{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Metrics of Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Packages" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:14:02.196077700Z", "start_time": "2026-05-10T01:14:02.167569800Z" } }, "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import scanpy as sc\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.metrics import adjusted_rand_score, adjusted_mutual_info_score, normalized_mutual_info_score\n", "\n", "import matplotlib.pyplot as plt" ], "outputs": [], "execution_count": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Results" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:13:31.283981Z", "start_time": "2026-05-10T01:13:31.133307100Z" } }, "source": [ "adata_results_all = {}\n", "\n", "Spatial_Patterns = ['Spatial_Scenario_1', 'Spatial_Scenario_2', 'Spatial_Scenario_3', 'Spatial_Scenario_4']\n", "\n", "for pattern in Spatial_Patterns:\n", " adata = sc.read_h5ad(f'../../{pattern}.h5ad')\n", " adata_results_all[pattern] = adata" ], "outputs": [], "execution_count": 2 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:13:34.042540400Z", "start_time": "2026-05-10T01:13:33.963443900Z" } }, "source": [ "adata_results_all" ], "outputs": [ { "data": { "text/plain": [ "{'Spatial_Scenario_1': AnnData object with n_obs × n_vars = 1200 × 3031\n", " obs: 'Ground Truth', 'batch', 'SpaGCN', 'SpatialGlue', 'STAGATE', 'MultiMAP', 'MultiVI', 'Modality1', 'Modality2', 'COSMOS', 'SpatialCOC'\n", " obsm: 'spatial',\n", " 'Spatial_Scenario_2': AnnData object with n_obs × n_vars = 1200 × 3031\n", " obs: 'Ground Truth', 'batch', 'SpaGCN', 'SpatialGlue', 'STAGATE', 'MultiMAP', 'MultiVI', 'Modality1', 'Modality2', 'COSMOS', 'SpatialCOC'\n", " obsm: 'spatial',\n", " 'Spatial_Scenario_3': AnnData object with n_obs × n_vars = 1200 × 3031\n", " obs: 'Ground Truth', 'batch', 'SpaGCN', 'SpatialGlue', 'STAGATE', 'MultiMAP', 'MultiVI', 'Modality1', 'Modality2', 'COSMOS', 'SpatialCOC'\n", " obsm: 'spatial',\n", " 'Spatial_Scenario_4': AnnData object with n_obs × n_vars = 1200 × 3031\n", " obs: 'Ground Truth', 'batch', 'SpaGCN', 'SpatialGlue', 'STAGATE', 'MultiMAP', 'MultiVI', 'Modality1', 'Modality2', 'COSMOS', 'SpatialCOC'\n", " obsm: 'spatial'}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating Metrics" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:13:38.214144300Z", "start_time": "2026-05-10T01:13:37.776352500Z" } }, "source": [ "# Define methods and metrics\n", "methods = ['SpatialCOC', 'COSMOS', 'SpatialGlue', 'MultiVI', 'MultiMAP', 'STAGATE', 'SpaGCN', 'Modality1', 'Modality2']\n", "metrics = ['ARI', 'AMI', 'NMI']\n", "\n", "# Initialize an empty dictionary to store metrics for all patterns\n", "metrics_dict = {}\n", "\n", "# Function to calculate metrics for a given batch\n", "def calculate_metrics(batch_data, methods):\n", " true_labels = batch_data.obs['Ground Truth'].values\n", " batch_metrics = {method: {'ARI': [], 'AMI': [], 'NMI': []} for method in methods}\n", " for method in methods:\n", " pred_labels = batch_data.obs[method].values\n", " ari = adjusted_rand_score(true_labels, pred_labels)\n", " ami = adjusted_mutual_info_score(true_labels, pred_labels)\n", " nmi = normalized_mutual_info_score(true_labels, pred_labels)\n", " batch_metrics[method] = {'ARI': ari, 'AMI': ami, 'NMI': nmi}\n", " return batch_metrics\n", "\n", "# Iterate over each spatial pattern\n", "for pattern in Spatial_Patterns:\n", " adata = adata_results_all[pattern]\n", " # Get unique batches\n", " batches = adata.obs['batch'].unique()\n", " # Initialize a dictionary to store metrics for each method\n", " pattern_metrics = {method: {'ARI': [], 'AMI': [], 'NMI': []} for method in methods}\n", " # Iterate over each batch\n", " for batch in batches:\n", " # Get data for this batch\n", " batch_data = adata[adata.obs['batch'] == batch]\n", " # Calculate metrics for this batch\n", " batch_metrics = calculate_metrics(batch_data, methods)\n", " # Append metrics to pattern_metrics\n", " for method in methods:\n", " for metric in metrics:\n", " pattern_metrics[method][metric].append(batch_metrics[method][metric])\n", " # Save metrics for this pattern\n", " metrics_dict[pattern] = pattern_metrics" ], "outputs": [], "execution_count": 4 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:14:09.826018200Z", "start_time": "2026-05-10T01:14:09.157529Z" } }, "source": [ "# File Name\n", "output_file = 'metrics_results.xlsx'\n", "\n", "with pd.ExcelWriter(output_file, engine='openpyxl') as writer:\n", " for pattern in Spatial_Patterns:\n", " metrics_data = metrics_dict[pattern]\n", "\n", " rows = []\n", " for method in methods:\n", " n_batches = len(metrics_data[method]['ARI'])\n", " for i in range(n_batches):\n", " rows.append({\n", " 'Method': method,\n", " 'Batch': i + 1, # 或者使用batches[i]如果保留了batch名称\n", " 'ARI': metrics_data[method]['ARI'][i],\n", " 'AMI': metrics_data[method]['AMI'][i],\n", " 'NMI': metrics_data[method]['NMI'][i]\n", " })\n", " \n", " df = pd.DataFrame(rows)\n", " \n", " # Sort by method\n", " df['Method'] = pd.Categorical(df['Method'], categories=methods, ordered=True)\n", " df_sorted = df.sort_values(by=['Method', 'Batch']).reset_index(drop=True)\n", "\n", " sheet_name = str(pattern)[:31]\n", " df_sorted.to_excel(writer, sheet_name=sheet_name, index=False)\n", "\n", "print(f\"Results saved to {output_file}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results saved to metrics_results.xlsx\n" ] } ], "execution_count": 6 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-05-10T01:15:08.281027Z", "start_time": "2026-05-10T01:15:07.218421400Z" } }, "source": [ "# Define the metrics\n", "metrics = ['ARI', 'AMI', 'NMI']\n", "# Define methods and corresponding colors\n", "methods = ['SpatialCOC', 'COSMOS', 'SpatialGlue', 'MultiVI', 'MultiMAP', 'STAGATE', 'SpaGCN']\n", "colors = ['#D0836F', '#df871b', '#E4BE64', '#87AC9A', '#9B8169', '#8D8E99', '#F5ECBA']\n", "\n", "# Set the y-axis range (adjust according to actual data)\n", "y_min = -0.05\n", "y_max = 1.05\n", "\n", "# Set global font size and font\n", "fontsize = 24\n", "plt.rcParams['font.sans-serif'] = ['Arial'] \n", "plt.rcParams['font.size'] = fontsize\n", "\n", "# Iterate over each pattern\n", "for i, pattern in enumerate(Spatial_Patterns):\n", " # Get the metrics results for this pattern\n", " pattern_metrics = metrics_dict[pattern]\n", " # Iterate over each metric\n", " for j, metric in enumerate(metrics):\n", " # Create a new figure\n", " plt.figure(figsize=(5.25, 5))\n", " \n", " # Calculate the medians of Modality1 and Modality2\n", " modality1_median = np.median(pattern_metrics['Modality1'][metric])\n", " modality2_median = np.median(pattern_metrics['Modality2'][metric])\n", " \n", " # Calculate the maximum of the two modality medians\n", " max_median = max(modality1_median, modality2_median)\n", " \n", " # Prepare the data for other methods\n", " data = [pattern_metrics[method][metric] for method in methods]\n", " \n", " # Plot the boxplot\n", " bp = plt.boxplot(data, patch_artist=True, \n", " boxprops=dict(linestyle='-', linewidth=1, edgecolor='black'), # Box edges\n", " medianprops=dict(linestyle='-', linewidth=1, color='black'), # Median line\n", " whiskerprops=dict(linestyle='-', linewidth=1, color='black'), # Whiskers\n", " capprops=dict(linestyle='-', linewidth=1, color='black'), # Caps\n", " widths=0.85, # Box width\n", " showfliers=False) # Do not show outliers\n", " \n", " # Color the boxes\n", " for patch, color in zip(bp['boxes'], colors):\n", " patch.set_facecolor(color)\n", " \n", " # Plot a line representing the maximum of the two modality medians\n", " # Ensure this line is on top by setting a high zorder value\n", " plt.axhline(y=max_median, color='#FF0000', linestyle='--', linewidth=2.5, zorder=10) # Thicker red line on top\n", " \n", " # Remove x-axis tick labels\n", " plt.xticks([]) # Remove x-axis tick labels\n", " \n", " # Set the unified y-axis range\n", " plt.ylim(y_min, y_max)\n", " \n", " # Add y-axis label\n", " plt.ylabel(metric, fontsize=fontsize)\n", " \n", " # Thicken the figure's border\n", " for spine in plt.gca().spines.values():\n", " spine.set_linewidth(2)\n", " \n", " # Add grid lines\n", " plt.grid(axis='y', color='gray', linestyle='--', alpha=1, zorder=-10, linewidth=1.5)\n", " \n", " # Add vertical dashed lines\n", " for x in range(1, len(methods) + 1):\n", " plt.axvline(x=x, color='gray', linestyle='--', alpha=1, zorder=-10, linewidth=1.5)\n", " \n", " # Print plotting information\n", " print(f\"Drawing plot for {pattern} - {metric}\")\n", " # Display the figure\n", " plt.tight_layout(pad=0.1, rect=[0, 0, 1, 