/2qHtI+4XdFxJeuQiGJLzL4FiwPnwW8aPyMtt30fXX/jR/+NNbeXtV+9nBxcqg8YPSgL5Jjw0VY2ZUa85BnsIIM6qLiK1aZenVeOm6xiiIU4UZ7CvM4ES4heUBVCi7O+3jvuHrdg8wbw0VYGfTOpbghh3Rum3KNeD5UGV4wTqgAN4mwvLlfQM+zRsfw3uwiWuh5MSkMtsjz0CTCgP5oiVh5XxzuDZuIv3hBqBWpgnjKSZLkFoDfAdBKkuTrSZL8OID/DsB5AP8iSZL/KUmS/zcApGn6BoBfBXAXwCsAltI0pbv6fw7gHwL4Q/RK15fyRF+Y6WZ/NgOzbPF1bn2/T3zFHNXUoQqxIg9r4uHiZNDI4eH457J9XybDWE2xLqjXjasPkg9Uea2Kght5Ic/R/Nh8VpGR/9nwqSwXChcuvqKqrr5j/Lo6nN4yhhqG5oPZ0J1LVUUxhIqutUfb2TliO09iiLm89291wO/h4iRutKey8zDmsbNxUmwjXkiwzXO90d3IctYEYVRIHK2aBKE0vvsTU+nmK8uFlhHD02Ua3XOhPgzLEmFcfFEuGI2ihvTrKpvx3Vlj42AbZBg+jifwPt4bqKZYhmcphgdMR4xtJW+aT6ECXfNcfj4vzHT7PJc0Tf3uqGDKFysjTE6tIBlalMVHsMU8P+k6MwnssnPtgN45GlqBTwdfhu08Vn+TboDhaPOWthqobSCCL5dETyt5UGk45sPFyb5rXd122hZbHpiK7nnK+7SdeB7jnh/qceI5ZTpvd90hqC7mnlvDv/43e7rceEHIEA+YMFSQ6DGF/rlGyPj36a8Kr05sioo91YMXAx/B8D7e6/tTP+P/y6KuXlO+hIi4w+mt7M84z/jn+t7TSHLT94MOm4Fbpfgi8uZyqfMtzHQHlhVDfIX0EctT3S8PeXJMTYQsg34T93Lxc0Pd/75esI3uRp83sSoPskl8AfHOeS5uqxiw0Qm75TPtvsgXQRgVJAdMaBy28rLqf46vN0xdvpoL5bOcqkqvb3Q3sIqNrJgGr4jYJO8X4SMeaBT6aPMW0rmrmbHQZ7hoSrPHJpaBS8uJva067xZNNwku1ftFmEqiNz3kMARbr6ZY2ARWaNn5PqNZo3f4uZWHok2cy9iXdE4vzGwFl0Hny1g+A2eOl05EhubehV4fvNmwSQSFLM+0DP47Yoa08mOhE1xqJcgY6I6T6d6nbiNBz2MpxiEMEyLAhMZgEzX8BqsrOWt7kNP8puXzZfmOqFbdDHK1u6YVYT649mush5bvCCk3Uvh/zs7s87i89XJ0IzD2yD43kHX9vGKh7lv1vY/3sUhfqiaQbN7B+5bPy/TaxM7vcs0XU3hxIRcqtssUtHl6UXF0BTGosEjMoiImEaZbP4d/RzvIFIEQ8RVyr68jPHlhpovDyMVaBKHJSAiiUDs3744Fi5lz6/vWflUmL5dteSHboJs3RmEMG7zM/KWtda/tdc1TtfhywQ0oMiTLMqyLegiagkt8je/O4uzcdZydu64Nmau6jHhRTNtbllBQxVfZRTTyiq/V9rj2nF7a3sP7eA832lPB11JZ+zRG0Rigl381PzafeWU2uhu5xdeN9lSpAxRFxRdtX5Ft9HlmuO7lPgVvfKHzsWhoYVM8X6OYVyuUh3jAhNpZmOni4YyfR4l7whbQxbn1fdxoT1nDEnyXyXGNytIN3ybEyijKQZ6wx2dfxLstc4l507YNKzFG4nnhjTLFV2hJerVwidqY+d3FD3s/2HlJcVOD1iVWdAA4FhgGw7zMsL7Q5VJhkirPa11xhqoxhSLSObyyfdjLm9zuz52kbSfDfzlgnVQIAbu5NtkJDRrwaraue656Pod4u3R9E03oBLfLC+Y6l129Ak0VAM/OXT9p3qxst885OXCdA1ha3zMKlnPr+8Ccc7FRiD2wVrcIo/Oz93+t1m0RhgMRYEIjUEMMfefXvb/RngICK5LlQRfaqIqvoo03dT16SIQddK41Mg+sCJTMrisIwI2cTnreWEZbRdfvKHb1Q0IVT+o023e4cCMDNcVVYPfkvS308KBz7aQn1fae0ZA6O3fdKLh0lJlTFcq59X2nJyGWYFTFl23QJQa0Pt3ggGnAIBNfCvwY59kfa4+2sVzDaP7Nu2O9nk+O+xrve6XD1Nvs0tb6QL82l0cp+9ywH31De00iiwsRPk8mvIC+MvN5Ii34Nt5oT/UaybDPOFXkhfLfPCqFNahy4+H0Ft75Vt1bIwwDUoZeqI2p1lT62V/6bPZ+aXvPaeSYBJotTCg0XyukbC8wmAB8bn0f92YX+x6URUSYzpBYGVvGDjpWQ8XnN8cYNawq7CJkxFTXD6ds8QXkE2AmdKGFvYanJwYcN9IA9AkwH6FC8wJ6Q7RM8WXr+1N0mbRc9TfGoMyQRLW4gm+xBd2xLmP/xkI9t/ngQV5o//B7L+2/EOESEuKnetZcnjZTpUma7rrHLcx0cz3LdOeO7dwqS4Cpvy+2+Nr7xg8AAKa+7SvY+8YPYOrbvhJ1+RxdeX7ixZ98EXsdKUMv2BEPmNAoXInC/OHDhRUZK9kNfVv/nRBMITHqdNP2lt2c2UZVYVpVxryrSe9VNR0NgYuuGMU4+EMe6Bksa3ftRppLEGQ5VCxE7WjzVm1FOmKGOKohk7G94FXtHwrLXkA3u988nDm5z6iDPuO76OudRDRRfOloJQ9QRH7x48yF1sn0cvJzVZHlEpE6gcWPkamwB/cK8ueNz33edA3w6aE97PJQxOvlU0CExJf6Og8+68t+jzSHFnIiAkyoHVU0qTc//p4/cGwPn7xVCim3TJeXEKNvTQyoGuJGdwM43r68gksNowzxiFWdcHy0eQvzx6K2lTxAx9N5z42iMr1fhC6kMC86L1jR85ELLrUS5TKq65PmO+pvQic4jjZvAcfFJso2KPM2YA5FZ6yq16lPFcwmobZSUD25vtA5fIR4hWRsxzKmAHeJY/LanZ27jsNpc6RDjIq8TRZfRGjF3lDvF9+HZ+euY5zlP/JzVb3vqqJ5YaaLX/5Q0KqFU4qEIAq1MdWaSl/fXB6YHuIFI3RhgzZRoS5DV9beBF+HK3GcchqKchmtvve8IiItP1YVxpAea02p+sQT8m1hQGULsLJDEE2YmrKqoUQ8v8OW61FH+JrLE+ZTrTFWfySdUVtV6CGQ30htyvXoC4loVYTrwmzVa9nn3IxV4VN3najLVs89XQQE/w2m7ddde6Z7ga3FSpFrIWYIYhX5XqrHK0/oIe1D029XQw1Nx+9wegtzz63hX/8bCUEU7IgHTKiNJy2jRDYRlncUMmQEjVfnUiExYhNplNMQO0yOCy8i9npsoZdE0xKnW8mDASNOFw5E/cXKgnu9ymwirWI6H3nTaz4NsBtZdYSuqevk26kzpLlXPLY4comvpmBryj0M9M5Zu9jPiu0YCmvoiNlawXSd8IEMYPCci5UDbMP2PBsovIHqq3kWFV8+kRmxxJdLdNL91XVvlCqIgi8iwITGUaQwBK8MSCODtrBF0+ihb3iX6aESsxGoDxvdjYHqXnl4uDjZVyFLJ8bofdNG23nlMNP+v7S1jp3jJP3H8USU9VIVOlpejNBDoJhxrRoTJhHTRMgTxg1c3Wi+Kexq+eIKjvB3ARQPz9IJrybklam5gcOGOlhiq9oZShXiKw8+3i8O9wjr7gW+57UqxOpsqeCD7nf5Dp6WVXTjcHpLm+ulnmt0vox9K19IrXC6EAEmDAVUWbDHSUleTtaE8+5YVlGRj5KreWQPFyd7Qqs9hQX0hxX6wIXJQeda33ZUTW9f5A9BzPbF3f7pqmeF/2ZdDk5ZqN4Qk2HUyw0zP/xutKeAY7GqCqc80DLOzl0HBXOrfb2KkMfQdvUcGgb6DHRFoLgEy9rbq1jCXpTcGE5TDFd+zfHXdI5QqFTTCnDocv3oftLrA3lizOqub18BYwq7LWsAwmfZIc8EnlO09mg7d49LU0VNlwgruwR9bIqKrvHdWav4p+uK9pkt33BYBrmEZiACTKiNd77V72ExjXKRSOKNKHvfOUlMPuhc6+v9QsYXLY8bY/QAOre+j6Xj96EFDWh+nQgsShmhiy58c97qRC0YYcLnGPCQnBhCjFNG6GGoEFNFatlGqAtXfpepEIfJUPTp3aQ2nA3tNThMcPEFNKf6oem46nJ1OTF7UeU970PWr15rTYQXjakqJNFU1TGUspos+wwghqQuZOfBr1Q/CCv8/9u72xi7jruO47/pOm0Vmm4oLSR2TZug2pHfQEuFitjWkUDQLaHhQUKJkIgMkoW0SKxRJYoqob4tpNhCWBQjWgoqboVoRdTKqAhho5V4akvSh9TrJqHITeKkFLFNZUSd7eHFPXM9d3Zmzpznu/d+P9LKu8f3nnvu3Dnnzv/MzH/2HwIwjM42/k9ELnKpXhjrjqOfnOmFkqrT9eY2xPykGy63sb++st5J4BTah537ZTMgutumx1FzeMlMkFr2fNUNtobsBXO1TRLhl1OT4Mvt/RqCu9BnlbNrh7XhNGLdf4dYaNVXJ/iaeey94QZtaO0yf9tZp2c7N3uqa6h5X32k/x/jvLSfY2wRZHfo8o6aD51sE1z687Zij6kbRPk9tn6K96Y2D6xJV2a3VZ3//uulerz886eP60LVfGlX2xsjVUmxfKnzxK0Di3bDBvOBAAyjqtvgjz3eD77cuWCxi+fqzru0ffxyoGct/frXtu/T0Tvu0fa1yzMNjSF6rk7vnpkGYfbfUGKOHDb4mpf0+imhhkGsIWa3x+aD+cM12/R8ddFgsQ2qVIPZ7+EI8Rs6saGIYw0x8oPmZOBVym0Iuw1MO/z4Q4+vzNzcWZQeMLfRGKsPY87PTAVf0uwxD/U51JkTWXWDIqdHpyroyrkJcuLY7p7gS5odMhd7D6kAMBTwbx5Y62wOXsj6yrqubWv6nRzSZkkUV+76ndL8zWPGciEAw74Ruqj6gZdl54Ktr6zrbp3TU2XihZmsUE+flpQffFl3HP2ktrcvSxpnMWA34Dq1sjkTiNn3mWK/5M6uHZYen58hhl07al6Yrgtl2bV1pOaB17f1zewgZru4LZihccY0aNqapslPDWNM3eW1a8LNY9Y+OxwpJ/DKEXqPsUbbdBizpI1z9YZd9TFM66XH3z/zt38TpepOvg1icjOT9t0j5n+mOdeUOsFXH2vT5QwbdIfOpo7BrcOxfdU9Jyd1IH1z5pZ7H5yueRfbf2hZis3yb3euWZ/DVqsCr9DvvtCaf8nzXXvrYU4P2bwOIcXiIQDDvpDzhW7vvLpDYC7sXtD68ZPTIXrSJEva9rVJAJX6YkgJDXnsU2xYjzs08dTKpta1nQzCZhKP7NPAy200SM2HzjSd+3XLvQ9G1/jyG2nrK+uNGo97eu/2QS9llVA59Nnocxco9xunVb1gfc6RCaUkP7WyGQzCcmweOqWd1YdntvkB1+qV470NPR1inaehue8pdv7G6m7OMMcqfm92KoDePLCmM2s3j9HWWX+Zho2tq3v24waXQ5+fuVLB5+qV9KgAN+CyZRoLziSCLwyLAAwLI9Yb5c/T2r623jjwcoX20WdQFgvCQkJB2LTR2XHwNdY8sGnj4N56k/b9O991AjH72FgPld9g2S4mn9tR88KehoLbOLCNgtNrq5LiiURyPjd3Tt8Y8718dRuwOXIXmbWN0BO62aB154al9j1E8HVZ29NF1lMLiKecefq09PTe7Rtbk8bk9ZMHtXrlePlvg4POVJVMyddkKGgfAYFtdFf1UHX92lXnpg0Ycq/V9vhuaG/P0IljuzorO+LhZq9a7Nrd5XutmrcaylSc87wQ/3pa9Tj7/gm8MAYCMIyq7qRZnw2CQmngbU/XbKDUPvCqOp6he8Ykab1syN2jo7qsbUmzQdjMsENN5r/5d833g7bJNy7sXtBR57l1J9zXDWami8gG5NR79zE5yQumDVo35fRIQVhXQw19sYZy1R3xnPLuOvg66w1/tew56v9ur1UnNNuIDPVyVTUyp6/9uCRt6UTNY89hP2O3bLvIWOfW1z6GH0qzvR2p4KtpvXWvLXWGH7r1N6fO+uXjl//0JkSgVy2k60AzN4jygy/33zb7/tDjKzPnj1+mfQRfuy+PX/cBiwAMC8EGPu4wxJ3VXd2x2m/AlTqWPqR6wS5HgjBJ0rak45omHHHvmu+3YUNdNxCmjb2M9btiQw9j6mQu9PmfS86+Qr0KZ9cOSz3P8bD66O1ypRqydcvYL6s+5s25c3NCSXpiPfG2p9oK3SyJ3e33U7z3lcLbLk7b9PoxViIU2/OU83l3sUB06HVimQn7Xlg7loTCzs+chyGH0s1rnV0HzV73UsMHU2K9xNJsD1xbO0cu7esEPxjWS8Y+AKArbmOmiyGG86pN4o8Tx3anP1bOXJOqx/TdcJDSE8VjPTzBbF8Zint/Ohpk1Vnnq8nQzI2tq9rYuqrVK8eDz6/ap33Pfj2x8zz66FGI7Xd9Zb23Rp2bdr6vIKNL9vO44+gnpz8x108ezD5HU+dznz2fbUcvjPGZnXlxS2fXDifPgY2tq9o8sKbNA2utyu/GxfPJobL+tanqGlrVY3Xmxa3a1+GdI5dmntNXb2Mud46Wm2imq++XVH3dD9cQLBYCMCyMIYf+jSnUA2Z7vupwG27uF5/P3z5G2vomd2dDQ0tSDQwbdLkBlrvN/z+T0WNWxS93m1DEbfjZQMxPqhAL0FzrK+vBO+1dBWI3Lp4PlrNtwKaGYObs2xVqzNpgNVV/U2yjq6+ske5+q4IuaXIXPnYHPXdei/tYv+HaVUO2q4b69ZMHZ376YOto1THbutRV0BpaY8u/htljyv1cqoKw/bCkSI7Yd47/feU+rioj6OahU5Wv27YO0vuFOhiCiNG8+uXdDn+zgcl+G1JXxz06Kq3cDLRiXyl+4pGUnCDM/n/o9yHKu6shMl31xpiLn6rdExZKwuFq2vhLDUu0cwBjc5puaBLkNHld/w6/1L58c+ZjhN5LncVem+y/Cb8Bfv1YvHHnN9z8uXxS3oL0fZ+LfWc8tAlDQq/XRipFex+Lk7vH7a6xdePieW2WqeObCiXOcJfbaHJt9rM+zsNQxNzzOTYs0T9fzjx9WidWF7dtgP2HHjAsBNv7NS/BV9dDIJv0cFkXdi9kZVWbl7LrStfBgatO8GW5PVZ+r1fb4U6h/fY9DHeM4Cvm1nPPTHvC6nLvelcFX2fXDu/5iT0ud5+x43GPy969z+21TvGHneVyG+l9ZIis0qR+hW4SWH29hz3BlyN2jtftOfE/v9h7DNURP3jz/x4y+PJfO/Ud1KSuh9YBS+mqB+slX7/RyX6w2OgBw75284J6Ya4CiK6GQ9qgy18jKJft/bIB2LXt+5IN85wvwDHKue1d2S4m07cxs3BuWY5uGv2m+4wNQazqcfHZ4KcqCIw1aJsOD22yZpKfwMAm07h+8uBMuvmh6mnV8MWqdOux3i83EYefhMO9u59KwmH302RoVWxdqJ0jl2rVrVx+XU4FMrlCn01oYeKuer+aHPOZF7e00eC17DXF1pPQHLPpmmDO5xUKvucpCUcqaAoFUF0Fbe76mAwlxBBMURRjHwOW1Bt/8HBx8W83Gz9/zIAgpcu5aPfoaOvgS5odkthXefW1FliT1PN9pUBvaufIJd1+7lvTdb76SPVsz4emd/bdtNm5acCb9krEXjcmFeRsbF1tPXejbdmljq/qfLONPT8bW2yfdZJzpPYfCzpSgVfTjJ512Ox37ms3EbpZ4H++vQ47rPF4ae8CylXqBgn+5+8O9+wz+MpNFV91ntQNvkLPqXODsU0Q9pY//og++8w103gHWAoEYBhNLACrczFetODLTVXdtPeryzKpk+msjwCs6bpfXTTguuI2QLouIzdds9Qu+EoJNRabNl7rDjWcuZPvNU67uA60Db4sv7GfOia3VyrW0KvqWduTUnznXZN0255Qb6Hlf4ap86avwKuql6KLoYexz7aPni+pXu+Xy/+sUrropbH1oa9smbl1pk5w1eScb9KmIABD35gDhrlSZ8jAkMFXTmDVRfBl/82ZsxXStExi80nGDL6aGjuVsuXOtcnJWNhk36tXjmcvKJtSNygaamHnnCDEDhlq0mBy63ybTIhnvWQZVeeN27h2MwCG5n+5S0f4vV8zC+uuPhxMRBB7jRibwbJv/vHb13Vfu4uhh0MHX3Xkvj+3bjet66n91j3/Y9lPXXUC9tA5M1ZGR/u6dc4ZoAnmgGGuuBPMq+6A9S0WUNl5VDkBV2jxVbu9yundMzq1sln5OGky3LBN0oWcco/pOvialwCqLbdcUvO12tg5ckm3XpzdFlvktQ43K5zN3CYNlyGtbhKLpu/ZzqWa1vmRq96t556ZvPfHJ3+nMh3G5oBJTplt3dxvqBF54+L56VC0nSOXtBmpo217v2I3d/rofQklC3Ffo2nGQ1v3c65PTXvuXbGho2Pyyy537miunLpdl7uvnO82/zFuEDYPnwEWBz1gQILbG3Vt+75p0FWnt8sPtpr2bsW0Db5cTYIvc/FTnayJJbUPvkLP72vx4a41beTaYMVd5yaVoS+H26Bqkigjpu4+6gRVTe9Su3W+yR1vv/crh5tow2/U5e4j1tN24tjunuOP/W3/vXHxfPQGwc6RS616GP206O5xhxrufkr0OvwhlP6aerHXjO3LX7w8djxu750bdNW99rh1yR7nUI3+1Lnp9njlnMNtA/Y+RrdU7TNniOL1kwennxG9YmiLOWAYTSoJR2yc9xBzv2xwlQqU3OyCsXW22gZabu9XbB5Yl8GXVXWn0P3/2899S1KztOwhfgOqTo9L3cba2HPDfLlzxWyD2DYA7DmxeehUcA6QVRXM9LEeki83AAv1gKUaPH1cF3IavnWPM/d1QsFznYQDoc861ZMS+8zdTHv++0plV7y2fd+e619sbk1qHprUbD5Vm3O7q+tI6HhC51dqHtgY/OPLOWfd59SZ99VmyLyUd77nvk5qnzmZRl3MAUMOhiBirn3o8RVtHjqlndWHew++/MBrY+uqnjp+UndfOqenjp+ceay7zQ/CcjIXxoYW2uflDj3MCb6afNH5Ze3u48Sx3Wng1aVQg6VJQ8o+Zx4zIeYOQ6xqxFw/eXBPoyAVfEk3G/V1Gnj+UMS6wZl9jjtUqU3Gw5iqIbRuAykVIPnDvnx2GFJsiGSbu+L+vkPDsdz3Zh9rs0C6qelTw6VC2fCkvcH/jYvnpSM3309O4hDLXkPdoCuWuj5Vr9qc/zGp18sJ4twEH6nXcq9DZ17cmtYT//X9YY1dDCGOca8BoTrSJPiaDGGd/F6356tNEJbz/CZDGFP7jG2fp2Gi2D/oAcNoUlkQU/oOwFx3XzonSdNgywZe9l/b0HAzFzYNvmJS++ujLKpSW8eCrza9YKFgqe58o9Dju5iL0YVQw8Q2dJsM10l9Rm7jrSp9uy82V8YPpPzHumJl3qT3yz3WpsFNqFEU21dVA8oPktZX1qfXiCbHF+v9qpOQIBVwth0mldOgDL2Gn1nSfUxsn7c48wytur1fXfV8Ve2n7uv5WUqrhl72EYDlzqusO+S4SR1rk/DJ30eXa1f6w2X9v3Pceu4ZesCQhR4wzKUTx3b3pFUeYthhFRuI+T1iNhA7rbxhh6mgygZoocf4d8X74H7xuL2PQ2WdzJ3o7pqXRUTraBt42c8jln5cSgdjqTvtVcFX6PHW5r0P7rnrnysWMJ5dO6yNc/WCsKrFj9271qH9xnqR3GO0wVcToR6lOr1/Q5yPTe7sT66lFybH55zGOfsYY65m30tW3Lh4Xhu6OS+zz6QyOXJuvNhtdriz5QfS7jDo2NC9sZaKafIdGVvgvM57uH7yoL7z8VtqvzaWDwEY5oZ/wdxZfVh6eqSDKfmBlqvJHK9TK5uVPWSpwMv/u+8103ZWH54+9/Zz39L/nHxF7X3U0UUK6r41Cfb8BWxDC9qGtsUaEesr67q2PRmCmnuebGxdzQrCQkO0QsFXLCBzG5x1hIZI+vuoO5QwxU/tHft/t4xSjbrUnKjY67jPqVrMuW6DMjdYzemJjQWjodcIXReHGJo1r2sF5gy7tccQGorY9fA2/5y3Q1D3nluXpr29wR5ZJ1tnSN3sg10Ga02Dp5Amz3/J12+0ek0sBwIwzIVUkND3HbQm63c1Db5imr7HPWm0E/uu+6XkP6av4Ct017vu0MOYJr1pua/ZJAizQo3d0JwbRRrlqbl/qbvnVXfV62Q6q2IDvjZ3/N2g0W2Q2qx8Q2Uia5NRUqrujfOHh8XmS7lC18y6jXS3TrqBWOhmQJ003PY95D4nNCSv7xswTfbfds0v+3z3Joc7N7TqepUbzLlCddc936b1zwm0pt8V5XPbBlGhTJj+9jqv4+6r6rXqcm92pJbCSe37+dvoAUM15oBhNMaYFyRtj30cc+rVkv5r7IOYU5RNGOUSR9mEUS5xlE0Y5RJny+Z1RVG8ZuyDwXyjBwxj2i6K4s1jH8Q8MsZ8hrIJo2zCKJc4yiaMcomjbMIolzjKBnWwEDMAAAAADIQADAAAAAAGQgCGMTXP4bz4KJs4yiaMcomjbMIolzjKJoxyiaNskI0kHAAAAAAwEHrAAAAAAGAgBGAYhTHm7caYbWPME8aYd499PEMyxhw2xvyDMebLxpgvGWN+o9z+XmPM08aYR8ufdzjP+e2yrLaNMT813tH3zxjzVWPMF8oy+Ey57VXGmL8zxnyl/Pe7nccvfNkYY4469eJRY8w3jTGby1pnjDEfNMY8b4z5orOtdh0xxvxwWdeeMMb8gTHGDP1euhYpm98zxlw2xnzeGPMJY8zt5fbXG2P+16k/H3Ces1BlEymX2ufPopWLFC2bjznl8lVjzKPl9mWqM7Hvaq41aK8oCn74GfRH0oqkJyXdLemlkh6TdGzs4xrw/d8p6U3l77dJuiLpmKT3SnpX4PHHyjJ6maS7yrJbGft99Fg+X5X0am/b70p6d/n7uyW9bxnLpnzPK5KuSXrdstYZSW+T9CZJX2xTRyT9q6QflWQkXZC0PvZ766lsflLSgfL39zll83r3cd5+FqpsIuVS+/xZtHKJlY33/++X9DtLWGdi39Vca/hp/UMPGMbwI5KeKIriqaIovi3po5LuH/mYBlMUxbNFUXyu/P0FSV+WdCjxlPslfbQoiv8riuI/JD2hSRkuk/slfbj8/cOSftbZvmxl8+OSniyK4j8Tj1nocimK4h8l/be3uVYdMcbcKemVRVH8U1EUhaQ/d56zb4XKpiiKTxdF8WL55z9Lem1qH4tYNpE6E7P0dcYqe2p+UdL51D4WsWwS39Vca9AaARjGcEjSVefvrykdgCwsY8zrJb1R0r+Um369HCb0QWdYw7KVVyHp08aYzxpjTpbbvq8oimelyZeipO8tty9b2UjSA5ptDFFnJurWkUPl7/72RfcrmtyBt+4yxvy7MeaSMeat5bZlKps6588ylYv1VknPFUXxFWfb0tUZ77uaaw1aIwDDGEJjn5cuHacx5hWS/lrSZlEU35T0R5J+QNIPSXpWk2Ef0vKV148VRfEmSeuSNowxb0s8dqnKxhjzUknvlPRX5SbqTLVYWSxdGRlj3iPpRUkfKTc9K+n7i6J4o6TflPSXxphXannKpu75syzl4npQszd8lq7OBL6row8NbFvWeoMKBGAYw9ckHXb+fq2kZ0Y6llEYY27R5IL+kaIoPi5JRVE8VxTFblEU35H0J7o5ZGypyqsoimfKf5+X9AlNyuG5chiHHeryfPnwpSobTYLSzxVF8ZxEnfHUrSNf0+xQvIUuI2PMQ5Luk/RL5TAolUOlvlH+/llN5qwc0ZKUTYPzZynKxTLGHJD085I+ZrctW50JfVeLaw06QACGMfybpDcYY+4q7+g/IOmRkY9pMOWY+j+V9OWiKH7f2X6n87Cfk2QzUj0i6QFjzMuMMXdJeoMmE3oXjjHmu4wxt9nfNUke8EVNyuCh8mEPSfqb8velKZvSzN1o6syMWnWkHDr0gjHmLeU5+cvOcxaKMebtkn5L0juLorjubH+NMWal/P1uTcrmqWUpm7rnz7KUi+MnJF0uimI6fG6Z6kzsu1pca9CFsbOA8LOcP5LeoUlGoSclvWfs4xn4va9pMvzg85IeLX/eIekvJH2h3P6IpDud57ynLKttLXD2JE0yYz5W/nzJ1g1J3yPp7yV9pfz3VUtYNrdK+oakVWfbUtYZTYLQZyXd0OTu8q82qSOS3qxJo/tJSX8oyYz93noqmyc0mZtirzcfKB/7C+V59pikz0n6mUUtm0i51D5/Fq1cYmVTbv8zSb/mPXaZ6kzsu5prDT+tf0xRMAwVAAAAAIbAEEQAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIARgAAAAADAQAjAAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIARgAAAAADAQAjAAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIARgAAAAADAQAjAAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIARgAAAAADAQAjAAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIARgAAAAADAQAjAAAAAAGAgBGAAAAAAMhAAMAAAAAAZCAAYAAAAAAyEAAwAAAICBEIABAAAAwEAIwAAAAABgIP8PIfaul411KOsAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD86D85E090>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD88EEA5090>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.930 0.437 0.595 6102\n",
|
||
" Agriculture 0.776 0.931 0.846 658161\n",
|
||