1])\n", "\n", " # plt.savefig(f\"./Scenario{i+1}/Metrics_{metric}.png\", dpi=500)\n", " # plt.savefig(f\"./Scenario{i+1}/Metrics_{metric}.eps\", dpi=500)\n", "\n", " plt.show()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_1 - ARI\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_1 - AMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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HMzgI4TQaKFKkiPp3+/btnj6IyZpGEy+o2y233CJhwLrqKSztGpZ6GnVt1qyZuexHDA5CPo2mV69evpxGQ0SUShkZGQmbMQbp6em2f/02Y4zBQQin0Vy+fFm+//57OXHihFSpUkXy5Mnju2k08YK6Hj58WC2XLl3aU12DhnXVU1ja1U/1zMjIkLp168qZM2cSvi2vX9C8Kly4sApAvAYIDA5COo1m+PDhavmOO+6QAgUKiK4wn3jcuHFqefDgwayrJtiu+vFTmx45ckQFBpPGPSW1ayUuT8vxE6ekZImiCVv/tu0Z8nDfV1V9GBwQERHFQe1alaRJo5qhfC/9OUySiIiIUka72woHDx6UGTNmyMqVK9V9IwzQK1u2rJo20q1bt7hmotqyZYvMnj1bPvvsMzl06JB6utbVV18t1113ndx5553y85//3LfTVIiIiEIRHCxbtkyeeuopOXXqlO333333nXohj3XPnj3l2WefzdX0EQycQV7syZMnZ/s/PKMbryVLlkjz5s3l9ddfD9QAPiIiIm2Cg08++UQGDBggly5dUj/XqlVLzZktWLCgfP7557J69Wp1UZ81a5b6/6FDh+Z4W3/5y19sgUGTJk2kcePGalvbtm2TFStWqG2hR+Ghhx6SuXPnSqFCheJQSyIiSpZt2zNCu/9aBAd4JjZGtxqBQd++fWXgwIG2qTBr1qyR/v37qxGoCBA6dOggLVq08LytrVu3yj/+8Q+1jNG0CBR++ctf2sps3rxZ7QOm5SBYmDRpkto2EREFx8N9X5Ww0iI4ePvtt1VXPrRq1Uoef/zxbGVatmwpL774ojzxxBPq51GjRsmcOXM8b2vhwoVmoiH0CmQNDACP3xw2bJgZECxevNhXwQFuqdx0003mss5YVz2xXfXjxzadlOCpjIlmTGUMbXCwYMECc/nRRx91LHf77bfL3/72N/n6669l48aNsnv3brn22ms9bQuJhgw33HCDY7mbb77ZXMZ2/AQfvFtvvVXCgHXVE9tVP35s09qcyhhcx44dU7MGoHjx4ubDLCLBbQbjwR6wdOlSz9uzRrSYGeHEmqkQWQWJiIiCIvA9B1999ZUa/Gd058fqjmrUqJG5vGnTJs/bq169uhpwCNOmTVO9EZEGG7755pvmcps2bcRP8H4hdTKUKFEikOlY3T5kCnXF7BWUrVixoudU0UF6yJQO7eoW66qfMLVpEAQ+OPj222/NZZz8YylfvnzEv3WrR48eMnXqVJXTAIMTu3btqsY4IOhIS0uTnTt3yoQJE9S0SmN7mEXhtzSlo0eP9kWa0mQ+ZMqroD1kKujt6gXrqp8wtWkQBD44MB7UAeXKlYtZHgmRDEePHvW8PeSnxnMJnn76aTU7AmMQIg02RNSL+2dDhgyRa665xnXkjOceZIVESvny/a+pIpWxbjd//vxRyzr9PT6cRi9MrPXGqyxYTwJuyhoPmUKQEK0s9gHrQ04K5LiYOHGiNGjQIGJZvL/GNxUEflgvvr3gVlXW9wvrtZaNFqRYy+J4MWbU5LYs9tdIsGWUte6ndTlSWS/rdVMW7wHei2iBltGrF4+ykY5hL+tF++LYiEdZ6+czUWVjfXbjfY5wKpvIc4TT8ZuTc4Qh1ufTqeyFn9ol0VMZk/FsBbCeH6K9d1oFBydPnjSX8c09FustAOvfeoHsh/jm+uqrr6r8CpHgqWKYKunlWyf2x3ggkhW2heRNhhEjRjieVCpXriy9e/c2f0Yk7vbJYmPHjjW79SLVp1+/fubP6B2xBmZWuKhaZ4xMmTJF9u3b5/jEsCeffNL8eebMmSphVSQ4mSDYAnT3r1271jZANCvkssAHwmgD5J3Ys2dPxLLWbyrvvvtu1FtOgwYNkiJFiqhlJLtat26dY1lMqTXGnCxfvtzxeAFMfy1TpoxaXrVqlXz00UeOZR955BGpUKGCWsb7YPRUGUaOHGkuP/jgg+rpm7B+/Xp57733HNd77733qhwhxpRczM5xgl6z+vXrq2U89W3evHmOZTt37qxygQB615BZ1EnHjh1VAjFAllP01LmBGUsIAJ1gvBFynwCOXeMhP5Fg1LwxOA6fCeMbbSTNmjVTtxcBnzV8Pp2gh/Guu+5Sy/gMR/q8G+rVq6eyujq1azLOEej57NOnT9LPEdZ65vQcAcgxE+scYR3YboxfO378uDof6DCVEe8fPkf//ve/PV33Ah8cWCNMJCHyEhxEi5ijwUBE5EpAciVE7JiZgPEOWN6+fbt8+OGHKp3y888/ry40f//73+Wqq67K0baIiCi5SpYsqQIda9CEqetGbwfO8TjXO3nggQfML6sI9I2gwwo9n+jRxAy6G2+8Uf0OXx6++OILx/UiWDSuJfhSgmDfyd13362+bODLEWbMffnll+JFnstu+xh86rnnnlPRISC3AL75RHPu3Dn17ANAt2GkRosG0yAffvhh9S0FtygQSSMwsMK3U4wzwGBJwPMcEO06PWcBAxYRcKAh8e0yGbcVjMjc+o05KLcVvHQZoq6PPfaYjB8/Xn1IjW+kWeX0VoHfbisY7Yp8HsZ7petthazHsK63FayPWLe2q9N6g3pbAefmSMdvKm4rJPocgfccdcR5CQGBkZAv0ecIaNeunfryiusXnkHk+PeiQZeJAQeXm2yKXnoarLD+3/72tyowQCOhYevUqZOtHAZGIisiug8xoG3Dhg2yaNEi1bUaDRrdzSAcLwN1vJS1fliDUDbr/Vg363bzfnhZr5ey1gtOosuinpHqmqh9wEnI7bHmh7JuP2t+KRurXSOV87JOP3zurRf8aPVM1DkiVWXzWGZlJOMc4XYWyBU6BQfWC78Ta5miRb0NBMG9WiOhUadOnSIGBoYrr7xSBRKGf/7zn562RURElCqB7zkwBnABukpisSYuwgAaLzDwy5qOOZbWrVuby8YtBj/ANywMojKWdYb6YWAX6D5vOmztyrrqJWxtWs/n56XABwcYpWvYu3dvzPLWMlWrVvW0LWvwgdG2sViDj6yPkU4ldHMZo6t1h7oaQZrX2xBBE7Z2ZV31okOb7nKZnA2MWVSYTeHl3JSs5GyBP1ti2hUiL9yvwtQr/BstEsMMA4MxDcst60yHaKmTDdaDxE0wQUREwXQkh8nZevXq5cvkbIEPDoznKWBaB5IaIUAwZiNkhcDBOnfc2u3vhjFXHLCe7t27Ry2Px0Qboo1PSDa8D8YUHYzZ8Gu3VrzqmpmZaS7rLGztyrrqJehtWuqn5Gxu07pj/BvKIkme17TuycjaGvjgwBgcaCSieeONN1TyjUgwY+Cbb75Ry8iUZ70l4Ub79u3VLARjnit6IYzELlmdPn3a9nyFSI92ThVMBTISteiephR1xTMwINo0Nx2ErV1ZV73o0KbVXHb3W6en+rWuWoz66NKli0prDJi3+dJLL2W7EOBbvDUbVk6ed4B8BUZvA+aMIm0ysu5lhR4MPDraeHYDxjYYWdGIiIj8ToueA+QreOGFF1SaT0Sf06dPVwlvkOwB3VPIOIWgwehWxu0A66ObDchWhSjOsG3btmxlXnnlFbnnnntUoiPcY7r//vtV0IAXpkYiSRISGRndY8WKFZO//vWvnubmEhERpZIWwYGRC33UqFHqgUjIHY1v7cYtACtc2K09CF7hXs+cOXNUdqtPP/1U/Q5JjvDKqkaNGjJmzBj1mGciIqKg0CY4MMYEvP/++zJjxgxZsWKF+naPQR+4oDdp0kQ9btnIYZ0bmKKI+9irV69WyY0w9gAPGMGtDOS9RjplPLQF03LcZrAKMzwUBL0wiYCeJGPdeMR2IntwcJwZt7eIiIJMq+DAOEHjaV/WJ355GbuAl1t44BJelLvAoG6d2nImM3Z2y9yyPokuEQqnFZL0rdsYIBBR4GkXHFCw4Fs9AoPXu18pNcok7nA8kfmjlEhL3PjbnYcuyu/nfq/qw94DIgo6BgchhNSdeK68sewHCAwaVPDfdJ4g8WO7Jgrrqh+2qb8wOAghpOrk1Er9hKldWVf9sE39Re+vF0REROQZew5CCPkeMIofMHo/aGlKKbIwtSvrqh+2qb+w5yCEcAFB6k68jIsJBV+Y2pV11Q/b1F8YHBAREZENgwMiIiKyYXBARERENgwOiIiIyIbBAREREdkwOCAiIiIb5jkIIaQprVevnrlMeghTu7Ku+mGb+guDgxBCmtJu3bqJn+w8FOx5+X7Yfz+2a6Kwrvphm/oLgwPyhd/PPZ7qXSAiop8wOCBfeL17SalRJr8EueeAAQ4R6YLBQQidP39epdiFwYMHS4ECqX9UMgIDPrJZv3ZNFNZVP2xTf9F71BIRERF5xuCAiIiIbBgcEBERkQ2DAyIiIrJhcEBEREQ2DA6IiIjIhlMZQwhpSmvWrGkukx7C1K6sq37Ypv7C4CCEkKa0Z8+eqd4NirMwtSvrqh+2qb/o/fWCiIiIPGNwQERERDa8rRBCSFM6YsQItTxo0CCt0+yGSZjalXXVD9vUXxgchNSFC6l/xDDFX5jalXXVD9vUP3hbgYiIiGwYHBAREZENgwMiIiKyYXBARERENgwOiIiIyIazFUIoT548UrlyZXOZ9BCmdmVd9cM29RcGByGUP39+6d27d6p3g+IsTO3KuuqHbeovvK1ARERENgwOiIiIyIa3FUIIaUpHjx6tlgcOHKh1mt2g27Vrlxw/ftx1drlZs2bJ2bNn5aGHHlLdtG6ULFlSqlWrJkESpmM4LHUNSz2DUlcGByF15syZVO8CxXDkyBGpWbOm/Pjjj57fq/Hjx7sumzdvXjlw4ICUKlUqUG0SpmM4LHUNSz2DUFcGB0RJlJGRoS76bi1YsEBOnjzpquzFixdl6tSp8uGHH8qwYcOkRo0arv6uWLFiar/wcguBRKVKlVyXJ6JgYXBAlCS4+NapU1syM88mfFsIDhIpLa2QbN26jQECkaYYHJAv7Dx0MaHrP5H5o5RIuyKl+48eg2QEBsmAeqA+7D0g0hODA0opdE8XTiskv5/7feBbAvVwc9/+jSG3SI1KJSWodmYcl8deXpHq3SCiBGJwQCmFb57pW7d5ug/vBUbwv/baazJ//nyZMmWKNGzYUBLF7X14BAYNawVr8B8RhQuDgxBCmtLy5cuby6mGC2qiuqcRHNStW1ct49+mTZtKqu3IcDc1MadOnDonJYoWDOz+B/EYTqSw1DUs9QxKXfNcvnz5cqp3IuzatGkjBw8elLJly8rKlStTvTva2bBhg1x//fWyfv36lAYHGJBYt24dOXMmU4KucOE0SU/fyjEHRJpeb9hzQJTMWyjpWxN2CwXS09OlV69eMmPGDLPHJBE4lZFIbwwOiDS5hWLll1soRBRMDA5CCPfhx44dq5b79+/vOs1uUOs6c+ZMM0mQzumTUb8xY8ao5S+//NL1NoKYPjlsx3AY6hqWegalrgwOQgjDTE6cOGEu6wz1O3XqlLkclvTJDz74oNbpk8N2DIehrmGpZ1DqyuCAyKdwsd6xY4enBy9NnjxZPXipX79+nh68FKTAgIgSj8EBkY956e7Hk96M6VFNmjTx5ZPeiCgYEpdPloiIiAKJwQERERHZMDggIiIiG445CCGk6yxdurS5rDPU78orrzSXdRa2dmVd9cI29RemT/YBpk8OR/pkIqKgXG94W4GIiIhsGBwQERGRDccchBCS5UyYMEEt9+nTx5epO+NZ17lz5wY2fbIXYWtX1lUvbFN/YXAQQkjXefjwYXNZZ6jf999/by7rLGztyrrqhW3qL7ytQERERDYMDoiIiEjv2wqYojFjxgw1RSMjI0M90Q5TNjCVrVu3bnGdyoZ7ZP/85z9lyZIlsm3bNjl69KgULFhQqlatKm3btpWePXvK1VdfHbftERERJYNWwcGyZcvkqaeeMh/Ra/juu+/Ua/78+eqC/eyzz6rH1ObG1q1b5YknnpCdO3dmCxg2b96sXghSXnvtNRUoEBERBYU2wcEnn3wiAwYMkEuXLqmfa9WqJbfccov6Jv/555/L6tWr1YCXWbNmqf8fOnRorgKDBx54wHweN3oHfvGLX8g111wjBw4ckKVLl6peBDxqt3///jJz5kxp1KhRnGpKRESUWFoEB3h+/eDBg83AoG/fvjJw4EBbCtk1a9aoC/WZM2dUgNChQwdp0aKF521hOtyTTz5pBgZ33nmnvPjii1KoUCGzzB//+Ef5wx/+ICtWrFA9Cc8//7zqtfALvC8lSpQwl3WG+hUtWtRc1lnY2pV11Qvb1F+0SJ88ffp0eemll9Ryq1atZPLkyRHLLV68WN0KMJ53P2fOnFxtCwHG6NGjI56IETygN8EIIhYuXCh16tSJuE6mT04spk8mIgph+uQFCxaYy48++qhjudtvv12qV6+uljdu3Ci7d+/2vK158+apf4sUKSLPPPOM4zc0fKv51a9+pW5v3HjjjeZceyIiIr8L/G2FY8eOyZYtW9Ry8eLF1awEJ7iQY3Dg119/rX7G2ICHHnrI9bbwdxhvAHfccYeKvKLB4Ei8KP527dqlxnS4kZ6ebvvXrZIlS0q1atVytH9EREEW+ODgq6++MrPBNWzYMOYsBOvAwE2bNnnaFgY2GnD7IqgwDmLKlClquXfv3oFLs3vkyBGpWbOmmqbqRa9evTyVx7GEAaalSpWSIAh6u3rBuuqHbeovgQ8Ovv32W3O5YsWKMcuXL18+4t+6sX37dnO5Ro0a6l/kN3j77bfVbAhcSAoUKKC+bf7yl7+Ue++9V82W8BsEU/v27TOXgwYX6x07drjqOcAJB2NQMGi1X79+ni6Y6DkISmCgQ7t6wbrqh23qL4EPDoz86lCuXLmY5a23AjDd0GtXtqF06dJqMOL48eNtD/TJzMxU4xnwwuDFcePGqXEHbj8c58+fz/b7K664QvLl+19TRSpjvXVivQBGKuv097iQOl1Usq43XmUBAZXXsgjA8L5H6z1AWdTVCAjr169v25YV9tcYP2Jdb6T3yqlsrPViNo0xoya3ZXE84LiwlrXuq3U5Ulkv63VTFu9BtAdboRfG6NWLR9lI7eJlvTjGcKzFo6z185mosrE+u/E+RziVTeQ5wun4zek5AtycI9yWzZ/Dz32kstb6WeuS6HNE1u1pHRycPHnSXE5LS4tZ3jrl0Pq3XreFi/6kSZPUcoMGDaRly5Zq+xiXsHz5chUk7NmzR+677z555513pFKlSq7WP3z48Gy/Rxc6kjcZRowY4XhSqVy5supSNiCAwfRNN8aOHWvOrsgKwRC+eRvwRDxrYJZ1MObjjz9u/oyubuMbbVaFCxdWU0MNyAmBhFVOH4whQ4aYP+Npi+hBcJI1l8XIkSMdy2IqrHGiwKyWaLecBg0apAakArJjrlu3zrEsptSiBwJwXCAfhxNMwS1TpoxaXrVqlXz00UeOZR955BGpUKGCWl67dq1KAOZU1wcffFCqVKmiltevXy/vvfee43rR22UEs0jkhVk2Trp27aoCLmM8hzFYN5LOnTtL48aN1TISh82ePduxbMeOHaV58+ZqGVlOp06dKm7s379fJk6c6Pj/GG+E3CeAYxefYSc33XST3HrrrWoZnwl8jpw0a9ZMDXYGfNbw+Yx2W/Ouu+5Sy/gMR/q8G+rVq6eyuro5hhN1jkBgjSd8JvscYa1nss4RGNhujF9L5jkC76fxuU/GOcLtdS/wwYE1AnPThW8NDqJFzJGcPn3aXEZggO39+c9/VoMTrXCQ40OCE+YPP/ygpk/i1gMREVEQBD7PwXPPPaeiQxg2bJj65hPNuXPn5LrrrlPL6DaMFilmhbwF+CZjePnll9V0xUgwjxRBgxFlI4rG/NJo804RESJyTMZtBSMyt0bDQbqtAG5vKxjfzhCkeb2tEM+yybitYLSrta663lbIegzrelvBzTGsw20FnJsjHb+63lYY+VNdn376afOLbTJuK7Rr104OHToUM89B4HsO0OVkwMEVCwamGbwOFrSWxz3vLl26OJbFG3/PPfeoMQmAi75TcGBAoztdvKzclMlJWS+D9fxQNuv9WDfvhZv3w8t6vZS1XnASXdapronaB5yE3B5rfijr9rPml7Jej+EgniOsF/xo9UzUOSJVZfNYcuUk4xzhNnvqFToFB9YLvxNrGSOtrlvGPSRo3bp1zDcZ4xAMXnookvW+Wd87nbGuemK76odt6h+B7zkwBmcAukpiQfe9dQCNF8bAsqzbdTMzwm3CnmRARG4d4KMz1lVPbFf9sE39JfA9Bxila9i7d2/M8tYyVatW9bQtI/Wy2xGf1vtB1l4HIiIiPwt8cIBpV0b3PqZexRpfac1yaEzDcqtu3brmMpIfxYKpjAY8zpmIiCgIAh8cWJ+ngKRGCBCcIHCwzgvFuAEvbr75ZnMwzMcffxzzVgEe2Wy44YYbxG9pSvGKNlpaB6yrntiu+mGb+kvggwPo1KmTufzGG284