"Arboreal and forestry crops 0.921 0.900 0.910 180212\n",
|
||
" Pasture 0.658 0.544 0.596 229599\n",
|
||
" Vegetation 0.770 0.740 0.755 10096\n",
|
||
" Forest 0.918 0.924 0.921 491817\n",
|
||
" Savanna 0.411 0.818 0.547 3076\n",
|
||
" Sand, rocks and bare land 0.323 0.748 0.451 2374\n",
|
||
" Swamp 0.690 0.615 0.651 637\n",
|
||
" Water 0.899 0.899 0.899 91188\n",
|
||
" Seasonal savanna 0.818 0.718 0.765 421437\n",
|
||
" Seasonally flooded savanna 0.930 0.895 0.912 593648\n",
|
||
"\n",
|
||
" micro avg 0.844 0.850 0.847 2688347\n",
|
||
" macro avg 0.754 0.764 0.737 2688347\n",
|
||
" weighted avg 0.846 0.850 0.845 2688347\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_5\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD7283283D0>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD87EDFEE50>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.000 0.000 0.000 0\n",
|
||
" Agriculture 0.649 0.811 0.721 904\n",
|
||
"Arboreal and forestry crops 0.000 0.000 0.000 0\n",
|
||
" Pasture 0.831 0.720 0.771 2401\n",
|
||
" Vegetation 0.931 0.948 0.939 18131\n",
|
||
" Forest 0.915 0.859 0.886 785706\n",
|
||
" Savanna 0.014 0.857 0.028 7\n",
|
||
" Sand, rocks and bare land 0.003 1.000 0.005 3\n",
|
||
" Swamp 0.000 0.000 0.000 0\n",
|
||
" Water 0.853 0.788 0.819 36741\n",
|
||
" Seasonal savanna 0.900 0.977 0.937 1562505\n",
|
||
" Seasonally flooded savanna 0.930 0.803 0.862 264971\n",
|
||
"\n",
|
||
" micro avg 0.906 0.922 0.914 2671369\n",
|
||
" macro avg 0.502 0.647 0.497 2671369\n",
|
||
" weighted avg 0.907 0.922 0.913 2671369\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_14\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD7D9D89910>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD899703AD0>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.000 0.000 0.000 0\n",
|
||
" Agriculture 0.730 0.729 0.730 16342\n",
|
||
"Arboreal and forestry crops 0.617 0.695 0.653 118\n",
|
||
" Pasture 0.940 0.903 0.921 171441\n",
|
||
" Vegetation 0.893 0.854 0.873 40663\n",
|
||
" Forest 0.985 0.994 0.989 2375951\n",
|
||
" Savanna 0.973 0.802 0.879 54037\n",
|
||
" Sand, rocks and bare land 0.000 0.000 0.000 0\n",
|
||
" Swamp 0.000 0.000 0.000 0\n",
|
||
" Water 0.856 0.845 0.851 19764\n",
|
||
" Seasonal savanna 0.729 0.974 0.834 7806\n",
|
||
" Seasonally flooded savanna 0.000 0.000 0.000 0\n",
|
||
"\n",
|
||
" micro avg 0.977 0.979 0.978 2686122\n",
|
||
" macro avg 0.560 0.566 0.561 2686122\n",
|
||
" weighted avg 0.977 0.979 0.978 2686122\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_10\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD7BBFF0150>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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395J2OdSEb/peaiLe2JVEjeTuiZzc6Nw9SPv1Dq73OHX/Wb6Xy/OL4R8XPGCACzxgYDOMXokkit+0Q6vTS4l37vu23Bcq98DYB4M/HNYqvmpIia9aQhUNY8ablqCQGnYpZvAU+Dz6xMG0OTJ+v0atvC/3LfenhlFV72L7nfX8t0IjZD/W3ugKxP79xf295P7D/b7WtQH2DxThAFPArSJVU6WtFE6Sfs3+r9xzlU5uPkmHFx4I/t33aC3FOWJirKh4h+f9SgktYx8kaz4ma39j+N4vjvjSEEnc6mua3i+XUA5Ei9yjHtUQtdEQmKl5ISmOMRujhFeKkmtQklNW4rUugTMvau89o6o89mA5rtrjW+u1CcYBAQamoqQiWY9VN2m/uEbpyc0n7/h/TIgthMSXK7hqvWRcL9c+wAk7LEGz8l6uHS0xk5vLrjirNSiX9rSY9Z1VqXy7UYTuXaFzwamqycldS+1Dg6XdXoU2OPvJea+l1w937tS+7zDUr57l3lO0EImpY2ux8AT2CwgwsCpCN1mNB4DmzZtjSNTuaxFcIW9XUQ7YXa8keu6jbPGV84JdeeFDt8IQW747rSVc8eVWPZx5pThnULtIqqq5K/CXL54mKyb6VRVbc/sYzp8XbaOp1znXrnbot+XOC85+UiJMWmShlSGbate/DkLf1Ty3qcqAWveOGe8/UnFdWtUx9nzRHBP/WOD5AqVAgIFpqE2GnkmELazqBY13vZLo5u2iPCGB5Qq0lAg7sS+a0hDgEJpHHPFFNKfxE0ISzsYxxH3PV6n4ahl6uCbxnyInKEruN6nx3qqBOXqO1d4rtPO5cvvodW+bbb7N4uED2wMCDKyK1g+B2AplaUWk1nC9XZy8MLMTX/aCuf2hlxtmzcfuEGHXTq+fe1nziX1RsP01PsS2JrwklMzllPAq2XYN9D73Oa8NR4Rp3qdmzO/i0OrdaSXUCByN+Zcbhx6517MJrxJecjfvNTMAEEGAgZXRO8SrJO+L2+6MRvs58UV0KzQxxdWDK0TPX7/1u+brAUYSE19P0gmRYvlpKavyqgbww9ZuGfANjskNiVyYZT5qCZdYYZScx7LG4K3Zvkc5ci6SfeXys3JFNUIFdHrByRP138W2VAnVeE6tuYAM0XkvmH8sa74Xg7GgDD0AewDX+xXkrlee+zVXAdEtSTyLsSslKb4q0RgTDWOml+GQyyHqzdHBUbMX/7aA00/NSpcc1jJ2GoReAVHShnQ/0vZjLxrmtllSSn2WRcQZX3MBQA54wMDqkLz8cTSpB1psdZFbDVGKuWmTeV13eL9cGJ6wLZCqcnjt9PpQz5dPT09Y7X5GrYD73i9f8GmMobY3u8SjtXxHih+Gp32OJGO7ds+uS+glwCE0QiBrxaFPiQjjHm+LPvjv+4oJUf+7Utxtb57Ma3OA9QAPGFgtfsjHbCtguYdIz/4uHq7SFyv7+EJOqzz7SLLiq5IZH9jLHL15cukOsbJ8FhIDLcSUdpvcSosax9PDq5ky1msMeNfzUdpO6IXN0rbWIr444YXLZ6kS5lvyIta+9Fhjv6nPAJgReMDAakndfEcYu2sxIFySXi8fzwvmF+S4enBFRaiMYOviK+VdePSJAzra/UmSL1WTB9Ey9DAlvG6eXOoe9hgq7BPrQ8go98v8L+JmlgIS+0RpfuuaxVaph9f3RoVyp2LzvYYLhzfocqAdCDMwG/CAgdWRW2EbbeyuAXvByMTXwl2vPJcTtgVPWKrSoSu+elQCa4FrvMdW3nscQ86w0hASHK9Xi3eQSeaG1ljnvEylRr92Gfu1kjsmDfHln0OJSEh52JZn5IyRIQst5kxoYePyxdMmYzDruIL1AA8Y2AwjDOEaL0DJyuKnP37/ud85ZeiD5eVrWUTYcx9drSdM4vXKGdgaOQY9kebbLN+PGU01+TuhEMet4HvkJe9ek+ZkaeZwlbyPTTIHQvfN2XLAQn0pecZIKy1y7yGt7jWhPKpeVXtbnf9FmGkvvixjtcznq6qtg60DAQY2wexeCCmxAhwve8Vn7xBhC6F3fSWrGzJY9sV939jC7CKsNuRwLfONY0CnDKvbf7vRTBjNZni3wB1HLiVi1xdhuZDG0N+43031rXdVxi0yYlFn2ZeGCPO37+Xxyn2/hQd87WX2wRggwMDqmPUdWiXVy/xj8YWXK7YWEfRP7vrW2194hujKPVfp0x+/n15+92eIbt65D1XPl8/OE3btmWt3iJqZRBg3NLK2v7G5GavOVQLnYS8rXR43SnrnS3H6nfLO9L43zHAf8nPBct6r1BhriGHJOdwSqeIcNfMk934xyfYzcvPkUlEfRwmeWF+3OKdBWyDAACjk6OCIbp7cNlJjN2BOsrwrvEIern9y17cSPXPndlcPrtDVm1eI7g63Wyq+Yl62FNdOr08lwqT5aLF+ShPvZ10gSFErtEJze1SRiNz4H58eEw1YsY6NcU24n+/tcse6dFV+7cU9RrwkNzbftMqelyIRNrn91R6L+6xcWBZ+csWz1j4nAQgBAQZWSSsjN2Zsp/Z1+yFy5wPkxV94CxERfeHF3xl8yPjthjxeRERXdtHl15+5RkQ8cRETX9efuUZX7olHq8f6kOLKPVdv9c1n6WtLIVZa/GMWD10pMY9F75CYnFelx/7OrsO4wZkzRkcZeaHKhrVtLbj/l7bdav7MJNY1kD6HeoUW1oivUOVOKaFt3CqkJaGAGh7a2jDEkZWWwbaAAAOrxRVhmiFeLtIHj//9k5tHd9zw/e8s3i+O1+nKPVdZeV05z1dOhJVw5Z6rdHTziB6gw+DfW3jD9lV4uYzOoZop/0HDqOXeSziVD7n9qfFUcZnhPPUuuOJeG2sWeT2JVe7UEowx8RPKGQvNWS0RlutPjlY2B9gfIMAA2NFqRZJ7g18KbPyTu761WBz5ZeFdQkU6XG55sO66/dkVYV2nwwsP0LWEl87/LCeENMval4iu0vf+tAxD5BqtMxjcPXEXOvxFD9/rcHx6HByfM8NOR3z5v1/OH0JzWs+JGQpwcAqRjGZtIcpEbe9psYIdJXmMUnL3Cr9/azx3YE4gwMBeM9vN9GWv+GxS9IS8X3eILuc9XX7bLrGQwZ70eG9YqberVHyNYNTqvvb+uAVGYt9zV7YvHN64o3/+OdR8oXFufqRC73pSknPWqv21z1eiMmESWhBwf6/dZ829KhVipyHC3DZa3lNr53esbzM/B8C6wIuYAZiM689cC4qjGvFV0xcpi/dudJif/yJlKcuLTlMvPM1tH/o/mIvcC41b73sUrfc9W6jfbP0huvNlyqF7Tez3tQoEjvia8VwBoA08YGC1SFfilhWxFu8B0cIVPKlcL2s+Rtef/xDRCx+6/aGy+PL7VBIWuQig1p6u0WKPKJwTsHhkLpOeUVETRsbdtpeXJPY3jf22MuK0vebaeVGxlxyH9qkdkpgqAtKLGUMOpaIo9g6uktzEUkGGHCcA2gIBBlbJlsTXyc0nb/0/VEnRJ5jn1Uh8uXALd5zcfJJ1HBJmEFgpOPNxhiIAvSoSxuh17GsRXyFCYZHa580VSq1FWG9myX2UiCZuey6jwud7vGaj5/mb0SYA+4GxNl9RDYBWGGMsEdG1x+ShbqkXX+a+NzuhSoIlwqtlnldMjLmC0j0fOS/Y7CIrxWJo+QZXzJDQetltqp0ZjFAf3zgu7X9KmIRKr2sJgtS9JJRz5vejpi9+G7XFWFrOndwx9nhX14j3gfVCkitW015se408sBS97l1c8cUdx6uvuUpE9Li19sHyXoF9AR4wsFo4ictrFF8ajCiw4QqvEP6LmtcsuIjunFuSVyK0Cu+ZvTS51FuW+35Pw1ri5WzBMh6u54qzz9mEeIuy4iGxxRGYqfDPNYu21qGDpV4wbr9ah0ADMAMQYCCKMeY+IvpeIrpARP+JiB6x1n6XMeZLiOg9RHQ/EX2WiL7RWvtLu23eTkRvIqJTIvoWa+2PafUn9HCMGcF7QYewwxi+9ysnvhbWLroWaiuQXTi8QUcnl4oMpRlCGXvhG2Kpl563QvueUiM4NPMIl77UthPLL+tpPLv9yIkov0R9rL8zX2faZdFLKzlKtim5XmteJB4DIYdgFiDAQIrniejbrLUfN8a8iIgeN8b8BBG9kYg+YK19hzHmbUT0NiJ6qzHmIhG9noi+nIjuJqLHjDEvt9aq3DmXh+zNk0t0NN8zsQvXn/8QEe0eujefvPUSZzAHEiNjlgT3UTkzUsO2xHC6WShyiWSG7fHpMVEDY3EN9MhZ4/aDs+81vCdsgRtmPxtbWVhaw1iD9QIBBqJYa58lomd3//8VY8yniOgeInotEX3l7mvfQ0QfJKK37j5/t7X2V4noM8aYp4joVUT0Ya0+zbx6lRNDXC8REdGTdHJHHtgivohurz7G27z94Liyq5Tobg/KkeZLLGi9c4qTZ7QGQp6g2Pg8+sRBctEl9tLUUrjiK5X31YsSL4F2oQxuW7G+ji7cMSOxOeiWcdcSaKl99c6rLpkLEuHvv3g5BsQXaA0EGGBhjLmfiH4vEf00Ed21E2dkrX3WGPOlu6/dQ0QfcTZ7evcZUODqwZVzIXyxB/Ch+RU6fOFDdP35D90SX0RthZj0RaL7BicvZd+RCMhUCFasIEoO6dydQXz5SLyZJYJdUlxDum0ta1uAqGVr91o/jLRE1HOE2Nl3yvLHIcqAJhBgIIsx5rcR0T8ioivW2l82xkS/GvjsjjKbxpiHiehhvR7Oi1sM48o9tz1kOW/Y8ekx0cGdlRBzHJpfub0/9x1hyiwl6UcU+5iRWInomydzPbRnEQwl774KLTjkvARcSvJfaJKx9GmRN1NLaN5peYSJZMcpHZMW3rlcVcoacdWy9P3Sfg+4486thKpBafQDACEgwEASY8xvoDPx9X3W2n+8+/g5Y8xLd96vlxLR53efP01E9zmb30tEn/PbtNY+QkSP7NrfxHsQcuGHpS8x9ku3h7xgRERv/tAvnn3wld8s3k8pIfHV4x0xM7PkKI6A4/0YGerFDZ1M9U+7+ACnHXdOpwwtSVl4f7tW50Q7Jyv3WgXp/jSOW1N89bg2Yn1Y5oHGvObM17Xdp6Xe3ZjoB2AWIMBAFHPm6vqHRPQpa+07nT+9n4jeQETv2P37w87n32+MeSedFeF4GRH9jFZ/Zn1gtCiEsaxickQYEdHfeei+2yKsA1v0ftWsHMcMA18wtF4p5RjAqcpv2v1IkVq5zlWy49wLOK8C4Lax9hXu1ufbN3hneRmypKx8S+OcMxYt9l/7zCy5Z2ldKykBpTW3EDoPRgIBBlL8QSL674noZ40xn9h99j/RmfB6rzHmTUT0r4noG4iIrLWfNMa8l4ieoLMKim8urYC4hhviLeMsIERKPF4SQiKMg2b+V0yEaXjB/O17lhwv2Zfv9Qq10dOIzxkqrd9XVbK/UC5HKTUr/6XnSfJerpFeyJYibNmH++8sjMpPk76MfTZR4N8TNYt/EOVDCKXEts151mcZb7A/QICBKNbaD1E4r4uI6Ksj23wHEX2HdF9bu/mdz/1Ki7HcAzfkBSMKi7Bf/+AP0G9QDkMM5WnkvF/Sh3FK+PQQLu7Yp/qytXnaAne+tApFi+Xc5WglvvwXJOe8ey1eRsyltXdqbRUNR/Q1t0+t+4yWmOvhvddgTfMOAAgwABqREl6HFx4QlaWXiLAYJd4vDUON8/Ce7eFeY7DMdiyjKM3NKTGiOIZmK/G1UPtC4p7vQWr9KoO1ibCFFueA2xb35e4l96YWUQmjkM7RNc5DsB9AgAGgSM7btVQPJLqdOxYKYQyRE2F/56H7mlY+rKFmBXUtq69EEF+jKR3/ludtxqqEIWbuW4ravKDQdr0EpCQPsVYAhUSYZrjj0kaL1zP0nJslY7KmZxSYB2PtJorQgZWyVEF88if53qBZ8G+4NXlfS0gfJ7Y+JMJcL1hMhGl6wCQP2JqX5Gq/YJe7r1J6PoS5q/XcKoMzGeDaBhzXu1BDbpx7VgaUIDnvWnOtNRpzWbPvpfcWDc8XBy3v1oXDG8HPayqgcvNHtb2XqWdxbLwe+KoHiIget9Y+qNIJsGleMLoDAKyF49PjZFW0XlUBQyGHIVFWSwuDfJYwljXj5xBxSmu7P2tgOcbaOXh0cNRFfBGli4hohvaNFMrSMu7afXXnRWos1jTXY+TE19rCun0050bva2L2sQXrAB4wMJRZPWClN1iJF6xWsMVElzUfC+9PoQKiZJUx904szhhrV0PMvR9HI8ynJRoeSW6bM5F7SW3J+dQ4V5xQtZLxTbWpUTWu5pxrvBy3lNJy7jXv/9IIR0zdxzjha5xIAI17ZagNyT1R4gHL3ctK52hq+9LIjYVc8R94wIAE5IAB4FFjmLk5Xrnv1RLLCTP2wagI04BrcOZeSMwxGFIGgDTufl+9b6kwHy3x1TPPSaOggKZQThnoPcRtT/Hlb9/by9TiZeOcc1crwlLzTeNlyS3ubZxrxL0WY+JLiub8jP2ttAoltyQ/ABwgwAAgXYNsEVeuEGsVnriEI/pCzOwW4LSFmNZqv5Yny/+s1NDRYMawlFiBgTURmnMXDm+cE/j+ue8Vdpgj92Lp3HvaYi+jneUcxvrZUphpH3/oGGYtzDHiHpYTGbe2ybx+YSa45zJ07Ci4AbSAAAOgIT3zwmLesOXvrbnTyNR9YSenjVyIYWqbNTPSK7HsP/cerJq2F9xj80UYh1aGU86gKz0nuRX7GY3b2ZDOxRZhvly0xJf2PJ/t5dAa5K5ZN997S8cN5gE5YGAos+SAbWVFK1WMo4cIi1FazTAXprisRtbkP3DfD1XzHqmln1yhFDO8Syrp9fSW1OZvcNryBZ4/Rj09CDVV/3q+z6jXHGghUqTeQ216itzY3JXkiHG+X4O/r1TooTSXMbV9yfUSmjul12wuj48IOWBABjxgANB2wgpiIYnLZ6NEWMkqYizMcGlP+r3SvmnlYUhfyFtDy3CpmFHU01At8bL1uL5bjvvsLzcekQ+2oCnGuMfR4qXN7r1I6vFam5cmdg1LvL0lxVU0F4kWtmA7gP6gDD2YHrf8O+Bx7fR6t3L1HLSNgxIjZSShVWLfANAuMd7CQIzl+mjtI2UwLaTGqdSDoEnLUvGz5H75tM75yu2j5fzzaf0qgNLn3bJdz7leW3ij9rzVbF/zqoK1PHfA3MADBjZLrmTsPhDLDVsDuTwvadGNlGhruYKcMlKkIknq+dEu9RzyeGkbv8sxxlbHZxUhC75nJrWiP+Ox1IZqtYCz7x7jOTrXcjTSioccr63E4zhqzFGIA7QAAgxsipqbYs1NdebwIF+EjQhFbCVwch4PSbXEVB/99kLb1xyfxHAcWfLc318r4Rjafg2EwuJavIzYHU+uOPH7JdkGQHwRlXm8WnjiZwAiDNSCIhxgKNwiHOxSuBlqCinEmGmlOIbvBRuRC+a/mLlWLKeomS81YWypfZYYL1pFHUJemRbvAIv1SdurEjPqWlXd5PRlNNzwudo2ZqXFeQgJ1zWPUS1aiyiaYrZX6XvOveXqa64SoQgHYAIPGFgNa1ltmvFBPdoLFnpIlq4gcjxNNWJ9poR2qZeJs33vYhklf8tx8+QSu8BKa1ok9Y9gpvsV2C5a18lyb0t5gzWFnv9cWIs9AuYFAgxMSaubW0/jeuawxBySl0inHnJaD9sZBJHkZb8utYnqoXnENSx6zD+uV6t1CNcMc2QkMy789KSFEE69yLz1OGvsp/c7zVKede0FCvcYuN5fLREG8QU0gAADUzDDDW2GPvQk5QW7/sy1cyIshjyfRKccfQ01q5jSvtSKL03W7qFx4RTY6X09z1pUY81w34fnG+Oa+Ya9Qtxi+2sh+LhiRCM3dSRa16Q7XvtmJ4B2QICBvSPmBYu9aNEtvHB0cHTLqJ7xgZOiR0VE31gIjdHsD7A1eFJcw4JjTM0gDJY+a103M56nGUTYmj3vPiXvftLaj/+3mTyMpR5wd7ta75g/LqGQwBlw+1nqhZ/hnIPtAQEG9hJOKGKo9KxL7/AODSQiLOcFOxuPsIdHK0yjpZE9uxDM4Yuw5TOf1Ap+b0Opl/iqObe1AmaGnLDYMbQ0jnt4ilLhbbljqz0vve7rOQ9c6ndtLxmH2jnl3rtaFomZTRgCAAEGwB5TW4zj5smlaJhdrQjTFF+5d4qtBd+wjhkVoxYHWrevUQk1RcqrKK3guHWDb7Zj41YBnUEgS1jmkaS/Nd467n7ca0RS6KcmRyy1OMIRojMvjoL9AwIMAHCLKy98iIiIrj//obN/d14wvxBHD+GiWTAlJAalbUv6c3x63KwYQEiESdrRCr3p/fqF1uIrhea5LHknVwnuuV6L2MiheTxrMsa5c8a/vkMh4aPnQmkfJAWethSGC7YL3gMGhrK8B+zaY+lKey2oMe5TxRXWcOOvfS9YqJCF/54v92+ljPRQlXrN3O1aGjslq8zuttK+jZzXsfxM6fb+dZtbTQ8Z/NJxyAlVafhoS7T70KtS4Ih9a8P1WtWGULZaTCih9vy1DFksAe8BAxLgAQN7Sa1hHwu9W8tDX6sgh2sI++KrBVIv1IJ2OGPNy5q1qFnlHb0KzsUtgFPDrUUC7/MeuVKcczTLfWMm41wbjsDpXfHQ3w9n/GNCaoR3SztfUtrW1jy8YL+AAAN7SW142/HpMdFkBkYvRnilJAZ46Lva73/jttfaKOLkKmnuy6eVcdpzjo2ubjebUFmoCZWc4ZhyBTs43x1xHFxR495btEvKS9AI99PcHmIMrAUIMLC3SI3ytVfNS8EpxpEaq1YGszRvK3WOpOc7530pEXUtDIUZq+3VEHtFRK88L6kx28pIn8mQlHgaSkM0S8axZvGh5/hK54tEhIV+d/eXKpQ0KzXX1wziHwAOLxjdAQDA/MxQLXBUH0pCHl2Wd+OEjCVOJT3O93oRyxGSVmlLMXqhwz2W0HHlfh/FTPNkFNzjH71oEUPr/D36xAHdPLl0KyxcGh7eI5ycyyzXFwDawAMGQIDRRmAppZ4C1/vlt1Ga79RyDC8c3igq+FEaihgbV+3QxhSjK5hprtyPIjSG3M96wnk3Uq7Udov+S8PeuG2OpsfrGVKVTHuQ84Q9+sTBuXsZ13PW4jiQ2wX2AQgwsNe0KtQwgqX/GuFaPUK+JITOjWsc9DBmUmPSYqxaF4fg7DuW99UyBK+24qEErfEsCV/keD+Xf3uX/E+1P4NgqmGW/qcKwGgQWhwKiSqNIhqtmX1hB4ASIMAA2DGT4JDiP2hDgiV1fKEcMK7gkO5LQk549SY0JtJj9cWLK3ZmMzJSFddaE5pj2tfoiKpxHGK5PaCOkeO4Na9Oj7GcwRPt5+3iWgRaIAcMAHCOXuKqhJj4cvOQcvlI3P5fOLwR/PH3K8X1bIQ+j6GZZyWlp9FxfHrczTOdew/YGimdJ1sxLLleyFSenwaxdiVzTju/UnPxqlcuZK/cxlTVzNC/ANQCDxgAe4CWaOLmWWnR6qXG0tyt0S+o1X4/E6cQwOjy7Ast8+y0jalUaGbIYNUY2y2/u8slN7buZ7E5nhINJeej9v1VofZix5HaF+f6KAnZDhXjcNvhirCZ59WCJOQbnjCgAQQYABskJ4I0XsJcst9e1D4cNTxdmvR611eo/RHhhz6zzCsJrpEmeSeVpP3WzGpotupXqaAKbbcY77V91QrD0ypHL21nxvmjwazXBlgPEGAAbIxcrleI3DvAYm32Klxyth/d3K+UZ2WN787RokeZ7BShfC9NY4dT1IJThZDD0u8WAlo7PyYmImalx7vYpNTM01zhE25YdY97su8Z63WvrPGwSTyooW1D5wAiDNSAHDAwJaM9DmtjyZsZKb5aeSlKDIqe86f3vnruz30PWW9Do3XuV+q43M9rBUnLc8btz4jzp0nK8M6V42+JdmiyBrnnQIya+zn3vWH+tSDJcasNb9xividYN/CAgenADVEfLfE1qlR/yQqru2oZe/hqeMG0DD3OKmwNow3wnuXltdHK1QqVlq/15OTCHEefdw1yHqCR3rBWnsil7dTf/X64aOROpq5Rt+3j02O6HPkeJxcvRasCKVIvGFH7V3CA/QIeMAA2Tkh8XTu9nhVfROcfsqmH+czGdM1Dkruyq0WuElcJIS/BDHlckhd8r8nQaSmic/sN/Uj3PWu1N+4crvU41ohgtw8l1FYW9D1KbmTE8enxrTkRate97iT381b3folnrGS8S7eLzY+1v0cU9MdYa0f3AewxxhhLRHTtsWuju7JZfAEmFV4cRgowSannELljbe0Fi/VfywCWCIKZhM7MfSNKz7tWAmBE0Y5elQGl7bv76HGtcJDkT8ZyHWPbSY9Rs8Lm0pb7HkRu/7m0Os6a9nLbuuNCRPTAVz1ARPS4tfZB0U7BXgIPGAAbpkR8EeUFFSfnrBczGOba3gKtIg2SsZlhHNeEP75aYiCWFzPKM1XjYdg6RwdHt36Izjzmy4+PPx6+kCHSuwY124kJR+39SucZ9/5WuoDQ0vsGABEEGABAiC+6IMLmYGTBDE3WZtSsfbw1qQmhCxVoyLU/E74w4YQvh0RYLS3nYov+cul5fwvNs97h6GD7oAgHAHsC1/u14CdxzyC0UrR6KLcqSd/amOSEgs0kHLZcRMKH6y1L5QT2HBdpmW//c0lffRGWGyup16Smbz65Qhe+0X754o1gP4jOh/fNQO7+EerrrAK5xjvtnsPl/+7zAMIMlAIBBsBG0XjZ8kwGAeCxpXfVrLHfufy9XlUzQ/sdYSCXHi8nF2eGyqCSaoOLsX50wL+3lhTiaJnLxu23dL6lvj/qPhATVxBdQAMIMADAXhMzoM4ZGowV1NFFI3J9W6OYWSul7yZqbWy7r2WQhgeWVHeszUHUKBzSuihILe79p+aF866XZ8T1XlLsQvOeySkPL/GEQWSB1kCAAVDIT73vXdG/vfp1b+zWD1CPm9ug5fWD6JExykMzAzXHLX0v0fKd1uM9au5rvnKBK940c6Nq3z+4nFeN91XVnsPUHBt5rYf6BcEFegMBBoCQlPCaiWun11XCEGfi6OCILhzeaGbcbSXksuT9T6OofWdSDwO7JZrnRyL61yC+Ws/j1Pkv2V/PF9en+l4rrmty/kraKoVbqdBlnxd6wFxAgAHARCK8rh5cERe9AHmOT49vhQOCMJoegNHEBEWsUEPNfhZ6jZdm/pJ0PGoKV+TaCoV5ccMXYyGZS+U7bbFaSugdWBLc7UIirVXhH02038HWi7X1F2wXCDAAItR6uiDC0qzRgzHz6ulahJb0nHG+rzkPZg4d1Rwzjf1xxJeEmBhzj6eVJ0yycLHkbfniKfSKjpDA0vKMzVDhdLZrJXQeZ71ng/0GAgyAAFphhhBhfehRdQ7UEzpP+2ogccRKbO5KvEs1hT6kIXqx81tCjYjrcc2H8r5Cr+3QzA/byr2sdoGg9yJJyBsZKkkPgARjrR3dB7DHGGMsEdG1x66N7opqbtcPfv0nzv0+SoS5OWAzCkGNKlgcQ037Ya0RwqUtOmY1zrgV8nLjkft+aeW7kgp+2iGLkuugpNpcbRuhdrSuuxHXQYuKpSmBJSlVHzPoZ72+pWhcOxKhn5pfucIbUnH1krvfQkT0uLX2QdGGYC+BBwxkMcYcENHHiOgZa+0lY8yXENF7iOh+IvosEX2jtfaXdt99OxG9iYhOiehbrLU/NqTTQlqKLxCmp9dDe8VU4rUJiYF98vjExkoaVsY9h1pjGyrX3sMIri1N7zMqpLL3PkuLj2j1MyWyasXXlqhZZJNuG7t2YsKrZvy3IpBBPyDAAIdvJaJPEdEX7X5/GxF9wFr7DmPM23a/v9UYc5GIXk9EX05EdxPRY8aYl1tr98faBFPS4uGYCiEL/W0NVedaoVWOOvXdUsM6Fwro9j0mJFvlWmmKydR+RqIVglpy/rXHQ+Lp8tkH8VWCf15zYcypcwrhBWYCAgwkMcbcS0R/jIi+g4j+4u7j1xLRV+7+/z1E9EEieuvu83dba3+ViD5jjHmKiF5FRB/u2GUxrbxf3/BDX0FEeCfYaFo/IHuFGC77Wqv3TDOsrgWhsR3lPWo1HqXtlnjlJGOnPa+1xZfkWFwRxs3/ygkAGPlnaCzi+EB8gVFAgIEc14noLxHRi5zP7rLWPktEZK191hjzpbvP7yGijzjfe3r32WpYxFKJKAuFHo4UX7O/A0wj9EyaN7R2ZhAqGsx6HDER1opZx2Ehdv1wrl1p1UqN0MtZrvdQNcQFX4z5AmCWY1grErGcG/vZr0+wbiDAQBRjzCUi+ry19nFjzFdyNgl8dkeVF2PMw0T0cF3v5gJ5X/WkigWUeiJmDr3iIi3tvXxvCbdp8XLp1HuQXAMz9NLsVkaN1jmWemNmmVs9vaMtFz5mMXpn6cdoeudAtuTC4Y3gO9ZKFxq2NDagPxBgIMUfJKI/YYz5OiL6zUT0RcaY/5OInjPGvHTn/XopEX1+9/2nieg+Z/t7iehzfqPW2keI6BGi21UQR6ERfgjxNYbZDaSWYVWzHLsvts44b9z0CONbq/FT+96sEWi+8mHmd6651PYxFoKolfc140LTrOe2lcfx8sVTuqrSEtgXIMBAFGvt24no7UREOw/YW6y1f9oY89eJ6A1E9I7dvz+82+T9RPT9xph30lkRjpcR0c907nY1ElEWE19L/tco/PBDvwR9yCBo4SlJ0TPUawTa1fhcWhk2uRfLup/X5BPVhJdx3j9V6i1dtuuda6chrmvK07eqDMhhVkN9oZX4ilHzSgLtsawJES95LYRmQRut1yTkrs2Z5y6YGwgwUMI7iOi9xpg3EdG/JqJvICKy1n7SGPNeInqCiJ4nojevqQKiNF+L4/n6qfe9i93uIvxa541pvBC0hNpwjdkNNR/NF3VKDeTc+21iSKq41YiU0qIOPRlV8ETrvV3SfWp4UUqv8RHXNmefLfu0haqHnBBxvxJsakx7zoGSfc0YhQDWC17EDIYy8kXMvqdLUoDDF1/aHq8aERYqvsHxgLloe8NahOLVrPj3ROPYQ2IgdzypPC1NuMfXswpiTy+APx9bzLNWFTUl+5YanyVCUlP0lgrZmnEJURt+yPEaSb4vIdW21n1N2gdum9xQ2Zrx8+fA1ddcJcKLmAGTF4zuAAAzIBE8fqn5FuGGvojiVjTkiC8OWl6yyxdPu60UPvrEwa2fWF+APlKDtaYNbZb5WTM3es7xnmgfV28vZ2mIs7QPue+XLoCk7mX+93qjGV6doySvMNeuxnUPQC0IQQRAQOg9Xy33QXQmqkpEVIqcUXB0cHROhJUaEaGKUyW4K+OSh/ZWHrCxvKeUcdIzp0/Dc6Hl/Sg1SGeuaNZ7PmucyxmoqZ6qlXvVI+R7lvEuQRIKOtv9fM3jDsYDAQYAk9bVDkPCi4jvwdLyfhHdNt4vXzwtzifSMjxihRGkD781rxTPgrZI0Qzba3V+R+WChZipL6MZORahfc8s4LXZ8jycsaIk2CYQYGBvefXr3lhchl7b+xUSdxLx1PKlyxcObxAVhIHcPNHvS03OwKxFPGrekzW6ep27z1ieWuvQMw2PV+hvbrtaBmdsDnLnZg+jt7TS24giGprfk5LKI9K418xwv5Lsv+Ya4YqensIPQgy0BgIM7DWtKw5KWESdVp84Ai7mpVo8YLe9X7JwtpTXjJMAvZXV1ZzBwC3fzGUGo81nK6vltceRWhgYgcToDW2X+k5vNCty9iIVnj16PHPExlrjGpnp2GfqC9geEGAAMPmGH/oK+sGv/4Sq92vxfNWIL83Qw4Wa8MGU94tbgnh5kK/1AVjixUqJMYnB03rlNtYnqcBoKTw0wsHc+afd15KcPqL84kVJP5f91ngq/TkX+70VJe1rXh/pkMQbxWHcMUJzJXXda95LW4dapvoa27f0/GuOxVqfUWA8EGAAeKRCE7VDD2vbayG+NAit7Oa8PZK/pRgRpqKxfakQ6+1hklSXix3TFjxiIXLzWbPyWsty45rfmfFc9zaaLxyGRVjs2i3xfEs+r6W00mzpfaB0wSK1bwBGAwEGQICa/LAexHK+ZhBf+0Ir40aS15XyjLWgROy1FF+x1X7Jtj0FUW78ep/P1swovkYhFWGltB7z0msutrBUI0BbeKAkEQRrvS7BHECAARDBDQfsIca44YetxZdbvrwmFNE1cHs/qFIP9rU9NN0+t/J65Fa0a7yRI8ntXyLWct/l5kaVCL/cvN2S0NlaHqjLEhmgHZLoE1r0aHXvk+a4pr5TGkLL/Z7kfrC1xRAwHxBgADBo7REbJb6OT4+TImv5+9HBEfu9UjM8oLhehhn6GqKHERrKs0uFMs0yVhr9KAl9mrWYyIx9ijHrGNYiPaYLhzdUq2xyrwmt67jU48XZZnRRGgB68YLRHQBgLbSqmDiL5yvG8elx1Ut9ZzHc14TreWoRYlPi2dLKX2o5H7RymTS368kyX2a85nwvrjQnVLsfLsvc7nWOc7mCnHHYqlCZce4StbkXg/0GHjAACpglR0xDfNWIq1lpuZK6BkOcQ2uvFqcgRQk1/Q55P1tXY2xttMXan9nb5Iqw2GJAq/67+8vlH/U0uFvtSxI6q5HHqEHvoj21YZQAlGCstaP7APYYY4wlIrr22LXRXSkiJsJ8r5b7vVlKze8LGg/XUYastByzhJEr2a3CrSQFTLT6k6O0YlysHYn3chYBNusc5dBqDmnlJ6bazOUxlV4vITTbqmm75H7Pzd/MbfeSu99CRPS4tfbB7MZg74EHDIAO1IQvbkV81RZ0KCXl6ZAmZvempVGztWIHNWM1oky+xJNQUwRlbed3hnzDNY4bUV1Zd21a3e+1CgKl+remxQ2wXiDAwCqRFIVoSau8MNCPlMHXwzMirYYX+my0wZqCW+gjxKjqi70EWcl+1lAN0Z/b3Dnqfn8EfmEM6bazjP9MlOabutu0vJ6lCzc4x0ALCDCwSmKl0v2qfjOItBq24v0iGh9LHzOQWvXLNUJTYmuE96UHnJLO3DZKjSItcdrCuJaEkY7yHtcCURJmllwrnxkWc2qOuXU+JwCaQICB1eOKLr+k+iyeMjAHJauwtftobUiNNphGwBEkKe9LiaFZ4rFscW5GFYkopUXYLFEbgzg3LzReS1ATGhvqx1aoPSZuvttSzbBlxVQAOECAgc2xCC5XlPkes7WKsrV6v7YI16if/SG+Ni9Frq+ziJJcP5Zx11gUWNP5mx3udTzrmEs96q1zQUfnU4XOW6ikfC5SwWVr+bNgDKiCCIYyogriIszWIMrcEMQ1iK/US52J1hUSqmXo51Zmpfst6QOHlgaYZtXD1l4HDrW5WiXtadLSgNSspJdqN5e7M7NxXDsfJfcU6f1Hqz9awkvaz9rCNiX3/WUbVEEEEuABA3tHSATMKAxiL16elZz48r8z45hL4OblxARIixLQNW2Ewru0DHXNcK1aQdeysmRNP0awBu9nTlRIvc6twxg514xGGCl3u9A5nqUyYaiNmMeKg7SgEXculN7jAUjxgtEdAACsm6ODI5b4Cm03M5oP/VDIS6ydmOjoKRQ4+1u+IzEEpX3QoFbYLj/abY+iZZ97jEeN+GpNSRXFHh5d91pd25ydrb+x+8Fs/QTzAw8YAHvClXuu3vHZ9Wd4oZ+txFJvj1jNKien3VDlQ38fJQZXbhW4tziTwF3BbnEMrcdsbaves4uv3PUxSnxxPcEzVBFcIyHhWlMoZ4FzvjjtcP8GgAQIMAD2hOvPXLtDhF2552pShPX0UoVy83oiScL2iRmDMRGW20fIEB0ZOtd6XzXeQdCPmYsPtMgnGj3v94HYGIwam9KcM5xLIAUCDIBJuXZ6XT0PLCTCfEaHBo7MEysVXi3CiHrkbvRCshKdOka3gtlaqiHOcg5rPEb+tqF538L7o2mc1+Z+aQu8WebnSGYcA+55nnERAqwLCDAAVsLVgysqlRBdj5cvxkaLLx/N6pQjHpi1q6Pug760DW3P4uj3UElEWGi72O+SdnJwQy5bz0mN4gGSMRqVKxcSuSjZH2btHhtu/pXkOpXOidH3QLANIMAAWBFaImxhEWM54fUAHYrafZJOivvkoyXCYkZZjSHcw5irFV6xz9wXmLufufiGBqeaYwm9DHSpYON8VtLGcrzaIqzUM9R6HkuEmST/hutdjBna/rGnxoIzTtww5pRgKL0WcmPMEaSzigmpB126SFJyDcw6VmA9oAoiGE7Pd4CB8+QqGD5Ah2LxVbNdjNJKiz5+NTDXEG71QJ3lQe2Pn//7hcMb7AII7mejvGAt26kJG5w5T6qElp6kGcYoF/LK/a7G/krJXbex45hh/Llwqzhyjyk0JtxzM8s9HawbeMAAmJgWeWALOeGVIufh0hRfLq3zw0rzRLgP5JpVbsm2ErF6fHpcvepfg/aKfy0poanlLWrZ99h4rj30zCUXhib16vQakxmq63FyLGcjloMYosTLzfWGzTg2YL1AgAEwGbkww6sHV8iajxER0fXnP3Tub1de+FDwc5+Qgc4VTZzwwifp5JYXTDMc0WV01UQJNWE+oWqIqTZy4ssfr7Pv37hjf63C5EqYoQ8SZutri2IZI87J6HDNUBtrNdZTns1efZ9lUcA/5tH9AfsBBBgAExESX8vvrifM2AfP/ka3hdYivpb/x0SYb6CHhNcimmo8WaE2fDHWUqDVkss3Cf1thgd3KLfLxTU2uN9rYWy3HKuatnPHmvv7aPHVc/+pvEppf2oM/9oKhzX73OLiQEtRWTNWnPtsbWGNmuiEdH1hAM4DAQbABHDCDFuGIy74Ysj9fRFSUtHkCrHQtku7pUJMs1JiitGGVs3+LxzeOPf75YundPPkUrf9h9oq2aancS31PEraXtobQazwRYnRzS12wBWsUiOYU+UxtB9OX0r+DnTgngfu+dW+d2AeAA0gwAAYQExI5UIPQ58t2+TCDn1SnqkQOSHF2d7fdvnM7Y/f7iKuUt6aWUWYdnXFUgFw8+TSHSIs1m7KIM7lF81AScEMLm4u2PJ7yb56e2m435UUnZB4hLWO3e1jqpJg7O/+dyXjUxJGvIYKg1y0+q/pQV7OIafi5Oz5m2D/gAADoDOLkJKUk9f0fPlhhYvgCQmYkOipye9yBZe/f/fzJYzO7VMutG4GESZZZZeIGa7xwy2+4Xq/LhzeIKr0ykgFSalhWmpEcYuJcJLxOUZfrP3Z8Y8rJlKk57lU6Eq3WZCED7vUeie5grV3+O1sc69WDLnbc8QXd79axT0A4IAy9AAMgCu+rh5caR52SBQvZBH7vCZvK7btk3Ry62+LkMi9p8pnthdJp4gZ9z6lxtrx6fG5H5fFG3Z8esxqPxSOt/xo9DXU9gysweOXQnss/fZaComUF9j3qLlCT7NPrbypved47Zi0OM/LuZJUOJSe39B9q4S1XO9gXcADBsBkpDxk2nlgHCEVEz3X6Jiog+CRerZ6VEecOZwldtzu6v7Z/2Xj4xu57gq0Vl4Tx/uSooWnZXTun9sPovbGYC7Mz++PhNQCQ8rbyGlvlFjmeFRSHvNeoYmpvkg9hjUFK0qRerN8JGHdI44P7B8QYGBvmKVsOSfPa/mOK7higqyWmvHIhQWGKAldXJNnSxttL1OtoermQdUat60NnFoDdwbh5VMSXlfiWU3tp8QzlOtn7Hu5c1g6n3PbcQz+EeJOO7ctRCr8tiXS9lvkVYZyYHP7n/E+AeYHAgzsBVwDvlceUQi/BH1JrpiEJ+mk6bHGime4eWBcISYtGOLut9UxSgWIxsM6ZVj543x0cHRH4Q0tL4Evwlqs5Mfa4+Zzhf7PZUaDSntVPiWoQvvgjHvJHPePS9KGdr5TaX4h5zsSMcUtUiEVkbG+cT6fSXzVnqfa+4Pf3ixecrAuIMAAcBjpHfPDC1sJr9b4YxgSYm4hD/d3DlIP2khRPQLuu7200Qw/bLUPTvv7GHbEPe7SsENunmFM+LWgNMS1xhPYao7XFKfhMDKEsrcQLGUf7xugDggwsHeMNsj9HC7/RcsthZe77xZjkGrTD1cMvWMshMa7yNZO7uHO9fBqGgma4YcziK/e+yEq9xi1MPY0hQX3s1AffE8YF67HTBpqG2qjlDvzMGXbcL7HaU8yBqn9aF4rHHEbC8fOeQxr88e47QIgAQIM7AWuMHCNVff/LUVZqnBGD+GV60MNknHzv7uI4WvEyyXz3xumIcKklRYljHxAH58es8rLj1pRXgyYWVe018I+j2FrbxGnCEjJNS4VX9potdv7/qYZctpKSALAxVhrR/cB7DHGGHvtsWtD+6DlEQuFD6ZET6nginnQJNvNGt4oKbYhzQsLiT8OublRmiifQmrYhI5l6XdoVXlNBgenz9q5QGtAEpolDeMq9T5xCndo7VvD8Ja0OXIxRVLBr/U+W+63xAtbmisobYfTxtXXXCUietxa+2D2y2DvgQcMbIaUQZ0LjavFF0Ux4TVK+BwdHNHVIXuWIamqKMkbI2pXSTFkWOaS4P1tehl3Wwyb2UfxRVR3LnNeoJbzJCfEWlbxS7HGOdPq/iEJFW2BRtua/dvaPRPMAQQYWD2jS5RzQvt6Cq/QeEiESg9CY7aMUYkIa50TlgtVTRmTCz0LDKQWFdZoaMbYkmFUKhpyY1A6RqXeCO48Tx2v5Li2NJ9LGbGw0mqfkjZL8xYlcCpVbuk+BPoBAQZWhTRsbPl+q8IbIzxdtS9jniH8MBeiOaMIWwjNJWlp9J4PbK0codkM3lAOxz4bQqNywWpC1Xr3uWZ+9BY5W/RWa6I9bzheYQA0QQ4YGIokByxnkKcEVotiG37xDP89Xi3J5YH5Y+V6wGYQYFxKcsJ6Vkf055LkIS1NApdWQkx56mr3zc1J0aqUOJvx06I0dupYOX+L9UUjRFOaN1UaYluS6xTbvyQ3s2UJdyma1UU1+xGbgyNEYknebU273Pww5IABCfCAgVVw+eIp3YzY1RxB1arCoStm1iBs1tBHF4knbAT+y57dh3VO5GiLiliREfdzaShYiF4FAdYivmKftei39FxplEznfi807zXFwGyCR9OjPdscJ4rfy1p4LaVCnVOyXqNdt43Y9wEoBQIMrJpR7/Pq6e3ikOrPUuZ9rXBFmLQohyZuWGLLvAiJQaF5bZRUCJvRqOQSOx7JuZUIyFkMuZaCrWXOUKkYWvMcXRhRDGOG+So9zzFPcU0hGwBqgAADSYwxLyGif0BEv5uILBH9WSI6IaL3ENH9RPRZIvpGa+0v7b7/diJ6ExGdEtG3WGt/rLYPy43ywuENunlyKWpYhlb8W+CG/40SYqE8MLcvI1803YLSEvI9SeUZ1q4ax1ZlexgBkvC3BQ3DdjbjmBN2mPOO1XhbpKW0NfarhdZ8mMno1Qp5e/SJg+L7w0zjMTupVyW09vABEOIFozsApue7iOhHrbUPENHvIaJPEdHbiOgD1tqXEdEHdr+TMeYiEb2eiL6ciL6WiP6uMUb1CXHh8Eb2Oz2M80UAzeQFIzoTYa1euDwTaxOYrR7o0tBB/ydHysBrKb5mJ1W9LxeyVFu1kBPiN5Nh3nI+pPKRWnnzOOdQQu3CDPdanhntMXXb9QmN1xbGEKwPeMBAFGPMFxHRHyaiNxIRWWt/jYh+zRjzWiL6yt3XvoeIPkhEbyWi1xLRu621v0pEnzHGPEVEryKiD3ftOLWtejiL6EpVQ/QLhGyRWGhir2qIIXp5YRdGVVOcycBPwfEChVbEa70tuXHiiixJ/klqhX8kXI9CjQeIc65qha82IfHonkPpeOTm3Nqu3VI0Iw1ctj5uoD8QYCDF7yKif0NEjxpjfg8RPU5E30pEd1lrnyUistY+a4z50t337yGijzjbP737rIrQwyhU1bBnwYZZhFiuJP0s/WxFy3Ou1bYfFlZqIMxQhICT5zMDqVBAbh9TeSNcWuWZcD+f+XyMaIPbNqcceS+Pjcb27vHMFsoJwL4CAQZSvJCIXkFEf8Fa+9PGmO+iXbhhBBP47I73HBhjHiaih0s7VVsRsZRZxQxHhPnf3xKuUNJ8J5iWsFtEl79aX2rMu22U9EO6z7WILi4ST56WscodI82wuV7VEjVoMYdKxjznAfGFjL+9Fr2vKU5p+Rk8aKHFLL8/ofM568IE2G8gwECKp4noaWvtT+9+/yE6E2DPGWNeuvN+vZSIPu98/z5n+3uJ6HN+o9baR4joEaKz94BxOpIyWluFG8aYMccq92Jjly2GJ85Wrt6fk6MN3BQtk85bt02k/w4n34DraazNYORymLmfpcKTE36WKlOuNRazia+ZxUppWKk0f3XGeQ7WDwQYiGKtvWmM+UVjzKG19oSIvpqIntj9vIGI3rH794d3m7yfiL7fGPNOIrqbiF5GRD/To68tXrScYlbxUiLE3O3WzCLCNL1gNUgWBmaqWOfCWQlPCaEex5Iyiv3vrQVto75GrMba83PlaozXfaw8l7q2esHxfM3E7P0DQAKqIIIcf4GIvs8Y8y+I6CuI6H+hM+H1NcaYTxPR1+x+J2vtJ4novXQm0H6UiN5srVV9oizVkkZUwVtEyhrEyrXT66J+zujVK+H49JiOT49vCa9R7wXjUGqAaYepxcQKJzyvtAobtxogJ7yISy/jVrOim0afWxutufO/dmG1FqNfoyppbiFjLWMhBVUQwQjgAQNJrLWfIKIHA3/66sj3v4OIvqNlnxZ6hx2uQXj5uH3OiaythSbGPGGuKHOF2ghvmcSg6WH89DawYp6PVDlxd5sROW0a3kqJR6rUG8b9/paMam0jumc4XoviPKnXJWj3YyZy3tgtHCNYPxBgAOwJ3PDEtYpNl1g44iK+Qh4y/28jKA3F0igW0bLYRi7nalTVOSmzFCAgapNzxG1zRgO2dZ9y7ddcg5KCIbXFeLZKq1cdLNthrIE2EGAA7BkcIbYlb1hIeLl/I2oXqqhZICa1qtsjzKyUmjyyWPnsmpwhTWMqtaJem9c0YrW+laHJaXe2PLAST2dLQ53TbmsP4JronVd7+eIpXW2+F7AljLWsInQANMEYY689dq1o27Ny9JfOfdYqLHELXqEcKUG21mOXVkZsEYqoMSclYXEl7Wrkj0j6xFnFbxlGNNqTxT2GlBFZcgz++a7xprQImYu1XSs+pNv3Lukv6XtsbDQLrGwVSY5tyXi+5O63EBE9bq0NpW0AcA54wMCmWAzuEUU61k7qfWJb8oilGBl+OAKJ+JEYJhIjbkR4T2qfrUO8Ro5NqqiJRpuceTO7N6xEfGmE/5ZW7iwZp9m8jVrXXG5BabbjBvsNBBhYLY8+cUBH3n1WW3htpTogl1x44r4Isdng5En1qLwnNUZTFRZrDSFOG9LVbG4VOC2DkdO/5dzOZjyGjrtV2Fep96+2cMnI8W4dyhibT71zLnPXnEabXLbs/QPzgTL0YNUsZceXH6BDroz9vgnT1hwdHE1lXPuUGLwzHI/EmCwVaT1ZhNgaDMWUF6Jm+9r9hxg9V0d6+0bNJZR+B/sOBBgAIApEWHuWsFlOWFatUcvB308r8aUd/laKxBBsVYkwZwiv1VBNFWApbS91DZQK1Fohoi0mclVDtRkhwmZbRAiF53LmxZoWRcBcIAQRDGemMtMx9jnkLhWWuA/FSWYjFDrUIm/J34+Gh0iSg1TqKeGMRU2ifa2h3uo+N3upbHfMS/s6+zGW0ErUS9Eu5iHZp0vs+h1VUZTz+oEFVEEEElAFEQzFGGP//ee+k4jmFmDgjJjXa2YRJq2EqE3L0NjSxP2afcUED8fI0e6bRHiOLtHdclxyFSNnorbyZutj4uxf81yWLJ5ozOWSfaW2KSmApV18w0WSz6flqUUVRCABIYgAADYxoYVwxLbMkC8RCrMZ6b0OeQF7jtHo88FhDX10Gd1fDfFXOg99b4/7M4qW+9YqvsHZrof4AkAKQhDBFMy4UkuEELsQqXL14E40X43gh2DFwhF7XU8zXrcaxq90XzVewX2jZM6MzFEKnePlumtxflOVCTVZ+h86PklYJDfCgLNYIxXAOc9XiaDGtQp6AQEGhjOjEQfShETYrGL1+PQ4aiT85R/6plv//6tf/56m/Qj1oUSUcUTYaFLGKwfpdjW5IlqFPCSfS9qt6V/IYOWGao4uzKA9p93rT3LdccYhJmRyjM5/zuV4avXL34/rTS9Z8IjRKpQXgBZAgAEAili7J8wVX2vDN9xSBTN6G3clFRSJ8iv/oQIetQZT6dhoez40jkNSLIDzt9HiYCG2/5rczvi2N9hthPo1eqy0CXn5csd4dHB0TuD28ujV5nwB0BsIMACAGrN6wTj85R/6pqZesJoQxBm9XJpoVDhzf2+1Ut5CBHL35ZMT4WtHI+xNys2TS85vsut1xjmlsVBQEuLsirCR10jt9wFoCaoggqEYY+y1x66N7kaSNYuKHvhesBnHyjfYUt4vbRHWogqi7xkaXTmuFq6BplElrqZaYqpyX24FnrtCzy30IG031vaaKij2rmjasoJpDu1Kh9qibiF2Tjhjp33dx9rtVV0SVRCBBHjAAMiwhNrNKCxAnhFl6Fsbbq7oWqPXY+Y+pwRtTPiUhKPV5na551/bwJSKQO42LYmFvZ33asnw7x2tr+uaAjK15fMl+9Kglfhq0QcAWoAy9AAwgPiK44/NmvPC1sRog7cVS4K+L3BqRUasjH5pqe/RJcJbUSK+ZsLv24XDG3ThkJ/bleLo4OjWjzYtxNes56lnv2Je39qw59JcVwAW4AEDAACHmlyw0qqGRHMavq2KeZRUN9TeHydUr+QdQ5qV2FIhjz0I9aVltbzQflPtnxNWmT4s3/VLyLtIhFVpVcUQkpBiSchpCRJPmZYQjYVKSsvO57bXAMILaAEPGAAAeJRUSKwRXy1pUUp6Fjgr2Zpl3Eu/74YLprxuJYKP24fQ9yQr+bE+S8VtrF2ON1LLmxU7zlIhVSNEQoIh1j9fqEivyVyorLv/Gs+Rdpl/TWa8j4H9BB4wAIA6M+XMpd4DlqJ1VcSjgyO6eXL2f65RKVmdbm3YjCx178MtJNGj/LVPLFevZY6YtN1aEVW6Xek+QteLRqW/R584uCUepPeM0heuhzxy0lcG1JISfLH9aXi/YnORU9QmRKkgneWeCvYLCDAAAOhEzGiRPNhLkulL3ukkNaRnXMluKRJbVFPUoPd+l3MvHeuQIO3hneDO1WXhJiaoYtdyqRDzCQkyrcqINTljS79CIrim4EloH5J+taJ3uDTYHyDAAADVzPxS5pqVWk0vWKgfLauqxULcagyF3Mp8LyOktGiGi6R6nP+9GvHFJSSaW+VflQj00PZabbhIvRTcfXHarbk+pRUUY2MozYlyaeFlHZF/KCEXRsv5HgA9gAADAGya0hDEhdahiCX08hZIKS2J3sozx0Gywp07PokHQUqLEuKjxnL5bqkXU1PglnJ8enyujVLvDzfcMBc6Kglx5QqzmjFa7rm+p4xT0bSn+JrxPgr2AwgwAADoQEgI1oQrtRZhLY0Uv72YsGl5fCUeu9o+ahX1CP29R+4Vpx/S7Ur60mLuS4/B378rNEJiLHatx8SOdIHCHxOt+V2CVlESALYMqiACAEAGTlVEjtGhFXJYUgGNqM5Q1sStwMcxQHvCqcbnfpfLyJCnVmKa481ohfZ+ueMSmhuSvsTeJcYNO9wyra55iDowI/CAAQCqmTX/i0gvKV6L0iprC6OKO3CpyQXraSj19LhJE/mloYzcOaE9d3rm/fXYT074xHLwQt4wjYIUNccsLYSSyy/LeR1jx3vz5NK5d7Dl+tK6IifCD8EswAMGANg8s4gvlxZ9knhvpEjztGYwbkKethg1Xo1W5ApTaLRVywznOUXv87jMteWdZalXTKQWYVqLLyk155lz/aW+ozXfZ7imAViABwwAsGm0hE6LYhyluV9EeYOoRRjTbMU/UqvluaIFoW1y34u1VzsmktX/VkbkiFcJEMnnc22uFqcvknY41Rt9EeZ6i0Kl7jnzVONcaVzPvufL9/DPsPglua5SxTpy8+NqbUfBXgEBBgAAK4QrJraK1mq5hsDREqbSsuLcPDVNYdVKpEmqIrYUoX6f3P/Xln2PcXRwdE6kccvka+2fu53We760kBSpqWl7OQcjigWB7QIBBqbDDcuYYfUMrJefet+7bv3/1a9747B+9KJ11UAOpQKGu5+WAqCEkvyr1mPkU1IePyY4NHL8UuJ5H4zZUI6YmytFpH8t56ow+pSKLe7zW0NIp9roLZRecvdbmrUNtgkEGJiGmtK1YByzFuBwxVfo962hmS/EpVU58J75WDVtlxa1KA2ny+2zhpBA1AqxjO0rFia6VhHmj2Hqmrx88UxsuULHF2HcfS1txpA+WzWexZzF015hr1rzSTNHDQAIMDAN8HYBLXqJrRnmLEcE1Bj80n1r5Km4xqs0L6dGwGkahJy2JPvrKUr8fmmJIu35VxKSWdr28pmkXH2qvaUt3xvGEWF+P9YmvqT3o5rzKjlfsUIgEFigBRBgAIBiYt6va6fXu/ZjBL6R0TvpvOQ9VaMKLZRQUhAh9zfpNrXCdRlvSX9n8QCFRFiPfdYwy9iFCF17KREWwhVmufMRE1L+59r3q1zYIZGe8JJWNgVgJiDAAACASawSolb47CyVw7S8WC0oFVg1xTli23MM/pL+jhQSaxDonNyfLRrft4VZ+v4guR9phv5rvmg+h7b4WsO8B9sCAgwAUMSs3q9e4Yeh8tGabROlDZqaogwxJOGMKWYSX633oS2WtigcuEjmmO9dnL3SY64ohOTlzf69Z3T+9C3PXGFVwhnm/JqiA8A2gAADAIiZtfDG2jk+PW5qTEnfb7Uv5ERUKNdojWPUMmdKkxIvVmnpdnd/nH1o4vdXKsJGccfC0O760X5PWW/Wel2DdQIBBgBQY7T3qzfLSrT/8lHt9nNovUNJw/iY1fuVOvbasMaZco8k49+739LiKBxB5R6DpvBqVbhmzUg8/hg/ANJAgAEARMwaejgDLUIStUVYS0IGs5b3qNXxSUvJaxSKaNleyfaj502OnBCTHkPv8v+paqR+u74XLFQRMff30L5dpAtFqRBDzeqYGm3NPpcBWIAAAwCwgfhqjzQMsbfBETN2e4Q39jC0c9v6Hhepxyn1Watjy3kjenkptHO2SsQ8d0GgZW5frt2cqAr93RUxuTHheuxzVRc1vO4uofL6qQqlWh57iDYwgheM7gAAYB3Mnvf1U+97V5cCHH/5h77p1v97VCvklHXuATe/Q7tPPd4B5OOLIo3CIxxjUUuUuH2WGP7cdmu9QZqCT9KfUTlwkv5peDS5pO4tkpL3OS5fPKWjg6M7fkLf8ylZaIiB93yBmYAHDAxHw7DnemBq9rXPXp7UuI0el15VD0cQM5A0hEWM3DurcqvSsW1q8POtuPvm7D+06l6KdDU9lBMlyecrad//e+2cWAul4qtHYYbQ+8GWfXMp7ad7j+EKII7Q4fTdDa9OzdVQe2dhmOH7Y+j7qfuG9qIAABwgwMAm6OGd8fcxWnj0YlbxtY/Cq5ackSbNhyrtg6S90vAlf5+ti4+sAX8cSsXXqPHSqHIoLQRSsj8uM8+7WD4nR3xxv0t0W4RxwlOXz3Pes5JzDEBvjLV2dB/AHmOMsfST25iDWxNkOVG7z+LLfRlz75cmaya9S9ovzVUq7UcpXANRcx8SYcARA609TmsTXj6luXKcuV26HwnScYwtIHA8tzVipOT4pUU/Yh44vx3Ou8+4YZMac9tv4yV3v2X57+PW2gdFjYG9BB4wAJQICZa1irJZvV5E48XXSFqLL//vaww9y628tyiPXTJOOW9j67FPGeajxFeLc+O33YNUuGPJsWkWT2kdUilpPxX+uLTjCi1pcSJOIZ1SULwD1AIBBoaTM+i1wwtT+9Pe1xrDFiG+tkepwdXSyPANfu0QR38f/t96hFuGmMFok+bqtRoPjZDR3Hj2Hu/RRR565KxJ4Iim2DmSlsu/eXLpnBfM3z5X0Ki2oiYAEiDAwPRcO71+ThRIC25IREPsu1rCrOQ4egLxJaNn+GHIY6FRna90/zWEQu24+Wk1IWVcOLkoLQx7v9hIb/EwgziU0ipsUyv8riehypelbfiFKUorTaZYBNLNk/Phg+57zqQsIqymDQB6AAEGhnPlnqt0cvPJW7+H3lFyRCe3/85sV1MwhNqqFWUzecdmzvcCYXoZy7OE2tSWEJ/hGNZIS1GhObc0CnQslOaY5drQHsuWXpveHiFNwRRrK/VS+9HiGewfEGAgiTHmKhH9D0RkiehniegyEf0WInoPEd1PRJ8lom+01v7S7vtvJ6I3EdEpEX2LtfbHOPs5vPDALRHGTdiNfbeXV0JblPX2jnH6OovwgvdLZ0W7lNoEdW5btdXLeofKaRMqR95i37EKdwszilWOINAQX6Xbcl8LULNPSYGZFoUmOPudnds2Q/pl1xIuXzylq2qtgX0BAgxEMcbcQ0TfQkQXrbX/0RjzXiJ6PRFdJKIPWGvfYYx5GxG9jYjeaoy5uPv7lxPR3UT0mDHm5dZataf5lRc+RERE15//EHub1KqXNr5gKRVkrcXYmsQXaENJyF9vuAZrzhhewqk0PBsl280maGbqT+i8pLxKLYqntBRFCzOIlBb5YTMcVwl+vhiHma4bsH5Qhh5E2QmwjxDR7yGiXyai/4uI/iYR/S0i+kpr7bPGmJcS0QettYc77xdZa//X3fY/RkR/xVr74cQ+rP3U2f/dMEQOfknakMhyPWS9y4X79CwmUrPvmYTXjJ4vl1e/7o1d9qNRsSvWXm/BIPW0tFq15+5T451T0jGuDbcsJecZa4nU+6ntvSudl6PzMEuuX21PYq5Nv71Z8rM4Zeu5Y4Ey9EAKPGAgirX2GWPMdxLRvyai/0hEP26t/XFjzF3W2md333nWGPOlu00Wwbbw9O6zLFLx5RMTV8enx7dvoINX6lxhoyHGWrx8eibxBXQoLXvdw+jP7WeG1XXpWCxeBkmBkVgbbh+Wz2vgtjNjefPZ9i0N8dMQtf68anXM2tf/LHmkKWarHgm2DwQYiGKM+WIiei0RfRkR/Xsi+kFjzJ9ObRL47A4XqzHmYSJ6uKZvEm/WjDd/rVBFLSC8tgXXkJjB4Ihdn6UioGT/Ndtz+8Ep814j2magps9S0Rr6/ozU5jWWkHrmldwbZh1bLtwKixJxu6XxAWOAAAMpXkNEn7HW/hsiImPMPyaiVxPRc8aYlzohiJ/fff9pIrrP2f5eIvqc36i19hEiemTXpq31fnHwb5azGTba3rGS/c7G7OGHRGd97BWGqIkkXGgfcUMHW40Hp+2aSnQ9C1Is21++eFrloXHHZMQ9uvZct5orsXZrFi5aPgdnfMYucPO+uPMY90tQCnLAQBRjzO8nou8molfSWQjiu4joY0T0O4no3zlFOL7EWvuXjDFfTkTfT0SvorMiHB8gopelinAYY+yTPykXYKPzuXqjIcpmFls+axBfLq1FmFZOBse45YSn1Rgd3PymUgOuVni0NqhK8m9K8o2keX6t8pRaGuJrM357zWnNPkgL13Bz83rlgXEE19KX0He5uWHIAQNS4AEDUay1P22M+SEi+jgRPU9E/4zOPFe/jYjea4x5E53lh33D7vuf3FVKfGL3/TdrVkBcmE189SiFX/qC6DWJLqL1CS+ifoU4NMmFw/l/1/RKtF4dnzHkWELP/LtW7a55/EE5/nkP5UPm0Hohc6gNadXDGJjfQAN4wMBQJB6w2YTXwsh3kW2JtYmvnsJLI5xM0zOhXZUx1ianj6OqHqa2qRU3NVUqe4Zbj35VwShDeESYp9axSkIUNfaV8nD7z86UQOrtMZPee+ABA1LgAQNTAyGzfdYmvIjm9nqNKmEugSsMct/TKBGfaycX0ictuCHtJ+fv2mGcMxIaf63qkCV9kRQIcbdb/j6CEftN7fP49Di4gBliEUazlLCf8b4K1gUEGABgGGsTXyOEV+vE/lFl6luvsGtvuwYxs9Uy8LHQtpFISvlrXytSr+goWpynC4c3moqw5QXNqTGfcazB+njB6A4AAPaXRdC8+nVvnNqrtBa0S7fHVvF7vIuIS62nafmJUfrOrJ5GWu4YWu63NakKgP5c1MKdF/4xur9zz32qvRwjytgv+9GYVy3Oj1YuV4ybJ5fuEHkt5xvYTyDAAGgAN6wCnPcqQYSdR5KP1LKkdMr40PJkjRIRbh9i7KPhxT1mbhjgmg1Yf35yRFiLfW8xdNFNM5B4ti4c3ugixABoBUIQwdQcHRytNg9szX0H46kxVCXVx0pyWTRJeRhatJ/7bmnJ/zUKC58Zj2FEnhcndI7zOoGegmlUPlysHwvS/qRKwo9gtv6A7QAPGACVQGTpsbacsBkZndckXa0fbTCWwPHmjA7N7AnnfNeOR28vkMRbt4ZzXRqeXOu15IRphp6hoTBAALYEBBgACkCE1TO7+Jq17Ly78s2p7CcxZDXKbLcuzqAtgqRGvlvMRDNvZhZhOks/XHoKntlFGLd/LXPl3N8lfeHM81mEmN+H0SHTYP0gBBFMzZqEzdJXN/8LYYhpZhddsyM1ADQMBk64ndTYKynq0dr75Id05XLEavaZKjShcSzcY9AktM+1GqzciqG9j88VMpz9a4ZFap/X0PPTZRYRhlBEoAU8YAAo4wsuFOQIA/FVTunqa41HK1aEwP9uqGR4yz7G+lFCaEU+VglvrWKiBX6hltZes5btp87tTN7AVgVxXHoK9oXj0+NzP5poiKcZhCDYBvCAAQC6A/GVJuVl0jT8OSWuY/trHVrI8Ta0KtEt9Xi0MkbXIvK0xsEdd81XHbjbcz2nSx9mOQczib+euCJMYzFT4z1iL/7CW+jyxe+cZm6AdQIBBqZlzaF7x6fHCEXcECPK48eM0FHvBeIgEY1a5etLiYXIhfLoNEPPWhr1ubZL983drqYaJCd/Mfe3WvzjnOnaqkXTY94i3JaDlhhbPGGlQuzk5pN04cV3vqwZAAkIQQSgES0E1xbCGdfm/Rr5bjK/qINmeF6rpHzOZ/tquPg5O9rUGMZrEBtaHrbcd/Z1fnLQFl+l7S3PV+77wELfqXmXGEIRQS3wgIEpgbfojC0Irq1z9eAKXTu9PrQPOYOx9t08EjTyZ3qIgTUIjhJGl8YvFfkt36W2eLYk+5gp/JCoPsyTezwtz0HNd8PHf1s8hYQU9x1epWGJL/7CW4iI6Asv/k7xtgBAgIHp2JL4ylV2ShHbRiuc8erBFSKi4eJhzSxj2AqOsJKIrzWs7Oc8Zq1zzySf58RmqHiH1BANGZ6l5fU539GcI5yqfLnvlZ7v1vl5a2Q2UemiXVmVSFZ0oyQs8eTmk3R44QFxvwAgQggimJAten1mFpWtRQRoR+2qsktrw2xWw6+GXCU6DeNfIyROMva9zpM0HK10DDgVK7Xe39aDlmGmre4RLcSVi3v+as+hNCTx5OaTVfsD+ws8YAAw6b16GBNtRwdHt0RqjbC7dnr9lvjqFUa3tvyvtcP1evSi1Cuh6ZmpKayRK4BSIxJq2+C0rU3NPZF7Tnt7sNYownqMUcvCMTWk8k79xVyuuJKGJJ599y3s7wNABAEGANjRQ4QtBS22JMS0x6y1MbUGAzOEdnhcLqSvxYuEueIvRcz4lrxCIIX0pdApERYrK798pj0XR4RZroXUOZr5nqD5ugluTpj7HRTbAK0w1trRfQB7jDHGPvmTYRd+jXdn9odKLf7KXulYLe08QIfnPu+VF7YWIda7EqKWgRjzrMxgjOVC0FrlfcX2Wxt+VVv8gnvOU94y9zhalArPib8SzyZ336XtrRnuuSyZu5xXXOTayO2/ROxqnsNYOoM0zJAjwh74qlu5YI9bax8U7QDsJfCAgc2yZRHmvw/FL8zBKdThPpyepJM7RFgPXv26N65GhPWkRcid1vdq+uB7k3oV13BptZ/UOeO8n0uzH6PaGBEatw+kvI+jGfXONg7++zgXbp5cKi4/D4AWEGBgc7S46Y8wFLlwvF9Sj1nPCom+d2k2QfaDX/8JevWASpEaImwm8RVCWkWwB7XhgaUiTMJow7YnXOE6y31Za+7657i23dz23EIZmvmKPc6ZhggrLVMPQAoIMAA2SK78/eIhy3nBRrzjaiZB9oNf/4lh+25FT0NVYiBr5XnE2i4puqFNbDwkIXwzia9FcMbGt3YRYYZzNoKcV2k5bo3QWekY+uda41UDAOwjKEMPpqWkHH2PFdGZDKCFJQzRHTPO+PmesCfp5I7vXD24MrRUfe/8q1e/7o23fojGvidNu+R0z/yuWbwTva5XV4iUGr0t71ka5exLkB7TmkrC+2i9dkALjrerdc7dDOfy+PS4+lUwCFkE2sADBlZPj5Cf2D5HP1iIyoSq+zAKecKI7izMMcIbthATYS29Y2t9P1pt1T7udaN9DbSqTtfbs1Vz3+kpkEr6mat4mBKWoWMblac70/3bRTtkmOtVri0gMyvai0AIRQSaQICBTaP1gJ/NgEiRE2TclcBZQhJTLEU8cuXtU140d5tXv+6NXfPfcsQMKG6VOm67NX3iGG/c62S2a6kU6fhqCK/W537ZrlSEpdrtmRs3g0cmRGvxPeMxa5Mbw1xoPgA9QQgimBrOjbK2RK/WNlskFpI4C654KhFfy9/dkMNZiAn+1uKrVd5N72sqNFatwvDWaNzGquppFH4ZEe7IFV/7yKzHrTlHSrx4Jd4shCICLeABA1PD9dZoVmYKtbOsmm5RmJWsBs7gJfIFl6aAGu39Kl00mMnQihn4LfrILVoQ61euTa73bsb7Q6hPnEUr7jhxKj+2GhfuYkSPcPRaWs+fGs9ny1c31CIVXhreL4QiAg3wImYwlNSLmInqX8a8UJoLw2EGo5f7UPHHk7td7h1hI1/cPJvnSoNWifEtcz1SeTUtc25qPXqcNiVtlHhiWoYgcgVY7pi551B6LDVzomXlzJp+uLR89vRiRE4oB2k0gNaLmRdcEYYXMQMp8ICBzbKsKPY2CNeCZCUwVpijJ/sivmopMd5aXwcjrjPN4iAl3x8RgleSZ6e90NTTEzjL/ZvjBdRqrzW1glGr8EXsGd1iXEpfzAxPGKgBHjAwlJQHrLZsbI6cCOuZU1C7klviAUu9nDnVXkiEjQ7Z2xK1BoaW8dYzjKuWkjA7TltaXkGXUg8lB6lnq3X1uxbeyVnpcawtRZm2p66VZ7N2gSn1bKvxhMEDBqTAAwamo7XwWih9QGgaDVoPVL+UvEZ7ROGH1QzeMBBHMwfS9+bMLMJKaJEvSnT7HuGLYU6Bk9YezJ7nMOUNbN2HXuGJPRfq1vKqhpnvEalnZY0nDAApEGBgKrTFl+Qh3DPko7aSXYjj02O6fPE0GhLhjy2nJG/qO/B6tWFUCFuIGfrAoWTMWhc8qFngaSUMc5/HvlNrUM9skNcwovKiZg4eNzzf/2yEoNYklQtdKsIAkIIy9GAqZns/x9oSqB994uCOh8fx6XFS2Ob+vnzHZ7ZztTVmfV/RzCxjNuu4zSZoZx0nLUbPB6lnUit0OLVf7pjMNFc1FwNC9Iq6AcAFHjCwN/QQU26oVmyfvR5seKhsjxJPj+Yc3LrB7tIjZC22j15FGGYysrXJ5fZusfCMv//S51dJXrTmuGpGAXD744YmwgsGegAPGNgsJe/xkbab+7z0AVjDo08cQHxtHElFutjnow3EmRlZzlxqyG5dSGijOfdT15dWWzVIPXCSz0vbK93eX9zMgXscmB14wMDmkdyEW6w8b6VwgZ+83ErkzfCS55lw56T2XJJ6x9ae+5FDu8BOTSXGxYDUeCdci5xTwEPyKhTpIqBkYTE1H2Nip6R8fqi9FKmcsxIk9zT/u74XjAgFNkA74AED07Hl3CJp8vtM9Dovi/C6enDl1g+QU1MEYnTuzAhaHKukTHeJSPKN1lgeUaiNfTq3GpTcl2vKtKfOZ0mfenlKWxbC4T4//R8J/sIi3vMFWgEPGBgOpxpfTzgrcVvxanFJvTOsBa73KyXC9sVLVpq/uE9zVELrEuUpz1VJTl6ovdR9KnTuMRfqaFXqP3ReOeezZF8xYvN1abvHwqF7HL1yILkgJwy0AAIMTMnRwVG1kd/a4PAffP5Do8YDMTPa4iskrlxh5XrE3M8WYbYvIsyFa5z0EGEQeudxjUgOWOQBs7M827TCBDW2ryF3XYXeFYaQRKANBBiYFg0RVgN31a8kvEezylNrWnsmQwIr9b3Y7yBMj6pvvSrLbY3c9e97Bdxt1nDvWBM5D6N0bpeEDqb20TqPj+N1cq9zfz5q9CM3ziWesdJ+xSJzIMSAFhBgYBpCq07L772FmDSO/dEnDujo4IhuniyflvV3dgO25XmAoDpPzLCpqUrGDX9LeXZz+/C3XwMjvE29BJSGV74ns50LjfPECTEN/Z4SXS3mT+xekyrS0TN3spf44oCwRFALinCAqYgZ+D3zwzSSrXP9DSUHr8E4An0oNa40V+n9dvetKIeEWDGMWF7NKO/VGrxmM8wxbv5c6/EMXXM9xycXTltSRKPlmLUoIIRXuoBWwAMGpsO94blCppc3rDTO/cLhjXMVk44Ojm6tkM1gVJSCB1BfWoqvlgn7I9Dy7vQIz9SCM/4pD+Y+55aVlDzXGKtaL3YszH0RND3OZ6pQR6yPoe8t/5fcR3LfrT3+0jGEFwzUAAEGpiYkxnrmhklztWI3Y60wln01nIAePQzO1tRcT2vzPEuu+9j3ZhLNM6E5j3Lf3YIojs0jzb6nRF5qm5bjF1sUBqAGhCCC1bB1TwwnDwFG1LbpFXqY2qZmjvUIU9TKDyHSMxxbX5ezXfepULJU+OVIYnlMRHeGrrXoe0r4a3hwWuKezxmvGQ2vPpet2yGgHxBgAGToaUiEjITZDBnQBu7KcionZGSSeqv8M802W11LPbwXnHBLabGU2n6kRE3tfkoJ3TNL+tVrfpbOnRFFXEa2EWO05xAvagalIAQRgAwtSsZz2mwd6gHWC7eaYQru3Evln8T+XrvfXClqTlvcfWqR6peWV8UNtYrdQ0LhWC3DLqX5PL0oCUvrIcxC57CkjZr9u0j6sPQ9FEJZ0l4NI5+FoYrNAEiBBwwAJq3j3HN/h/gCMVoav7G2S+ZjyhNRGkI443WhGV5Wgu8F0honafjn6HPjCvpUhbyQ10xjkaMF2nlrnJzQkGDkeOc57ZfAKfjR81zBCwZKgAcMrIYZVpxqwr18YiJrhoc8mAPtvIuafnANrlQbHLS9FqOuJ817RYyRIaezUbpoFTtPtV6d1Pkvua5HPxdqr3+tfebonb8HQCnwgAEyxny3Mebzxpifcz77EmPMTxhjPr3794udv73dGPOUMebEGPNHnc9/nzHmZ3d/+5vGGKPVx9gLmkcwIi8LN3zgEvJwtGTWIgGcFf2Y96fXNdXrXuF7d0bfM2bff2hepHLrRuQsjtjXqPk6a7ujhS/YLvCAASKidxHR3yai73U+exsRfcBa+w5jzNt2v7/VGHORiF5PRF9ORHcT0WPGmJdba0+J6O8R0cNE9BEi+hEi+loialYySKMcfUmeQEtwswchYvOUkxNUS6vrQ6Ndicd4puvcp9bzXepJmfncSujtodC81jS83DOLjdDc5nqHR+SW+fuO7XexPWaIzAHrBAIMkLX2nxpj7vc+fi0RfeXu/99DRB8korfuPn+3tfZXiegzxpiniOhVxpjPEtEXWWs/TERkjPleIvqT1FCAaZCKWa+JZ0co4f6gYST0XHUuLdbRsmLilq+VlveCGUTlDH1wSc0tSUgi55xpnlu/nz3vCa33O2s+HQAjgQADMe6y1j5LRGStfdYY86W7z++hMw/XwtO7z35993//cxVGVB0qfUBoP8RmM3AAvxhB6txpGyCcZPpR9ByHGcmt+Pf0Wpben2bJgwktCGh7gEKV/vzvtTx+yfnR8py5FQ5z/Zk1JFmLUC5gyhMGLxgoAQIMSAnlddnE53c2YMzDdBaqyGYtN7gW8exrYbZwztG4K+kt58XsFeiI2nq8QoZyaQnyHmMW8rC0LNgR2k/pcXKqz9W0H2uvhppCDlyPWU6gxMScRigjd976fcjtW3MeuuNZWu20J9J+4uXMoAQIMBDjOWPMS3fer5cS0ed3nz9NRPc537uXiD63+/zewOd3YK19hIgeISIyxgRFGoct3fRCBthoA5qDhuG7dWZZKW8NN5djVkYYeb1JXZ+5a5crvraC5Py4Bntsu5Tg6RVyyD2/o6t2jro2OPtf0/MZzA0EGIjxfiJ6AxG9Y/fvDzuff78x5p10VoTjZUT0M9baU2PMrxhj/gAR/TQR/Rki+lsaHYl5vzSKcGgSColZw2pfDf5xrqnvpXBzQzSZIYciZ7xrUOOtCH0+qxdMgvYxxK5V7n787UcJL8m56nF/4ra99vnlk/Lsub+vSaBz5tY+PfNAG1CGHpAx5geI6MNEdGiMedoY8yY6E15fY4z5NBF9ze53stZ+kojeS0RPENGPEtGbdxUQiYj+HBH9AyJ6ioh+gToU4Dg6ODr3MxNreuDUEssdAHFqxmv2uZU7tplC1Fq0NdO+NPvAMbZno7T8+gznyCV1j+3ZV1d49whf7MHa+gu2ATxggKy13xz501dHvv8dRPQdgc8/RkS/W7FrYlHlfr/UO1aysjtDCeEUvVbrZvQgaJGaD1zDSCM3pDZfhLN/KaHj5+TG1LBWo2npd+xamX2MtPL5ciFfJddbqA2NhY4e982F3HUTCxXsce+VPBv9sWuZB1qC1gIEAKVAgIFVEBNTKYGmIcY4pGL+R1Smyz3MW7NFEaZV6EI6NrMb4zmkK/ZcD8taDSFunokWueu/dj72Pg+cvko8XhxhE/puLZznAjfUubcIk57zVMhryfVeenzu2EjEfe54l79fLeoV2GcgwMC0LAIqJZ64L0PktOWjIaBSbfT0fLm/99rv1kSYT+pB7a/6aj7wNRkhznu2IZmHrRcrenlTShYFSrdvOWYa+aWcPJ6UF1Lr2GYuPiGh1vsumS+cRRqNBR6XHoVIAFiAAANTwxVMEiEmFWFE/JCLmyeXzrWPm/h2Sa2o5sJvUkiNMM4cja009wqz1SJkfHFWqEcWSChZvdfKtepx/6n1svXKFyxpt0Rgao/5iOuu5LhL70Ml33G/q7mAhec16AkEGNgUnJcitqieuNy4LxzeoMuCbWYwalNIV59DCdolFdnWgqbxz4VrOLp9CP19zavyM/Yph2b4HIeRxiR33kvGZJSI1mjPvx5D1+dsc1riDRrZ99GiabbzBtYDBBjYS0YV6xhNqXelhliI05rGLceIXLtZmNWAnAXtvCVum7G+cHNatPqdypHVaN//3uh56I5x6yIrvdDIJdzifZ9oHQupYE4gwMCU1JSUDwmqXLGOnAjzH0Cz3HBDN39JcnOL/af6sGyzJrirv7Fj7i1QcoaOVjikNFSoBWuYS7HzXxL+WRrCWBq+WJPjWmKYlpzPUXmuKWpCTXuQuidhQWVbhX/AvECAgelo8T4vTmhijhlvyosBNOJhqZXQvPYHvTv+Iz1hmuOombM2YjxmnFOl12ntsZSED0vb711cpWab2Pa954yG0Kkds5I5WTJPZrweU8QWNt2/hz4HQAIEGJiKkmqFUvy23Zc414YjunByb1IPQMnDcbQhkctpmD38pDaZ2xdh0u17oF3hq4Xgk+aatJzrLa6pXnMitjDTwmjmFF1oXdwk9zfO/bnnQtZoz1cJra691LVfW2CjZtGUO3dn8LiCdQIBBqahRXEMl1jbrnestEqiBPeBkxJfkvZ8UVcD1/AMrXznxOXMDyqNcQuJztGM7kdpwY/RAnb0uC3UGHjuttriq3SBQoPWIa2tz30uckHr+GqOp8Zjq1W0I3RP1Rob7nXBGcPLF0/xHjAg5gWjOwAAUXvxJaFFCORCK09VqxV6yWphKv9pX4iNA2c7bR594kC8Ahzbhkvp8bdktv6UUHMMsXMSO9fa4ouLb2i3EkGzzNHWIq/FMS5jJ/E++tTmBabmBsdjpj23Ws5VsG3gAQNTIBVf2iuVkhwxbnGDmPGbE2GlD86WBsuoHLNeIWajqM3HqNlfzbaSedtyPqf61Hts18YyJqO9HKltYp4iqSdkq/lKLXJOtdvMeY44pOYANwdV81kLgAbwgIFVIV29LPVmLXlhku21PR+jksKlf0sxqzHT6sHLNWi581iznzUGc6lndBQxb+wI7+SI65jTZ43iHlxPRO1+ejHD/UojSqJWnGqJlVz/e45367BVAKRAgIFNc3x6zAqbWL4bQirCpMbfDDfwGfoQosRo5p5vbWqLFsQ8ONo5D6HPNVap/W16nwPJanpJ2zXHsoxxbqxj39EoiNGCWe8ba0UqnELheSkkOWepOciZj9riquR4tchdswCUAAEGVo22AcARYZKwndH5Bpz9tzJINVbYpbQca44BnYObk9BjznCORSoWZ0Dbszir+AkhmZu1/S1dGKml1T1VOnYj7+2SvKjUdty/pfYTCqsfGToeEo6tPLUQX6AG5ICBVeHHp5ck9Oa20XhnmJahoWXsa6wcSvpT+2BqHSrm9q8kXMuvoFUSsjPi4c3NmyBqVzAmtq/a5PzYZ5LtF6QeKNdbWSpqtZDk8JTeY0rEVy2jBW6vRRHOvtxzzPV6cRcmthAWGLoGuF476T0EIgyUAg8YmJqaVUZpDtcMaD6QWqz6jfboaVMbthZbXZ1RfEn27Rp3uWIyWvNBMrdaz8EZ8kU0PK4c1nBN564/6Rj5IaGp0LzU+PT0OJbsv+Tv0n5KBJ5kP1rPL4178ajQR7Bt4AEDq4ATo77gi66bJ5fowuGNc3/PVV3keMEk3jhOGOBiCGgatKl9rYmlz7G+p46VaJ4KWGsZd+5cLjXWSrcv3Sa1/1IDMtf2KEqPg+tRGYHmfZFonKdS894ryefKeXtT24xeLOodTcL1Ls54nYB1AQEGVsksNz9pSF4vo3+WFW3NlcOakLPQA7Uk3MTdlvO9EmY5dwstDd/akGIJobZbG8M9mG2+EIXPsza5MFHOoldoOwnSe0JKNGmMkXYEBbc9bYGcovS8pcZYGnIMgAYQYGBq3Buh65E6OogXzPC9VxcOb9zhBePgtsN9T9kaQxX8fCgNsSjxvrkP1F6hZVo5apJ2civW3LZaCpY1eAVbzRN/3kvOS86AnlEkSRl9DNLrhztPQtuXemalYXMjQ2ljCyGlwrn3YsbISI5QdMxVujqgJ2DNIAcMrJZUiKArmG6eXLr17/J/LtIXRPtwBFksB2HUw6V1ToibV9FC5En6oI00V8QP58uF2vp/H5F/tXVKr7tcGCxnHzgPMjRzLTXyvDQp2S83H07yHNImtbChnd+1tKl5bGvLKwfzAg8YWDXuzdAXS8vvoRumxLNV6v3yP18eADWhKlxy4Tj+fmYw+qThhDPANQDc77cwMmrR8irl5tMaPMJEdSIs50nRHANJiFjrPo3OFQoRO1aJWI5t0ztctjdrzBUOUXIcvs1QuxALQAgIMLB5QgU1lnDEo11oolZIGvc7vYtC5BKtwZ20CnXTNmy02qs93pnE/KyMCK+K5bdIz1PPPB8u0rBPdxGs5Pi1aTGm3GdRScishngvCbUuaSs0z3MLnDHvFrxeoAUIQQR7gbuC5eaCSfPCQvjCquRB3cvLsXXWcoxbCzXTNKpaMMrrGMqn4Z772j7UhKOtnZC3atbjHNU3aQEiblGTUrg5eNKQQk6BjdpX1mjYEWD/gAcMrIZUafgZQgRixlYIzsNMwyuXevi0MDJHiorZV6hb59XVHL+G5yv2e237nLY0vW9bEsYptERpT/HAKUCjGSo4q2grQXIvW75bWsSkpG+a35NsX+vdgvgCpUCAgemQVh6UUlIRMYU0DIKLxKjmCL0exsQMYUqt+lByLjWNklbjuhbv6wwCoJRYH1NzqvS41jAeJYy4r4zOg9IWN5r3xtq2ShcnZwLiC9QAAQamwV+JCr0wOeQF4wi13MuZWz9oWwsTTvujjYlacsfY6/gk57LWQMkZT62MIGkbo+YVx/vaKkfF3yY2DjkPYc/iDjWExGLLvubC0FJ/k+QPzXTfrL0ea/OmpJTef0qPc6ZFGIgvUAtywMBqWEIiLhzeOPfDYbYQxTXAibVvFfZXuh/pivHMuSEhtPu6hmOPhULN1net3M81eQBaoZlPpPHd2c9JKlxw+VurgkK1aHnHWx6nD8QX0AAeMDANx6fHd948GauUIaP78sXTW+/8CokvzRuou0KaEwCSMLbWBqY0J4BIZ/U7td+eRvVsBnyI0HwKeVRqc7g0Vt5HnjvO/SG27Si0jNfZxYEErftiS7GRy3EsnV8tw6Zb4Pe3ZJGkVZh1y/sRxBfQAh4wMDU1xlPqRum/kFkzxp4oXzVKc9WPi0bSvbQClSY9c6BaF5KQwBnrWUTFKCRzMucpWBu9r8dlX7VFX2Yaa63xayG+cm1KFh8423D3W0PNnK29zl1QXh6MBB4wMBWhFV33d+lD+8LhjVtetNC+WtNq9d0fE/eBJinIwcmr8repoSSckbuKKsmPmk2wcHKZtJnJAJYw27krRdt7tQbvcejeHvPuansIOfeR0n3WitGW26aeB9J7K8dj5S9CtgxTLx07beF1tqD7FtU2wfaBAAObIy7gbiTDErVIPcglD4zSh5fUkOB+v2VYR8t2UyJYmjPWuj89+6LJDH3umTekxdZCCEtwr0H3HsO5VmLUGuizMNN1NYMnPnavXPt5BvsJQhDBdLS8iV84vKEuvkIJwC08XS3p8aBP7SNkaHHCVDihgrXHVlMUxCdWdKF3EjmRfthtKzjzYIQBprXPUSG9I0hd17nx1JqvNW3E+i29brVCAGvC+KRiNve32Peki4ElkRCpfWveG/y0hpsnl+5IZwCACwQY2BQzrIRxb/rch2BJcnPJPkvETmofmkal9LyWCroY0m1rj39tImwWUudZe176oVZa7YEwPa4JjXPQO7/KF0EhL5H/0wPt/czwbAdAE4Qggs0wKrHYD5VpEVYkzd9aozGnHeLYuzLfwtrGflTui+a+WvSD40nVvs7XNndK4d631haiufS19t4Ty4XjLp6NmEeh6I+SfuRyknNjkJsvNflf7nyE5wvUAgEG9oaWD6USw6H0IT3KIKn1xHGOt4UII0obLr4HI/Qg1/IOcpjFCA8ZgbP0rSXcogXc63BLiySl1NyzZhkn6TVQey+LhSsv9BoXqaisOe7cfZjTfuzZW1t4w01dgPgCGkCAATCQNa3uhpgpQTtFbuW0Rixr5D6MZJTnuCUx47U2l6w2FBbEaRWdIKF3VcraCoi9r8u1LsRIxVcqTxziC2gBAQZWATe8ILW9dnGGkn32RvLAnCUMrZVhod3u2oyQEKPnZ296HO++jWkODYE/g+GfC0HVzi3k0NojJj13Lea+JLRwEU7Ls7dELJUU6WpZVRlsFwgwsApqb+yjjCL/oZjqR+5BkzIASsOjtgTnQR0TYa5Y1hi7kNivCVlrZXiOWJiYkdoFnoV9vO6khMa6R3gbp+0QPT3cfv6UtLJiy/tET2L3aCL++8UefeKAjoTdhpACPUEVRDAdtfkCazEgJZWppMfUcww4opL7ubSdEjhV67RzN2rbdNtuWfhBIydx6aP705qa/Y0s1NJrfEYiuc/5hMan93ilrufauZPafuvzQpMlxNANNSzJ+Uptc3RwFPw7RBsoBQIMTE/s4e0bjrHiCe7fRgq0kgdqrr++16skJGVGI5DjBao9jzHPT00CeaqAw8yUXhdcr+Gsx9+i4EtqX73uP7OOt4tkHCSRBKWUnpfacxqaF6XPitJtW4pMCSWLkb4oqi224QutmPACoBZjrR3dB7DHGGPstceu3fF5LuY/FIIweygVRxzVxPSnKkjl8hdScLbV8JxI9621esxtp3Z/WmFuM85r7rG17HvNfE610fK81XhLY3NzhnwpLqlQstT9zKelkK65D2u2kSIl3lpfc6HnsGSfi7gJeZLcv80ogtw+X33N1eW/j1trHxzSIbAq4AED07IGA0LCqFCnGvEV+27ooSvxpLXIs0pRKp44Xos1eBta0trA0xBWI+nhRVjrHJztnEnESyjUdsR5yEUGtOpTLtc2RMi7FPp/7m8AbAEU4QBTopET1TIpuRTtXK+FWkFVgjRJ3N821Zdc2GWs+Ih2P1tQ61EJeZxmm+chevSRc65L7wu5hQzfC5Hbh6Y3Zw3nfwtoXLP7CkdQQWiBfQICDAzl3pffO7oLqyQVGqfxoB9lLHD3yxVVsxj92sxq0EnHghuCxg05lnhgQ/uV9j+2GFDiMeVsM+M5H43WmITOiyS8tieS+2RvYvucNYwQgFFAgAGwMrTyxGKUJMdrGCfSY5EUJ2nFqJwn19AfbRiWih6/gIdkrGLGsgTOfjl9cq+B2DFyts/1s6aPuTZnFna15yeERsSAdk6fJr0Wnnpx4fBG9jsjX5Ds5H8BwAYCDGyC0UaoJlzjiOM5SH1P0mar7bS2r6XEozRqzvUaK04hnJI2c6Ix9jfOtjEkCwW146s5L3KLLTGvYMlcHn0N9qLldRuan/syrlyWwhUcbxhHeI3EffkzAFJQBREM5b7D++y3/d1vq2pjllVHn1KjhvMA16ySldvXmuEa3FKvYquKeyXtaCGt3ra2RY8eeXM112WunVT/U/OXE76Z6stM1Hj/Q22EqL1X9qqCuIbztRCrdOiLsFLBNdL7RUT0wFc94P6KKoiABTxggIwx301El4jo89ba37377K8T0R8nol8jol8gosvW2n+/+9vbiehNRHRKRN9irf2x3ee/j4jeRUT/GRH9CBF9q91jha/hTdIyckescK9hVd3P2eGMd0/h0dvbNWLfvZnluGoWZ7jiq3Q/s1ITchtb2Mrl03KKurjbtgoLHnUeOWXiQ38PebhiXq/ZPV0AtAACDBCdiaa/TUTf63z2E0T0dmvt88aYv0ZEbyeitxpjLhLR64noy4nobiJ6zBjzcmvtKRH9PSJ6mIg+QmcC7GuJqLl/XsNDNCtrNZ7WMv6+SKzNx2mNhgdAsq+UN6V3cYJaw7bHgoBWCFqJV7aGnDdnH+5DtWGb3CIsLfrSg1y4Xck7uzSE12jvFwClQIABstb+U2PM/d5nP+78+hEi+vrd/19LRO+21v4qEX3GGPMUEb3KGPNZIvoia+2HiYiMMd9LRH+SOgiwEDM+wLRoZfBqjtmWx78XvQqJSOGI1pr+agm7kBhq7emr7XNIJJYUJ6nN+wyN29quaU74YGy8QuI3VSXRLygTanOtuIJqEWEpgdUztwviC6wZCDDA4c8S0Xt2/7+HzgTZwtO7z35993//871jphwTLi0KesyERr9HiaCZxNdCK4Nco01fHPYav1TxkBDS4ibSyn0l1QNnnGsubv9K5iBnUaOmyEuurbXeP30RJqVFiCHEF1g7EGAgiTHm24noeSL6vuWjwNds4vNQmw/TWagiffGXfrFCL+dcoe2VjF3LWo0xDtpePY3iG1w4uSc9whCJwvktXC9BiJghnDqm0sIEPURYbWhkq7bBbWL5XSVC1YVzHbaegz3uBdL3eCGvC4A0LxjdATAvxpg30Flxjj/lFNN4mojuc752LxF9bvf5vYHP78Ba+4i19kFr7YO/9SW/tbqfsxkoswnBHL4BvPyAMrjn/9EnDqrnitZ50ghZk3po3Pa0PV+hv8X2M9KzqeltqWVt13ztnM21oRUCrJUXthYuHN6oEl+ccYL3C2wBeMBAEGPM1xLRW4noj1hr/4Pzp/cT0fcbY95JZ0U4XkZEP2OtPTXG/Iox5g8Q0U8T0Z8hor/Vup+SkBTtVcJUeAmnwhYHzaIQqe+2Lnu89mR+CZJ5tjajd0FjRV/zepQa42sedy6tx3fENd3iHlr6fc739uF+t6ApulIedYgvsBXgAQNkjPkBIvowER0aY542xryJzqoivoiIfsIY8wljzN8nIrLWfpKI3ktETxDRjxLRm3cVEImI/hwR/QMieorOStdP94ZCzbLunM/26QEcY63GboiQJ6X0HLsGbMgA4XqGNMZ3Bk+MliesBI2CHz2o8TRK25nRazgCzVyxVox8ztR6vFL0viccXnjg1g8ArcGLmMFQal/EzBU9LZKhJcn1ratjcYwpzvdyaOSwbUWUhjwAkvMs9VC09FLGrg+Ol0MjPIvbbmwea+VWtpybmga7xvWcCrErLSoxSxVAjX5Ix7YkWkHiKR/phWz9/i7O2M3s+cKLmEEJCEEEm8N9WLVcpYyFMrUOhRxp5HAMtRmKR8yARoK/hJbhtbXfy23PKZ7hex21jc+1zMmaEMqasDmJ+BpJy4Io0nZic1bKKC9kquhGrfi6eXLpVhu5e+XM4guAUiDAwCbpZQyUVHOLwRFuuc9S/WmBa2ik9rHmvJsYHNGgReux67FgkaLketEUTGsRX0T654jTntTjOMt4antuU17D1P05VIhDuv/Qi5BbjrOW+EqJJ/dvR7tD8Y+xpOw9AGsAOWBgarihdTMQWhHm5mws36mpQFhiwLox9u7vWsnusfa3jPbx9RRFsVw07vdbsfY5M2JBKPRZyf2F49FO5TPOTM/cvZp9h97BNUJ8cfO9bp5cuvVTu29fkAGwFeABA9PCNRRm8q5o9UUzTJGI56EKfaadB7EvaI1Dr3k9IlR3+Vtu2xb0vGf0vje53kzf85Lz2nAEXGz72nxG7bxcTnu1OXSSZ1QpviAJecJmoVWo4HK88IaBLQEBBqaktUEo7UerIgScfefIhbXEjDCu8SUNUeLmkOT2DcaTWgioKQoyw/nuGXbZS/DlPFFuP1L90crT7FUkYmE5vpKCGKn2Un+XtqlBSxEWEjlcr5cGM4lL6cunAZAAAQaG4z+kW61i1nqUUsak5OGbWmUe6XGKHWPMyJAcd+/CHLNUY+tB6+MLnZua0ODR52OUR4pzvfQWatzPc8xUkKPVfaSkHyGxy+kfx+h3v6MlWmYWG737NpMQBNsEAgxMQ8nDrkdxAs19pFZMaw2HkmT6rbGl4+MUWNEyNnMLAK4Ik4YTznJOSsMgW+1X0g/pfYhzviRt1LTDobcoD+2v9vhCoZ9SSkWGhkesptS8ZujhDCGW7v5RFAS0AgIMrBrXMBldyU1CyhiMhRFqV+2K9av3CnLLfKnR3pYSJMehfb5iuPvQ9HyOptXYzX7cXDhzUTqGPUIfS9BabMtdK7FjnNGw7y2+YmiOTW0+WauXToP9AwIMDCcWt+8+uHIP5lIDUYKGcSARJP7+/OPi5n7l9sU1EHIJ/Lnvc/tX4t3ZivjyWcMx1BjgPY+vx75K5jz3vlKzCDPr/ZBoroWz1AKYJi1y42qqB47O++qF79nyvW1utUl//GaYn2BboAw9mIKUMV7r+allVKJ1SpDmxKjk+FsYF7Xiy/8/iKMxTqXXmcZ+9wWNRY3RcMRSbd7U1ljux9L7ci1cD0+pJ6il+OrlDRwd6gj2G3jAwGrgVGQbGb7i9qN0e61+xP4W83b1KhCQ6l+obc2KZmuhJJeqxhsxi8GsnRM5G7GcqhYeoBaLRq376TJTER3OcUsXvHrds3L5VDOKr4WlbzOIJK1zD4ALBBiYEq1YfE3jgxs+OEIQ9HoItAoX0m5vaw9F3yBtNcdC5zc0lpzxjS2KrM3ro0mPokGtaFnkZ6Y5UJJXLF0A6e0JC4mYmcWXS603TJLzJS07v7XnDOgLBBhYPamHZMsCD6n+tDAoatqVjk3KoziTsRSCe85He01rCM352pycUqElaa/ldjMRyuNMefi4Bn5OHGhXLkzdc0r6H/vbbOSuBe17R+uQO632tcVXzxcscz1pvgjjzH8ASoAAA9MxOozPJ9aflJeghQjruXouzeGSVsWTFtjw+xYabwkzGn0pWgrh0nPZgi0YNX7hnNTfieTjPcrL7u5fi5RxmyvMxO1TrVhqXZRjxuqHUmpfWNxSiJWUtV++v9XiTmAOIMDAqihd5a95CJeEW0kNJK2KYrG2peRyyWopGR//96UfvR+IufC81N+1znNqUUDT0NSel2sTvlI0clRDXi7u9zVJHUvJfa5EaHK3l+SKco4rtE+Na2HNYivl/Zr9uLTeLQbxBTRBFUQwlN/+m29XYJN4UUof/K0NQGnf/G1jbbTIm9Eai1BoVY8HVav+17QTOk/+/NbKb9QiN2d7iaYtGjfu2OaOz71uctdQyAPc4rrjeP+19zdKpEsW2tbA8emxagGLHsUwZii4QTR2HoL9AR4wMBWlwkqaX8BZDU39vRWxFdfQKneLvIrcKu8MK/Mt4K5uaxmktavpaxlXcMaI/Kcei01raLvmPhQKy5ZcuyM9Q9UhgYE8xh7UhjNqIvVGAyABAgxsghLhtrYbKteQkI4FN0yupcHVMnRTmp/m9ofTRiuxK9lfLGeGwyxCWVP8z4SkKEzrokGpgiAzzAEu0nFyj4+zcKexz1lEBJeY98k9bm1x1FvccUnlGK/1PgTmAwIMgA6kDPoS8dHq5l/bbm0FthJDsIUnsBcaBkjrXDgtkahFrQGkMeaSsMJcG5y+SY45JtBzuPehmvFpLeZa5iRu0ah+gA6JiOja6fWoeBoR+nfh8Eb3fdYy+/MErAsIMLA6Sr0l/vYcYoaPlkjwK6ZJvDW1RpIGtUIyRE7EccMxa5P+Oe1o5eKVrMTfNqbyL1pNGVi5Y+i5Si3xvtb0q3bbkna4IkrTM8rZX+z7WteP+/cWuauti8Ss1fO1CK+FqwdX6IhO7vie5jvCpITGVmPfvqeOKzBLnveXL57S1YI+AoAiHGBaNJPKWyWpS/DFSmm42ChCYzij94Woj/gaTS7J3jVAYkaNltEe277kuguJa016LuAs+6n1bufGsNV55MLdj8QTNwsz3wNSPEknd/xwmEVAlnrllu1qvHolYesASIEHDEyH9gNYuz3OTbfEG8Nd5V9WklNetZ4Phtqww9B2IZHn/12rIIb29rNQm6+hGY7q/97Cc1pCqbfJLcl9dMA39mYTFzFyeVKleVT+91PCcabrcNZcJSmxeXr14AoRnYUp9ng5slvkw4XjsRfvR4A/71p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|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD70C7C7A10>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.000 0.000 0.000 0\n",
|
||
" Agriculture 0.868 0.890 0.879 4509\n",
|
||
"Arboreal and forestry crops 0.000 0.000 0.000 0\n",
|
||
" Pasture 0.371 0.754 0.497 171\n",
|
||
" Vegetation 0.804 0.893 0.846 2388\n",
|
||
" Forest 0.960 0.974 0.967 1525497\n",
|
||
" Savanna 0.828 0.939 0.880 17500\n",
|
||
" Sand, rocks and bare land 0.000 0.000 0.000 0\n",
|
||
" Swamp 0.000 0.000 0.000 33090\n",
|
||
" Water 0.943 0.848 0.893 31522\n",
|
||
" Seasonal savanna 0.830 0.959 0.890 790304\n",
|
||
" Seasonally flooded savanna 0.729 0.524 0.610 251664\n",
|
||
"\n",
|
||
" micro avg 0.899 0.913 0.906 2656645\n",
|
||
" macro avg 0.528 0.565 0.538 2656645\n",
|
||
" weighted avg 0.886 0.913 0.896 2656645\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Evaluating window_13\n",
|
||
"Model output:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD7D9C79ED0>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Labels after correction:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=864x504 at 0x7FD838B43550>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.000 0.000 0.000 0\n",
|
||
" Agriculture 0.896 0.854 0.875 15462\n",
|
||
"Arboreal and forestry crops 0.000 0.000 0.000 0\n",
|
||
" Pasture 0.852 0.930 0.889 11022\n",
|
||
" Vegetation 0.905 0.658 0.762 56241\n",
|
||
" Forest 0.970 0.993 0.981 2283609\n",
|
||
" Savanna 0.942 0.952 0.947 191594\n",
|
||
" Sand, rocks and bare land 0.000 0.000 0.000 0\n",
|
||
" Swamp 0.951 0.268 0.418 24030\n",
|
||
" Water 0.920 0.787 0.848 66739\n",
|
||
" Seasonal savanna 0.923 0.941 0.932 24502\n",
|
||
" Seasonally flooded savanna 0.894 0.926 0.910 2888\n",
|
||
"\n",
|
||
" micro avg 0.961 0.969 0.965 2676087\n",
|
||
" macro avg 0.688 0.609 0.630 2676087\n",
|
||
" weighted avg 0.964 0.969 0.964 2676087\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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kDb2vAAckOZq2P9zRVXVbx5kkDaklug4gSZK0CHoq8OeqOr/fgN5zfwKePrBUkiRpQVxCWw035uze47ZjJ5IsCTweuHqAuSRJw+2LwL+B5wHfA65M8pUk23cbS9IwsggnSZK04NYBzpvGuPOAtWc4iyRJumdOBB6eZJXe8ZHA7cBnk7wqybNpN1fXA47vJqIkadhU1auBtYBnAd8EZgH7Ar9IcmmSjyZ5dIcRJQ2RVLndjyTp7pK8ewGGV1W9f8bCSEMmyfXAL6tqlynG/RB4SlWtOJhkkiRpupJsRdvn7b1V9ZPeuTcCH2fu3sgB/g5sVlWXdxJUkjTUkiwH7Ay8hNY1ZWna68jZwDeq6oMdxpPUMYtwkqRJJZlDe9OYPkPG35ioqpo1kGDSEEhyOm013DpVdXOfMcsBs4HLq+pRg8wnSZLuuSRPBHYBVgPOAQ6qqmu6TSVJWhQkWRV4Aa0gty3eL5FG3pJdB5AkDa29+5xfgtZe72nAFsDngNMGFUoaEt8D/gf4cpJXTCzEJVkW+BKwOvDZDvJJkqR7qKpOBU7tOockaZG0KnBf4H4d55A0JFwJJ0m6x5K8DXgHsEVVndF1HmlQkiwP/A54GK1F1TeA82krRB8C7A6sSZs9//iquqGjqJIkSZKkGZRkDeCFtNVvm4+dBn5Da0f5ha6ySeqeRThJ0r2S5Gzg3Kp6dtdZpEFKsiZwGPDk3qnxLVoBjgNe5v4xkiQNhyTr3Jufr6rZCyuLJGnR1puYuQttAuaOwCzaZ8GzaJM0D6+qizoLKGloWISTJN0rSb4L7FhVq3WdRepCksfTPnSt3Tt1CfCLqvpdd6kkSdJE4/Y8vieqqtzSQ5JEksOB5wDL0QpvlwHfoq16+2OH0SQNIYtwkqR7JcnvgQ2raqWus0iSJEn9JPkV97wIR1Vtv/DSSJIWVb1JHdcB36etevtVeZNdUh/O4pIk3SNJVgXeBTya1nZPkiRJGlpVtV3XGSRJi4XnA0dV1W1dB5E0/FwJJ0maVJIL5vP0isB9aG0Xbga2r6rfDiSYJEmSJEmSJC0CLMJJkibVa6/Qz+3AFcDxwEeq6szBpJIkSZIkSZKkRYNFOEmSJEmSJEmSpinJ8sAbgZ2BDYGV+gytqnJLKGmE+QdAkiRJkiRJkqRpSLIKcCKwKXAncBttu44rgDV73wNc3ElASUNlia4DSJKGU5Jjk/z3NMa9Ocmxg8gkSZIkSZLUsbcCDwe+DKwMfI+24u2BwArAXsDfgVOBB3eUUdKQsAgnSepnO+Bh0xi3EbDtzEaRJEmSJEkaCs8FLgdeV1W3AHft91RVt1TVocCOwC7AmztJKGloWISTJN1bywJ3dB1CGqQkP0vy/CRLdZ1FkiRJkjRQ6wK/r6rbe8dzAMZ/PqyqM4HjgT0HH0/SMLEIJ0m6x5KsDDyJ1vdcGiU7At8GLkvy0SQbdR1IkiRJkjQQtwC3jju+vve45oRx1wDrDySRpKG1ZNcBJEnDI8kFE049P8l2fYYvCdy/93jADMaShtF2wMuBXWntRd6U5ETgK8D3qurW+fysJEkaMkkeDTweWAP4a1Ud0Tu/DLBMVV0/nx+XJI2WS2ir4cac3XvcFjgMIMmStNeVqwcbTdKwSVVNPUqSNBKSzBl3WEDmM/x2Wg/0I4C3VdVNM5lNGkZJVgFeRivIPYL2e3Md8HXgq1X15w7jSZKkKSTZGDiIdqN0zCFVtU/v+VfRJpw9q6p+0kFESdKQSXIAsA+wVlVdl+QBwAXATcA7gEuBfYFnA4dX1cs6CyupcxbhJEmT6hXkDh67ASFp/pI8nlaMeyGwEq0g9zvgy8C3q+rGDuNJkqQJkqwLnAbcB/g/4NfAxxj3HjjJarTW61+vqpd3FFWSNESSbEV7vXjv2ASNJG8EPk77HAhtUvPfgc2q6vJOgkoaChbhJEmTSrIncF5V/brrLNKiJMkKwPuBNzD3A9gNwMHAh6vKPRQlSRoCSb4G7AnsVVVf752720S0JL8Hlq6qh3eTVJK0KEjyRGAXYDXgHOCgqrqm21SSumYRTpIkaSFIshywG2013Ba0mY+XAScAzwRWobWq3MnitiRJ3UtyGXBFVW027txkRbgfAttW1eodxJQkSdIibImuA0iShlOS3ZNckOQp8xnz1N6YFw4ymzRMkjwmyedpraq+RivA/Yw2A3LdqtodeACwP61N5Se6yipJkuZxH+D8aYwrYNkZziJJWkwkWSPJrK5zSBoOFuEkSf28DFgBOG4+Y44FVqS18ZFGRpKVkvxnktNpe8n8J3Az8BFgg6p6RlX9qKrmAFTVzVX1MeAY4FGdBZckSeNdBaw/jXEb01a3S5JEks2SvDvJJhPOPyfJFcCVwNVJXtNNQknDxCKcJKmfhwN/rqo7+g3oPfen3lhplFwBfA54DPAr4IXA2lX19qq6aD4/dyWwzIynkyRJ03E88LgkW/YbkGQnYCPg5wNLJUkadq8F3gH8Y+xEknWB7wD3B/5Om7D8mSRbd5JQ0tCwCCdJ6mcNxr2hnI9/APeb4SzSsLkF+BSwUVXtUFXfnV/Bepz/Znoz7iVJ0sz7EHA7cGSSfZPcd+yJJCsmeSlwEHATtpOWJM21OfDHqrpq3Ll9gaWBN1XVA4HHA3cC+3WQT9IQSVV1nUGSNIR6G9VfUlWbTzHuFGC9qlpzMMmk7iV5AnBTVf2l6yySJOmeS7IrcAiw3LjTBaT3/S3AS6vqh4POJkkaTkn+Bfy8ql4w7twpwCbAGlV1W+/csbT7JQ/uJKikoeBKOElSP78GHj+/1glJtgKeAPxmYKmk4XAy8NmuQ0iSpHunqr5Pa63+v8BZtD1ebwcuAL4MPMoCnCRpglnjD5IsAzwa+PVYAa7ncsAJy9KIW7LrAJKkofUpYFfgiCTvBb5SVTcCJFkBeDnwLtpM4U91llLqxrW0feEkSdIiKslzgNur6hjgDR3HkSQtOi4GHjHueEdaK8pfThi3MnDdoEJJGk6uhJMkTaqqTgbeRHvT+Ang+iRXJLkcuL53blXgLVV1YmdBpW6cwrwfuiRJ0qLnh8Drug4hSVrkHAFsmORTvQkdHwXmAD+aMO4xtIKdpBFmEU6S1FdVfRrYHvgpbT+M+9NaKdwC/ATYvqo+2VlAqTvvBTZK8qaug0iSpHvsn7TV7ZIkLYiP09oWv542oWNj4NNVde7YgCRPBB4InNBJQklDI1XVdQZJ0iIgyRLAGr3Dq6pqTpd5pC4l2QPYFtgLOAM4CphNK1DfTVUdOrBwkiRpWpJ8C9gM2LC8OSJJWgC9bTqeD9wPOL2qjp3w/M7AdsBBVfXnwSeUNCwswkmSJC2gJHNo+yFm3OnJ3lQFqKqaNclzkiSpQ0k2BH4HHAy8taomnUwjSZIk3VNLdh1AkiRpEfQ+Ji+6SZKkRceLgR8DrwVelOQX9F/ZXlX1/kGGkyRJ0qLPlXCSpEkluWABhldVbTBjYSRJkqSFrM/K9n5c2S5JkqQF5ko4SVI/63UdQBpWSdYBbqiqa6YYtxqwUlXNHkwySZK0APbuOoAkSZIWb66EkyQtkCQB1gaeRmvJd2hV7d9tKmmwktwJHFxV+04x7ivA3lXlxCdJkiRJkqQR4w0hSdICqTZ7YzbwlSSnA79Jcl5VfaXjaNIghem1rhobK0mSJEmSpBGzRNcBJEmLrqr6PfBb2mb2ku5uDeDmrkNIkiRJkiRp8FwJJ0m6t/4JbNZ1CGmmJdlmwqk1Jzk3ZklgI+DpwF9mNJgkSbrHeq3Wdwd2BjYEVmLyVexVVRsMMpskSZIWfe4JJ0m6x5KsDpwJzKmqB3SdR5pJSeYAY2+cMu77vj/SG7N7VX1rJrNJkqQFl2Rp4GjgyfRvH11jz1WV3YQkSZK0QFwJJ0ma1HxW+ACsCDwUeBVwX+CLAwkldetQ5hbe9gTOB37dZ+xtwOXAkb22rZIkafi8CdgBOBJ4I/Bu4KXAssCDgRcCbwa+UFX7dxVSktStJMfeix+vqtphoYWRtMhxJZwkaVITVv30HQYcDzynqv4986mk4dD7/Ti4qvbpOoskSbpnkvwReBCwblXdmOQgYI+qmjVuzNbAccArqupr3SSVJHWp9/lvMnetlp7PczX+dUXS6HElnCSpn/Grfia6DbgCOL6qjhtcJGk42I5KkqTFwkOAE6rqxt7xHIAks6rqToCqOjHJr4FXAxbhJGk0rT/JubcArwC+C3wTmN07vw7wYuAFwJeBjw0ioKThZRFOkjSpqtqr6wzSoijJ04BH0D6E/aCq7ug4kiRJmtydwPXjjseKcfcF/j7u/GXAswcVSpI0XKrq4vHHSV4GvBLYqap+OmH4n4GjkhxC23f0d8AhAwkqaSg5i1uSNKkkn0zyrq5zSMMoyauTXJBkqwnnvwn8GPgIbTbkCUmW6SKjJEma0mW0FQtjzus9bj5h3COBGwaSSJK0KNgPOHGSAtxdqupnwAnAGwYVStJwsggnSernNbQbDpLubhdgBeA3YyeSPAV4Ie2G3oeB3wJPBPbtIqAkSZrSKcCmSZbrHf+49/iZJM9I8ogk/wtsDJzaSUJJ0jDaiHlXTPdzJfDQGc4iachZhJMk9XMpvk5I/WwE/KWqxm/Q/RLaPorPr6p3ANsBVwF7DD6eJEmahu8DNwFPAaiq84BPA2sDRwF/BP6rN2b/ThJKkobR9cCWSZbqNyDJ0sCWzNv2WNII8uaqJKmfHwLbJlmp6yDSELovcMWEc9sAs6vqtwBVdSttpdxkm3hLkqSOVdXRVbVWVR0x7tybaBNrvgv8Avgc8Niq+ltHMSVJw+cI2oSNbyV50MQnkzwQOBx4UG+spBGWquo6gyRpCPWKb8fTNqh/XVX9oeNI0tBIcgVwelXt1Dtei9aG8tCq2mvcuMOAXapqhU6CSpIkSVpsJFke2B7YEFgJyCTDqqreP9BgIybJfWgTLjcEbqe1LJ5N64yyLm1bgqVoe40+qaqu6iiqpCGwZNcBJElD60fArbT2Caf1ig6zgVsmGVtVtcMgw0kdOxfYKskqVXUdsDvtA9dPJox7ENPbK0CSJEmS+kqyF/ApYOXxp2mfQyYeW4SbQVV1dZItgA8BLwW2mjDkFuBQ4K1VdfWg80kaLq6EkyRNKsmcqUfdpapq1oyFkYZMkhfR2otcAPwZeBZwLfCQqrqhN2Y54J/AcVX17K6ySpKk+Utyf2Av2k3UB/ROXw78Gjikqia2oJakgUqyI/BT4Dpam9ztgS2A/wQ2AHahrco6gNax45COoo6cJCsAj6W9foT2+nF6Vd3YaTBJQ8MinCRpUknWXZDxVXXxTGWRhlGSDwOvB5YBLgX2rKrjxj2/J3AQ8Kaq+lQ3KSVJ0vwk2YN203oF7t7WrYCbaK3ZDxp0Nkkak+QY4CnA46rqT0kOAvYYmwybZBbwMeAVwOZV9Zfu0kqSxrMIJ0mSdA8lWQZYuar+OclzawOrA+ePrY6TJEnDI8kzgKOAOcD3gG8CF9GKcesALwGeDywB7FRVx3STVNKoS3IVcHZVbdU7nqcI1zu3BG0Psj9U1a7dJB09SVYHHgesAVxcVb/pOJKkIbNE1wEkScMpybuTPGca456d5N2DyCQNm6q6dbICXO+5S6rqTxbgJEkaWu+grXbbuapeXFVHVNWfe6/fR1bVi4Gde2Pf3l1MSWJF2h7tY24BSLLS2ImqmgOcCmw92GijKcn9k3wbuJK2N/hhwH+Me/7VSa5J4vWQRpxFOElSP+8BnjuNcc8B/t+MJpGGWJJHJ3l5kreNL1wnWSbJyvP7WUmS1KlHAydW1Y/7Deg9dwLwmEGFkqRJ/J220mr8McBDJ4xbHVhuIIlGWJI1gN8AL6DtEf457t7S+P+AlWgrqiWNMItwkqR7axathY80UpJsnOQU4HTgi8AHmLdwvQ9wbZKndxBPkiRN7Rbg8mmMu6I3VpK6cjbzFtx+Qyv67J8kAEmeBDwZ+Nvg442cdwHrA++uqsdV1esmDqiqy4GzgG0GHU7ScLEIJ0m6tzYFru06hDRISdalzYp/AvAj4L+5+8zHbwG3A+7HIEnScDoeeGJvH6VJJZkFPJH2ui9JXTkaWCfJ5r3jX9JWYO0KXJbkdOA42r3eT3eScLQ8Bzirqj4wxbiLgQcNII+kIbZk1wEkScMjydcmnNpqknNjlgQ2AjajtVmQRsn/o7V62bOqvg6Q5GPjB1TVtUnOBLboIJ8kSZraW4HfAgcm2a+qrhv/ZK+t9KeA1YC3dZBPksYcCpxDW5lLVc1J8izgq8COwJrAdcBHq+qwzlKOjrVokzGncgutJaWkEZaq6jqDJGlIJBnfVrK4+8qeyfwZeF5VXTAzqaThk+Qy4Iqq2mzcuTnAwVW1z7hzPwS2rarVO4gpSZLGSfLuSU4/BHgp8G/gZ7RVCwDrAk8FVgS+AZxbVe8fRE5JWhBJlgdWAf5RVXd2nWcUJLmS9rqw1bhzk30e/COwalWtN/CQkoaGK+EkSeNt33sMcCzwE+AjfcbeBlxeVRf3eV5anN0HOGka4wpYdoazSJKk6XkP/SearUT/FtIv7f2cRThJQ6eqbgJu6jrHiPkN8Kwkm1bVXycbkGRL4JGAKxOlEWcRTpJ0l6o6fuz7JIcAJ44/J+kuV9E24p7KxsBlM5xFkiRNz95dB5AkLRY+QdsX7ogkr6Dtx3eXJFvRWojeQWtrLGmE2Y5SkiRpASX5BvAiYJuq+nXv3DztR5LsBBwBfLGqXt1ZWEmSJEmLvCT3A14NbEPbk2yZPkOrqjYYWLARleR1wCdpq6v/TVtR/W/gdtr+4QW8rqo+31lISUPBIpwkaVJJ7g9sBPytqq4cd3594IPAI2h7Zry3qn7bTUqpG0keDpxGa/vyFlqx7UrgYOB1wHNpMx6XAx5VVed3ElSSJEnSIi/JxsDxtLb4U+7dXlVLzHgokWRz4K3Ak2l7iALcCvwK+GBVndhRNElDxCKcJGlSST5FKyZsUlV/651bEfgbsCZz3/jfSCsyXNBJUKkjSXYFDqEV2saM32fmFuClVfXDQWeTJEmStPhIchTwTOD7tEmx51TVjd2m0pgkoRVIZwFXVdWdHUeSNEScFSFJ6mc74KyxAlzPXrS2F9+krZLbD1gBePOgw0ldq6rvAw8H/hc4C7iZ1nrkAuDLtOK0BThJkiRJ99bWtAmxu1XVHyzADZdqrqqqKy3ASZrIlXCSpEkl+QdwSlU9Z9y5n9DaLKxVVVf3zv0eWK6qNu4mqTR4SZ4D3F5Vx3SdRZIkSdLiLcn1wE+qareus0iSFsySXQeQJA2tsU2FgbvaKzwROH2sANfzN2CnAWeTuvZD4GeARThJkiRJM+004CFdhxhVSe7N9htVVRsstDCSFjkW4SRJ/VwGrD/ueDNgFdoGw+MtCdw2oEzSsPgncG3XISRJkiSNhPcAv0yyW1V9p+swI2i9e/Az4/cLlzTCLMJJkvo5GXhxkp2B44B30t5EHjlh3Ma0gp00Sn4FPCFJyt7ekiRJkmbeZ4BvJHkm8HPgUtpn9LupqhMGGWxxV1VLTDyX5ADgpcDngG8Cs2nXY13gxcCrgW8Arx1cUknDyD3hJEmTSvIw4HRg2bFTwHFVtcO4MesBFwBfraqXDzyk1JEkGwK/Aw4G3lpVt3SbSJIkSdLiKskc5l1ZNd8bulU1a8ZDjbAk+wEfAjavqj/2GfNo4BTg7VX1ycGlkzRsLMJJkvpK8hjg9cB9aQW5j1XV+H3iXgn8J/DOqjq6m5TS4CV5N/Aw4IW01pS/oM18nKwYV1X1/gHGkyRJk0iyzb35eVeWSOpKkoOZovA2XlXtPXNplOQs4MKqeuYU434MrF9VGw8mmaRhZBFOkiRpAU0yE3V+ypmokiR1b9zr9z3i67kkCSDJzcARVfXCKcZ9G3hOVS03mGSShpF7wkmSJC04Z5ZKkrToOZS7F+HuA+zUO/8H2sp2gHWAR9Mm3BwNXD2YiJKkRcA/gO2SrFhVN0w2IMlKwPa0zimSRpgr4SRJ05JkVWAl+qz8qarZk52XJEmShlGStWj79ZwNvLaqzpnw/EOBzwCb0Pb9uWLwKSVJwybJR4C30F5D9quqUyc8/0TgE8AWwMerav/Bp5Q0LCzCSZL6SrIm8AFgZ2D1+QytqnJ1tSRJkhYZSQ4BdgAeUlWT7etKkuWAc4Fjq2qPQeaTpPGSLAO8GNgGWAtYps/QqqodBhZsBCVZHvg5rchWwGW0ldQFrAs8kDaB+VRgh6q6qaOokoaAN0wlSZPqzQz+HfAA2hvKfwL3A04GHgzcn/YG82Tg9o5iSp1L8gRga9rvSgFXACdW1W87DSZJkqbyNOC4fgU4gKq6OcmJvbGS1IkkDwR+CWzI1PtSu+JihlXVTUm2B94EvAp4UO9rzKXAl4CPVdVtHUSUNEQswkmS+nknrajw7qr6QJKDgD2qakuAJNsAX6C9wX9GdzGlbvRaVB0KPH7sVO+xes//lvY7c24H8SRJ0tRWBtaYxrg1aG3ZJakrHwMeCvyG1ubwHGDSvcg0GL3i2oeADyVZm3b/JMDlbtchaTzbUUqSJpXkfICq2qB3PFaEmzVuzAOBvwGfqap3dBJU6kBvpejvaStCLwe+C1zUe3pd4AW0FiRXAJu5h4wkScOnN2Hm0bRWYSf2GbMVcBzwh6p6wgDjSdJdklwN/Bt42PxW70qSho8r4SRJ/TwQOHrc8Z3Q+tBX1a0AVXVZkuOA3QCLcBol76QV4D4FvG1ii5Ek+9NmRb4ReDvw2oEnlCRJU/kIbSLNT3v7w32Xeff0eQGwB7BEb6wkdWUZ2t6UFuCGTG+C5pOYd3uC3zgRU9IYV8JJkiaV5B/ASVX1vN7xx4H9gA2r6oJx474LPKuqlu8mqTR4SS4EbqmqjeczJsCZwLJVtf7AwkmSpGlL8hpam7dluPs+SgFuA/avqs8MOpskjUlyMkBVbdF1FjVJ7gv8L7ArbbLGeHOA7wOvrap/DjqbpOHiSjhJUj+zgfXGHf+l9/hM4ACAJMsDW9JmekmjZC3ah6q+qqqS/J72oUySJA2hqjogyZHAvrT3tXft6QOcBBxUVRd2GFGSoK3G/V6Sbavq+K7DjLokqwAnABsBNwM/Y97tCZ5K6xj0qCSbV9V1XeSUNBwswkmS+jkWeEOS+1fVlcARwI3Ax3ubDl8KvJTWku8L3cWUOnE9sPY0xq3dGytJkoZUVV0MvLvrHJI0H78HPgEcmeSTwM9pn8knbXFWVbMHmG0UvZVWgPsu8JqJq92SrEGbvLwbsD9tiwJJI8p2lJKkSSV5FO2N5Zeq6le9cy8GDgKWpr3ZD/BXYCtndmmUJPkR8Czg2VV1TJ8xzwSOBI6squcOMJ4kSZKkxUiSOcz9DD7VzdyqKhdezKAkZwPLAQ+pqtv7jFkKOI+2jcFGg8wnabhYhJMkLZAk69BaUq4GnAMc0e9Np7S4SrIFrf3IHODw3tdFtA/E6wO7Ay+mfUjepqpO6SapJEmajt573LVoe8NNqqpOGFwiSZorya+Yuvh2l6rafubSKMnNwA+r6iVTjDsc2KWqlhtMMknDyCKcJGlSSR4JzKmqv0w5WBpBSV4KfIk2A3LiG6rQ9gZ4RVV9Y9DZJEnS9CTZB3gXsM5UY6tq1swnkiQNuyTXAKdV1VOnGPczYLOqWn0wySQNI5cmS5L6+SNwPOAMOmkSVXVYb0bqy4GtgAf0nrocOBH4alVd0lE8SZI0hSR7Awf2Ds+gdXm4obtEkqRFxOnAtkkeV1WnTzYgyeOA7YBfDTCXpCHkSjhJ0qSSXAX8tKp27zqL1LUkewDnVdVvus4iSZIWjiRnABsBu1bVkV3nkSQtGnr7fx8FXA98irY9wcW9p9elbU/wemBlYKd++4hLGg0W4SRJk0pyFLBOVT2y6yxS13oboR9cVfv0ji8AvltV+3ebTJIk3VNJbgFOqqodu84iSdORZHlat5oNgZVobfAnqqp6/0CDjaAkbwPez9xrMHaTffzxu6rqQ4POJmm42I5SktTPe4GTkrypqj7RdRipY3OY933TesB9u4kiSZIWkmuw/aSkRUSSvWirrlYef5p596ceO7YIN8Oq6kNJfg68lsm3J/hcVf2uq3yShodFOElSPxsDhwEfTfIyWquF2cAtkw2uqkMHmE0atH8Aj+g6hCRJWqh+BOycZLmqurnrMJLUT5Idga8C1wEfpK2G2wJ4JbABsAttddwBtP3KNABVdRqwZ9c5JA0321FKkibVa79XzNveYrIXjdDaXcwaSDCpA0kOBV4KXEjr9b8d8Hfg7Gn8eFXVDjOXTpIk3RNJVgNOBv4EvLKq/tVtIkmaXJJjgKcAj6uqPyU5CNhj7HN4klnAx4BXAJtX1V+6SytJGs8inCRpUknew+RFt0lV1XtnLo3UrSRrAF8DngHM4u4F6vmxSC1J0hBK8jVgVWBn4HrgNOBSJn8PXFW17+DSSdJcSa4Czq6qrXrH8xTheueWAM4D/lBVu3aTdLQkWYq2CnFrWjvKAq6gtaP8YVXd3mE8SUPCIpwkSdI09T5krQVcBHwPeMt0fq6qLp7BWJIk6R7odX6YLifVSOpMkluAH1TVS3rHX6Ctelu1qv49btw3gR2q6n7dJB0dSbYEDgcexN0naBZwCfCSqvrNoLNJGi7uCSdJAiDJncDBYzN8k7wb+GNVHdFtMml49GYyzk4yG7jI4pokSYu07bsOIEnT9HdgjQnHAA9l3j3gVgeWG1SoUZXkocAxwIq0f//DaBM1AdalbWWwGXBMks2q6twuckoaDhbhJEljwryzt94DHAxYhJMmqKr1us4gSZLunao6vusMkjRNZwMPG3f8G9rn9/2TvLCqKsmTgCfT9rnUzHoHrQC3X1V9ZpLnP5vkdcCne2P3Glw0ScNmia4DSJKGxg2ALSskSZIkSRouRwPrJNm8d/xL4M/ArsBlSU4HjqPd6/10JwlHyw60vfcmK8ABUFWfBf4A7DiwVJKGkivhJElj/gzsmOT/ARf2zj0kyR7T+eGqOnTGkkmSJEmSNLoOBc4BrgCoqjlJngV8lVbkWRO4DvhoVR3WWcrRcV9gOqupzwY2neEskoZcqqrrDJKkIZDkKcAPgBVomwin9zjlj+JG9ZIkSVoEJVkeeCOwM7AhsFKfoVVVTmSWNHR6f8dWAf5RVXd2nWcUJLkcuKyqHj/FuN8BD6yqBwwmmQYtyRHABl3nWIScX1XP6TrEoPkGUpIEQFX9PMkmtFl0a9P2hPsT8KMuc0mSJEkzIckqwIm0VQp3ArfRJphdQVtVMrZf8sWdBJSkaaiqm4Cbus4xYo4DXpTk5VX1lckGJHk58Djg8IEm06BtAEtskiVX7DrH0Ks7bgDmdB2jE66EkyRNKskc4OCq2qfrLJIkSdLCluRDwP7Al4D9gC8CL6uqWUmWBXYDPgycALy4vIEiqSNJTgQOA75bVdd0nWfUJdkYOA1YlvYacThwEa2b0PrA7sDWwM3A46vqrG6SaqYl+WuWXHmTZdZ6ZtdRht6tV/yYuuP6M6tq5Fq0uhJOktTP9sDfuw4hSZIkzZDnApcDr6uq25PcVWSrqluAQ5OcBvwBeDPwsU5SShJsCTwJ+GySnwDfAI7o/a3SgFXVWUmeQ7sO2wLbTBgS4EpgdwtwkizCSZImVVXT2WRYkiRJWlStC/yiqm7vHc8BSLLU2LmqOjPJ8cCeWIST1J0n0lZXvQB4NrATcGOSH9AKQb+sqtHs89aRqvplkgfTVk1vDYzt+3Y5rdXxd3qtQiWNOItwkqT5SrI+7Q3lWsAyfYZVVb1/cKmkwUqyzr35+aqavbCySJKkheYW4NZxx9f3HtcELhl3/hraKhRJ6kRV/Q74XZL9gCfTCnK7AHsALwP+keRbwOG9sRqAXpHt4N6XJE3KIpwkaVJJlgYOpL25h7kb00+mAItwWpxdRPv//J4ofM8lSdIwuoS2Gm7M2b3HbWl7L5FkSeDxwNWDjSZJd9fbm/KXwC+T/CdtRdxLgGcCrwdel+S8qtqow5iSpHG8ISRJ6ud9wEuBa2k3Ic4Bbug0kdSdE7h7EW4ZYPPe99cAY6vd1gFW731/CvPOsJckScPjRGCfJKtU1XXAkcBnaHsurQRcCuwLrAcc3llKSZpEVd0G/AD4Qe9v1keA/wQe0mmwxZCdUTRfCckSXacYfpnf3P7Fm0U4SVI/LwH+BTy2qi7uOIvUqarabvxxkpWB44A/A2+pqp9PeP4ptA/BywBPH1BMSZK0YL4FPA7YAvhJVV2e5O3Ax4EDemMC/B3Yv5uIktRfkofSPru/BNigd9pJgAvfRdgZRdI95B8ASVI/9wN+agFOmtQHaO2rNqyqayc+WVU/T3I6bQXpB4HXDDifJEmaQlWdRCvAjT/3ySS/pu21tBrttfygqrqmg4iSdDdJ1gReRNs64rG0yQJF697xDeC73aVbbE3WGUWSpsUinCSpn4uBFboOIQ2p5wHHTlaAG1NV1yQ5FnguFuEkSVpkVNWpwKld55CkMb1OHLvSVrxtByxBK779mVZ4O7yqLuss4GJuYmcUSVoQFuEkSf18FXhnkrWr6pKuw0hD5j7A8tMYt1xvrCRJkiTdU3+ntboPbcLsN4FvVNVfO001IpJ8DTipqr7WO14HuMFV0pKmwx0DJUn9fBw4GjgmyXbJCO+gKt3decCTkzys34DeczsC5w4slSRJkqTF0c3Al4Ftqmr9qnq7BbiB2gvYatzxhcDHuokiaVHjSjhJUj/n9R7XBX4J3J7kCibvg15VtcEk56XF1f8CXwROTPJx2r4LYytG1wZeALwRWBo4oJOEkiRJkhYX96+qO7oOMcJuB5Ydd5zelwRAXOuk+bAIJ0nqZ70Jx0vTCnLSyKuqLyd5KK3Q9sHe11iBOuMeP1VVX+4goiRJkqTFhAW4zl0CbJ1k3aq6uOswkhYtFuEkSZOqKqfxSPNRVW9O8n3gVcCWwAN6T10BnAR8qap+3VU+SZIkSYufJJsCGwIr0Wc1VlUdOtBQi7/DgXcCF4zbqWPPJHtO42erqrwHL40w/wBIkiTdQ1V1MnBy1zkkSZIkLd6S7Ah8HpjfVhChdeiwCLdwvQf4F7Az8CBgfeAm4KruIklaVFiEkyRJkiRJkqQhlWQz4Ghage1w4BG9rw/TinI7AqsBBwGzO4q52KqqOcAne18kmQN8t6r26TSYpEWCRThJEgBJ1ul9e1lV3TnueFqqyjf6GklJlgTuAyzTb4y/H5IkLVqSPI12g3s28AP3Y5LUsbfR7uM+vap+nuQg4BFV9Q6AJKsCXwJ2AjbrLOXoOIS2BYEkTckinCRpzEXAHGAT4JzecU3zZwtfUzRieu1g3glsDiw1n6H+fkiSNISSvBp4M7BHVZ007vw3gd3GDT01yfZVdeugM0pSz5OAP1TVzyd7sqr+lWQP2uf4DwDT2atM91BV7d11Bg2XZImuI2iIeUNIkjTmBFqx4KYJx5ImSLIT8ENgFnAtcAFwQ6ehJEnSgtoFWAH4zdiJJE8BXghcCnwdeDLwRGBf2l5MktSF1YHjxx3fBpBkhaq6EaCqbk1yIvCUDvJJkvqwCCdJAqCqtpvfsaR5/D9gCeANwOeq6s5u40iSpHtgI+Avvb1+xryENhHt+VX12yTL0FpS7oFFOEnd+Sew8oRjgAcDZ4w7vxywyqBCSZKm5jpJSZKkBbcpcHJVfdYCnCRJi6z7AldMOLcNMLuqfgttZQltpdz6A84mSeOdB2ww7vi3QIBXjp1I8hDa6t0LBhtNkjQ/FuEkSZIW3A3AlV2HkCRJ98q/gFXHDpKsRSu2HT9h3I3AigNLJUl392NgwyQP7x3/BLgYeFWSU5N8H/gdsCzw1Y4ySpImYTtKSZKkBfcLYIskS0xoYSVJkhYd5wJbJVmlqq4Ddqe1ovzJhHEPAv4+6HCSNM6hwHX09m2vqtuSPAf4DvD43tcc4EDgM12FlCTdnUU4SZIWQUk2BNYArq6qc7rOM4L2p800/USSN9uSUpKkRdLngcOB05P8GXgWbZ+lo8YGJFkO2Aw4rpOEkgRU1d+BL004dwawcZKHAasB51XVPyf7eUkzJ4TEhoNTCWmzCEaQRThJkhYRvZtA7wH+g7mtkw4B9uk9vzfwWmCfqvrj4BOOlL2BY4DXATsl+RVwKUz6nrKq6v0DzCZJkqahqr6V5NHA64EH017L96yqG8YN2w1YHjh28AklaWpVdXbXGUZNkpcA36uq27rOImn4pWpU64+SJC06kqxAm4H9ONpeZKcBOwEHV9VYEW4DWlulj1TV27rKOgqSzKEV3DKN4VVVs2Y4kiRJuoeSLAOsPNkKkiRrA6sD508ozknSUEjyNOARwGzgB1V1R8eRFnu9z4PXAF8HvlpVf+k4kjqS5K9LLLXqJss/8LldRxl6N132f8y5/V9nVtWmXWcZNFfCSZK0aNif1grpy8Drq+rW3hv/u1TV+UnOBnYELMLNrL27DiAtCpKsA6wFLNNvTFWdMLhEkjRXkpWq6t9VdSutDeXdVNUlwCVJHgn8eaABJaknyauBNwN7VNVJ485/k7Zid8ypSbbv/V3TzDkEeD5tJfXrkpwCfAX4TlXd1GkySUPHIpwkSYuGFwIXAf81xf5jFwOPHkSgUVZVh3SdQRpmSfYB3gWsM43hrhSV1JUjkzxtqpvVSR4D/Ay472BiSdLd7AKsAPxm7ESSp9A+J15KW5H1ZOCJwL60PS81Q6pq7ySvA3anbRexBbA58OkkhwMHVtXvu8woaXhYhJMkadGwDnDUFAU4gOtpm3JLUid6+1Me2Ds8AzgHsIWbpGG0DfCdJLtU1ZzJBiR5LPBzYKWBJpOkeW0E/GXC36qX0FrkP7+qfttrrTsb2AOLcDOuqv4NfBH4Ym9/0VcALwb+E3hlkj8BXwIO742VNKIswkmSAEhybzabr6raYaGF0WRuBNaYxrj1gatnOIskzc8bgTuAXavqyK7DSNJ8/C/wWuBg2k3reSR5PPBTYEXazW5J6sp9gYktvLcBZlfVbwF6Wxb8BnjSoMONuqr6I/DqJG+ktQd9ObAlrRj6iSTfBj5fVad3l1IzKZnOdvEaVRbhJEljtutzvoB+7ybGnquZCKR5nA5slWTt3t4kd5NkU+AxwI8GmmxEpb3L3h3YGdiQNkN+st+VqqoNBplN6tiGwAkW4CQNu6p6fZLVgN2TXFtVrx97LskTaQW45YEXVdUPusopScC/gFXHDpKsRZuAeeiEcTfSJg6oG7OApZm7H3J63+8N7JXkB8C+VXV9R/kkdcAinCRpzPqTnHsLraXCd4Fv0lpbQGuN+GLgBcCXgY8NIuCIOwB4CvCDJC+uqvPGP5lkXdoHsCV6YzWDkiwNHE3bd2GqIrU0aq7B9pOSFh1701p5vybJNVX13iRb0l7nlwN2q6r/6zKgJAHn0iZlrlJV19EmAxbwkwnjHgT8fdDhRl2SJ9BWv72QtnffHNrk2C8Bx9P29Ptv4HnATcCe3SSV1IUlug4gSRoOVXXx+C9aa4tXAs+uqt2r6qiq+nPv66iq2h3YqTdmuw6jj4TeipJPAY8D/pbkL7QPXU9NchrtQ9ljgI9W1a86Czo63gTsABxFW/Xzddr1WAbYGHgPbRbqx6rK91saNT8CnpBkua6DSNJUevvtvgA4CXh3kgOAH2MBTtJw+TywMnB6bzXV/wD/pH0eAaD33msz4MxOEo6YJKsmeW1v77eTgX1pKxbfC6xbVbtU1U+q6uaqOpy51+ZZnYWW1AlvCkmS+tkPOLGqftpvQFX9jNaX/g2DCjXKqupNwIuAM4BNaKusHgA8FjgfeFlVva27hCPlhbTVPi+pqvNpMx2pqtur6m9V9T7ah6s3Jdmnw5xSF94OXA8cnGTVjrNI0pSq6hbg2cCfgFfRWontWlW2+JY0FKrqW8BHgQcCzwWuBF5cVeO7D+xGa6F7b/Z71zQk+TpwOfBpYFPaisTnAutV1fuq6vKJP1NVdwC/o62+ljRCbEcpSepnI6a3t9iVwOYznGXkJVmZtrfYd4DvJLkvsC6t5/ylVXVZpwFHz0Noe17d2DueA5BkVm9GPVV1YpJfA68GvtZNTKkTn6DN8n0+c1frXsrk+4dWVe07yHCSRleSPaYY8k3g4cD/AatPHF9VE/dekqSBqaq3Jvl/wMpV9c9JhhxL645y/mCTjaTdaW0/vwZ8pddNaDp+CEx3rKTFhEU4SVI/1wNbJlmqqm6fbEBvX6wte2M1s/4FnApsAdD70DXZBy8Nxp3M+//9WDHuvsy7B8NltJn10ijZa9z3q9Bat/ZTtNY9kjQIBzP5hIDxQltNstuEc0Xbf1eSOlNVt9Lnc2BVXQJcMthEI2s34P96q9umrbfNxJEzE0ndsuGg+rMIJ0nq5wjaxsLfSvL6qrp0/JNJHgh8hrbx84Ed5Bs11wEXdB1Cd7kMWGfc8Xm9x81ps+fHPBIY3yJGGgXbdx1Akvp4H1MX4SRJmq+q+l7XGSQtOizCSZL6eTuwHbALsFOSU4HZtBsX6wJPBJaiFR/e0VHGUfIHYIOuQ+gupwC7Jlmuqm4Gfgx8CvhMkltprfdeAWyMMx01Yqrq+K4zSNJkquo9XWeQJEnSaLEIJ0maVFVdnWQL4EPAS4GtJgy5hdaS561VdfWg842gjwA/TvJ8Z90Nhe8DzwCeAhxRVecl+TSwH3BUb0xobSr37yShJEmSJOleS3JvutJUVTmhVhphFuEkSX1V1TXAK5O8EXgs8ABaYeFy4PSqunF+P6+F6mZa289vJzmKtrpqNq0YejdVdcIAs42cqjoaWGvCuTcl+R3wXGA14Bzgs1V17uATSt1LshRtNfXWtNePAq4ATgR+2G+/UUkalCRr01ronlJV5/QZsxGtA8SxE9uzS5JGxnpdB5C06EqV7dAlSRp2SebQbmCnd2q+L+BVNWvGQ0lSH0m2BA6n7RuaCU8XcAnwkqr6zaCzSdKYJJ8CXgtsVFXn9xmzAW1izSer6i2DzCdJkoZbkr8usdSqm6zwoF27jjL0brz0+8y5/V9nVtWmXWcZNFfCSZK0aDiUKQpvkjQMkjwUOAZYETgdOAy4qPf0urQWx5sBxyTZzNWikjr0VODP/QpwAFV1fpI/AU8HLMJJkqS7SZboOoKGmEU4SVJfSZYBXgxsQ2u9t0yfoVVVOwws2Aiqqr26ziBJ0/QOWgFuv6r6zCTPfzbJ64BP98buNbhokjSPdWiTBqZyHq1gJ0mSJC0Qi3CSpEkleSDwS2BD7t5KbCJXaEmSxuwA/KFPAQ6Aqvpskj2BHQcXS5LupoClpjFuKbx/IkmSpHvAN5GSpH4+BjwU+A3wCdpeGDd0mkiStCi4L3D8NMadDYzcfgCShsq5wFZJlquqmycbkGQ5YCugb8tKSVrYktx5L368qsp7vguR10PSveEfAElSP08DZgM7VtUtXYcZdUm+tgDDq6r2nbEwkjR/V9MmcUzlocA1M5xFkubne8D/AF9O8oqJhbgkywJfAlYHPttBPkmj6xLsODNMvB6S7jGLcJKkfpYBjrUANzT2msaYorUOLcAinKSuHAe8KMnLq+orkw1I8nLgccDhA00mSfP6DPBS4CXAk5N8g7birYCHALsDa9I6Qnyqq5CSRk9Vrdd1Bs3l9dD8hWSJrkMsAqba6WbxZRFOktTPGcCDug6hu2zf5/wSwNq0lYsvpN0gOnJQoSRpEh8Angt8MclLaIW2i2g3tden3dTeGriJtgJFkjpRVTcl2QE4DHgy8GbmrnQYu1N0HPCyqrItuyRJkhaYRThJUj8fAb6XZNuqms7ePppB07gGhyY5BvgacMQAIknSpKrqrCTPAb4BbAtsM2FIgCuB3avqrEHnk6TxqurvwI5JHg/sSJvcBK312C+q6nedhZMkSdIizyKcJKmf3wOfAI5M8kng58Cl9OmDXlWzB5hNk6iqw5K8CXgPbTa3FpIke9ybn6+qQxdWFmlRUFW/TPJgYDfaqrcH9J66HDgR+E5V3dRVPmmYJFkVWIk+PXp8jzUYvWKbBTdJQy/JSsAGzP+144SBhhphXg9JU0mVe0pKku4uyRzm3WNsfqqqnNgxBJJ8B3h6Va3cdZbFybjfhwX+Udrvx6yFHEmStAhLsiatdevOwOrzGep7rAHr3Uwt209KGjZJHg58GtiOKTZX8vPHzPN6CCDJX5dYarVNVlpnt66jDL1/z/4Oc26/9syq2rTrLIPmm3lJUj8ncM+KDupI2k7AjwTmdJ1lMfQ+/H2QJC0ESdairbh6AHAZ8E/gfsDJwIOB+9Nec04Gbu8o5khJ8nTgdcCWwIq9czfSVu7+b1X9pMN4kkSSDYGTgJWBXwNr0fba/RbtteOxtPu8RwD/6ibl6PB6SFoQFuEkSZOqqu26zqDpSbI88FDgbcCGwFHdJlr8VNV7us4gDask6/S+vayq7hx3PC222tMIeietAPfuqvpAkoOAPapqS4Ak2wBfoBXintFdzNHQa7v+euauYriu97gK7d//6Uk+U1Vv7CKfJPW8k9bucO+qOqT32rF+Ve0OkOQhwFeBTYDNu4s5MrwemkdYousIGmL+3yFJ0iIgyZ39voB/A6cDLwCuAt7SaVhJo+Yi4ALaXhhjxxdO8+uCwUaVhsLTgQur6gOTPdnbN+apwGOAdw0y2KhJ8kLgDbTViK8DVquq1apqNWBV4LXAP4DXJ7HPlKQuPRk4q6oOmezJqjqP1uL4vsD7BxlsRHk9JE2bK+EkSVo0XEL/doi3AVcAxwOfq6p/DCyVJM1tX3zThGNJk3sgcPS44zsBkixTVbcCVNVlSY4DdgPeMfiII+PVwC3ANlV1zvgnqup64HNJfg78sTf2OwNPKEnNWNviMbcDJFm2qm4BqKp/JfkVsBPwmoEnHC1eD0nTZhFOkjRfvVaH29PaHK7E5BsOV1U5u2sGVdV6XWfQ3fXa7j2bqX8/9h1oMGmAJrYvtp2xNKXrmff14l+9xwcy7+rQW3rnNHMeBRw7sQA3XlWdk+RYYKvBxZKku7kGWHbCMcC6wN8mjL3fQBKNNq+HpGmzCCdJ6ivJXsCnaJsN33WaeVc4jB1bhNNISfJuWpuw8e29x26q1rjjAizCSZLGzAbWG3f8l97jM4ED4K5JUFvSVrpr5iwN3DiNcTf2xkpSVy4E1h93/EfaZ40XAe8FSLIGsB3tdUYzy+shadrcE06SNKkkO9I2Ei7gg8xttfBK4GPAebQ3mQcA+3SRcZQkuSDJR6Yx7kNJzh9EplHW20PmPbQ2oa8Aft576mnAq2itQQN8krZfgDQykhyb5L+nMe7NvdUl0qg5Fnh4kvv3jo+gFXk+nuQjSV4LHAfcHzimo4yj4nxg217Rc1K957btjZWkrvwM2CTJWOHnSNp+4O9O8u0knwB+B6yCrXMHweshadpcCSdJ6udNtALc9lX1pyQHAVtU1VcAkryDVox7BfDl7mKOjPVomzpPZQ3mnV2vmfFq2l5821fVxUm2AqiqsWLcl5LsB3wU+L9uIkqd2Q64aBrjNqLd2JZGzTeAtYGNgSur6pokrwQOAt5Ce/8V4K+4H9xM+w5txcIPkry6qsa3AyXJBsDnaO/BDuggnySN+TqwDO3v0YVVdWOSF9H+jr1g3LifA//TQb5R4/XQXIHEtU5TmmzzjhFhEU6S1M/jgVOq6k+TPVlVdyZ5M/Bc2s2LXQeYTf2tQG9TaM2oRwK/qaqLe8cFkCRVVQBV9akk+wLvBJ7eTUxpqC0L3NF1CGnQeu+tXjzh3DeT/JrWknI14BzgiKryNX1mfRzYGXgq8Lckv6VNIiham7EnALOA04BPdJRRkqiq84G3TTh3bJJ1ga3pvXZU1eld5Bs1Xg9JC8IinCSpnxWZt3f5LQBJVqqqfwNU1ZwkpwI7dJBP46RNu9oI2B57zg/CMsDfxx3f0ntcFbh23Pk/YQFOupskKwNPwv2upLtU1Wzgi13nGCVVdXOS7YAP0dqrb9H7GnMz8DXgbVV188ADStIUqupG4Cdd51Dj9ZA0GYtwkqR+/k5rbTj+GOChwPjZXKsDyw0q1ChJcueEU3sm2XOqH8P2oINwBbDmuOPLeo+bAieNO/8g2gx6dSDJhrS/Y1dX1Tld51mcJblgwqnn925sT2ZJ2l5XS2J7N0kdq6obgNcm2R94HPCA3lOXA6dX1U2dhZMkSdIizyKcJKmfs4GHjTv+Da3As3+SF1ZVJXkS8GTaah8tfJfQa3MIrAPcRNvseTK30W4WHQF8duajjbwzaC2qxvyK9vvxviTPqaobkuxGa0Vycgf5RlaS5YD3AP9BW5kIcAhthQNJ9gZeC+xTVX8cfMLF1nrjvi/aauoV+4y9nbl/r97WZ4y02EuyPu11Yi3aCuvJVFW9f3CpRkuSa4AzqmrbXrHtxK4zaV5J7sPcwugVVdXvvbA0EnqTnLZh6teOfQeVaZR5PSRNh0U4SVI/RwNPTbJ5VZ0C/BL4M23vt8uSXAE8HFgC+HRnKRdjVbXe2PdJ5gDfrap9ukukcY4EnpNkx6r6RVX9OslxtHag1yT5N60AVIA3TwckyQrAcbSVDFfS/o7tNGHYCcBXgRcCfxxkvsVZVd21E3nv79XB/r2SJpdkaeBAYPexU/MZ7uvIzFoSuLTrEJpXkgD/1ft66ITnzgE+D3yuquZ0EE/qRJJVgB/RJm/M73UD2muHRZ8Z5PWQtCAswkmS+jkUOIfefj29/d+eRbt5vSOtFd91wEer6rDOUo6O7Zl3DzJ16zBa28l/jju3C/BR4Lm0jbjPBD5UVe4JMDj7A5vRWrK+vqpu7RWE7lJV5yc5m/Z3zFVYM2Nv4LyuQ0hD7H3AS2l7iB5Ge791Q6eJRtdfgQd2HUJzJVmGNtlpB9qN7WuBi3vfr0PbA/nTtMlQO1XVrR1FlQbtI7QVV+cBX8DXjq55PXSXEJIlph444jJlvXrxlaqaepQkSeMkWR5YBfhHVU3ct0ySOpHkb8BSwIZjf5smW5WV5Bjg0VW1VjdJJY2yJLNp7VofU1UXd51nlCV5CW3i2XZVddJU4zXzkrwXeBfwF+AtVfXTCc8/jTbp6eHAB6rq/w0+pTR4vU40AJtW1TWdhpHXQ3dJ8tdZS6++ySrr7j714BF33cXf4M7brjmzqjbtOsuguRJOkrTAentmuEn9DEqyzb35+ao6YWFlkRYh6wBHTWNywPW01YqaYUlWAjYAVqJPqx7/XmkE3Q/4qQW4oXASrTXoT5McSFuBNRu4ZbLBVTV7gNlG1UuBfwHbV9XVE5+sqp8mOZ226uRlgEU4jYpVgGMs+AwNr4ekabMIJ0nScPoVrXf8PTVrIeXQfCRZkrbn2OOBNYBTq+prvece0Dt3ZlXd0V3KkXIj7d98KusDd7uxp4UnycNp7cK2Y+p9Mvx7pVFzMbBC1yEEwEW091sBXtP76qfwHsogPIA2oabv63RVXZXkWOBZg4slde5c4L5dh9BdvB6Sps03kJIkDadDuXdFOM2wJNsCX6ftJRPa9VoK+FpvyA7AwcBuwPc7iDiKTge2SrJ2VV0y2YAkmwKPoW2krhmQZEPa6pKVgV8Da9EKn98CHgw8lvY55Ajaagdp1HwVeOf8/lZpYE7A91vD5jJg6WmMWwq4fIazSMPkf4EDkjyiqs7oOoy8HpKmzyKcJElDqKr26jqD+kvyCODHtBU8n6EVGr47Ydj3gc8Du2IRblAOAJ4C/CDJi6vqvPFPJlmXVuBeojdWM+OdtPaTe1fVIUkOAtavqt0BkjyEVoTYBNi8u5hSZz5OmwxwTJLXAMeXm7V3oqq26zqD7uYbwJuSrNuvZWvv9XwH4FMDTSZ1qKoO7E10OibJO4GfV9VlXecaVV4PSQvCIpwkSdKCezewDPDUqjoWIJm3415V3ZTkLNqNVg1AVR2Z5FPAfsDfev/+BTw1yWnAI2nvfz9SVb/qLuli78nAWVV1yGRPVtV5SXYGLgDez/zbv0mLo7EJAusCvwRuT3IFk6/IqqraYGDJpO59AHg0cEKS9wLfrqobAZKsALyQ9j7sl8D7ugopDVqSsT2PQ5vMdLfPH+NUVXnPdwZ5PTRRskTXETTE/AMgSZK04LYFThkrwM3HbNrKLA1IVb0pyanA22lFN2j7yzwA+Bvwgar6Rlf5RsT9gJPHHd8OkGTZqroFoKr+leRXtD0VLcJp1Kw34XhpWkFOUnutDvAg4CvAV5Jc23tutXHjijbhZvzPWrTW4uwSbJ87TLwekqbNIpwkSYuAJO9egOFVVe+fsTCCttfVdNqNLENrWakBSLIy7f//7wDfSXJf2o3tWcCltogZmGuAZSccQ7sWf5sw9n4DSSQNkapyqrTU33qTnFt9knMWrjVSqmq9rjNoLq+HpAVhEU6SpEXDe2gz7fr1uBibhZfe9xbhZtYVwMbTGPdwYNL9TDQj/gWcCmwBUFX/BP7ZZaARdSGw/rjjP9L+Nr0IeC9AkjWA7WirRSVJAixSS5KkxY9FOEnSlJKsA6xFW9Uzqao6YXCJRtLefc4vAawNPI1WePgccNqgQo2wnwH/kWSXqvrhZAOS7EWbpf3xQQYbcdfR9hlTt34GvCvJ+lV1IXAkcBXw7iSbAJcCzwNWAQ7oLuZoSbIHcF5V/WaKcZsDD62qQweTTJIk3RNJVqJ1gbih6yzyekjqzyKcJKmvJPsA7wLWmcZwW+7NoKo6ZIoh70vyNuAdwJcHEGnUfZC2quebST4G/Kh3fvkkDweeS9uT7Grgk50kHE1/ANwLpntfp03auC9wYVXdmORFwHeAF4wb93PgfzrIN6oO7n3NtwgH7AvsA1iEm2FJlgc2Y+qJTl4LSZ1I8jrgpqo6sOssapI8HXgdsCWwYu/cjcCJwP9W1U86jDdyvB6SpiNV7iEpSbq7JHsDX+0dngGcA/Sd0VVV/VZqaYCSnA2cW1XP7jrL4i7JVsB3gftz9025Q2uDuMtUq0608CR5GvBj4IVV9b2u82heSVYAtgZWA86pqtM7jjRSkswBDq6qfaYY91Vgz6pywuYMSvI+YD9g+fkNo82od6KTRo5F6uGQ5Hbgx1W1c9dZBEk+CbyeuVsUXNd7XKX3WMBnquqNg842irweAkjy11lLr77Jauvt0XWUoXftRYdy523XnFlVm3adZdD8YCVJ6ueNwB3ArlV1ZNdhNG1nADt2HWIUVNVJSR5KWzWyI7AebUXopcAvgC9V1b86CziabgYOBL6d5ChaG8TZwC2TDbaN7mBV1Y2As4GH34OB67sOsThL8t/AO2nvs45iiolO0ihJEuB9wBuYRpEaV+3OtL/T532UBivJC2m/F/8APgB8vaqu6z23MvAy2mvL65OcUlXf6SrrKPB6SFoQroSTJE0qyS3ASVVlQWcRkuT3wIZVtVLXWRZntuYZTr2VPsXc2ajzfaPr6pKZkeQC4LtVtf8U4z4E7FZVthCdIUnePe7wPcAfgf/rM3xJYCPg+cDPq+rpM5ltlCU5F3gAsHVV/b7rPNIw6f3deg9wG3A0cD5wY7/xVfXewSQbTUkOBJ4BrF9Vt3WdZ5QlOR54PPDoqjqnz5iH0l7rf1tV2w0u3ejxemiMK+Gmz5VwkiTd3TU4K3uRkWRV2v59jwaO6zTMaPgEre2hRbjhcihTFN40EOvR9oObyhq9sZo572FuYbporxGPnuJn/kHb01IzZ23gWAtwi4YkxwK3A4cA3yxnMs+0/6Ctxt2iqs7qOox4B/BU4BtJXldVV3QdaIQ9ivbaMWnBB6Cqzun9zdpqcLFGltdD0rRZhJMk9fMjYOcky1XVzV2HGXW9lSX9rAjch3aT9WbgbQMJNdpszTOEqmqvrjNogaxAu7GtmTO2X2uArwEnMXe/14luAy4HTqmqWweQbZT9vesAWiDb9R53BN6Z5D22FZtRa9BW41qAGw4fAv4EPA94Vq/rRr9W31VV+w4y3IhZmvmsCh3nxt5YzSyvh6RpswgnSern7cD2wMFJXuneVp1bbz7P3Q5cAhwPfKSqzhxIotH2U+AZSZa2NY+0YJIsQWt7uD3tRp5mSFUdMvZ9kj2BY8afU2e+BfxHktWq6tquw2hKewNL0FY9PBk4HLAIN3POBWyrPjz2Gvf9ssCTel+TKdpeyZoZ5wPbJlm+qm6abECS5YFte2M1s7wekqbNIpwkqZ9PAGfS9oZ5apLTgEuZvNWbsx5nWFUt0XUGzcPWPNI4Se6ccGrPXtFnvj8GfHmGImmCqtq+6wy6y3toN7F/kOQ/qsqbc0NsYuE6yX26yjIivgB8IsnDqursrsMIXzuGx3eA99JeO15dVfN0SkmyAfA5WkvwAzrIN2q8HhontHmGmr9MPWQxFduZS5Imk2TOAgyvqpo1Y2GkIZPka7QPVM8EbgVszTMEetdlurwuC1GSi5g7SWMd4Cbgqj7Dx9oeHgF8tqomFvA0A3qzsdcArq6qG8edXwV4K/AI4GLg41V1YTcpR0Nvf5ilgS2AOcBFzH+i0w6DSyd1L8lngF2AdwK/qKrLO44kdS7JcsCJwGOBO4Hf0l4/ClgfeAIwCzgN2NYtJWaW10Njkvx11tL32WT19aeaf6hrLjyEO2+7+syq2rTrLINmEU6SNKkk2y7I+Ko6fqaySMPGIvVwmuZ1KdoUPK/LDOldh4Orap+us2iuJB8E9geeWFWn9c4tDfyR1h50bGrqP4BHVdWVXeQcBb6GSPOXZBPaKpONpxhaVWWHJ42MJCvS9unbB1huwtM30/Z/fVtV3TDobKPI6yGwCLcgRrkI55sVSdKkLKoNlySvAz4FPLuqftxnzDOAo4DXVtXnB5lvBNmaZzj1uy5LAGsDTwNeSPtdOnJQoUbQ9sDfuw6hu9kBuHCsANfzEuBhwLHAR4BnAG8A9qOtjtPMWL/rAKMqyTb35uer6oSFlUWTS7IF8DNgBdrEmauBG+f7Q5pxSdYAXgo8nraq+pdV9dHecw8HHkxbtTjp3lhaOHrFnNcm2R94HPCA3lOXA6f77z9YXg9J0+VKOEmSFgFJjgceXFVrz2dMgEuAc6rqyQMLJy1CkryUNit1R2+mDkaSZYDVgVur6pqu84yqJFcAf6iqZ44793/ATsB6VXVp79xZwB1V9YhOgkozqLcK8R7fBHFV4sxLciKwJW2vpU9W1b87jjTykryItofrCvS6CQCHjK14T7IL8D1gr6r6emdBJakDroSbPlfCSZKkYbcR8If5DaiqSnIG8KjBRJIWPVV1WJI3Ae8BLFbPoCSvAl4JPJx20+4QWrsekuwGvAjYv6rO7SzkaFkNuHbCuScBZ4wV4Hr+TFs1Ki2ODuXuRbj70IrRRXuvNbt3fh3g0bS/X0fTVmRp5j0aOKWq3tt1EEGSrYHDaK8f7wR+DfxuwrCjgOuA5wEW4TqQ5Gm0vV1nAz+oqjs6jjTSvB6jKVmi6wgaYhbhJEl9JVkeeCOwM7AhsFKfoe7HMPNWBaazguRa2ooTDUCSpYBdgK1p7UcKuIK2SfcPq+r2DuOpv3OBp3cdYnGVZEngh8AzgduAM2mFuPHOAp4L/B74wCDzjbC/M7dNEkk2pbUUO3zCOFulDFiSVWnvsTLZ81U1e7LzWnBVtdf44yRrAacAP6e18z5nwvMPBT5Dm+C0+YBijrobaO+lNBzeBtxO6yDwJ4DWfGOuqro9ydnAyK1sGKQkrwbeDOxRVSeNO/8t4AXjhp6aZPuqunXQGUeJ10PSgrBEK0maVJJVaDcl3ku78bAk7ebQ2D4/6X3NprVA1Mz6O2023VQeDlw1w1kEJNkSOA/4JvBftGLc83rffxM4N8mTukuoyaRNUXwkMKfrLIux1wPPos2MX7eqHjlxQFWdAVxI24NMg/EHYMskj+4d70cruB01YdyGtL1MNIOSrJnkwCT/pK2wuoj2OzHx64LOQo6GDwOzgJ0nFuAAeuee1xvzkQFnG1U/Bp6QZOmugwhoxedTxgpw83EJsNYA8oyyXWgtQX8zdiLJU4DdgMtof89+CzwR2LeLgCPG6yFp2izCSZL6eSutoPNlYGVan/+qqgfS3mzuRSsMnUrbiFsz6zhg0yS79huQ5Hm0a3bcwFKNqN7M+GOAtWkrefajfRDbBXgDcDqtjdUxSTbsKKbGSbJ8r/jwTVqR4fhuEy3W9qCtYnhRVf1jPuMuANYdTCTRbgYtAZyW5Gpaa9A/AceODUhyP9rEm9M7STgiequvTqNdg1uAf9ImNp0C/IO5K+JOpq2s1sx5GnBiVd3Sb0BV3Uy7DrZpHYy3ArcCByVZueswYjmm14p1ZVxJPdM2Av5SVeMnkr2E9u/+/Kp6B7AdbULmHoOPN3K8HpKmzdZhkqR+nkubCf+6XouRuz5U9W5UHJrkNNrM+jcDH+sk5ej4KG3/pG/09mb4Mu0GdgEbAK8A/pPW+u2jXYUcIe8AVgT2q6rPTPL8Z5O8Dvh0b+xeg4s2upLcOZ1htBveb5nhOKNsQ+AnvRvX83MVrR2iBqCqTk2yM+3//fvS9rh6+yQ3j/4N/KSDiKPknbTWoO+uqg8kOYjWzmpLgCTbAF+gvca7WnRmrcz0/g6tQf+27Fq4PgKcQXvf+4ze543LmLzAU1XlCpOZdTGtg0BfvTbUj6R1iNDMuS9wwoRz2wCzq+q3AFV1a5Lf0PZ81czyekiaNotwkqR+1gV+MW5PqznQ9sAaO1dVZyY5HtgTi3AzqqrOSrIHcAjw2t4XtBsSY61BbwH26bV508zaAfhDnwIcAFX12SR7AjsOLtbIu4T+s7Bvo63OOh743BQrtHTv3EorUk9lHeC6Gc6icarqaFrxrd/zn6ZNHtDMejpwYVVNuh9iVZ2Q5KnA34B30SZzaGb8Bdg2ydZVNemqwyRb0VYz/GGQwUbYXuO+X5X5v48qbPM2044C9kvyX1X1uT5j3gisCXxxcLFG0r9ovxPAXauq1wcOnTDuRqb3Pkz3zr/wekiaJotwkqR+bqHdSB1zfe9xTebdA+4aYMtBhRplVfXdJH+gfdDdgdYKEdr1+AXw6ao6t6t8I+a+TK+doZvUD1BVrdd1BgFtBcPjk9ynqiZtYZVkHeCxjGuFKI2QBzJvMfROgCTLVNWtAFV1WZLjaHvLWISbOR8Bvgv8NMkhve9n04o76wIvoLURWwL3hBuU7bsOoHl8mLYq8bNJNgd+1Dt/vyQ70bqn7EX7vflsFwFHyLnAVklWqarrgN1pf6smrl5/EHP3cdfM8XpoHm3rcWlyFuEkSf1cwrx79Zzde9wWOAzuaj3yeKa3T4AWgqo6D3h11znE1cBDpzHuobRCtTRKvgocBByW5CVVde34J5OsCBwILN171AAlWQN4Ke31ew3gl1X10d5zD6ft8/qLqrqpu5SLveuZu+8btNn00IpzF4w7f0vvnGZIVX2/1z76Y8Arae29xwttJfUbq+r7g843iqrKPVuHSFVdlWRHWoF6d1rbYmitcp9B+x05G9ilV4jQzPk8cDhwepI/A8+itVg/amxAkuWAzXCP8EHwekiaNotwkqR+TgT2GTez60jgM7RZkCsBl9Lav6xHe/MpjZLjgBcleXlVfWWyAUleDjwOfz8GJskFwHerav8pxn0I2K2qNhhMstFSVYckeRbwfODCJCf1nnpSku/RVjmsBhxeVT/sKucoSvIi2p6iK9BunBZtr6UxGwLfo61q+Pqg842Q2bT3T2P+0nt8JnAAQJLlaZ0GrhhoshFUVQckOZL2vnZL2n59oe2NfBJwUFVd2GFEqVNVdXaSRwHPobUHXQ+YRfs8+Avge1U1nX15dS9U1beSPBp4PW3CzKXAnlV1w7hhuwHLY6eBGef1kLQgUtVv2wxJ0ijr7X/xMeC9VfWT3rk3Ah9n7p5LobVW2KyqLu8kqNSBJBsDpwHL0jbkPhy4iPa7sT5tpvDWwM3A46vqrG6SjpYkc4CDq2qfKcZ9hbZ/4qzBJBs9SQK8BXgzbbXVeNfRXks+WH4YGZgkW9MmEFwLvB/4NfA7xv3OJFkKuBI4vqp26Srr4i7JR4E3AGtX1ZVJVqe9hixNm/B0KW214mbAF6rqNR1FlSQNmSTLACtX1T8neW5tYHXg/AnFIM0Qr4eS/HXW0vfZZI0N3KJ0Kled/1XuvO3qM6tq5LbscCWcJGlSVXUSsMWEc59M8mtgF9oqhnNos4Ntt7eQ9Vb0FLBjVV3YO56ucoXPzKqqs5I8B/gGrUXrNhOGhHYje3cLcENpBeD2rkMsznrFtY8m+QTwGOadNf+7qrqtw3ij6m20/+93rKo/AbRa6VxVdXsS97Kced+g7eu6MXBlVV2T5JW0Nq5vob3+B/gr7genEdRbCfpGYGfaCt2V+gytqvK+1gxK8jXgpKr62hTj9gK2mWoilO693t6hdyv49J67hHn3b9cM83pImg7frEiSFkhVnQqc2nWOEbBe73GpCccaElX1yyQPprUZ2ZrWvgpa+6oTge+4p9JwSdsteyNaO8TZHccZCb32VKf1vtStzYFTxgpw83EJ8IgB5BlZvWvw4gnnvtmb6PRM5k50OqKqnDAwIEnWAdYCluk3pqpOGFyi0ZRkFdr7qE2BO2l78oXWmnVN5u6neHEnAUfPXr3H+RbhaK1c9wQswkmSNIFFOEmShlBVLTG/Yw2HXpHt4N6XOpBk4h4keybZc6ofo+2LJY2S5YCrpzFuZea2ndYAVdVs4Itd5xg1SfYB3gWsM43htjGeeW8FHg58CdiP9jvxsqp6YJJlaZOfPkybFPjivv8VDdrStKKpZlhv24jxq0QzybCqqh0GGmxEeT3UBPCWzdQm+/UYDRbhJEnzleSRwKuArZh3pc9JwJer6g9dZZMk2qqdsYLBOsBNwFV9xt5G+/t1BPDZmY82mnqtq6bjNlpR6I/A0a4cnXEXA4+c34AkS/bGnDeQRCMqyb7A96rquq6zjLokewMH9g7PoK1AdN+ebj2X9lr9ul6L3LsmBVTVLcChSU4D/kDbd/RjnaTUXXr7wD6WPi35tHD0/p2/SltxOHYnu5j3rvbYsZNpZpjXQ9KCsAgnSeorybuAd3P3Wb+r0VrE/EeS/6mq9ww626hJcg1wRlVt23UWzWWRuntVtd7Y90nmAN91P5LO7dV7HLvhMHHK48TzBfwryaur6tsznG2UHQXsl+S/qupzfca8kdbuzdVYM+srwAFJjqbtD3e0+yR25o3AHcCuVXVk12EEwLrAL8a1Yp0DkGSpsXNVdWaS42k3vy3CLWRJjp1w6umTnBuzJLAB7bXj6zMaTP9Je491Gm2f11fR9mrfCHgw8ELgZcAngc93E3GkeD0kTZtFOEnSpJK8DHgvbTbw54BvAhf1nl4XeAnwauBdSc6vKj90zawlgUu7DqG5LFIPpe2Bv3cdQmwP7Aq8BjgB+C5tD74AawMvALahvbacTNtTcV/gsCSzq+rkLkKPgA8DLwI+m2Rz4Ee98/dLshNt9cletGvlStGZ9UXg+cDzaDfsrk/yPeDwqjqu02SjZ0PgBAtwQ+UW4NZxx9f3HtekrX4fcw1tHzItfNuN+75o//Zrzmf87bSJHm+ewUxqr9E3As+oqquTvBSgqs4FzgV+muTHwLeB3+C+iTNtL7wekqYpVa6IlSTdXZLTafsxPKmqTu8z5nG0N5R/qarHDTLfqElyMnBrVW3XdRbdVaQ+hKmL1CsCe1mk7l6SlYGHApdWlYW6GZTkqcDRtP/3v9FnzO6036FnVdVPk+xKK9b9sKp2HVza0ZLkYbR/5025e4ukAGcDu1TV37pJODqSzAKeCuwOPIf2elHAFcDhtILcHzsLOCKSXA78tqqe23UWNUn+RHvP+4Te8Stpq0j2rKrDeueWBP4GLFVV09nLTwsgybpj3wIXAN8D3tJn+G3AVeNWLmqGJLkeOKWqnto7/hptNejSVXXnuHG/pf0Obd1N0tHg9dCYJH+dtfQam6yxwX90HWXoXXX+gdx521VnVtWmXWcZNHcMlCT1szFwXL8CHEDvuWN7YzWz/hfYqrfxs7r3Btqs3+2r6m1V9eequr73dUZVvQ14Mq3F1Rs6zDlSkjw1ydeSPGbC+VcBVwKnApcm+XgnAUfHu2g3tSctwAH0nju1N5aq+j5wFvCkgSQcUVV1NvAo2gqsLwA/Bn4GfA14MfAIC3CDUVV3VtUxVfVS4P60yRtHA2vQVpOcnuSvSd7eZc4R8CPgCUmW6zqI7nIi8PAkq/SOj6S95/psklcleTatKLQecHw3ERdvVXVx7+siWmeUw8adm/h1hQW4gVmCefc9HttLd7UJ484FHjGQRKPN6yFp2mxHKUnq53rg2mmMu465bWI0c04CDqS1tTiQdkNiNq1lz91U1ewBZhtF0ypS9/bPcB+/wfkP4FnA68dOJNmEVsSeA5xCu3b7JTne9mMz5tHAEdMYdxFtBdCYs4Bnz0AeAUk+CVxbVe8H/q/3pSFQVTcD3wK+lWRVWsvWl9BeP94PfLC7dIu9t9Na6B6c5JVV9a+O86j9LjwO2AL4SVVd3itGfxw4oDcmtPbT+3cTcXRU1Xu7zqC7XAY8aNzxWHvDxwA/H3f+obSJgJpZXg/dJYHEtU5TycSdwkeIRThJUj8/AZ6aZLnezaG76c0a3gb46UCTjaaLmNs67DW9r34KX+NnmkXq4fRY4A9V9e9x5/am/d7sVVWH91osnUVrF2oRbmbcRrsBMZXH9MaOWQr4d5+xuvdew9x94DS8VgXuC9yv4xyj4hPAmbQ9+p6a5DTaHryT7dtRVbXvIMONoqo6iVaAG3/uk0l+TdtDcTXgHOCgqrqmg4gjrTdRYCXae6u7cSLgjPo98JQkS1bVHbSV7B8BPpbkxbS/Xf9JK2L/sruYI8PrIWnavEEnSernrbRNuX+Q5LVVdd74J5M8BPgsbeN0Z6HOvBOY/IaQumGRejjdHzhtwrkdgX/RZtZTVRcnOYG2J5Zmxi+BXZN8Cnj7xN+RJMvSVvZsRGspNmZD4JKBpRw9l+J2BEMpyRrAC2mr3zYfO03bd7dvW1ctFHuN+34VYIf5jC3AIlxHqupUWhtjDViSNYEPADsDq89nqBMBZ9YRtNeKnYD/q6o/JfkW8CLgL+PG3QG8o4N8o8brIWnafHGUJAF3bSQ80Z9orcHOTvIH5rZYWJfWbmwJ4Cjgf/CmxIyqqu26zqB5WKQeTncAS48dJFkReDhwdFXNGTfun7SVJpoZ+9Pau70OeGmSH9OKawWsAzyTdhPvGuBtAEkeBjyM1m5MM+OHwJ5JVpqwWlQdSLI8bVXP7rTJArNohbezaIW3w3v7MWlmbd91AM0rycZVdVbXOdQkWQv4HfAAWvu9f9JW6p4MPJg2Aap6x+4NN4Oq6ptJfsC8rQ33BP4MPJe5q0Q/WlW/HXzC0eL1kLQgUuWkekkSJJkz9ai+qqpmLbQw0pDpU6S+D61IPQeYX5H6KttXDUZvssDqVbVu7/iFwDeB11bV58aN+zHwyKp60OT/Jd1bvUL0F4En9xlyHP+fvfsOk+Sq7sf9OasVOSw5S4AIJphoTBSIbHLOSWDAxjYgY2MMP4Ox8RcMGFvGYAzGIIwEmJxswMYgQAQTJJIACQRCCCSCkAhCWef3R9VIrWF6d2bVO927877PU09tV92qOl23e2a2T597k6d095Fj+wtmGIbvZ9294lyXnD9VdfEkH0tycpKndfdhcw5pw6qqN2WYD/HCGRJv389QrXtQd39xjqHB3I3/J/lRhlEgDk7yse4+fK5BbWBV9cokT0nyvO7+m6p6fZLHLv3fr6pun+RVGb5Yc1e/w4GNpqoO33zBy17/sns9ed6hLLyfHPWanHnaT77W3RtuVBpJOACSJFV1h/NzfHd/bFaxwKKRpN45VNWzkrwoQ8XPx5L8WZLLJtmru78/tqkkxyc5ortvP69YN4qq2ivJbTJ8gz5JjkvyqeXVo+x4VfWRDEmfW2aoWjguyTFJVvrAtLt7a8PycT6Mv1N+luQdGareDm7/MYckSVW9P8ltMwwPuvS++EmGpNzHMrxfvjrlcGasqo5Kku7ea3x8niTcuO0qSY5I8o/dbdg9YEORhFu9jZyEMxwlAEkk0RZdVT1vlU1PT3JCki929+d2YEgbjeGqdg7/lKG65AHjcnaSP11KwI3ulGEoyn9Z//A2nu4+KslR846DJMMQuksqQ2L0yis3NQfpDvbgJO/v7tPnHQgsmu6+d1VtSnLTJHfI8DfYbZM8aFy6qn6aISn30e5+xdyC3RiukuQ/Jx6flQwV7N19WpJ09/er6qNJHhpzX+1w4zyij05yiwxfNvvf7n7JuO+GGYYJ/XB3/2p+UW4c+oMlw68uWJkkHAArqqpDkxzV3Q+ZdywkSZ6fX/9QtMZ1L9vWSVJV30zypO7+xA6PbhcnSb1z6O5fVdXeSfbOMF/JF7v7m8uanZXkj5O8b73j26iq6toZPpQ4YWn4SebiGvMOgEF3v3PeMXCucX6+ZyS5X5JrJ7n4lKbd3T5DWQfjPK5fGJe/H6vYb5LhywT7JLlrhjmX7pdEEm7H+nnO/T9Hkpw0rq+S5NsT208dt7EDVdXDk7wmyUVz7v/7Jr9sdu0kb0+yb5I3rnd8G43+AFbLH5AATHPdJN+YdxCc4/FJbpXk95J8J8k7MwwjVkmuluSBGT5gfc24fe8kd0/ygaq6pbk0ZkuSenGNH9xNTZp298EZ5phhB6qqC2f48sATM8z1liRvSPKEcf/jkzw1yRPMgbU+uvu7224FG0tVXTLJJ5LcIMOXNE7P8LfVcUmumHOTD94/83W1JL85sVxo3H7G3CLaOI5JcvWJx0tDgd4zYwJ0TGTfNsP7hh1k/KLZgUlOTPIXST6ZZPnIJ+/PMNzxAyPps0PpD2At1EkCMM03k1xm3kFwjsMzfIPuuUmu3d3P7O5/6u6Xd/czk1wrwx//j8sw3MU9kjw9yUWSPGtOMe/Krhsf/MCKquqiGRKhf5rktAzDWNWyZh/PUNXwsHUNDhZEVV2kqv6iqj5XVSdV1VlTljPnHesu7s+T3DDDl5gukaFiobv7KhkqG/bNMI/o/2UYUox1UFV7VNVjq+p1VfXtDF9AOyDJIzNUmfy/DNVwl5pflBvGR5LcsKquMD5+b5KTk/xdVb24qp6a5KNJrpDkA3OKcaN4dob/f9xl/D/gF5Y36O4zMnyRdsPNtzQH+gNYNZVwAEzzb0leWlW/0d0q4ubvb5J8o7v/30o7u7uTvLCqHpLkBUnu3t3/VFVPz3nnAWI2JKkX2PiN7Dvm3GHFlieAkuFt84J1DWzjeFaS38rwofbTu/u0qjp7skF3H1VV30hylwwfYrBOqupyGaqr984wJ1xnqF74eJI3dPeP5hjehqD6aqHcP8kPkjytu8+oqnOG+O7uU5P8e1V9PslhGb5Y8NK5RLmBVNVRObfy6owMlSUHZahi/1R3nzKfyDasgzJUIl4vyQ+7+6dV9XtJXp/kmRl+h1SGLwyaD27HulWSz3T3l7bR7nsZKkbZsfQHsGqScACsaEzg3CDJx6rqbzPMn3RMd58+59A2qlvlvJOiT/O1JPeaePzVJL+zQyLa2CSpF1RV7ZvkHzJUNJyzOSvPnSgJt2M8LMnRSf6wu8/aSrvvZqiGY51U1YMy/PxaKTl9zyT/X1U9wZxlO9xS9dWrM8xR+S9JHtPdV6mqCyV5aJK/zVB99Yi5Rbkx7JlhBIGl6vazk6Sqdl/a1t1fq6qPZRhtQBJux7tGht/Rhyd5UZIPdveJ8w1p46iqz2b4UsYhSQ4ZEwzn+TnU3W+uqk9m+L1xqSRHJnnvxPuIHePCSU5YRbtL5NfnEmf29AewapJwAKyoqpY+OK0kfzcuGeZF/zUmql8f192ONmcl8Y3hGZOkXkxVdZcMCYafJXlhhmq4W2eYS3GvJA/IUB33iiS/NmQMM7NHkvdvIwGXJD+PocTWTVX9VpI3Z5iS4F0Z5iY5ety9Z5LHZHiPvLmqbtvdn59HnBvE/aP6alGcmmHY3CU/H9dXzFC9sOSnGea8Ysf75yR3yFApemCSrqqvZBjy8GNJPtbdJ80vvF3ebyW5eYYvCKSqjsi5SblPLM0v2t3HZPgCAevnu0lutLUGVbV5bPOtdYloY9MfTKiUWb9WYcXPEzcErw4Apvlehom4vzuut7Z8b8o5mJ1PJ7lpVT1jWoOq+uMkN0vyqYnN18zwQR8zNCapn5TkchkS1EckOcV8PnP3Jxm+aXrH7n5uhmFD093/2t1/nuT6SfZP8oRIwu1IJye57CraXSOr+wYxs/HsJLsleWh3P7i739PdXxqX93b3Q5I8OMnuGSq12HH2THLoStVXSw26+2sZEg6PW//wNpTvZeiPJUvV7XdY2jB+iHqL+Hm1Lrr7j7r7N5NcPkNV6Ksy/Ox6eoYvEPykqg6tqr+vqvvOMdRd1b2TvDjJJzMkqH8jyZOTvCHJt6vqmKo6qKp+f/xCGuvn/Un2qqo/3EqbZ2T4EsG71iekDU1/AKumagGAFXX31ecdA+fxnCS3zzAE4hOSvCPDB0edoerkQRnmajgl43wMVbVHhm/evWoeAe/ilu49i+UW2crcDN19VlX9aYYqlL/K8L5h9r6Q5HZVdbXuXvFLGuMHdzdN8p51jWxju12G+ZSmDjXZ3e8ehxjbe/3C2pBUXy2OTyR5QlVdsrt/lqGy/R+TvLyqLp7k2CS/m2GOsjfNLcoNqLtPyPD37juSpKounSE5+jsZKndvnORp8bnWTHX3fyX5r+ScLwbcIsPvj9sluU2Sq2YYnvLhY5uTMlbJZRi+8jPrH/WG8bcZ7vvLq+pWOfdvqMtX1b0z/H27b4Yvyb58HgFuMPoDWDV/rADATqC7D6uqu2aYBP3647KUBFqq6f9Wksd392Hj419k+M/yt9cz1o1AknphXSzDf3SXnJokVXXx7v5FknT32VX1f0nuPIf4NopXJLlrkndW1SO6+zxD8FTVnkn+PcOoHK+YQ3wb1SVz3vfHNMdk+NCVHWdr1VcHJqqv1tFbMgy9d+sMc4/9oKqek6HKfennUyU5Psmz5hPixlZVF8gwN/I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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"-------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"\n",
|
||
"Overall report:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.653 0.691 0.671 19378\n",
|
||
" Agriculture 0.796 0.925 0.856 1019772\n",
|
||
"Arboreal and forestry crops 0.894 0.900 0.897 180894\n",
|
||
" Pasture 0.904 0.596 0.718 2946508\n",
|
||
" Vegetation 0.858 0.551 0.671 334842\n",
|
||
" Forest 0.963 0.969 0.966 8393553\n",
|
||
" Savanna 0.920 0.919 0.919 266805\n",
|
||
" Sand, rocks and bare land 0.110 0.753 0.193 2565\n",
|
||
" Swamp 0.904 0.120 0.211 67099\n",
|
||
" Water 0.869 0.833 0.851 413210\n",
|
||
" Seasonal savanna 0.867 0.911 0.889 2928438\n",
|
||
" Seasonally flooded savanna 0.602 0.885 0.717 2149860\n",
|
||
"\n",
|
||
" micro avg 0.865 0.874 0.869 18722924\n",
|
||
" macro avg 0.778 0.754 0.713 18722924\n",
|
||
" weighted avg 0.882 0.874 0.868 18722924\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for window_name, res in results.items():\n",
|
||
" print(f'Evaluating {window_name}')\n",
|
||
" \n",
|
||
" print('Model output:')\n",
|
||
" res['model_output_tile']\n",
|
||
" \n",
|
||
" print('Labels after correction:')\n",
|
||
" res['label_tile']\n",
|
||
" \n",
|
||
" print(res['report'])\n",
|
||
" \n",
|
||
" fig = plot_confusion_matrix(res['cm_norm'], target_names)\n",
|
||
" fig\n",
|
||
" \n",
|
||
" print('-------------------------------------------------------------------------------')\n",
|
||
" print()\n",
|
||
" print()\n",
|
||
"\n",
|
||
"print('Overall report:') \n",
|
||
"print(overall_report)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Overall confusion matrix:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 2 Axes>"
|
||
]
|
||
},
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Overall confusion matrix:')\n",
|
||
"\n",
|
||
"cm_norm = confusion_matrix(y_true, y_pred, labels=labels, normalize='true')\n",
|
||
"\n",
|
||
"fig = plot_confusion_matrix(cm_norm, target_names)\n",
|
||
"fig"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Evaluating model outputs with majority filter radius 3 applied"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████| 7/7 [00:16<00:00, 2.41s/it]\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Calculating overall metrics...\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"results3, overall_report3 = evaluate_label_windows(model_outputs_filtered3_path)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Overall report for majority filter radius 3:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.67 0.69 0.68 19378\n",
|
||
" Agriculture 0.82 0.95 0.88 1019772\n",
|
||
"Arboreal and forestry crops 0.91 0.91 0.91 180894\n",
|
||
" Pasture 0.92 0.61 0.73 2946508\n",
|
||
" Vegetation 0.93 0.58 0.71 334842\n",
|
||
" Forest 0.97 0.97 0.97 8393553\n",
|
||
" Savanna 0.94 0.93 0.94 266805\n",
|
||
" Sand, rocks and bare land 0.15 0.85 0.25 2565\n",
|
||
" Swamp 0.95 0.12 0.21 67099\n",
|
||
" Water 0.88 0.84 0.86 413210\n",
|
||
" Seasonal savanna 0.87 0.92 0.90 2928438\n",
|
||
" Seasonally flooded savanna 0.61 0.89 0.72 2149860\n",
|
||
"\n",
|
||
" micro avg 0.87 0.88 0.88 18722924\n",
|
||
" macro avg 0.80 0.77 0.73 18722924\n",
|
||
" weighted avg 0.89 0.88 0.88 18722924\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Overall report for majority filter radius 3:') \n",
|
||
"print(overall_report3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Evaluating model outputs with majority filter radius 5 applied"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████| 7/7 [00:16<00:00, 2.36s/it]\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Calculating overall metrics...\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"results5, overall_report5 = evaluate_label_windows(model_outputs_filtered5_path)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Overall report for majority filter radius 5:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.68 0.69 0.68 19378\n",
|
||
" Agriculture 0.81 0.94 0.87 1019772\n",
|
||
"Arboreal and forestry crops 0.91 0.91 0.91 180894\n",
|
||
" Pasture 0.91 0.60 0.73 2946508\n",
|
||
" Vegetation 0.93 0.55 0.70 334842\n",
|
||
" Forest 0.96 0.97 0.97 8393553\n",
|
||
" Savanna 0.94 0.92 0.93 266805\n",
|
||
" Sand, rocks and bare land 0.14 0.75 0.24 2565\n",
|
||
" Swamp 0.96 0.12 0.21 67099\n",
|
||
" Water 0.87 0.81 0.84 413210\n",
|
||
" Seasonal savanna 0.87 0.92 0.89 2928438\n",
|
||
" Seasonally flooded savanna 0.60 0.89 0.72 2149860\n",
|
||
"\n",
|
||
" micro avg 0.87 0.88 0.87 18722924\n",
|
||
" macro avg 0.80 0.76 0.72 18722924\n",
|
||
" weighted avg 0.89 0.88 0.87 18722924\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Overall report for majority filter radius 5:') \n",
|
||
"print(overall_report5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Evaluating model outputs with majority filter radius 7 applied"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████| 7/7 [00:16<00:00, 2.39s/it]\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Calculating overall metrics...\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"results7, overall_report7 = evaluate_label_windows(model_outputs_filtered7_path)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Overall report for majority filter radius 7:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Urban and infrastructure 0.69 0.68 0.68 19378\n",
|
||
" Agriculture 0.80 0.93 0.86 1019772\n",
|
||
"Arboreal and forestry crops 0.91 0.90 0.91 180894\n",
|
||
" Pasture 0.90 0.60 0.72 2946508\n",
|
||
" Vegetation 0.92 0.52 0.67 334842\n",
|
||
" Forest 0.95 0.96 0.96 8393553\n",
|
||
" Savanna 0.92 0.90 0.91 266805\n",
|
||
" Sand, rocks and bare land 0.13 0.64 0.22 2565\n",
|
||
" Swamp 0.96 0.11 0.20 67099\n",
|
||
" Water 0.86 0.78 0.82 413210\n",
|
||
" Seasonal savanna 0.85 0.91 0.88 2928438\n",
|
||
" Seasonally flooded savanna 0.60 0.88 0.72 2149860\n",
|
||
"\n",
|
||
" micro avg 0.86 0.87 0.86 18722924\n",
|
||
" macro avg 0.79 0.74 0.71 18722924\n",
|
||
" weighted avg 0.88 0.87 0.86 18722924\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Overall report for majority filter radius 7:') \n",
|
||
"print(overall_report7)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python [conda env:wcs] *",
|
||
"language": "python",
|
||
"name": "conda-env-wcs-py"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.9"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|