llu0aJF88803ZuIi6y0JN6688koziQqmovzlL39xLIvtvPvuu+Yoaus+phqCJCQRwSvgM1ljYl31xHbVD9vUX7QIDjCl0MhAiHmbL730Urb5zmvWrLFlwxowYECOtoX5t8aURmSEi5SJDM9s+O1vf2vOjEDmslhPcCQiIvKLwM9WAFysX3jhBZXmExdqPNMAqSWR7AFTY7744gsVNBjfkrt3765SqWY1f/58lVAl2rgCDGJEkPHss8+qxBZIboRUmtgWHtKD1LB4FLSRcwH5EBBQEBERBYUWwYGRC33UqFEq2xRmEuDbu/HsAyskJsqac98rZEVE0IGMjBh3gJzuM2bMyFbuxhtvlDFjxoQmnwAREelBm+AA2rdvL++//766UGMwIGYLoGsf3+ibNGkiPXr0UBfseMDDYZDk6K233pIPPvhA3b/HcxQwQLJhw4bqQTMoY6SvJCIiCgqtggNAIICnfVmf+OVl7EK0lMiRniz2m9/8Rr2IiIh0oV1wQO54yU8edKyrntiu+mGb+kfgn8qoA+OpjLGekkVERJSM6w1viBMREZENgwMiIiKy4ZiDEEKCqLlz55o5H7w8mzxoWFc9sV31wzb1F32vCuQIyZt27NhhLuuMddVT0Nt1165drh/jjsRueCYMpmXjybBuB+3hEfNIwhYUQW9T3erqKjj4z3/+k9Cd8NNDiYiIEunIkSPquS45uShMmzbNddm8efPKgQMH1PRuooQEB/fff7/5WOR4w3q3bNmSkHUTEfkNLtb41uil5+C1115T6d3xJFUkWXPbc8DAgJJyW4GzHomIcs9Ldz+eAGtc5OvUqSNNmzZlE5A/goPy5csnfk+IiIgoOMEBnh1ARERE4cA8B0RERGTD9Mk+wPTJRBTNhg0b5Prrr5f169dzzAHlCtMnExERUY4wCRIRUS5lZGSo/AWJkp6ebvs3UTArolKlSgndBmkUHIwePTqhOzFw4MCErp+ypyldsGCBWr777ru1T5/MuurHT+2KwABTDDMzMxO+rV69eiV0/WlpabJ169aUBAh+atNEC0JdXe3RuHHjEpYECRgcJBcysxmJpzp37iw6Y1315Kd2RY8BAoOHf9VOypW6MmHbOZN5TgqnFUzY+vcf+V4mvbNc1ScVwYGf2jTRglDXlCdBSmTQQUSULAgMKpcvzTectJAvJxfyBg0aSKtWrXzZFUJERERJypC4b98+M0D48ssvZffu3dKhQwe5/fbbpXnz5rncDSIiIgpchsRNmzbJv/71L3n//ffl0KFD6qEhc+fOVa/SpUvLbbfdpl7XXXdd4veaiIiIUp8hsVGjRjJkyBD1XHE8NvSee+5RT/3COAQEC1OnTlW/+8UvfiGvv/66+axqIiIiChbPgwZwWwG3EfD605/+JGvWrJF///vfsnz5cvnhhx/U7Ybx48erV40aNaRTp06qR+Haa69NTA2IiHxg/+HvJciCvv/k0/TJeOb4ypUrVaCA2xDGnF/rIEYECh07dpQyZcrEY5PaSHb6ZDQ52gvy58+v9YwR1lVPfmpXI7WxLlKVotlPbapzXd1eb+I23QAVbNeunXqdPXtWBQgIFLBxPI988+bNaiDjq6++qj5IGMj4y1/+Ut2aoOTCgVigQIFQvO2sq5782K6df36DlCpZPGHrP3vuvBQqmLg6Hzn+gyz84D+SKn5s0zDXNeEPXjp16pQsW7ZMBQq4BYHMUGrDefJI3rx5pWXLluoWRJjxwUtEwZXMDImJlsoMiaRpz4GTokWLyl133aVeGJOwZMkSlY4ZWbgQKKxatSrRu0BZ4H1fvHixWsatHp3zVbCuevJTu+JCiguql2cr7NmzR06ePOmq7KVLl9R5c9asWfL8889L9erVXf1dsWLFpGLFihKUZyv4qU0TLQh1Tcoe4d7Kxx9/rA5w3G5AkICegwR3WlCU1J2YmgoYLKoz1lVPfmtXXFDdXlQRRNxwww2qDl4NHTrUdVn0zB44cEBd8IPAb20a9rrmS2RAsHr1apUXAQEBbi+ANSCoVauWb98YIqJEwMUaU72RK8btuXTy5MlqLFe/fv3U+C43MJ4rKIEBaR4c4CDGbQIEBB9++GHEgABdYpixgJfb7jEiIp1Uq1bNdVkM6EaWWmjSpInvB7KRHnIdHODANXoInAKCypUrq2AAvQToLSAiIiLNggMEBNYegtOnT2cLCDAQxggI6tatG789JiIiIn8EB24CAnR94WFMCAgaNmyYmD0mIiKi1AcHgwYNkhUrVkQMCJDtEMmMEBA0btw4cXtKRERE/kmChAQf1qmHGAGLgAC3DXRKGxqm9MlnzpxRy4ULF9Y+TSnrqh+2q37YpgFOgoSLSMGCBdV4gvT0dPXKLaxzxowZuV4PeXvPixQpEoq3jHXVE9tVP2zTgA9IPHfunJm8IR6Ros7fWomIiILIdXDAbIZ6pe5EtkrAAFI/pu6MF9ZVT2xX/bBN/cXVVWHatGmJ3xNKaurOdevWqeVf/OIXWr/zrKue2K76YZsGMDho3rx5wnYAub+JiIjIP65I1YY/+ugj6du3r7Rv3z5Vu0BEREQRJPVm87Fjx2TevHkyd+5c2bt3LwckEhERhTU4+Oyzz2TOnDmydOlSNeiEsxSIiIhCGBycPHlSFixYoIKCb775Rv3OGhRgGc8/v/vuuxO1C0REROSH4OCLL76Q2bNnq2cw4PnjWadApqWlqeyKXbp0kWbNmsV780RERJSM9MmxZGZmyqJFi1QvgZE10bpa9BYgEPjVr36l5tUjQKDUpk8+ceKEWi5RooTWiahYVz2xXfXDNg1w+uSstm/frgKCf/7znxEfygS48HTu3FleeeWV3GyK4ghtUrJkyVC8p6yrntiu+mGb+ovn4ACPbsYtAwQFGzduzBYQoFcAvQO4bfDAAw+o3+n8zZSIiEg3roODjIwMFRBgkOHx48ezBQVNmzZVAQGe1BiWh/oE1aVLl2T58uVquV27dpI3b17RFeuqJ7arftimAQwOHnroIVm7dq0KBqwBwTXXXKNuGWDGQZUqVRK5nxTnD+Enn3yilm+55RbtgwPWVT9sV/2wTQMYHKxZs8ZcxgA25OO//fbbpUWLFrxlQEREFNbbChg3ULx4cenRo4cKCm644QYGBkRERGENDvBIX2Q2/OGHH2T8+PHqVaxYMdUl3alTJ2ndujUDBSIiojA9eAlzIf/4xz9KjRo1zHEHCBSQ2+C3v/2ttG3bVv7v//5Pdu3alfg9JiIiotQHB1dddZUalIhgAA9N6t69u+o5MAKFw4cPy4QJE9Q4BNx2QJlTp04lds+JiIjIH3kOrrvuOvV65plnVL6D+fPnqwcrGbMYNm3apF4vv/xyIvaXiIiIgpA+ec+ePfLOO+/IwoULZd++ff9b+U/JjwoXLqyep4DxCTfddFNuN6edVKRPRm8PlC5dWuvxIqyrntiu+mGb+ut6E5fgwIBVYU45AoVly5bJuXPn/rsRy8UHFyPcfrjjjjukXr168dp0oCU7OCAionBqk4xnK2SFIKBly5bqZQxYRKCwZcsWs8yhQ4dkypQp6lW1alW588475dFHH43nbhAREVGiByTmBHIi3HfffWpMAm433H///XLllVeq/zM6KzC7YfTo0YnaBYqSiWzFihXqhWWdsa56Yrvqh20akuDAqnbt2moAI7owRo0apbo1rrgiKZsmhw/hRx99pF5hCA5YV/2wXfXDNvWXuN5WiCV//vxqYCJeuOeBhzjhRURERP6Rsq/vGAyBsQZLlixJ1S4QERFRBOzbJyIiotTdViAionDBwPPjx4/HLHfhwgWVJ+fs2bOyceNGdRvarZIlS0q1atVyuaekdXCAsQwzZsxQgx8zMjLkxx9/VLcwrr/+eunWrZs0bdo0odv/4osv5N5771UPqvrd734njz32mKu/K3fhgtQ/cUJk9Wr3G6tdG4kj7L87f17ks8+i/lmeCxfk2u++++/yxx+LlCol0rBh9oKYgnrsmHiC97dwYfvvsA7LdFZXypcXifRhR91QR5fyOA24zMj478uLWrVEypSx/+7CBZFPP/W2nuLFkWo0++/T00WOHvW2riZNRIoUsf2qUGbmf9vVw8lVypUTqV49++//8x+Rn/KVuIKcJq1aZf/97t0iPx1zrtWsifuPEd/vbMdwtLoWKybSqFHC3m/Bhe/LL72tx+n9XrdO5OxZ269i1vXmm7OvZ88ekW+/9bZPNWqIXHON/XcXL4qsXettPUWLijRurBaPHDkiNWvWVOfh2iJSyuUqnpg2Tf37uYiczvJ/xUUk69kq7xVXqFlxCBIiQr1Qv6zWrxfJzBRPbo7wfu/dK/LNN65XgTYtevKknMKxaYXz1SefeNsfHI84LrPatk3kp2R3Vg1PnJCDbtZ7WSNLly693LRp08u1atVyfA0bNuzyxYsXE7L906dPX7711lvNbY0ZM8bV37Vu3frymKuuwgRPb69Zs7KvbN8+7+tp2zbyjt1xh/d1bd2afT2LF3tfz+9/H3mfKlTwtJ4fCxdWbY7XuXPn/reeF1/0vk/Tp2ffn0OHvK+nVavIdbv7bu/r+vJL889RP9Rzeq9e3tfz2GOR96lyZW/rKVAg8npeftn7Pv3jH9nXc/So9/W0aBF5n7p29b6uTZuyr2fpUu/r6dcv8j5Vr+5tPXnzRl7Pa69536cJE7Kv58QJ7+tp1sy2iq+//vry+vXrLx/t0MHzurbMmKH+1vra9uab3vfpN7+J/D7VquV9XZGMHOl5PYs6dcp+Xjp1yvv+NGkScZcu33ef49/g+oTrTjTa9BwgM+OAAQPMqXm1atVSj5QuWLCgfP7557J69WqVX2HWrFnq/4cOHRr3fXjllVfkW6/ROiXcI488Yj56XGeoH+pacMUKkRkzUr07RIrZ3f9Tnhsv6tat+9/eSKsfftDinW11883SpFcv356X/LlXHuEe1eDBg83AoG/fvjJw4EBb2uY1a9ZI//795cyZMypA6NChg7Ro0SJu+/DBBx/IW2+9Fbf1UXzgCKhQoUIo3k7kDlF1xW0iohQ5feaMbNuwIdvvq3z/vVzlcV3p6emStdO/6PbtUsvjeg4fOSK7LftUqlQpqVSpkqTSlSVLypU+PjfF9dkKqTJ9+nR56aWX1HKrVq1k8uTJEcstXrxYnnjiCbXcpEkTmTNnTly2f/ToUfWsCPyLQTQYWANuxxyopFB79kj9YsVk7NixCR9zkE2JEtqOORAk22rZMlRjDuT770W++srbegI25sCTgI85iClJYw4wnqtnz55yLsbn7xSezhvh917GHBjcjjmI5YCIfG35OS0tTbZu3SqVcE8+BWMOFLQ/joMkjznAl+RlZ88m98FLqdKlSxf56qeTIQKF5s2bRyyHquKhT19//d/DBA+Huvbaa3O9feRr+PDDD9XTJx988EEZN26c5+AgmQ9eQg/L2p8+8Og9yZs3r+iKddUT2zX5NmzYoAZ297zvISlbNstFLY4yM89IWlqWLxhxdPDgfpk1c7KsX78+4QPU/Xj8puTBS6lw7Ngx88FOeJ4DDl4nuM3Qtm1bMzhYunSpPPTQQ7na/uzZs1VgAE8//bSn6TepggMTgRHccMMN2gcHrKt+2K6pg8CgYsXUdskH3aUAnJcCnwQJPQZG50fDhg1jvsmNLN2LmzZF6vxy75tvvpFXX31VLSPouOeee3K1PiIiIj8IfM+BdXZAxYoVY5Yvj3vZEf7WK+QxePLJJyUzM1PNrf3zn/+c43UREQUFuuWDLOj7nyyBDw4OWwZclMs6uCMC3GcxYABhTmHg4ObNm9XyCy+8IKWzDgzMAfSAnI8w2Aej0K3TXSKVsd46sd7aiFTW6e8xkNJpCErW9carLBQoUCBHZRGgIbmKm7Kx3jfsrzG7JdZ6c1oWXYnRnoLppSyOB+PJpkZZa/2sy5HKelmvm7J4D/BeOEGPntGrF4+ykdrSy3pxjBkDh3Nb1vr5TFTZWMdwvM8RTmUB9+t1kPW9T9Tn/mKEstb33Hq+S/Q5Iuv2tA4OTp48aRuBGkuhQoUi/q0XSO355ptvquW77rpLTYuMB+zP8OHDs/0eGcYwStgwYsQIx5NK5cqVpXfv3ubPo0ePVtM33QY8J5ClMQIEP/369TN/njBhgi0wsypRooQ8/vjj5s9TpkxRaVEjwSBO9MAYZs6cKd85jGrHB2PIkCHmz3PnzpUdO3Y41idrLouRI0c6lsVUWCOYwKyWaLecBg0aJEV+GrGOB4etwwhzB5hSa2RtW758ucrH4QRTcMv8NBti1apV6lHTTpDPwJiiiYFNxv3LSHXFINkqVaqoZQzCeu+99xzXi+yeyBECCH6Rdc5J165dpX79+uaUs3nz5jmW7dy5szT+KWvezp071VgdJx07djQHFSPL6dSpU8WN/fv3y8SJEx3/H7f+kPsEcOwaA4cjuemmm+TWW29Vy/hM4HPkpFmzZmqgM+Czhs9ntNuaOGcAPsORPu+GevXqqayubo7hRJ0j0NPap08fc/qfdTZWkOHCidlqN954o/k7PCHYGL+WzHMEji/jc5+Mc4Tb617ggwNrBIaER16Cg2gRs5PTp0+rixmiMHxwnn32Wc/rICIKGuQFwAXywAFMDMzuyiuvlO7du9uCdwRsmEGW6Elx+DZ9//33S9GiReXhhx82f49AGAFmpC8ljqmWSY+pjM8995w6CGHYsGHqm080586dk+t+mmOObsNokWIk+Ob6zjvvqIMR34izJlKaP3+++gDlZCojIkJEjsm4rWB8A7FGwzreVkBdjW9nyHGR9VaDbrcVjHa11lXX2wpZj2Fdbyu4OYaTdVshJ597PHgpa48kylr3F+2G/UAggaR26K2wrsu6jLJZ9wG9lUYmxpzeekz2bYWRPx2/mOVmfLFNxm2Fdu3ayaFDh/SfyogI0HrhjwUHnpeeBitMfURgYHTVxjPDIqDRnS5eVm7KRCuLgwb7bywbvEzD9ENZN2lHrXXFsWJ8WHK73pyUtV5wElHWTV0TtQ/YltvjMh5lIx3DXtbr9rPmh7I5OYZze46I52e5Tp06rsrjAmoMKkcvhZt6puqznC+XZa1tan1PE32OAGvm4Kj7LRoFB9YLvxNrGXRBuYV7lOilMO7v/eEPf5CgwofOuAetO9ZVT2xX/bBN/SXwwYExOAPQVRILuu8NXmYY4KFK3yMtrYgahIXHQkfypSWNKgYuTpo0yZxJcdttt7neHhERUaoEPjjAt3jDXuS3jsFapmrVqq63Yw083n33XVd/8/HHH6sXYPS1X4ID3HvCqHVARkk/ZueKF9ZVT2xX/bBN/SXwwQGmXeEeCgaoYOoV/o12TwWPbzYY07DCBh9CYzobppfpHhywrvphu+qHbeovgQ8OjOcpYB4pkhohQDBmI2SFwME6L7R169aut4NRtG7kZLYCERGRnwT+2QrQqVMnc/mNN95wLLdo0SL1PARo0KCB7ZYEERERaRQc4JHNmPoCmLf50ksvZZvvvGbNGlvGvAEDBiR9P4mIiIIg8LcVjHwFeL4BEmcg8QZuASC1JJI9YKrjF198oYIGI3EGsnghlWq0WwKwbdu2pNaDiIjID7QIDoxc6KNGjVLZppA7Gk9cNKYRWuGxyllz7hMREZGGwQG0b99e3n//fZWDYMWKFbJnzx6V9AgPDGnSpIn06NHD9qANIiIi0vDZCjownq0QK9d1vCBNKZ6MBzVq1IhLmlK/Yl31xHbVD9vUX9cbrXoOyB0EA8ZjeXXHuuqJ7aoftqm/6PuVkYiIiHKEPQchhExkSBYFDRs21D5DIuuqH7arftim/sLgIITwIVy4cKFarlevnvbBAeuqH7arftim/sLbCkRERGTD4ICIiIhsGBwQERGRDYMDIiIismFwQERERDYMDoiIiMiGUxlDKF++fNK1a1dzWWesq57Yrvphm/qL3lcGckxTWr9+/VC8O6yrntiu+mGb+gtvKxAREZENew5CCE8/S09PV8t169bV/qmMrKt+2K76YZv6i75XBXJ08eJFmTdvnnphWWesq57Yrvphm/oLgwMiIiKyYXBARERENgwOiIiIyIbBAREREdkwOCAiIiIbBgdERERkwzwHIZQ3b17p3Lmzuawz1lVPbFf9sE39Jc/ly5cvp3onwq5NmzZy8OBBKVu2rKxcuTLVu0NERCG/3vC2AhEREdnwtkIIIU3pzp071XKNGjW0T5/MuuqH7aoftqm/6HtVoKhpSmfPnq1eYUifzLrqh+2qH7apvzA4ICIiIhsGB0RERGTD4ICIiIhsGBwQERGRDYMDIiIismFwQERERDbMcxBCSFPasWNHc1lnrKue2K76YZv6C9Mn+wDTJxMRUTIwfTIRERHlCG8rhBDSlGZkZKjlSpUqaZ8+mXXVD9tVP2xTf9H3qkBR05ROnTpVvcKQPpl11Q/bVT9sU39hcEBEREQ2DA6IiIjIhsEBERER2TA4ICIiIhsGB0RERGTD4ICIiIhsmOcghJCmtH379uayzlhXPbFd9cM29RemT/YBpk8mIqJkYPpkIiIiyhHeVgghpCndv3+/Wi5Xrpz26ZNZV/2wXfXDNvUXfa8KFDVN6cSJE9UrDOmTWVf9sF31wzb1FwYHREREZMPggIiIiGwYHBAREZENgwMiIiKyYXBARERENpzKSES+sGvXLjl+/LirshcuXJB9+/bJ2bNnZePGjZI/f35Xf1eyZEmpVq1aLveUSH8MDkIIaUrbtm1rLuuMdQ2GI0eOSM2aNdVcd6+mTZvm6Xg4cOCAlCpVSoIiLMdwWOoZlLoyfbIPMH0ykbeeA0hPT5devXrJjBkzpG7duq7+hj0HFHZt2rSRgwcPStmyZWXlypWO5dhzQES+kNPufgQGTZs2jfv+EIUZg4MQunz5shw+fFgtly5dWvLkySO6Yl31bddjx46ZyzoLyzEclnoGpa6crRBCGMw1btw49cKyzlhXfdv17bffVsu6pwAPyzEclnoGpa4MDoiIiMiGwQERERHZMDggIiIiGwYHREREZMPggIiIiPSeyojkDkiKguQOGRkZKuMakj1cf/310q1bt7jOh16zZo0sXLhQPv/8czl06JAadYokK5h33b59e7n77rulQIECcdseERFRMmgVHCxbtkyeeuopOXXqlO333333nXrNnz9fevbsKc8++2yuUlZifvWTTz4pq1evzvZ/mLuKF4KTN998U8aMGSMNGjQQP0Hdb7rpJnNZZ6yrvu163XXXqeUrrtC7AzQsx3BY6hmUumqTPvmTTz6Rhx9+WC5duqR+rlWrltxyyy1SsGBB9c0eF3KjqggQhg4dmqPtnD59Wu677z6VutVo2NatW0v9+vUlX758KgXs8uXL5cyZM+r/ixYtKrNnz1b744Tpk4m827Bhg+oRXL9+PTMkErkUqvTJeDLb4MGDzcCgb9++MnDgQFvWKdwC6N+/v7poz5o1Szp06CAtWrTwvK2//e1vZmBQoUIFlcSidu3a2R4i89hjj6mTF3oxnn76aXnnnXd8mQWLiIgoKy3645Apbf/+/Wq5VatW8vjjj2e7ELds2VJefPFF8+dRo0blKAhBYGF0ZSJQyBoYAJ74hlsKxpPfvvrqK/nss8/EL9CDggfc4KVJx5Ej1lXfdj158qS5rLOwHMNhqWdQ6qpFcLBgwQJz+dFHH3Usd/vtt0v16tXVMp4Bv3v3bk/bWbt2rXm7AMFGnTp1HMsWL15c7rrrLtttD7/AwMnRo0erl19Td8YL66pvuxqBehjSJ4fh8xqWegalroEPDjA4cMuWLeYFGfcgnaA3wXiGNixdutTTtrZv324uuxlkWKlSJXPZeMgGERGR3wV+zAG67I1umYYNG8Yc+dmoUSNzedOmTZ621bt3b7ntttvUYA7jlkE0mN5oKFy4sKdtERERpUrgg4Nvv/3WXK5YsWLM8uXLl4/4t24gZwG24WY78P/+3/8zl2vWrOlpW0RERKkS+ODA2l1frly5mOUxfcNw9OjRhO3XokWLzNsQ+fPnl5///Ocx/wY9IOfPn8/2ewx+xDRJQ6Qy1lsn2F60sk5/j3tfToNjsq43XmXBmijKS1nca0aSKzdlY71v2F9jEGus9ea0LGbTGDNqclsWx4Mxv98oa62fdTlSWS/rdVMW70G0e//o0TN69eJRNlJbelkvjrFo93q9lLV+PhNVNtYxHO9zhFPZRJ4jnI7fZJ0jEvW5vxihrLV+1rok+hyRdXtaBwfGiGVIS0uLWb5QoUIR/zaekHDJOjPinnvucXUbAvszfPjwbL9HrwNyMxhGjBjheFKpXLmyuv1hwIAXYxBlLGPHjpUTJ05E/L/SpUtLv379zJ8nTJjgOI6iRIkSasaIYcqUKbJv376IZXG7BQmlDDNnzlTvn9MHY8iQIebPc+fOlR07djjWJ2sui5EjRzqWxVRY40SxePHiqLecBg0aJEWKFFHLS5YskXXr1jmWxZRaZM0E5L+INjAVU3DLlCmjlletWiUfffSRY9lHHnlETaU1BsoiAZhTXR988EGpUqWKWkZOgPfee89xvffee6+Zk2Pz5s0qA6iTrl27qvwegOm98+bNcyzbuXNnady4sVreuXOnyv3hpGPHjtK8eXO1jCynU6dOFTcwY2nixImO/4/xRsh9Ajh2MQ3ZCRLU3HrrrWoZnwl8jpw0a9ZMDXYGfNbw+Yx2W9MYqIzPcKTPu6FevXoqq6ubYzhR5wj0tPbp0yfp5whrPZN1jsDAdmP8WjLPEXg/jc99Ms4Rbq97gR+QaI3AkPDIS3AQLWLOKYwzwIfJ+AChcQYMGBD37RARESVK4DMkPvfccyo6hGHDhqlvPtGcO3fOTLuKbsNokaJX+Oby61//Wr755huzJ2P69OlqoKSbjFWICBE5JrrLEN1ciCJRFt/SjHXreFsBZRC5o1y7du2yddPqdFvBaFfAsz2Muup4WwG/Qy6RP/zhD/Lpp5+qngZdbysYxzDawtquTusN6m0FvCIdvzreVrho+aziHGy8F8m4rYDzIL7Eap8h0ToLABd+N4mMvPQ0uIWuUnTjGMmYcNC98cYbMQMDKzS6mwc1eXmYU6Sy+N2dd96Z7ffWD2ssfijrdKHPWsbo8o3nenNS1nrBSURZp3ZNxj7gJOT2uIxHWfzOmJZstIGX9br9rPmhbE6O4dyeI1Lxuccr1vHrdb2J+izny2VZp89qos8R4DZT7xU6BQfWC78Taxk89yAePv74Y+nRo4cZGGCf/v73v6tnLhAREQVN4HsOjMEZWfMKOEH3vXUATW7NmTNHDT40ujMx+Gz8+PG2fAp+gy45YwASAhmdn/nAuurbrpmZmeayzsJyDIelnkGpa+B7Dqz5A/bu3RuzvLVM1apVc7VtjAjGaFcjMED+AwQLfg4MjHt22PdoI5p1wbrq267Tpk0LTfrkMHxew1LPoNQ18D0HmHaFqAuRGKZe4d9oURge32wwpmF5hW0gKHjrrbfM32GQI24lXH311TlaJxERkV8EvufA+jwFJDVCgBDtom6dF5rTMQGvvPKKLTD42c9+pr7FMDAgIiIdBL7nADp16mQmmcAMASTfcMpaaEwzxIOTcpLS+F//+pdK2GHd9quvvupp9CpRGCCB0ZEjRxKybnTFGuveunWrpxHsXiGBmfUhakRhoMUVrUuXLjJ58mR1MsK8zZdeekmefvpp2wV7zZo1tmxYOUlMhCdA/ulPfzJ/vvnmm+W1115zPZ2EKCzwWaxTt45knvnvoMFEsmb7S4S0wmmyNX0rAwQKFS2CA+QreOGFF1RmQnyjQOIhpJZEsgeMBP3iiy9U0GCMau7evbvt0c2G+fPnqxSZhm3bttn+/x//+IecOnXK/Ll27dq2XoRoatSoEXGbRDrCt3oEBt0HPCxlKl6TsO1knj4jaUUS98TTQ3sOyNwxk1R92HtAYaJFcGDkQh81apTqMUDuaDxxcdKkSdnK4TkHWXPuu4Xc21aR1u/kjjvuYHBAoYPAoEK1yqneDSIKa3BgpNx8//33ZcaMGbJixQrZs2ePSnqEe4ZNmjRRiYpuvPHGHK0btxScHiISNMgkZ0y3NNJr6op1paALyzEclnoGpa6Bf7aCDoxnK8TKdU0UFBs2bFCziH732jOB7jnYu+s7+esf/6yeZtm0adNU7w5R0q43/gxZiIiIKGW0uq1A7lifBmd9ypeOWFcKurAcw2GpZ1Dqyp6DEMJBOXz4cPXya+rOeGFdKejCcgyHpZ5BqSuDAyIiIrJhcEBEREQ2DA6IiIjIhsEBERER2TA4ICIiIhsGB0RERGTDPAchhHSd9erVM5d1xrpS0IXlGA5LPYNSVwYHIYRHWXfr1k3CgHWloAvLMRyWegalrv4MWYiIiChlGBwQERGRDW8rhND58+dV2k4YPHiwFChQQHTFulLQheUYDks9g1JX9hwQERGRDYMDIiIismFwQERERDYMDoiIiMiGwQERERHZMDggIiIiG05lDCGk66xZs6a5rDPWlYIuLMdwWOoZlLoyOAghpO7s2bOnhAHrSkEXlmM4LPUMSl39GbIQERFRyjA4ICIiIhveVgghpO4cMWKEWh40aJAvU3fGC+tKQReWYzgs9QxKXRkchNSFCxckLFjX1Dm0Z78EmV/2PyzHcFjqGYS6MjggooSZO2Yy312iAGJwQEQJ033AQ1KmYrlA9xwwwKEwYnBARAmDwKBCtcp8h4kChsEBESXMoT0HEvruZp4+I2lFCgd2/4n8isEBEcVdqVKlJK1wmswdMynw7y7qgfoQhQmDgxDKkyePVK5c2VzWGeuaGpUqVZKt6VvlyJEjCVn/xYsXZdKkSTJ+/HiZOnWqNGjQQBIFgQHqkyphOYbDUs+g1DXP5cuXL6d6J8KuTZs2cvDgQSlbtqysXLky1btDFAgbNmyQ66+/XtavXy9NmzZN9e4QaXW9YYZEIiIisuFtBSLyhV27dsnx48ddl09PT7f960bJkiWlWrVqOdo/ojBhcBBCSN05evRotTxw4EBfpu6MF9Y1GDA2AY+w/fHHHz3/ba9evVyXzZs3rxw4cCBQAwzDcgyHpZ5BqSuDg5A6c+aMhAXr6n+4WO/YscN1zwFSz06ePFnOnj0r/fr1k/z587vuOQhSYBC2Yzgs9QxCXRkcEJEveOnuxzev8uXLq+UmTZr48psXUZBxQCIRERHZMDggIiIiGwYHREREZMPggIiIiGw4IDGEkK7TGMzl19Sd8cK66ontqh+2qb8wfbIPMH0yERElA9MnExERUY5wzAERERHZcMxBCCG73NixY9Vy//79XWeXCyLWVU9sV/2wTf2FwUEI4SndJ06cMJd1xrrqie2qH7apv/C2AhEREdkwOCAiIiIbBgdERERkw+CAiIiIbBgcEBERkQ1nK4QQ0pSWLl3aXNYZ66ontqt+2Kb+wvTJPsD0yURElAxMn0xEREQ5wjEHREREZMMxByGENKUTJkxQy3369NE+fTLrqh+2q37Ypv7C4CCEkKb08OHD5rLOWFc9sV31wzb1F95WICIiIhsGB0RERGTD4ICIiIhsGBwQERGRDYMDIiIi0nu2wsGDB2XGjBmycuVKycjIkB9//FHKli0r119/vXTr1k2aNm0at219++23altr1qyRffv2qfSf2FarVq2ke/fuUrt2bfEj7GeJEiXMZZ2xrnpiu+qHbeovWqVPXrZsmTz11FNy6tQpxzI9e/aUZ599VvLmzZurbc2ePVtefvllOX/+fMT/z5cvn/Tv31/69esXc11Mn0xERMng9nqjTc/BJ598IgMGDJBLly6pn2vVqiW33HKLFCxYUD7//HNZvXq1mkc7a9Ys9f9Dhw7N8bbeffddGTZsmPlzkyZNpEWLFmr5s88+k/Xr18vFixdl9OjRUqBAAXnkkUdyXT8iIqJk0SI4OHv2rAwePNgMDPr27SsDBw60dZmj6x/f5M+cOaMChA4dOpgXdC+QPOj5559Xy1g/goQePXrYyixcuNDcn9dff13atWsnVatWzXU9iYiIkkGLAYlvv/227N+/Xy3jfv/jjz+e7V56y5Yt5cUXXzR/HjVqVI62NWnSJBVgAMYwZA0MoHPnzio4AfQg/PWvfxU/pinFC8s6Y131xHbVD9vUX7QIDhYsWGAuP/roo47lbr/9dqlevbpa3rhxo+zevdvTdjC4Eb0Cbrb14IMPmoP+MBbCCCj8ALdXMIASL42GnETEuuqJ7aoftqm/BD44OHbsmGzZskUtFy9eXM1KcILehLZt25o/L1261NO2vvrqK7U9Y0xDhQoVHMsWKlTIvG2B2x6rVq3ytC0iIqJUCXxwgAu28e23YcOGMWchNGrUyFzetGmT520ZGjduHLN8brZFRESUKoEPDpBrwFCxYsWY5cuXLx/xb71u69prr03otoiIiFIl8MGB8ehhKFeuXMzymNtpOHr0aI63dc0118QsX6ZMmRxvi4iIKFUCP5Xx5MmT5nJaWlrM8hgLEOlvE7Etaxk328LtkUhJla644gqVVMnglHjJGFeRP3/+qGWd/h6jhZ0GKGZdb7zKAnJB5KQsZoJgkKibsrHeN+yvMcMl1npzWhZTW43ptrkti+MBx4W1rLV+1uVIZb2s101ZvAd4L5zgdp9xyy8eZSO1pZf14hiLNlPHS1nr5zNRZWMdw/E+RziVTeQ5wun4TdY5IlGf+4sRylrrZ61Los8RWbendXBgfZOR8MhLcBDtQxGPbVnLuNkWAojhw4dn+33NmjVVZkfDiBEjHE8qlStXlt69e5s/IxGT00wJ48AxjB07Vk6cOBGxbOnSpW3ZHjEN0tqTYoVZGphOapgyZYqaGRFJ4cKF5cknnzR/njlzpnz33XeOH4whQ4aYP8+dO1d27NghToxEV9jGuXPnZOTIkY5lkZfCOFEsXrw46hiRQYMGSZEiRdTykiVLZN26dY5lMaW1ZMmSann58uUqWZcT5OcwepswgPWjjz5yLIvEWsaA2LVr16oZMVbWumLmTJUqVdQyEnS99957juu999571WBb2Lx5s212TlZdu3aV+vXrq+X09HSZN2+eY1lM7zXG6ezcuVNlGHXSsWNHad68uVpGCvSpU6c6lrVeYDCdeeLEiY5lMRgZidEAx+64ceMcy950001y6623qmV8JvA5ctKsWTM1EwrwWcPnM9o4pLvuukst4zMc6fNuqFevnpoubRzDWLfTMZyocwRujfbp0yfp5whrPZNxjjBmvRmD25N5jsD7aXzuk3GOcPulOPC3FbJe4Lzw+lyBZG4rGXBrJOu3a92gfjix+PU5F5Q7uOCH5RgmPRXw6fEb+GcrIPJG1GlEdtaI2ClKM76VICJFvgO3fve735nTHxFBt2/fPmp5RKF33323Gdkj2oyW6xoRISJHHbsMU31bIZldhk5lk9FlmKqyyb6tkNuyQbytEO2zzHPE//AcEf2zjIy9hw4d0v/ZCrjAG5BPIBZrmaJFi+Z4W5mZmTHLW8u42RYuDG6iSC+Rppey1gt6EMpmvR/r97LWC45uZXEScnus+aGs28+aX8qCH8r64XPPc0TuPstue7EDHxxYZwQgGooF39Ct98iStS3r36Yavq3gvh3cd999nj5sQcO66ontqh+2qb8EPjhAd71h7969Mctby3h9GFKNGjU8bcs6wMYYEOYH6M40BvQE/K5STKyrntiu+mGb+kvgByRiZLXRTYLR1bEudnh8s8EYae1WnTp1PGU8zM22iIiIUiXwwYH1eQpINIQAwQkCB+vUj9atW3vaFka8G1NDMHUr2q0FjDf49NNP1TK67TE1ioiIKAgCHxxAp06dzOU33njDsdyiRYvkm2++UcsNGjSw3ZJwAz0Ut912m1rGyE/MWHCCGRQ//PCDWv75z3+ughgiIqIg0CI46NKli1SqVEktY2rGSy+9lG1K05o1a2wJLwYMGJCjbf361782L/Rz5syJmHTl3XffNYMUjBDt379/jrZFRESUCoEfkGhkInzhhRdUJi+MeJ0+fbrKHoX5nJh++MUXX6igwRiP0L17d9ujmw3z589XuRIM27Zty1bm6quvlmeeeUaeeuop9fNf/vIX+de//qVyFSAQwK0EazYsBCFMwENEREGiRXAAuKc/atQoefrpp1V6SDwFcdKkSdnK3XPPPbYehJxA+lPkS3j55ZdVWl4kO8qadhNzrtFj8Oijj4of6Tx9MSvWVU9sV/2wTf0j8BkSszpy5IjMmDFDVqxYIXv27FEX8VKlSkmTJk2kR48ecuONNzr+rZueA6vdu3erba1evVpNW8StDGSdQgbGXr16qdzobhgZEmNlrCIiIsoNt9cb7YKDIGJwQEREfrreaDEgkYiIiOJHmzEH5B5uf+BRpsbgTC/PBwga1lVPbFf9sE39Rd+rAjnC0+uMZ5xHe6KgDlhXPbFd9cM29RfeViAiIiIbBgdERERkw+CAiIiIbBgcEBERkQ2DAyIiIrJhEiQfqF+/vprGg5TLpUuXTvj2kPcKKaahWLFi6mmTumJd9cR21Q/bNDkOHz6sZoZgCvtXX33lWI7BgQ/UrVtX+ymFRETkH/gymp6e7vj/zHPgAwUKFJDz58+rxsJTH4mIiBLh6NGj6ssorjvRsOeAiIiIbDggkYiIiGwYHBAREZENgwMiIiKyYXBARERENgwOiIiIyIbBAREREdkwOCAiIiKx+v9HmEkiGVyyUQAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_1 - NMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_2 - ARI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_2 - AMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_2 - NMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_3 - ARI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_3 - AMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_3 - NMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_4 - ARI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_4 - AMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Spatial_Scenario_4 - NMI\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 7 } ], "metadata": { "kernelspec": { "display_name": "Appeal", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }