{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Metrics of Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Packages" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import scanpy as sc\n", "import pandas as pd\n", "from sklearn.metrics import adjusted_rand_score, adjusted_mutual_info_score, normalized_mutual_info_score\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "adata_results_all = {}\n", "\n", "Noise_Combination = ['Noise_Combination_1', 'Noise_Combination_2', 'Noise_Combination_3', 'Noise_Combination_4']\n", "\n", "for Combination in Noise_Combination:\n", " adata = sc.read_h5ad(f'../../{Combination}.h5ad')\n", " adata_results_all[Combination] = adata" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Noise_Combination_1': AnnData object with n_obs × n_vars = 4800 × 0\n", " obs: 'Ground Truth', 'noise_level', 'SpaGCN', 'SpatialGlue', 'MultiMAP', 'STAGATE', 'Modality1', 'Modality2', 'SpatialCOC', 'MultiVI', 'COSMOS'\n", " obsm: 'COSMOS', 'Modality1', 'Modality2', 'MultiMAP', 'MultiVI', 'STAGATE', 'SpatialCOC', 'SpatialGlue', 'spatial',\n", " 'Noise_Combination_2': AnnData object with n_obs × n_vars = 4800 × 0\n", " obs: 'Ground Truth', 'noise_level', 'SpaGCN', 'SpatialGlue', 'MultiMAP', 'STAGATE', 'Modality1', 'Modality2', 'SpatialCOC', 'MultiVI', 'COSMOS'\n", " obsm: 'COSMOS', 'Modality1', 'Modality2', 'MultiMAP', 'MultiVI', 'STAGATE', 'SpatialCOC', 'SpatialGlue', 'spatial',\n", " 'Noise_Combination_3': AnnData object with n_obs × n_vars = 4800 × 0\n", " obs: 'Ground Truth', 'noise_level', 'SpaGCN', 'SpatialGlue', 'MultiMAP', 'STAGATE', 'Modality1', 'Modality2', 'SpatialCOC', 'MultiVI', 'COSMOS'\n", " obsm: 'COSMOS', 'Modality1', 'Modality2', 'MultiMAP', 'MultiVI', 'STAGATE', 'SpatialCOC', 'SpatialGlue', 'spatial',\n", " 'Noise_Combination_4': AnnData object with n_obs × n_vars = 4800 × 0\n", " obs: 'Ground Truth', 'noise_level', 'SpaGCN', 'SpatialGlue', 'MultiMAP', 'STAGATE', 'Modality1', 'Modality2', 'SpatialCOC', 'MultiVI', 'COSMOS'\n", " obsm: 'COSMOS', 'Modality1', 'Modality2', 'MultiMAP', 'MultiVI', 'STAGATE', 'SpatialCOC', 'SpatialGlue', 'spatial'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_results_all" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating Metrics" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to metrics_results.xlsx\n" ] } ], "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 combinations\n", "metrics_dict = {}\n", "\n", "# Function to calculate metrics for a given level\n", "def calculate_metrics(level_data, methods):\n", " true_labels = level_data.obs['Ground Truth'].values\n", " level_metrics = {method: {'ARI': [], 'AMI': [], 'NMI': []} for method in methods}\n", " for method in methods:\n", " pred_labels = level_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", " level_metrics[method] = {'ARI': ari, 'AMI': ami, 'NMI': nmi}\n", " return level_metrics\n", "\n", "# Iterate over each combinations\n", "for combination in Noise_Combination:\n", " adata = adata_results_all[combination]\n", " # Get unique levels\n", " levels = adata.obs['noise_level'].unique()\n", " # Initialize a dictionary to store metrics for each method\n", " combination_metrics = {method: {'ARI': [], 'AMI': [], 'NMI': []} for method in methods}\n", " # Iterate over each level\n", " for level in levels:\n", " # Get data for this level\n", " level_data = adata[adata.obs['noise_level'] == level]\n", " # Calculate metrics for this level\n", " level_metrics = calculate_metrics(level_data, methods)\n", " # Append metrics to pattern_metrics\n", " for method in methods:\n", " for metric in metrics:\n", " combination_metrics[method][metric].append(level_metrics[method][metric])\n", " # Save metrics for this pattern\n", " metrics_dict[combination] = combination_metrics\n", "\n", "# Save to Excel\n", "with pd.ExcelWriter('metrics_results.xlsx') as writer:\n", " for combination, metrics_data in metrics_dict.items():\n", " # Create a DataFrame for this combination\n", " rows = []\n", " for method in methods:\n", " for i, level in enumerate(levels):\n", " row = {\n", " 'Method': method,\n", " 'Noise_Level': level,\n", " 'ARI': metrics_data[method]['ARI'][i],\n", " 'AMI': metrics_data[method]['AMI'][i],\n", " 'NMI': metrics_data[method]['NMI'][i]\n", " }\n", " rows.append(row)\n", " \n", " df = pd.DataFrame(rows)\n", " sheet_name = str(combination)\n", " df.to_excel(writer, sheet_name=sheet_name, index=False)\n", "\n", "print(\"Metrics saved to metrics_results.xlsx\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_1 - ARI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_1 - AMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_1 - NMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_2 - ARI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_2 - AMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_2 - NMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_3 - ARI\n" ] }, { "data": { "image/png": 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69aOLFy9afn7w4EFxeffdd+nJJ5+ktLS0Aq0r5Ykkzz//PE2ePDnf/3333Xfi8v7771OHDh3oL3/5C1WpUiXi+wIAAChs2iQHGzZsEN/Yc3NzxfVmzZpRjx49xLf5L774gtauXSs+1KdPny7+f9q0aRHf1+9+9ztLYnDbbbeJS8mSJWn37t3097//XdzXJ598Ql26dBH3z/8HAADgBVokB5cvX6b+/fsbicHo0aNp/PjxlqUh69ato169etGPP/4oEgROJO68807X9/Xll1/SlClTxHHx4sVp/vz54rbMtm/fTr/4xS/oxIkToj0nEi+99FKB4wQAACgMWiQHc+bMEV35rHPnzjRhwoR8bTp16kSzZ8+mvn37GgnE559/7vq+3nvvPWMuwYgRI/IlBqxVq1ZieQonI2zhwoXKJwc8zMK9H/JYV4hTL4hTP36JtajicWpRPrlly5a0c+dOccxd+bJedSAOtWnTppSeni6uf/PNN1SnTh1X99WtWzdas2aNOOahCh42sOvN4MmQLDExkbKyslzdD8onAwBAtPmmfDJXmOJVA6x8+fJ0++2327blYYbu3bsb15cvX+76/swZHv+B7Xz//ffGcXJysuv7AQAAiBfPJwfcYyA7P2655Zaw3TNt2rQxjrdu3er6/po0aWIcT506VfQQBDNx4kRLb4Pq+G94/vx5cdGgM8kW4tQL4tSPX2LNUzxOzycHX3/9tXHsZIigVq1aQX/XqSFDhlCxYv+dqsErEzgh4SWUJ0+epP/85z9iZcJ9991nrIrgugfjxo0j1XH5Tk52+KJiKc9oQZx6QZz68Uus2YrH6fkJibwiQKpZs2bY9tWqVTOOT5065fr+6tatK+olcD0FXh3x73//WyQDwYYw7r//fvrzn/8sxngKIth8hSJFihhJil0b82PheQ+h2tr9Pp+0dllt4O1Gqy1LSkqKqG1OTo7j4lPcNhR+vHLFS7jbjbQtn0NylU1B2/L5wOeFbBvquQ1s6+Z2nbblv0GovzH38smevkjbmmOTx5HeLp9jod6k3bQ1vz6j0dbu9RnqdR/t9wi7trF6jwj3OGL1HuGmbWIB3iOCnbuF8R7hm+TgwoULxrGcABiKuY35d9145JFHxMRGXq2wfv36oG1SUlLorrvuoqpVqzq6zatXr4qLJE90LuhkHqKQuOqjXHnBeLmk3RsQ95bwUk+JM9XMzExHj4vrQdj9nXgnMS4qJfFqELnLWKBy5crRM888Y1znBIurWdo9RyNHjjSuL1iwgI4cOWL7wnjhhReM64sXL6YDBw7YxsPVM6UPP/yQ9u3bF7KtfKNYuXKl6Cmyw+dC6dKljYmqvJzVzrBhw8T8GMbnz5YtW2zbPvHEE1S5cmVxvGnTJtq4caNt24EDB4pJRmzbtm3Gz+XSWzNObmvXri2Od+zYQatXr7a93T59+lCDBg3E8Z49e2jFihW2bXn1Dr82GE/8Xbp0qW3bnj17ikqmjIuULVq0yLYtD821bt1aHGdkZNDcuXPztZFx8sqkdu3aGV8eeDWTHZ68zMXKGJ+7vMrIDs8slxOQ+TXBryM7vGKJ66wwfq0FK5gmNW/e3FjZxK/hYK93O6Haxuo9gr9gDRo0KObvEXbnbqzfI8aMGWOZl7Z3796Yv0cExhnL9wjfJAfmD1QnhYbMbcy/6wZPRORhA37CODu/++67xfACH/ObJ58k/MHHLwp+E+MPIX6RhHuRe2H4AQAA9Of5pYy8twFno4yz/qFDh4Zsf+XKFSNB4C7CcF3LgfjbECcDXFeBv6XxfAP+lmB2+PBheuCBB4zllfwt5tNPPzW6W530HDRu3FgkGHwf3377baEMK8js1ZwN6zisIL9t8TePUN1sXh5W4Imyr732mjgePny45W+k27CCPG9lnLoOKwR7feo4rMD3LV+jwc5dXYYVrly5ku/cLYz3CJ4H52Qpo+d7DnjDI4n/2OGYVxdwaWU3+PbvuecekRjwE7Jq1Sq68cYb87Xj7tp//OMfosuU//hcbIkLIT366KO2t83VFvkimas72r04zJy0iaRt4Big6m3DjamZ3/S4rdO/hauxOhdtzR840W4rcYyh4ozVY+APJ6d/32i0DRanm9vl15yX2jIV2sbqtSwfh5PHEs33iMJqm2SKK1ScsXp9ar9awZwcOBlHN7fhMS43lixZYnyL57G8YImBdP3111vGubiyIgAAgBd4vufAvPrAboKbmblwEU8adMM8+ZDLNIfTtWtX41gOMaiKv2HJ4ZFQwx9ehzj1gjj145dYiygep+eTAzkzWo71h2Oe0SpnYDtlTj4qVKgQtr15pUKkKyMKC3dzydnVOkOcekGc+vFLrMUUj1O9dMUl3ppZjs/z8q1w8yvNS0J4TwY3zMsgQ5VODlZCuWLFiq7uCwAAIF48nxyY91M4ffq0ZX13IE4ceBJhsG5/J8w9DebbscPbRJvXMquM/za8nTVfPL6AJSTEqRfEqR+/xJqneJyeTw6YudDH2LFjbdvxioH9+/eLYx7rMQ9JOCELlTCuXcClku1cunSJXnnlFeP6gw8+SCrjpUBcJCVUoRQdIE69IE79+CXWbMXj1CI54MpeXNaYcaU3ri4VuLaZv8XzvghSJAWH2rZta/Q28FpSThaCVaPiHox7773XqMLVsGFDUZEOAADACzw/IVHWK5g1a5b44OYMLC0tTSQJ/OHNSx1590W+LrtuuPSneetmc0nfAQMGGNeDdfVwGy6jeujQIbE3A5de5SJHfLnuuutEkSQuL8s9B3K55LJly1yv7wUAAIgXLZID1rFjR1GHgL+h88oA/tY+adKkoBUV5Y6JkahSpQpt3rxZDGV8/PHH4mdc5IgvwbZ35tryXO0QYodrV4TaI8GMk0euzc/bpPLk1LJlyzq+n0aNGjnavwMAwOu0SQ7kRi48p+CNN94Q+xvwt3uuiMgf6DwkwKWV5SYrBcFLFDds2CCqIM6fP198yPAGLzyUwXso8D4LXD754Ycfjlq1KrDHiYHblSeMe3Tc4A2Kbr75Ztf3AwDgNVolB4wTgQkTJohLJHMXzDuThcM7tMld2iB++Bs9f3A77TngPQc4MeAhIl4K6+Z+AAD8QLvkAPyHu/qdfqPnvRWSk5OND3v0BAAA5IfkAIzynbIWg4qlPKOFY5P1KsybW+nGT88n4tSLSrFmZGTQ2bNnHbXlIWwnVXolXvHGc5/YX/7yF1dD0Ly5n9xdOBz+MsQ7Mfpuy2Zd1ahRw9G2muAe73PBcxQwhwAAQiUGjRs3drShn+o9q7yKTiYITj9b0HMAAAAQ4OzZsyIxeGvG76hhg/DfvK9cyaIjGScL5bHVSq1KJUqE38p6/9cZ9PgTfxCxuO09QHIAAncgySpdXJNB1y53c5w6d5r58flEnHpQLdaGDVLppub1HbW97VZ3VXdVpvfgFTjGL8aJEyeKi4qlPKOFY3v77bfFcWAVTZ346flEnHrxU6wqQ3IAAAAAFkgOAAAAwAJzDgAAAIIsTWT/WPdPMbEvFrKysunEye8pper1lJQU/f135ARJGYsbSA4AAAACnP+pBsH4iXNJl1jcQHIAAAAQ4M477xR79Dj9YOW9fF566SUqDLw9wM9+9jNHbcuXLy9icQvJAQAAQJDiQT169HDcnmsidO/e3XF7Xokxa9YskXw8/fTTyu0Qi+QAjDKlvMW0PNYVx1anTh1xHO/107Hkp+cTcerFq7GWcrHHi1xK3bVrV3Hcrl07KlZMrY9jlE9WFMonxw7KJwOAX9Vw+NninbQMAAAACgWSAwAAALBQa5AD4iYrK0uUK2WjRo2ipKTwm3p4Nc4333xTHOtcmtVPzyfi1ItfYs1SPE70HAAAAIAFkgMAAACwQHIAAAAAFkgOAAAAwALJAQAAAFhgtQJAnGRkZNDZs2cdt+ed1Q4fPuy4+tqXX34pjhctWuSq+lrt2rWpZMmSjtsnJydTamqq4/YAoD4kB2CUKa1fv75xrCuOTX6QxbN8MicGjRs3osxM91upurVs2bKY3n6pUiUpPX1fXBIEP523fojTT7EWUTxOlE9WFMon610+WT6GtBc6UP3U8o5+50pWDh09eSnmj61G1TJUIsnZ94YDGefp6Vc+QSlqAM0+W9BzABBHnBg0a5DsuP0tN8T04QAACOr1ZQAAAEBcoecAjFKekydPFscjRoxQrpRnNON86623tC+f7Bd+Om/9EKefYs1SPE4kB2Dwy4clz+QHffjlvPVLnH6KNVvhODGsAAAAABZIDgAAAMACyQEAAABYIDkAAAAACyQHAAAAYIHVCmCUEq5Vq5ZxrCuOLSUlxTgGb/PTeeuHOP0Ua4LicSI5ACExMZH69+9PfojzF7/4BY0bN87VZkSgJj+dt36I00+xJioeJ4YVAAAAwALJAQAAAFigXxWMUp5Tp04Vx8OGDVOulGc045w7d67y1cnAGT+dt36I00+xZikeJ5IDMGRmZpIfXLlyJd4PAaLIL+etX+L0U6yZCseJYQUAAACwQHIAAAAAFkgOAAAAwALJAQAAAFggOQAAAAALrFYAo3xntWrVjGNdcWyVKlUyjsHb/HTe+iFOP8WaoHicSA7AKOU5aNAg8kOc999/P/3+979H+WQN+Om89UOcfoo1UfE4MawAAAAAFvjqBMrJyMigs2fPxuz209PTLf/GSnJyMqWmpsb0PgAAYgHJARilhKdNmyaOn3rqKdHlFa/EoHGjhpR5OfZVDB999NGY3n6pkiUofd9+JAg+OG9jzS9x+inWbMXjRHIAQl5eHl24cME4jhfuMeDE4E8PVaB6lWNzel7JzqOj53KoRoViVCIxNhOBDp7OoWcXnxPxIDnQ/7yNNb/E6adY8xSPE8kBKIkTgxuqx24jkla1i8fstgEAvA4TEgEAAMACPQcAcXD58mXx78GM8+Rl8vHLeABAD0gOAOLg8OHD4t/fvvIJ6RJPu3bt4v0wACBKkBwAxEHt2rXFv6+/0IHqpZYnL/cccIIj4wEAPSA5AAFlhQtXyZIlxb+cGDRrkEy6xFPY/HLe+iVOP8WaoHicSA5A4DW2Tz75ZLwfBoArfjlv/RKnn2JNVDxOrFYAAAAACyQHAAAAYIFhBTBKec6ePVsc805hqpXyBPDzeeuXOP0Ua7bicSI5AKN855kzZ4xjAC/wy3nrlzj9FGue4nFiWAEAAAAskBwAAACA3snB8ePHadSoUdSiRQsqW7YslSpViurXr08DBgygzZs3R33M6J133qEePXpQzZo1qXjx4lSuXDlq3bo1jR07lk6fPh3V+wMAACgMWs05+OCDD6hfv3508eJFy88PHjwoLu+++65YV5qWlkZFixYt0H3t3r2b+vbtS3v37rX8PCsri7Zt2yYur7/+Or333nvUvXv3At0XAABAYdImOdiwYQP17t2bcnNzxfVmzZqJb/QlSpSgL774gtauXSsmfUyfPl38/7Rp0wqUGNx555107tw5cb1y5cp0//33U40aNejo0aO0bNky0Wvwww8/0H333Ueffvop3XrrrVGKFAAAILa0SA54R7j+/fsbicHo0aNp/PjxlpKU69ato169etGPP/4oEgROJPgD3q2cnBz61a9+ZSQGjz76KM2aNctSPnbSpEn08MMP09///nfRk8C9FTt27CCV8d+Kh0TkMYAX+OW89Uucfoo1QfE4tUgO5syZQ99995047ty5M02YMCFfm06dOok1pTwUIBOIzz//3PV9zZgxg/bs2SOOH3jgAZo3b16+J7ZMmTJiOKFu3boiidi5cyd9+eWXdOONN5KqeI3tM888E++HAeCKX85bv8Tpp1gTFY9TiwmJPJdAevHFF23b8bf5xo0bi2OenPjtt9+6vq+33npL/MuTHXnugl3GV6FCBfr1r38thje4h0KuZwUAAFCd53sO+EN3165d4rh8+fJ0++2327blD3KeHJieni6uL1++nIYPH+74vvbt2yfmG7BHHnmEqlWrFrL95MmTHd82AACAKjyfHHCXvawudcstt4RdhdCmTRvjeOvWra7ua8uWLcYxD1/ohJdlyh4Ynr+hWilPAD+ft36J00+xZisep+eTg6+//to4rlOnTtj2tWrVCvq7Tsi5Bqxp06bGz3guwz/+8Q8x74FrHTRq1IgefPBBeuKJJ8RqCS/gBItrRMhjAC/wy3nrlzj9FGue4nF6Pjk4ceKEccyFiMIxDwWcOnXK1X3xsIJUtWpVevnll2nixIliBYOUmZkpehj4wnUO/va3v9ENN9xABcErHgIVKVKEihUrFrKNeTjFnJUGa2v3+5zd2p24gbcbjbb8c51wPIF/W9W+IUQzTj4n+dxk165ds7w2AnEvn+zpi7St+W8rjyO9XT4fQ51/btqaX5/RaGv3+gz1uo/2e4Rd21i9R4R7HElJSY5uN7Atnw98XkSjbWJiojHvzG3bYOdusLa8Ck+uxAt3u+Hams8H7ZODCxcuGMdcDTEccxvz7zpx/vx54/j3v/+9WLLIWrVqJVZDlC5dWhRFWrFihUgSDh06RHfccQdt375drFwI5erVq+IiyROdCzpxAhKIqz7KlRdyfoPdGxD3lnC3lTR16lTx+JzgehB2f6dKlSqJZZoS96DYTbzkJTvmmbncnSazZrNgP/Oyt99+O9/clGHDhpFuZJy8RFj2qvHcnqVLl9r+Ts+ePUUlU8ZFyhYtWmTbtlu3bqLyKMvIyKC5c+fmazNlyhTxL78W27VrZ3x54NVMdtq3b08dOnQQx3zu8mokO7fddht16dJFHPNrgl9Hdvg9geusMH6thZp/1Lx5c7HMmvFrONjr3U6otrF6j+DnmXcRjPV7hPk5DfY+PnLkSOP6ggUL6MiRI7Yfni+88IJxffHixXTgwAGyM2bMGOOY56UFFroz42q8MplYuXKlMSctmBEjRojPCMZ1d/hzwS5Ofo/gOXRs/fr1liHtQNxDzbV22KZNm2jjxo22bQcOHEi+SQ7MH6jmWgN2zG3Mv+vEpUuXjGNODHjIgFcvmF+A8s2L3/j+9a9/iYSC/z/c/AZ+kY8bN87V4wEAAIiFhDwVBztcGDx4sLEnNmf9Q4cODdn+ypUrRoLAXYShuhwD1atXj7755hvLtyXesyEY/gbMwwmyWNLq1aupa9eujnsOeMkl30b16tWDLrmMxbCCzF7N2XBhDyvwyhOeNPrhbyrRDdX/v3vPa746lkX3vnFGVOe86aabLP/HfweOs2XLlrR6Zi9q1iCZvGrP12ep29APjDjjMawgz1teecTnra7DCsFenzoOK/B9yx4R+ZzqOKxw5cqVfOduYQwrpKam0rFjx8RnC1f0tW1LHscFhyT+Yzuppii5nSxobs+TDs3dcMG63oYMGUKvvvqquM5DDaGSA57IyBfJXD/B7sVh5qRNJG3djI9Ho61u4/Ecj5u/t05x8oeT09ij0ZZ/VpDHwK85L7VlKrSN1XuEfBxOHoub23U17l4sdm3NcYWK05yUhuOmrfZFkMzJgZNxdHMbWbrSKS58JPEHfbiSlzz2aV5yqToex3MybwNAJX45b/0Sp59iLaVwnJ7vOTBP9nIymY27U6SUlBRX93X99dcHvV87vBGT9P3335PKOGs1T/AB8AK/nLd+idNPsSYpHqfnew7kzGh2+PDhsO3NM1obNGjg6r6aNGkSdOWCHfNYp7nXAQAAQGWeTw547wLZvb9t27awxSTMS0J4QpgbctlVYEEkO7yU0U0NBgAAABV4Pjkw76dw+vRpkSDY4cRh1apVxvVQEwSDufvuu42JL1wR8YcffgjZnrdsln7+85+TF0p58kW3QkSgL7+ct36J00+xZisep+fnHDCuI8DFH9jYsWMtCYDZwoULaf/+/UaREvOQhNM5B/fcc48ojMHLDp9//nnbAitcmlkWauEZ04G1EFTDiZMcconn6la5muTgafVeLG7Ix29eHQP6nrex5pc4/RRrnuJxapEc8JJCrv7FNQi4ngBXl+L1o+alJevWrRNLC6VICw7x0kS+D142yQWQkpOTacKECZalNFx9i6ujyQ8GrhDmZAIj/P+8kWcXh5/T4ZV4ZLU+AACv0CI54PoDs2bNEsME3D2TlpYmPsC5JCkvdeTqhHxdZmdc+pO3bg7E3TvmokbBsjmexDh9+nRRhpILXvzhD38QPRJcEZH3W+BSm8uWLTNqLnA9BFnrAMKrXbu2+PdPD5WnepUTPd1zwAmOjAcAwEu0SA5Yx44dacmSJdSvXz9R55u/vcu9DwIrKvKHe0FwAsFJB9e05iWKvBvjG2+8ka/dnXfeKWrLy3raEJ6sXsmJgZcrJLop6Q0AoBrPT0g042/vPKdg9OjRYmUBFznitaS8UuCXv/wlffzxx/Tmm29GpYIUb8nMCQj3CrRt21ZsMMLDGPwv90rwJjI8lFGxYsWoxAYAAFBYtOk5kKpUqSLmAPAlkrkLoUoiB6pQoQL97ne/ExcAAABdaJccQOR029fACw5kxG7i5ZWsHDp68hLVqFqGSiQV89zjd8ov561f4vRTrIkKx+n5XRl1xaWXneycpRveg4KLU+myK+OOHTvo5ptvzvf/vK1348aNKDPT+0sdS5UqSenp+8RubwCgx2cLeg4A4oA/SPkD9ezZszG7j/T0dHr00Udp/vz5YgvwWOHlvEgMAPSC5AAgTvgDtTA+VDkxCNZ7AQBgB8kBGJtELV68WBw/9NBDrvYmBzWfT67tIY915Zfz1i9x+inWHMXjVOvRQNxwQSdemimPwdv4OeR5DUznaUV+OW/9EqefYr2meJxa1TkAAACAgkNyAAAAAO6HFX79619TrCQkJIgNjAAAAMBDyQFvSMQf4rGC5AAAAMCDExJjNakplkkHAAAAxCg5GDNmTAQ3DQAAAF6E8smKQvlkvcsnRyIzM5P27dsX8wqJjRo1olKlSkX4KAFAZSifDKAZTgw4cXKLEwQ3opnQAIA3ITkA8Aj+Rs8f3E5dvnyZDh8+TLVr16aSJUu6uh8A8Le4Jge86cxzzz1H8+bNi+fDgJ9KeS5fvlwc33fffcqV8gTe/bCU42/08vlMSkqiW2+9Vdvn0y/nrV/i9FOsOYrHGbciSLNnz6aGDRvSggUL4vUQwITLd+7du1dcVCzlCe745flEnPrxS6zXFI/TdXKwdu1a6tWrF9WpU0d0VXKX5eOPPy4mPznx1Vdf0e23305Dhw6lc+fORfKYAQAAQIXkgMcve/fuTd27d6cPP/yQjhw5QlevXqXvvvtOFEm66aab6J133gn5+88//7yYULVlyxatN4MBAADwRXLAM56XLVsmPtTlhcnjrKwsGjx4MK1bty7f73766afUpEkTmjJlCmVnZ1uWVCxZsiRasQAAAEBhJQcbN24UEydkNcM77rhD9BLwfvFpaWnUtGlT8fPc3FwaNmyY5Xdfeukluuuuu0RPg3GnRYrQs88+K4Yi7r///mjEAQAAAFHiaHrkokWLjOOBAwfSrFmzjOt33303DRkyRAw58HADr8X+7LPPqG3btjRgwABRgIV7Fjix4H/btGlDM2fOpBtvvDFaMQAAAEBhJwdybXWFChXo9ddfz/f/iYmJImHgSYpXrlwRPQobNmyg9957z+htuO666+jVV18ViQQAAAB4vHxySkoKnT59mh5++OGQSw87d+4skoIbbriBDhw4ICYs8s137dqV5syZQ9WqVYv249dWYZdP5udJzgfhZC9eG2KhfLJez2esIU79+CXWvDjFGdXyyefPnxf/NmjQIGS75s2b0/r168VyRQ6c5xZMmjRJFDoCtfGJyQVzVHHwdE7MbvtKdh4dPZdDNSoUoxKJCZ57/F58PmMFcerHL7EmKB6no+SAVyKwMmXKhGxXvnx58S8nBkWLFqW//vWvmHAIriQnJ1OpkiXo2cXer4HBcXA8AABe4yg5kBMKw3V7yPrt3O43v/kNEgOPlfJcuXKlOL7nnnviVsozNTWV0vftF6W1YxUnT7D985//THPnzhVDYLHCiQHH4+fnM9YQp378EmuO4nHG7NFg4qG3cPnO3bt3i2MudBVP/IEaqw9V7gV76623xDGX79Z190GVns9YQpzxkZGR4TiBlxuAufnQ/Nvf/iaOL1y44OpD080mY/FM3lV8TgstOahbt26sbhoAAOKYGPDOnfyhH2tceC9WOIngpffxTBBUFrPkgGdfAgCAXrjHgBODvo/8mqpUSQnbnmfk//BDbIYJA1WsmOzos+fUqRO0cMHbIhYkB8GpNcgBAACewIlBjRrOPlh/9jP0JHtN3LZsBgAAADUhOQAAAIDIhxVGjhwpLuHIOgdO8LJHnp0KAAAAHp1zEKrasrkWgoOqzKAQnsQzYsQI41hXHNtjjz0m9gJRbV1xNPnp+USc4EWJij+njt8dnXzYIyHwLk7qSpcuTX6I01ysS1d+ej4RJ3hRguLPqaPk4NChQ7F/JAAAAOCd5KBWrVoxewCFseMghMfzPtauXSuO7777bm273DnOTZs2Gce68tPziTjBi3IUf07jtlph9erV1LNnT6pTp068HgIElPLcvn27uPCxrji2vXv3aj8M5qfnE3GCF11T/Dkt1FTlzJkzoq797NmzRa1tuaETAAAA+Cw52LhxI82cOZOWL18uSmkiKQAAv8vMzBS1/Z3g903e0+D8+fO0ZcsWKlu2rKv74r0QSpUqFeEjBT+KWXLAu2nxlricFOzfv1/8zJwU8DFvztS/f/9YPQQAAGVxYtCyZctC2Yxox44d2u5ACh5JDrZt20YzZsygxYsXi805Asd1eenGgw8+KJKCO+64I9p3DwDgCfxtnj+0nfYcvPbaayIxePfdd6lZs2au7wug0JMD7h5bsGABvfnmm7Rr1y7xM3NSwL0FP//5z2nAgAHUu3dvdG8BgO/x+6DTb/NZWVmUnJxsfNDHsxdAbtXMOxt6lXzshbHttC+Tg6+++koMG8yfP5/+85//iJ8F9hRwYvCrX/1KZLsAAOBtPJmc8ZbHOsTSrl27eD8MPZIDzmCXLFkikoLNmzfnSwg4G+beAe4luPPOO8XPihTB/k6q4/Kdw4YNM451xbH17dvXF+WT/fJ8+iVOVc7b2rVri3+7dvsFVaz4396MWNQAuHjxPF13XfmYxPvDD2dpzeq/GbHEQ6Li567jv/o333wjhg24B+D777/PlxRw9sUJwUMPPURlypSJzaOFmOEenvLly5Mf4pQzvXVeMeOn59Mvcapy3tasWVOUIOcPVy/jGDiWeElQ/Nx1lBx06dKFNmzYIJIBc0JQo0YNMWTAkwvr168fy8cJAAAKSE1NFSstzp4966h9eno6Pfroo1QYeIi7cePGjtryHA6OBQqQHKxbt844rlixIt13333Up08fMWwQ7ywWoiM3N5fWr18vju+66y7HW257MU5eJy6PdeWn59Mvcap03vKHqtMPVjerMmR8n332GZ06dYp69OjhanMiL9VzyFX83HU8rMBJQIUKFWjo0KHUsWNHsfoAiYGebz4dOnRQ7kSNZpxffvmlOFaxZGm0+On59EucXj1v3azKkPPaVq1aJbr9b731VkpKSiId5Sp+7jqaKcgTQng44dy5czRx4kTq3LkzVa5cmR577DFas2aN1jXqAQAA/MZRcnDs2DGaNGkSNWnSxJh3wGU8ubYBd/vwpI4XXnjBqIQIAAAAmicHlSpVouHDh9OePXvoiy++oEGDBlG5cuWMROHEiRP0hz/8QSQPbdu2FRsrXbx4MfaPHgAAAKLOdQGC1q1biyWNnBDMmzfPqGUgE4WtW7eKeQkpKSnRf7QAAAAQcxFXJypRooRYnsKzLbkGwujRo8XsVZkkcFlKOWHx/fffp4EDB4rlkAAAAKC2qJQu5CpT48ePp0OHDtE//vEPevjhh0XyIBOFS5cu0TvvvCMmMnJthJEjRxp7MAAAAIBaEvJitNRATljkpGDnzp3WO/2pR6Fhw4ai94EnM4IVJ1E8EbR69ep09OjRmN8fnwZnzpwx5pjoukyV4+TeLk5Ut2/fHtGWuV7gp+fTL3H64bz123N6Jg5xOv1sidmmB1wW8qmnnhIn8u7du+npp582dhWT+QhX2XrppZdi9RDABT4xeXkqX3R9MTKOjQt5yWNd+en59Eucfjhv/facVlY4zkLZEYn3Hv/zn/8sspXFixdTt27dsBkTAACAogp1ey/eeYp3bOTL8ePHxSZOc+fOLcyHACGqdW3atEkc33HHHcpV6wolMzNT9EI5jXPFihXi+N///rer+/FaaVavPp9u+ClO7oWVxzrz03Oqcpxx2/uzWrVqYq4B5huoc6Ju3LhRHHOtCtVO1FA4MYhkDJYrfLrB9eHdlIGNJy8/n274KU65P4HXyie75afndKPCceq7oT34hpuNXbKzs2nWrFliwizPg5Hb4Dq9HwAAP0ByAJ7nZmMX3tRF7ih32223abupCwBAQWBWIAAAAFig5wAAIEoyMjLo7NmzUb9dHg6Tt8tzbHhyd6zwknPuWQN/0y454FUQr7/+Oq1evVqUdeZJH1zs4fbbbxcbRvHEj1j65z//Se3ataOcnBwaM2YMjR07Nqb3BwDqJAY8L4VLx8dS//79Y3r7JUuWFAkIEgR/0yo5+OCDD6hfv375doQ8ePCguPDSySeffJLS0tJiMjP0xx9/FBUfOTEAAH/hb/acGDz+wF2Uklwh6refnZ1DZ8//h5LLl6XExNi8dZ84e47een+9iAXJgb9pkxzwpk5cP0GuAebCSz169BB7PPA202vXrhWVGadPny7+f9q0aVF/DM899xwdOHCAvKhYsWJicyx5rCvEqRcV4+TEoFa1SjG57Xq19N/tVsXn1I9xqveIIsDZOne1ycSAd4jkjaDMJSnXrVtHvXr1Et/uOUHgREJuNx0NH374oVgi51VcsZKHX3SHOPXilzj9xC/PaRHF49RitcKcOXPou+++E8e8McmECRPy1aru1KkTzZ4927jOCUS0nD592sgAsTQOAAC8TovkgOcSSC+++KJtO95KunHjxuJ48+bN9O2330bl/h9//HGRIJQuXZqef/558iLudfn888/FRefyrIhTL36J00/88pzmKh6n55MD3vJy165dxk6QvCrBDvcmdO/e3bi+fPnyAt//zJkzaeXKleL4j3/8I9WtW5e8iE9OHnrhi4onarQgTr34JU4/8ctzmqt4nJ5PDnbu3GlsAX3LLbeEXYXQpk0b43jr1q0Fuu+vv/6ahg8fLo456Rg8eHCBbg8AAEAFnk8O+ANaqlOnTtj2tWrVCvq7bvFyRV62yDsCXn/99fTWW29FfFsAAAAq8fxqhRMnThjHNWvWdLQbpHTq1KmI75dXQ2zbtk0cv/nmm1S1alWKFd4PINhMV/Pyl2BtzMMp5opqwdra/T5XZpM9M+FuN1ptAyd2umnLSZvTXevC1aPgxysntoa73UjbcndiqC5FN235fODzQrYN9dwGtnVzu07b8t8g1N+Ye/lkT1+kbc2xyeNIb5fPMT7XIm0b6ne9hmOxe0+I1es+sG2497VYvUe4aZtYgPeIYOduYbxH+CY5uHDhgmUDnnDMbcy/68aWLVvolVdeMbb9feCBB6igrl69Ki6SPNG5oNPEiRPzta9fvz717dvXuD558mTbNyfuLTFXVZs6daro8XCC60HY/Z0qVaokikpJvBqE54AEU65cOXrmmWcsk0i5mqXdczRy5Ejj+oIFC+jIkSO2Lwzztt+LFy8OWWti1KhRluWnXAkuVFv5RsHzSnbv3m3bdsSIEWJCKuOaGtu3b7dtO2zYMDE/hq1fv16cT3aeeOIJqly5sjjmvd/lFq/B8IoZuTRKJq5sypQp+dpysbDatWuLY97RkiuK2unTpw81aNBAHO/Zs4dWrFhh25aXCDdt2lQcp6en09KlS23b9uzZk1q0aCGOuUjZokWLbNt269aNWrdubVQinDt3br42Mk5emcRVSuWXB17NZKd9+/bUoUMHcczn7owZM2zb8kZdXbp0Ecf8muDXkZnd+exFCxcupDVr1th+weJqs7F+j7A7d2P9HsGVbc3z0vbu3Uuxfo8IjDOW7xG+SQ7MH6hc9jMccxvz7zp16dIlMZzA2RlXEONqi9HACcC4ceOiclsAUPhkD8WJM+fIq+Rj16kXBCKTkBeqL8YDeBKgrF/AWf/QoUNDtr9y5YqRIHAXodtSx7xs8e233xbdOJzRBRZS4m/EAwYMEMdu9lYI7DngJZf8TYS/CQZbchmLYQWZvZqzYR2HFWRPDH/zCNXN5uVhBS4M9tprr4ljnjQbWH9Dp2EFed7KOOM1rMA9H7He96Cw8PsY9xjFY1iBn1P5Gg127uoyrHDlypV8525hvEfwl9pjx46Jz5ajR4/atyWPK1OmjHHMf+xwzJuicGllN7iLiRMDxt1f0aywWLx4cXGRzEWcnBRWclN8KVhbPmm4q1keS252f1OhbbgxNX7xyjj5+ZcfZAW93Ujbmj9wotmWzyUZJ3fBhoozVo+B79PpeRlpW/N5GyxON7fLr7mCtK1Xr5749/H776KUStHfW6Gweg7eWrZexOL0bxHt13K457SgjyFWr+ViLttybE7ijNXrM+xjJI2SAyfj6OY2PMbl1MmTJ42lijymKucc6IJPTDkGrTPEqReV4pQ9kpwYxGpvhcLiZIjWD8+pn+P0fHJgXn3gZEIQd6dIKSnONzHhbh+5n3rLli3pjTfeCNrOPMmEqzDyREG5kuKXv/yl4/sDAACIF88nB3JmNDt8+HDY9uYZrXIGthPmpGLevHmOfuejjz4SFzkrWuXkgMepeNa6TH5isaW1ChCnXlSMk7c9joXC2rI53lR8Tv0Yp+eTA96amcf/eDIKL9/ifwM3XTIzLwnhJwT+/0SVy9l4eZlqJ2q0IE69qBRncnKy6I5/6/315GUcA8cSLyo9p36O0/PJgdxPgdd38uZHnCDI9dCBOHFYtWqVcb1r166O7+eTTz5x1C7S1QoA4G08C5zrZsjhx2ji2fi8+mTZsmXiPYa/FMUKJwYcC/ib55MDxsWAODlg/GFsTgACC3vs379fHLdq1coyJAEAUFD8oRqLD1Ze3ie/zTdq1IhuvvnmqN8HgHbJAa8t5ol/33zzjeim4epSvH7UvLSEd74aMmSIcR0FhwAgnnjlVKgKnYE9B7JHgn/HzdI9mVA4qSALoFVywOvVZ82aJYYJ+EXEVQs5SejVq5dY6si7L/J1WSSDS3+at24ONiTAPF4fCgAUxh/ykcx7iqTQEk98Q28D+C45YB07dqQlS5aIohJc55trZ0+aNClfO65VMH369Lg8RgAA87d5OVs9HP7Sw1+Azp8/T08//TSVLVvW9X0B+DI5kBu58JwCrkHAm2AcOnRIVESsUqUKtW3bVpRWlpusAADEE3fzO/02z3MO5HwG3gDKTUVUAF/uraCrGjVqOKp/HS1cVph3xmNcOtVpWWGvQZx6QZz68Uus1+IUp9PPFiQHiirs5AAAAPRXw+Fni54pGQAAAERMqzkHULBqXXv27BHHXGBFtWpd0YI49YI49eOXWHMVjxPJARgn6ooVK8RxkyZNlDtRowVx6gVx6scvseYqHieGFQAAAMACyQEAAABYIDkAAAAACyQHAAAAYIHkAAAAACyQHAAAAIAFljKCwNtb9+7d2zjWFeLUC+LUj19iLaZ4nCifrCiUTwYAgGhD+WQAAACIiHp9GRC3HcLS09PFcePGjbXeCQ1x6gNx6scvsV5TPE61Hg3ETU5ODi1dulRc+FhXiFMviFM/fok1R/E4kRwAAACABZIDAAAAsEByAAAAABZIDgAAAMACyQEAAABYIDkAAAAAC9Q5AKFo0aLUs2dP41hXiFMviFM/fom1qOJxonyyolA+GQAAog3lkwEAACAiGFYAo5TnwYMHxXG9evWUK+UZLYhTL4hTP36J9Zricar1aCBuuHznokWLxEXFUp7Rgjj1gjj145dYcxSPE8kBAAAAWCA5AAAAAAskBwAAAGCB5AAAAAAskBwAAACABZIDAAAAsECdAzDKd3br1s041hXi1Avi1I9fYi2qeJwon6wolE8GAIBoQ/lkAAAAiAiGFcAo5ZmRkSGOU1NTlSvlGS2IUy+IUz9+ifWa4nGq9Wggbrh859y5c8VFxVKe0YI49YI49eOXWHMUjxPJAQAAAFggOQAAAAALJAcAAABggeQAAAAALJAcAAAAgAWSAwAAALBAnQMwynd26tTJONYV4tQL4tSPX2ItqnicKJ+sKJRPBgCAaEP5ZAAAAIgIhhXAKOV54sQJcZySkqJcKc9oQZx6QZz68Uus1xSPU61HA3HD5TvnzJkjLiqW8owWxKkXxKkfv8Sao3icSA4AAADAAskBAAAAWCA5AAAAAAskBwAAAGCB5AAAAAAskBwAAACABeocgFG+s3379saxrhCnXhCnfvwSa1HF40T5ZEWhfDIAAEQbyicDAABARDCsAAJ3IJ05c0YcV6pUiRISEkhHiFMviFM/fok1T/E40XMAQnZ2Ns2YMUNc+FhXiFMviFM/fok1W/E4kRwAAACABZIDAAAAsMCcA4XVJKKWV68SffaZ819q2JAHsKw/y8oi+uc/Q/5aQnY21Txy5L/Hn39OlJxM1KxZ/oZ79xL98AO5cvPNRKVKWX/Gt8G35Ua1akR16uT/OcfGMTrAcdbIyKCjqan5/zMj478XNxo0IKpc2foz7iLcutXd7Vx3HdGNN+b/eXo60fffu7utm24iSky0/uzcOaJ//9vd7aSkENWtm//n27YR8XnpFI+ltmuX/+fffUf00znnWP36RFWqWH5UJDeXqh89+t/zNjBuO2XLEjVvHr2/d+nS1p+dP0/01VfR+Xtv304J//mP9fUZLs7bb8//M56Zfviwu8dUrx5R1arWn/EOgl984e52ypQhatEi/8/37SM6ezb0e1FgrHw7fHtmFy4Q7dnj7jFxXBxfoB07iC5fdndbwf7ex44RHTpk+ytB4+Tnn88Ds9xcoi1b3D0ePh/5vAy0fz/dcvUqHXNyG7yUEdRTvXr1vDH89Li9LFyY/8aOH3d/O+3bB39g997r/rb27ct/OytXur+dZ5+1+2O5up2riYl5Y8eOzbt69ar1diZMcP+Y3nsv/+M5fdr97bRrFzy2++5zf1tffSVi4xiNONescX87v/1t8MdUq5a720lKCn47r7zi/jG9847lJji2V59/3v3ttGkT/DH17u3+tnbvzn87H33k/naefDL4Y6pb193tFC0a/HZee839Y5o9O//tXLjg/nZatQr+mB5+2P1t7diR/3Y+/tj97QweHPwxNWjg/raCmTLF/e3MnJn/di5dcn87N90U/DE98oj4f/7o58+YUDCsAAAAABbaJQfHjx+nUaNGUYsWLahs2bJUqlQpql+/Pg0YMIA2b94c1ftat24d9evXjxo0aCDuq3jx4lStWjXq3r07zZo1i6666XoFAABQhFYVEj/44APxYX3x4kXbNk8++SSlpaUVqFwlr0391a9+RWvXrg3Zrnbt2rR06VJq2bJlRFWsihw7Ri2Tk2n58uUxn3OQm5tLO3isjec5tGxJRStW1HLOAce5fedOutC0Kd11113W80CjOQe5JUrQ+vXrxVURJ78mNJxzwM/nhrVrqdy+ff89b52+rj025yD3xx+tr89wcXp4zkG+96LAWDWZc5AbLM5CmHNw3+230wdnz4atkKhNcrBhwwbq0qWL+IOzZs2aUY8ePahEiRL0xRdfiA9yGSonCNOmTYvofi5dukR33HEH/etf/xLX+Qnt2rWreHITExNp3759Ikn58ccfxf9fd9119Pnnn9MNN9zg6n5QPhkAAKLN8WdLngYyMzPzatasKSZZ8GX06NF5165ds7T56KOP8kqXLm202bBhQ0T39fzzzxu3Ubt27bwvv/wyX5uTJ0/mtWvXzmjXsmXLfI8nHJ4s4mTSCAAAQLQ/W7SYczBnzhz6jrsoiahz5840YcKEfKUoO3XqRLNnzzaujx492vX9XL58maZPny6OixQpInoIuIciUJUqVWjlypXiX8ZdRxs3biSVca/K+fPnxUWTzqSgEKdeEKd+/BJrnuJxapEcvPvuu8bxiy++aNvu4YcfpsaNG4tjnpz47bffuh664GEFmWw0DzZm+ZPy5cuL+Q+SHP9VFZfvnDp1qrioWMozWhCnXhCnfvwSa7bicXo+OeDJgbt27TI+kG8PNjHkJ9ybwCsJJFcT/YjnF/3/BKNbbrklbPu6pslFJ06ccHVfAAAA8eL5Cok7d+40umT4AzvcLN42bdoYx1tdzih/9tln6Ze//KWYzCGHDMItq5TKBM6uBQAAUJTnk4Ovv/7aOK4TbJlbgFq1agX9XSeSkpLE8kS+OLFs2TLjuGnTpq7uCwAAIF48nxyYu+tr1uTdCELjIkXSqVOnYva4Fi5cSHt+WnfLSxx/8YtfRHxbWUHW8POEyGLFioVsYx5O4ccQqq3d7/NYmN1kmcDbjVZbmYhF0jYnJ4euXbtGTnDbUPjxyomt4W430ra89FYuvy1oWz4f+LyQbUM9t4Ft3dyu07b8Nwj1N+ZePtnTF2lbc2zyONLb5XMs1Nivm7bm12c02tq9PkO97qP9HmHXNlbvEeEeR6zeI9y0TSzAe0Swc7cw3iN8kxxc4OIXP+FqiOGY25h/N5oOHjxIv/nNb4zrQ4YMCTsMwdUUzRUV5YnOBZ0mTpyYrz1Xfezbt69xffLkybZvQNxb0r9/f+M6T4DJzMx0FAvXg7D7O1WqVEnUjJB4NQjPAQmmXLly9Mwzz1gmkZqHXQKfo5EjRxrXFyxYQEdsiuXwC+OFF14wri9evJgOHDhgGw9Xz5Q+/PBDUZciVFv5RsGrT3bv3m3bdsSIEVT6p0I4XFNj+/bttm2HDRsm5sfIiapbQhQ4eeKJJ6jyT0WWNm3aFHLVy8CBA8XaZbaNCxX9ZMqUKfna8mRZ2QPGq2lWr15te7t9+vQRVUAZJ7wrVqywbdu7d2+jlyw9PV0UAbPTs2dPUclUvmYWLVpk27Zbt27UunVrcZyRkUFz587N10bGyZOF2/1UdIm/PPBqJjvt27enDh06iGM+d2fMmGHb9rbbbhO1VBi/Jvh1ZKdVq1aizgrj1xq/Pu3wxOZevXqJY34NB3u92wnVNlbvEfwFa9CgQTF/j7A7d2P9HjFmzBjLvLS9IYq1Res9IjDOWL5H+GZCovkDtWTJkmHbm9vEorwxvxnxG9k53gXvpxfd+PHjHb3I+cUhL3YfnAAAALHm+QqJgwcPNuoXcNY/dOjQkO2vXLliJAjcRRiua9kNrrXAdRb2799vZLecxfG3iHACew54ySUnCPxNMNiSy2h3GfLfgfeK4Lac3Mjb1m1Ygf9usuw1lxWWXeC6DSvwuSTj5G/Sgd2JugwryPPWHKeOwwp2r08dhxU4Vj53+bnj16hdV7gOwwrrAs7dwniPSE1NdVQh0fPDCuZVAPzB76SQkcSllaOFu564jLIsxsSbMPGERCeJgWzPF8lcxMl8stpx0iZUW/5ZsHkRgWOAoajQ1smYmuzudcPVWJ2LtuYPnGi25XPJ6TyXWD0G/nByel6a23J3dqjhnkDXX389HT58WCxpdtJ7aNaoUSNjqJFfc04fb2G3tXt9FvR1H4220X4t8+vH7Ws02u8RhdGWL05eo7F6fYajVXLgZBzd3Ia776Pho48+ogcffNAYd+NxJR6r4l4EAHCHE4NINiuLBM+3uJk3BgMAvZID8+oDJ+P03J0ipQTufhWBN998U0w+lF2X/C3m73//O916663kJdwlJxMn/iYVWH5aF4hTffxtXu5W5yROngT2+OOP0/z5840KqG7uywu8/Hy65ZdY8xSP0/PJgbl+AHcthmOe0SpnYEfqf/7nf+gPf/iDcf1nP/sZrVmzpsC3Gw88ZidnVJtn4OoGcaqP3yidfpvncdtZs2aJ43r16mnbC+Dl59Mtv8SarXicnk8OeOMjzrg4C+PlW/xvqAzMvCQk0q5Lvg9ePsK9BhIvs+KlcXJJCQAAgFd5fimjeT+F06dPW9Z3B/tQX7VqlXGdJxBGYvjw4ZbE4N5776WPP/4YiQEAAGjB88kBMxf6GDt2bMiqhXKZIa8iiKSk8V/+8hf605/+ZLlvXpXgpAATAACAF2iRHHBlL7kDIld64+pSgWubeT0pVyqUxo0b5/p+uLKX+Ta4Wtq8efNcLWEBAABQnRafalyvgCcl8TABT/JIS0sTSQKXJOWljrz7Il+XRTK49Kd562ZzSd8BAwYY1wOLavzxj38U5YzNZU/NvQihNGnSJOh9AgAAqEaL5IB17NiRlixZImrGc70Brp09adKkoBUVp0+fHtF9BNZzD3b7dh555BEkBwAA4AnaJAdyIxeeU/DGG2+ITTAOHTokKiLypkdt27YVpZXlJitunT171rIDpG64Qh33hMhjXSFOvXBscumwauvEo8kvz6efYi2ieJye31tBVzVq1HBU/xrA73bu3CmWJaPaIUD0PlvUS1cAAAAgrrQaVoDImXeDM+/ypRvEqW+cOneC+uX59FOseYrHiZ4DEPgknThxoriE2l7W6xCnXji2t99+WxxHc/t11fjl+fRTrNmKx4nkAAAAACyQHAAAAIAFkgMAAACwQHIAAAAAFlitAAAxl5GRIQqJRRtP5JK3u2/fPjHrO1aSk5MpNTU1ZrcPoBIkBwAQ88SgUeNGdDnzcsw3YIulkqVK0r70fUgQwBeQHIBRvpM3h5LHukKchY+/2XNi8NDTj1PlGlWjfvvZWdl07vRZqlA5mRKTYtNzcProSVqc9paIJR7JgUrPZ6z5JdYiiseJ5AAE3nb6wQcfJN0hzvjhxKB6nVoxue3ajeqRzlR8PmPFL7EWUzxO9dIVAAAAiCskBwAAAGCBYQUQsrKyRBlPNmrUKEpKSiIdIU7wIj89n36JNUvxONFzAAAAABZIDgAAAMACyQEAAABYIDkAAAAACyQHAAAAYIHkAAAAACywlBGM8p3169c3jnWFOMGL/PR8+iXWIorHieQAjFKeffv2Jd0hTvAiPz2ffom1mOJxqpeuAAAAQFwhOQAAAAALDCuAUcpz8uTJ4njEiBHKlfKMFsQJXuSn59MvsWYpHieSAzBkZ2eTHyBO8CI/PZ9+iTVb4TgxrAAAAAAWSA4AAADAAskBAAAAWCA5AAAAAAskBwAAAGCB1QogJCQkUK1atYxjXSFO8CI/PZ9+iTVB8TiRHICQmJhI/fv3J90hTvAiPz2ffok1UfE4MawAAAAAFkgOAAAAwALDCmCU8pw6dao4HjZsmHKlPKMFcYIX+en59EusWYrHieQADJmZmeQHiLNwXb58Wfx7+ugJ8ir52GUsfn4+C4NfYs1UOE4kBwAQU4cPHxb/Lk57m3SIpV27dvF+GAAxh+QAAGKqdu3a4t+Hnv41Va6RQl7EPQec3MhYAHSH5AAAYqpkyZLiX04Mqtf577pur8cCoDusVgAAAAALJAcAAABggWEFMMp3VqtWzTjWFeIEL/LT8+mXWBMUjxPJARilPAcNGkS6Q5zgRX56Pv0Sa6LicWJYAQAAACyQHAAAAIAFhhVAyM7OpmnTponjp556SnR56Qhxghf56fn0S6zZiseJ5ACEvLw8unDhgnGsK8QJXuSn59MvseYpHieGFQAAAMACyQEAAABYIDkAAAAACyQHAAAAYIHkAAAAACywWgGM8p2VKlUyjnWFOMGL/PR8+iXWBMXjRHIAAq+xffLJJ0l3iBO8yE/Pp19iTVQ8TgwrAAAAgAWSAwAAALDAsAIYpTxnz54tjnmnMNVKeUYL4gQv8tPz6ZdYsxWPE8kBGOU7z5w5YxzrCnGCF/np+fRLrHmKx4lhBQAAALBAcgAAAAAWSA4AAADAAnMOAKBQnD56Mia3m52VTedOn6UKlZMpMSnRU48dQFVIDgAgppKTk6lkqZK0OO0t8jKOgWMB8APtkoPjx4/T66+/TqtXr6ZvvvmGcnNzqXr16nT77beL5SJt27aN2n0dOHBA3Ne6devoyJEjVKRIEXFfnTt3psGDB1OzZs3IK7h8Z7ly5YxjXSHOwpeamkr70vfR2bNno37bOTk5lJaWRgsWLKC5c+fSDTfcQLHCiQHH4vfnM9b8EmuC4nEm5Km4hiJCH3zwAfXr148uXrxo24bLVfKbSdGiRQt0XzNnzqRnnnmGrl69GvT/ixUrRmPGjKHRo0dHdPs1atSgY8eOiWTj6NGjBXqsADrbuXMntWzZknbs2EE333xzvB8OgNKcfrZo03OwYcMG6t27t+gpYPytvUePHlSiRAn64osvaO3atWIt6fTp08X/T5s2LeL7mjdvHj3xxBPGde6N6Nixozj+5JNP6LPPPhPfaF566SUqXrw4jRw5ssDxAQAAFBYtkoPLly9T//79jcSAv62PHz/e0lXDXf+9evWiH3/8USQInEjceeedru/r5MmT9NRTT4ljvv0ZM2bQkCFDLG3mz59vPJ4XXniBevbsSQ0aNChwnAB+kJmZSfv27XPcPj093fKvG40aNaJSpUq5/j0A7eVpIC0tjYdGxKVz58627RYuXGi0a9u2bUT39dxzzxm3MWjQINt2r7zyitGub9++ru+nevXq4nf538KQlZWVN2vWLHHhY10hTvXt2LHDeO3E+sL35QVefj7d8kusWXGK0+lnixY9B++++65x/OKLL9q2e/jhh2nChAniG8bmzZvp22+/pTp16ji+n2vXrtF7773n6L54PsKkSZPo3LlztHz5ctFjUbp0aVIVD7nwZE55rCvEqT7+Ns/zB5zWp581axadP3+enn76aSpbtqzr+/ICLz+fbvkl1jzF4/R8csC1qXft2iWOy5cvL1Yl2OFhgO7duxvdj/yhPXz4cFcTn2QtbJ4VXatWLdu2JUuWFPMQ3n//fTHssWbNGnrggQdcRAbgT9zN73RiYVZWllhBwJfbbruNkpKSYv74APzA8xUS+QNbZl233HJL2FUIbdq0MY63bt3q6r7M32b4jSicgtwXAABAvHg+Ofj666+NYydDBOZv++bfVe2+AAAA4sXzycGJEyeM45o1a4ZtX61aNeP41KlTyt4XAABAvHh+zsGFCxeMYydLksxtzL+r2n0FjqsG4mqMXGgpVBvzXIvExMSQbe1+nyd82U2WCbzdaLVl5rFjN225vgRPHHWC24bCj1cuhw13u5G25eWucgluQdvy+cDnhWwb6rkNbOvmdp225b9BqL8xDwHKYcBI25pjk8eR3i6fY3yuRaOt+fUZjbZ2r89Qr/tov0fYtY3Ve0S4xxGr9wg3bRML8B4R7NwtjPcI3yQH5gqFPAkwHHMbu+qG8bgv/n9zG3mic7XHiRMn5mtfv3596tu3r3F98uTJtm9APLzBdRekqVOnirXkwcg3domLRdklNpUqVRIVJ6XZs2cbEzYDcZlQXsFhXmEiZ+oGS6rMhaO4NC6Xp7Z7YXAtCWnx4sWirLWdUaNGGUnbhx9+GHI9PbeVbxQrV66k3bt327YdMWKEsRqFC25t377dtu2wYcPE5Fm2fv162rJli21bLrZVuXJlcbxp0ybauHGjbduBAweKqmds27Ztxs+nTJmSry1XEq1du7Yxl4bLjdvp06ePUadjz549tGLFCtu2XD+kadOm4pgn/i5dutS2Ldf/aNGihTg+ePAgLVq0yLZtt27dqHXr1uI4IyNDlEoOJOPs1KkTtWvXzujtmzNnju3ttm/fnjp06CCO+dzluiV2eJ5Rly5dxDG/Jvh1ZKdVq1aiCBvj1xq/Pu00b95c1GBh/BoO9nqXAudUhWobq/cI7hHlUvSxfI/g1+iVK1eCnruxfo/gyrYST1rfu3cvxfo9IjDOWL5H+GZYIfDDzA239axjeV/8IucXh7zYfXDGWtWqVbWe8c2x8ZsKXwryfKquoOXBQU0NGzbU+vVpfo3yexHEj+f3VnjuuefoT3/6kzjmf83fToPhugMVK1YUx5zFXbp0yfF93X///SKTZPyvzPbt8BJLuSSLv0199dVXjnsOGjduLBIE/ibI9Rh06zKM17BCYXUZqjCsEO+2hTGsEM22Kg8rBGur+7AC3iMSYvIewct+fbG3QpkyZYxju24wM3MbuSOWCvfFezDwJVhPg5NvCm6+TbhpGzgGqHpbV2NqCrQ1f+Do1pY/nJyeayq05decl9oyFdqq8LrHe4T7tuF4Pjkwrwhw0hXPGZOUkpKi7H0VNs68edyOPfLII65ebF6COPWCOPXjl1izFY/T88mBnPzEDh8+HLa9edKK282QCvO+Cht3ycnH6/GRppAQp14Qp378Emue4nF6fkYWb80su+B5hna4P7J51ifvAe8Gzyp2U/GwIPcFAAAQL55PDsz7KZw+fdqyhCsQJw6rVq0yrnft2tV1IiKrHvJkQ3NRpGDzDT7++GNxzN1Fd911l6v7AgAAiBfPJwfMvJZ37Nixtu0WLlxI+/fvN9Yhm4cJnOAeCt7ZkfGM0PHjx9u25ZUTvFOcXM8t16wCAACoTovkgIt31K1bVxxzMRcuIBG4fGndunU0ZMgQ4/q4ceMiXjopP+hnzpwptmUOxNs6y0IaPHP05Zdfjui+AAAA4sHzExJZiRIlxJ7uPEzAM0DT0tJEksB1CHj5Ic8P4OtyPgJX9+KtmwNx1b4BAwYY14PNX+BKVFw9jCvMseeff15UduMKbrw8hYcSuEqVxL0LPBwBAADgFVokB6xjx460ZMkS8aHNpTy5PGawb/WDBw+m6dOnF+i+HnvsMbp8+bIouMQlPnn+AV8C11dzj4G5bKfqVFtKEyuIUy+IUz9+iTVR4Tg9XyExEO9++MYbb4g614cOHRIf4lWqVKG2bdvS0KFDjTrqwTjpOTDjyoV8X1wnm+u9c68FV53i+/jNb35DN910U8Rx1KhRw1EVKwAAgGh/tmiXHOgCyQEAAMTrs0WLCYkAAAAQPdrMOYCC4dUdvJUpe+ihh1zV/vYSxKkXxKkfv8Sao3icaj0aiBveIUzucR5qtzCvQ5x6QZz68Uus1xSPE8MKAAAAYIHkAAAAACyQHAAAAIAFkgMAAACwQHIAAAAAFiiCpKikpCRRcZHLMKekpBTKfV68eFH8e91115HOEKdeEKd+/BLrxTjEeeLECbE6gks3Z2Vl2bZDcqAo3s1RxeUtAADgffzFMzc31/b/UedA4Z0meVMnThJ4J0gAAICCOn36tEgK+DMmFPQcAAAAgAUmJAIAAIAFkgMAAACwQHIAAAAAFkgOAAAAwALJAQAAAFggOQAAAAALJAcAAABAZv8HKxM9qPTrHjsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_3 - AMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_3 - NMI\n" ] }, { "data": { "image/png": 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+9zGJQbdu3fSjUqVKavXq1eof//iHfq333ntPnXfeefr15f8AAAgDI5KDw4cPq0GDBtmJwahRo9SYMWNipoa888476rLLLlMHDx7UCYIkEmeffbbn1/r3v/+tHn/8cb1coUIF9corr+h1Oa1YsUJdeumlavv27bq9JBL3339/ieMEAKA0GJEcTJ8+XXfli3PPPVeNHTu2UJs+ffqoadOmqWuvvdZOID766CPPr/Xyyy/bYwlGjBhRKDEQXbp00dNTJBkRs2bNCnxyIJdZpPfDWjYVcZqFOM0TlVjLBjxOI8ond+7cWa1atUovS1e+Va+6IAm1Xbt2at26dfr5f//7X9W0aVNPr9W3b1/11ltv6WW5VCGXDdx6M2QwpMjMzFQ5OTmeXofyyQCAVItM+WSpMCWzBkSNGjXUmWee6dpWLjNceOGF9vN58+Z5fj1nhid/YDfff/+9vVyrVi3PrwMAQLqEPjmQHgOr86Nr165Fds+cccYZ9vInn3zi+fXatm1rL0+cOFH3EMQzbty4mN6GoJO/4d69e/XDgM4kV8RpFuI0T1RizQ94nKFPDr788kt7OZlLBI0bN477u8kaNmyYKlfup6EaMjNBEhKZQvndd9+pH3/8Uc9MuPzyy+1ZEVL34KGHHlJBJ+U7JdmRRxBLeaYKcZqFOM0TlVhzAx5n6AckyowAS6NGjYpsX79+fXt5x44dnl+vWbNmul6C1FOQ2RH/+c9/dDIQ7xLGFVdcof70pz/pazwlEW+8QpkyZewkxa2Nc1tk3EOitm6/LzutW1ZbcL2paivKly9frLZ5eXlJF5+StonI9lozXopab3Hbyj5kzbIpaVvZH2S/sNomem8LtvWy3mTbyt8g0d9Yevmsnr7itnXGZi0Xd72yjyU6SXtp6zw+U9HW7fhMdNyn+hzh1tavc0RR2+HXOcJL28wSnCPi7bulcY6ITHKwb98+e9kaAJiIs43zd7247rrr9MBGma2wePHiuG3q1aunzjnnHHXyyScntc6jR4/qh8Xa0aWgk/MShUWqPlozL4RMl3Q7AUlviUz1tEimeujQoaS2S+pBuP2d5E5iUlTKIrNBrLuMFVS9enV1xx132M8lwZJqlm7v0d13320/nzlzpvr6669dD4x7773Xfj5nzhz11VdfucYj1TMtb7zxhsrOzk7Y1jpRLFiwQPcUuZF9oUqVKvZAVZnO6mb48OF6fIyQ/WfZsmWubW+55RZVp04dvfzBBx+o999/37XtTTfdpAcZieXLl9v/bk29dZLktkmTJnp55cqVauHCha7rHTBggGrZsqVeXrNmjZo/f75rW5m9I8eGkIG/c+fOdW3br18/XclUSJGy2bNnu7aVS3Onn366Xt6yZYuaMWNGoTZWnDIzqUePHvaXB5nN5EYGL0uxMiH7rswyciMjy60ByHJMyHHkRmYsSZ0VIcdavIJplg4dOtgzm+QYjne8u0nU1q9zhHzBGjJkiO/nCLd91+9zxOjRo2PGpa1du9b3c0TBOP08R0QmOXB+oCZTaMjZxvm7XshARLlsIG+YZOfnn3++vrwgy3LylJ1EPvjkoJCTmHwIyUFS1EEehssPAADzhX4qo9zbQLJRIVn/zTffnLD9kSNH7ARBugiL6louSL4NSTIgdRXkW5qMN5BvCU6bN29WV155pT29Ur7F/Otf/7K7W5PpOWjTpo1OMOQ1Nm7cWCqXFazs1ZkNm3hZwfq2Jd88EnWzhfmyggyUHT9+vF6+6667Yv5Gpl1WsPZbK05TLyvEOz5NvKwgr20do/H2XVMuKxw5cqTQvlsa5wgZB5fMVMbQ9xzIDY8s8scuinN2gZRW9kLWf/HFF+vEQN6QN998U5166qmF2kl37T//+U/dZSp/fCm2JIWQBg4c6LpuqbYoD4uzuqPbweGUTJvitC14DTDobYu6puY86UnbZP8Wnq7VeWjr/MBJdVuLxJgoTr+2QT6ckv37pqJtvDi9rFeOuTC1FUFo69exbG1HMtuSynNEabUt74grUZx+HZ/Gz1ZwJgfJXEd3tpFrXF68+uqr9rd4uZYXLzGwnHTSSTHXuaSyIgAAYRD6ngPn7AO3AW5OzsJFMmjQC+fgQynTXJQLLrjAXrYuMQSVfMOyLo8kuvwRdsRpFuI0T1RiLRPwOEOfHFgjo61r/UVxjmi1RmAny5l81KxZs8j2zpkKxZ0ZUVqkm8saXW0y4jQLcZonKrGWC3icwUtXPJJbM1vX52X6VlHjK51TQuSeDF44p0EmKp0cr4TyiSee6Om1AABIl9AnB877KezcuTNmfndBkjjIIMJ43f7JcPY0ONfjRm4T7ZzLHGTyt5HbWcsj5BNYEiJOsxCneaISa37A4wx9ciCchT4efPBB13YyY2D9+vV6Wa71OC9JJMMqVCKkdoGUSnZz4MAB9fDDD9vPr7rqKhVkMhVIiqQkKpRiAuI0C3GaJyqx5gY8TiOSA6nsJWWNhVR6k+pSBec2y7d4uS+CpTgFh7p37273NshcUkkW4lWjkh6MSy65xK7C1apVK12RDgCAMAj9gESrXsHUqVP1B7dkYJMmTdJJgnx4y1RHufuiPLe6bqT0p/PWzc6SvoMHD7afx+vqkTZSRnXTpk363gxSelWKHMnjhBNO0EWSpLys9BxY0yVfe+01z/N7AQBIFyOSA9G7d29dh0C+ocvMAPnW/thjj8WtqGjdMbE46tatq5YuXaovZbz77rv636TIkTzi3d5ZastLtUMAAMLCmOTAupGLjCl46qmn9P0N5Nu9VESUD3S5JCClla2brJSETFFcsmSJroL4yiuv6BkQcoMXuZQh91CQ+yxI+eRrrrkmZdWqAAAoLUYlB0ISgbFjx+pHccYuOO9MVhS5Q5t1lzYAAExhxIBEAACQOsb1HKB4pHynVYshiKU8U4U4zUKc5olKrGUCHmfob9lsqoYNGyZ1W00AAFL92ULPAUJP7rSZnZ2ddHsZpCr34ZBba1eqVCnp32vdunVMCW0AMBXJATTpQLKqdElNBut+FWEgiYHX+2QUx8qVK1WnTp1UGIT5/fSCOM0TlVjzAx4nyQE02UnHjRunl0eOHKnKly+vwkK+0csHd7Jxjh8/XhemkoJWcuMuL68TFmF+P70gTvNEJdbcgMdJcoDQk67+ZL/R5+TkqFq1atkf9mHpCQBQ+rZs2aJ2797t6XJlsqQuzr///W+9PHv2bH0L52R5uSQq57usrCzlFckBAABxEoM2bdroMU1+k55MP788SVl/rwkCyQEAAAXs3r1bJwbPPf171apl0R+sR47kqK+3fFcq29Y462RVsWLRlyHWf7lF3XjLozoWkgMAAFKkVcssdVqHFkm17fbzdsoUwau8AAAA0oqeAwAA4gwwtLrmw8radisWL0gOYJfvlFtMW8umktiaNm2ql4M2rziVovR+EqdZghLr5v/NPJBr9mEnsfTo0cPT71A+OaAon+yfVatW6aJJYSpqBKB0rV+/XnXs2FEdOXJEhVnFihXV559/rlq1aqWfUz4ZAIBiatWqlU4Q/KpzIDZt2qTuv/9+NXbsWPWzn/0s6d+jzgEAAGmSlZWV9Aer9EgOHDiwWK8jCYIXpdHrSXIAu3JgkEt5pjLOZ599Vi9bdc1NFKX3kzjNEtZYW3so426df6ZOnar27t2rbr/9dlWtWjVPr+U3kgMAAEqxjLuVBFk9E926dQtcEmT2sFcAAOAZyQEAAIhBcgAAAGKQHAAAgBgMSARCQu4Ql52dnfRIaLnlrIyEXrZsmeeR0DK4CkB0kRzALlPaokWLQJRnlQ+1ZAuPeJWXl6fKlftpt5cCJ5mZmcovRRUf8Rqn3JO9OPOovd4r/pVXXtH3sU9WcYusmLbf+ikqcUYp1jIBj5PyyQEV1fLJ8oHZpnUrdehwuEuWisqVKqp12evjfnDqONu0VocOeb8hStBUrlxJrVuXnbYEAUDyKJ+MUJJv0pIYPHl1TdW8jj+755HcfLV1T55qWLOcqpjpz82XNuzMU3fO2aPjifehqeM8dFhNureXapFVw5dtOJKTp7Z+d0A1PLmqqljen7/lV1v2qtsffs81TgDhRHKAQJLE4JQG/hUF6dKkggoCSQzat6zl2/q7nuLbqgEYjOQAdrWuCRMm6OURI0YErloXEOX9NipxRinWnIDHSXIAm8n3GoC5orLfRiXOKMWaG+A4gzdEEgAApBXJAQAAiEFyAAAAYpAcAACAGCQHAAAgBrMVoGVkZKjGjRvby0AYRGW/jUqcUYo1I+BxkhxAk3sMDBo0KN2bAXgSlf02KnFGKdbMgMfJZQUAABCD5AAAAMTgsgLsUp4TJ07Uy8OHDw9cKU8gyvttVOKMUqw5AY+T5AC2Q4cOpXsTAM+ist9GJc4oxXoowHGSHABpcPjwYf1zw5a9Ksys7bfiAWAGkgMgDTZv3qx/3vbwe8qUeHr06JHuzQCQIiQHQBo0adJE//zzvb1U86waKsw9B5LgWPEAMAPJAZAGlSpV0j8lMWjfspYyJR4AZiA5QDCvxe8M7n3Ok2FtP9fiAYQRyQHs8p3169e3l9N9Lf7OOeEeqGfhWnw09lu/RSXOKMWaEfA4SQ5gl/IcMmRIujfDvnb95NU1VPM6mSrMPQeS4HAtPhr7rd/CHKdM18vOzvb0O23bttWJ9aeffurpklXr1q1V5cqVVRhkBvw9JTlAMK/F18lUpzQIVlGQ4uBaPKJOEoPOnTuXymutXLlSderUqVRey3QkBwAA38i3efnQ9mLdunVq4MCB6pVXXlFt2rTx9FpIDZIDaLm5uWry5Ml6+Te/+Y3u8gKCLir7bZjjlG5+L9/mJdaZM2fq5RYtWhjbE5Ab8PeU5ABafn6+2rdvn70MhEFU9tuoxGnFd+DAAXvZVPkBf0+5KyMAAIhBcgAAAGKQHAAAgBgkBwAAIAbJAQAAiMFsBdjlO2vXrm0vA2EQlf02KnFa8dWsWdNeNlVGwN9TkgNoMsf21ltvTfdmAJ5EZb+NSpxWrFdffbV69NFHVbly5n5EZQb8PeWyAgAAiEFyAAAAYpjbZwPPpTynTZuml+VOYUEr5QlEeb+NSpxWrHPmzNHLeXl5ylS5AX9PSQ5gl+/ctWuXvYzS8dWWvb6t+0hOntr63QHV8OSqqmL5cqHb/mREZb+NSpxWfHv27LGXTZUf8PeU5ABIg1q1aqnKlSup2x9+T4WdxCHxADAHyQGQBllZWWrdumy1e/du37osx48fr1577TX14osvqvbt2yu/SGIg8QAwh3HJwbfffqv+/Oc/q4ULF6r//ve/6tixY6pBgwbqzDPP1Nd1unfvntITsNxvfO7cuerf//632rlzp6pYsaJq1aqVuvDCC/U0lTp16qTs9WAW+UD160M1JyfH/jYv97g39ba3APxhVHLw+uuvqxtuuEHt378/5t83bNigH/INSj6wJ02apMqWLVui11q9erW69tpr1dq1awudlJcvX64fkqS8/PLLOlEAACAsjEkOlixZovr37697CoR0o1500UX6m/zHH3+sFi1apAd9TJkyRf//5MmTS5QYnH322fagGekduOKKK1TDhg3V1q1bdVeu9CL88MMP6vLLL1f/+te/1M9//vMURQoA6bVlyxZfL4lZ687OzvZtFD+XwyKQHBw+fFgNGjTITgxGjRqlxowZE1OS8p133lGXXXaZOnjwoE4QJJGQD3ivZGrNr371KzsxGDhwoJo6daqqVKmS3eaxxx5T11xzjfrHP/6hexKkt2LlypUqyORvVb16dXsZ4SbvYdWqVe1lU0Vlvw1SnJIYyKUqOe/6Tc7rfpFztiQf6UoQMgL0nhqbHEyfPl198803evncc89VY8eOLdSmT58+ek6pXAqwEoiPPvrI82s9/fTTas2aNXr5yiuvVC+99FKhN1ZOynI5oVmzZjqJWLVqlR6TcOqpp6qgkuz8jjvuSPdmIIXv53XXXaeeeOIJ40vQRmG/DVKc8q1eEoNrr/u1qlu3nm+9Bz/8sFudeGItX3oOduzYrmbNfF7Hkq7kIDNA72k8Rpw1ZCyB5b777nNtJ9/mJXFYt26dWrp0qdq4caNq2rSpp9d67rnn9M9q1arpsQtuGZ/cOOTXv/61+uc//6m7r6z5rABgAkkMGjb074P1Zz9r5tu6EYHkQD50P/vsM71co0YNPSvBjXyQy+BASQ7EvHnz1F133ZX0a0kXlIw3EPKtrH79+gnbT5gwIel1I9aGnf5VRjuSm6+27slTDWuWUxUzM0K3/QDgt9AnB9Jlb1WX6tq1a5GzEM444wx7+ZNPPvH0WsuWLbOX5fKFSaQbz+qBket86SrlqYsDVaqo7pzz05iOMJM40lUcSN5PGRgbhRK0Qdhv/RaVOKMkN+DvaeiTgy+//NJeTuYSQePGjeP+bjKssQaiXbt29r/JWAa5fCDjHipUqKAH61x11VXqlltu0bMlwkASLKkRYS2ntThQ9nqKAxlemtW0/dZvUYkzSvID/p6GPjnYvn27vdyoUaMi2zsvBezYscPTa8llBcvJJ5+sHnjgATVu3LiYb2aHDh3SPQzykDoHf//739Upp5yiSkJmPBRUpkyZmIFm8do4L6c4s9J4bd1+Xz5M3XbcgutNVVv52zo/VBO1FeXLl7eX5b04fvy4SsT6Nt+8efOE741srzWmpKj1urWN93d1tpUZNtYsm6LW++OPPxaqq+EkvWayX4gjR47YCdYXX3yRsK28vjM2KeJVuXJl+7nsZ862ibbX2VbWmajXQrbB6ukrblvn39daLu56ZR+TfS0VbZ3HZyrauh2fiY77VJ8jLCb1RMnfumCsXs4nmSU4R8Tbd0t6jkjm+IxMcrBv3z572XlCc+Ns4/zdZOzd+383mfnjH/+opyyKLl266NkQVapU0Sfv+fPn6yRh06ZN6qyzzlIrVqzQMxcSOXr0qH5YrA9DKegkCUhBLVq0sGdeWOMb3E5A0lvinBI0ceJEvX3JkHoQbn+n2rVr62maFulBcRt4KVN2nCNz5Vu7lTXHe4/uvvtu+/nMmTPV119/7Xpg3HvvvfZzuZvbV1995RrPyJEj7eUPPvhAT3FN1NY6USxYsMAebxLPiBEj9PsvpKaGvOduhg8frsfHiMWLF8dcripIep+sKpuzZ89Ww4YNU17ddNNNntoPHTo0JokeMGCAatmypd1TJvu3G5kibPWqydgeqR7qpl+/fqpjx456WYqUSXxu+vbtq04//XR7Kt2MGTMKtXn88cf1TzkWe/ToYX95kNlMbnr27Kl69eqll2XfldlIbrp166bOO+88vSzHhBxHbuScIHVWhBxricYfdejQQU+zFnIMxzve3SRq69c5IlGiEzbPP/98obFjo0ePtpdlXFqihDxV5whr3y3pOULOae+//35KzgWhTw6cH6jOWgNunG2cv5uMAwcO2MuSGMglA5m94DwArZOXnPg+//xznVDI/xc1vkEO8oceesjT9iBapDdFPrjdSMEt6yQhY3HkhCL7n5xkCn5juOSSS+yTovQsOKf1chMlABn5QbzY4YGcLK17YkvWf/PNNydsL92tVoIgXYReusikG1ru1+DMOgcPHhy3rXwrli5rq1iS3OvhggsuSLrnoE2bNnodcl8ImXJZGpcVrOzVmQ2n47JCwa69VF9WuO2223Thqg8//FAPYvXzskJRbVPdZWh16cs8dBlbIWRGjvNvVLCtl/UG8bKCtd9acZp6WSHe8ZmOywrypUcqvt75u/t8ncrop61bt6gnn/ijrp572mmnpeWywpEjRwrtu6VxjpAvGdu2bdOfLVLR17WtCjmrCpyQP3ZRnFW9vA4WdLaXQYeJqnfJtzLpAn7kkUf0c+mKTZQcyEBGeVic9RMKntjjSaZNcdp6GUEbhLZFXVNznvSkbbJ/C0/X6jy0dX7gpLqtRWJMFKdf2yAfTsn+fVPRNl6cXtYrx1yY2op0tDWpqJacW1IVazmPbZ2vm+gY9ev4LHIblUHJQTLX0Z1trNKVyZLCRxb5oC+q5KVc+7SSA+nmDbpkxmyYICwzSEoqKu8ncZYu6wuWVBkMK2vbS6MEdBjeUyOTA+dgErcBbk7SnWKpV89b6c+TTjop7uu6kRsxWb7//nsVZJK1OgcBmkrilDt3SnXLoM0rTqUovZ/EWbo2b96sf0r54bCTWKzBq1F+T41MDqyR0c6dNhHnqHdrBHay2rZtq2+mVHDmghvntU5nrwMAhFWTJk30Tz/vreA3694KViwwMDmQIjbSvS8DeZYvX65/Jurud04J6dy5s6fXsqZdFSyI5EamMnqpwQAAQWcN6Pb73gqlIZkZblH107DiEHPeT2Hnzp06QXAjicObb75pP080QDCe888/3+6KloqIP/zwQ8L2Vi+D+MUvfqHCUMpTHibNYy5IYpPCVKYVc4ny+0mcCKPcgL+noU8OhLPOwIMPPujabtasWWr9+vV2kRLnJYlkxxxcfPHFelmmHd5zzz2ubaU0s1WoRUZMF6yFEDSSOMklF3mEfHZrQhKbVVXT9Dij8n4SJ8IoP+DvqRHJgUwptCoQSj0BqS5V8FuhVMJzVpcrbsEhmX1gjXaXAkh/+MMfCmV9UqFPqqNZI2GlimAyAxgBAAiC0I85EPJhLUVt5DKBfFDLSHRJEqQkqUx1lOqE8tzKzoYMGaJv3VyQdO84ixrFy+ZkEOOUKVN0GUopePHoo4/qHgmpiCj3BJBSm3JTH6vmgtRDsKYzAoAp/JzKKOfxH37YrU48sZYvs4rCPA2ztBiRHIjevXurV199VU9Tk7rn8u3duvdBwYqK8uFeEpJASNIhNa1liqLcjfGpp54q1O7ss8/WteWtetoAEHZSXlsG8oV9KqPEQKnwCCQHQr69y5gC+aCWm2DIbAHp2q9bt67q3r27Lq1s3WSlpOSWzFLkSHosZICbJCNSKrlmzZq6JO+vfvUrdfXVV9ulZAHABFJ+V+5QG/bbqqfzluphYFRyICQRGDt2rH4UZ+xCopLIBUki8Pvf/14/ACAq5EM12Q9WqUrrvN29n+QybpCrDoaJcckBis/kioGm1oZPJCrvJ3EGmyQGXmvKWLx8WRMrV65UnTp1UmGRGeD3NPR3ZTSVlF5O5s5Z8E7ucyEnq7CdSIAwKk7PgVwOloq3UsHQS6Eieg5S99kSja9QAIC0kA/r4iTh6brnAX7CaDkAABCDngNoUjRqzpw5ellmWZh6XV7ilJoX1rKpovR+EqdZohJrXsDjDNbWIG2koJNMx7SWTSWxbdmyRS+bPNwmSu8ncZolKrEeD3icXFYAAAAxSA4AAEDxLyuULVtW+SUjI8Poa8AAABiZHMg1WvkQN/laLQAAUef5sgKJAQAAZvPUcyA3MgIAAGajfHJAUT7ZP5RPBhBVDZP8bGG2AgAAiEFyAAAAYlAhEZpMI503b55evvzyywNXyjOVcb799tv2sqmi9H4Sp1miEmtewOP0tDVLlizxb0uUUr179/Z1/XAn5TvXrl2rl/v166dMjnPjxo162eThNlF6P8Map5dbGefm5qq33npL7d27V9WpU0dVq1bN02uF6VbGYX5PTYrTU3LQp08fXefADxRBAhAlkhjIwFivXnvtNc+/w+BbeFWsfgyTv3EBQGmQb/PyoZ1sz8H48eN1YvDiiy+q9u3be34twPfkwOo9OPXUU1WNGjWKswoAMI7c8XP37t0qaJK9fCFq1aqlsrKyfN0eGJgcWL0GkiDIDnf++eerAQMGqEsvvVRVqlTJj20EgFAkBvIN/fDhw76+zqBBg3xdv5zH5dxOghBtniskzp49W/31r39Vq1evVkePHlVvvPGGfshgF0kQrrnmGnXBBReozMxM/7YaKMHALuubnfyOl/00TIO6UPpkv5LE4MYrz1H1atVM+fpzc/PU7r0/qlo1qqnMTH9Gtm/fvUc997fFOhaSg2jztIc1btxY/eEPf9CP9evX60Rhzpw5+iR78OBB9Ze//EU/qlevrqdmSI/COeec49sgRqAkA7u8fgNjUBcSsXsMfBqSJQlBvdqpTzpi/G/b/e79QETKJ0svgiQFkihY91+wEgKZdnPVVVfpHoXu3buXfIsjorTLJ8tuIN+qhXybDlNC56XnQOI8cOCA2rx5s2revLmnS2Fh6jkI8/sZ1jhnzpypBg4cqEzwyiuvqOuuu05F/T01Mc5kP1tSfm+FTz/9VCcKr776qt4A/SL/C7pRo0Y6SZBHx44dU/myxuHeCkC4fPTRR+rMM89U/Xp3VbVqnJDy9eflHVN7fzyoalSrosqVK6v8sHvvfjV/yXL14Ycfqh49evjyGkivtCUHFlntBx98oBOFv/3tb2rXrl0xiULLli31ZYdf/vKXqlWrVn5sQqiRHADhUloDEv3GgESzpT05cDp27JhavHixHsgo5SKlypczUejQoYNOFO6++26/NyU0Sjs5kAJUCxYs0MsXX3xx4Ep5pgpxmiVocfo1lVHilDFef/rTn9SMGTPUKaecovyS7qmMQXtPTYsz2c+WUtmasmXLqvPOO08/nnnmGV3bXi47zJ8/XycKn3/+uR63QHKQ3lKe8h6ICy+8UJmKOM0StDjlQ9WPD9acnBz13HPP6WXpaTV5YGzQ3tOoxlnqKZnMapDM+vvvv1dHjhzRvQdUXAQQNaU1BTdsg2kRoeRgz5496vXXX9ezGeTmTdY9FKykQHoWuOkSgCgprSm4gmm4CExyIAmBjC+QywfxEoIyZcqoX/ziF3pA4pVXXqlq167t16YAQOjvrTB16lR9Gfb2228v1l0ZgbQlB0UlBHIJQabHSELQv39/dfLJJ6fy5QEgNKSbP9lv8zLmwBrP0K1bN1W+fHnftw/RVuLk4IcffrATgnfffbdQQiB+/vOf64RAiiHJCEkAAGBYcpBMQiDX0iQhuPrqq5kvCwBAiHiqczB9+nSdELz33ntxEwKpV2AlBE2bNvVniyMiHeWTZfS01d1pcslS4jQHcZonKrHmpylOX+ocDB06tNDUw3bt2ulyyHLJQKoeIpzkfa1SpYoyHXGahTjNE5VYMwIeZ7niBlWxYkV9a2ZJDuTWzXKjjpIaM2ZMidcBAABK8bKCTD/0s+tDyiwjfeWTFy1apJfPP/98o0uWEqc5iNM8UYk1L01xJvvZUsbriiWX8OOB9JfyXLFihX7IsqmI0yzEaZ6oxHo84HF6SlVGjx7t35YAAIBAIDkAAAAlu6wAAADMRnIAAACKf1lB7pfgJ+7MCABAyJKDPn36+DaVUdZrVV3ETxpJGeqjR5X68MPkf6lVK6UK3uEyJ0epTz9N+GsZubmq0ddf/7T80UdK1aqlVPv2hRuuXSv1s5UncnOZgveSl3XIuryoX1+peJU3JTaJMQkSZ8MtW9TWeCW9t2z56eGFFP6qUyf233JzlfrkE2/rOeEEpU49tfC/r1un1Pffe1vXaacplZkZ+2979ij1n/94W0+9eko1a1b435cvV0r2y2TJOaNHj8L//s03Sv1vn0taixZK1a0b809ljh1TDbZu/Wm/LRi3G7mrYYcOqft7Fyxms3evUl98kZq/94oVKuPHH2OPz6LiPPPMwv8m09Y2b/a2Tc2bK1XwBnlynv74Y2/rqVpVqY4dC/97drZSu3cnPhcVjFXWI+tz2rdPqTVrvG2TxCXxFSR3yjx82Nu64v29t21TatMm11+JG6e8/7IfOMkU/2XLvG2P7I+yXxa0fr3qevSo2pbMOvI9yMjI8O1RpkwZL5tivAYNGuSPlrfH62PWrMIr+/Zb7+vp2TP+hl1yifd1ZWcXXs+CBd7Xc+edbn8sT+s5Xrly/p49e/KPHz8eu56xY71v08svF96enTu9r6dHj/ixXX6593V98YWOTWK043zrLe/rue22+NvUuLG39ZQvH389Dz/sfZteeCFmFRLb3o0bva/njDPib1P//t7XtXp14fW8/bb39dx6a/xtatbM23rKlo2/nvHjvW/TtGmF17Nvn/f1dOkSf5uuucb7ulauLLyed9/1vp6hQ+NvU8uW3tcVz+OPe1/PM88UXs+BA97Xc9pp8bfpuuv0/8tHv3zGJOKp5+AXv/hFSnoOdu7cqdatW2evizoHKE2y19WoUUOZTI4t02O04qxevXq6NwMwjqfkQG64VFKzZs1St99+e0xiIJWapk6dWuJ1AwCAUi6fXNLegptvvlnNnz9fP7dedvDgwerJJ59UJ8g1V8SUuCyzbZvqXKuWvj2232MOpHT1SrnW9r/bbZc98UQjxxxInCtWrVL72rVT55xzjipbtqyRYw6OVayoFi9erJ/qOPfvN3LMgbyfSxYtUtWzs3/ab53vp0FjDo4dPBh7fBYVZ4jHHBQ6FxWM1ZAxB8fixVkKYw4uP/NM9fru3am9K2NxzZw5Uw0fPlzt2bPHTgrkw2/atGm6pjTi+0ZKbFaoEH/H86J8+SLXcSwnRy38X89Qx27dVFn5nXjatlUpIclHSeOynH560k0lzrckzmXLVK9evWJPPDJIMd5ARa9kYFGqYmvTpli/JnEu+98JRcdZs2bqtqlr19Ssp1Gjnx4lICfYpZKsFLXf+vz3LkQu6aTq792lS/LHZyING/70KCm5B0CqYmvdutA/FStWubSUqm3q3Dk162nQ4KeHi6TjlHNUqmJr1Uotl8+UdNc52LFjh7rsssvU9ddfH5MY3Hjjjeo///kPiQEAAAHkW8/Byy+/rO68806dFAhJDBo1aqSmT5+uzj33XL9eFgAAlFDKew62b9+uLr30UjVo0CC7t0AeQ4YMUV988QWJAQAAUeo5mDFjhvrd736n9spgnP/1FmRlZeneAimgBAAAIpIcfPvtt2ro0KFq4cKFMTUL5N8mTJigqhYcWQoAAMxNDl544QV11113qX0yleR/GjdurJ577jnulQAAQJTqHGzbtk2PI1i0aJHdWyCFjYYNG6Yee+wxVaXgvF94IlM95W9c1FzUVJH3cNeuXXq5du3avt1DI92I0yzEaZ6oxJqfpjiT/WwpVs+B9AqMGDFC7d+/304MmjRpov/97LPPLv5WI21kx6xTsJiPgYjTLMRpnqjEmhHwOD0lB5Jl3HTTTertt9+2k4IyZcqoW265RT366KOqcsEqeAAAIHQ8JQft2rVTBw4ciLmMcOaZZ6qaNWuqRx55pMQbM2bMmBKvA8WvNPfBBx/o5bPOOiv5MrQhQ5xmIU7zRCXWoMfpKTn48ccfdULgvDYiwVkBlhTJQXp31Pfff18vd+/ePXA7aqoQp1mI0zxRifVYwOP0PObAr/s0mTroBACAsPGUHIwePdq/LQEAAIFAcgAAAErvrowAACB8jEsOpJTzyJEjVceOHVW1atX09MoWLVqowYMHq6VLl/r++p9++qnKzMzUYygefPBB318PAIDQ3LI5HV5//XV1ww036OJMThs2bNCPF198Ud16661q0qRJvowMPXjwoBo4cKDKy8tL+boBACgtxiQHS5YsUf3799fTQ0T79u3VRRddpCpWrKg+/vhju8zzlClT9P9Pnjw55dsgd6T86quvVBiVK1dOF7iylk1FnGYhTvNEJdZyAY8zeFtUDIcPH1aDBg2yE4NRo0bpmgnO6ZHvvPOOuuyyy/S3e0kQJJFIZannN954Q02dOlWFlVS6lFrbpiNOsxCneaISa5mAx2nEmIPp06erb775Ri+fe+65auzYsYXqJvTp00dNmzbNfi4JRKrs3LnTzgDLly+fsvUCAJAORiQHMpbAct9997m2u+aaa1SbNm30sgxO3LhxY0pe/8Ybb9QJgtyJ8p577lFhJL0uH330kX5YPTAmIk6zEKd5ohLrsYDHGfrkQG55+dlnn+nlGjVq6Hs9uJHehAsvvNB+Pm/evBK//jPPPKMWLFigl5944gnVrFkzFUayc8qlF3kEcUdNFeI0C3GaJyqxHgt4nKFPDlatWmWXdO7atWuRsxDOOOMMe/mTTz4p0Wt/+eWX6q677tLLknQMHTq0ROsDACAIQp8cyAe0pWnTpkW2b9y4cdzf9UqmK8q0xUOHDqmTTjpJPffcc8VeFwAAQRL62Qrbt2+3lxs1alRk+/r169vLO3bsKPbrymyI5cuX6+Vnn31WnXzyycovOTk5cUe6Oqe/xGvjvJwihZkStXX7/dzcXNebbRVcb6raFhzY6aWtJG3Hjx9XySiqHoVVzCqZ9Ra3rXQnJupS9NJW9gfZL6y2id7bgm29rDfZtvI3SPQ3ll4+q6evuG2dsVnLxV2v7GOyr6WirfP4TEVbt+Mz0XGf6nOEW1u/zhFFbYdf5wgvbTNLcI6It++WxjkiMsnBvn377GWphlgUZxvn73qxbNky9fDDD+vl66+/Xl155ZWqpI4ePaofFmtHl4JO48aNK9Reqj5ee+219vMJEya4noCkt0SmelomTpyoezySIfUg3P5OtWvX1kWlLDIbRMaAxFO9enV1xx13xAwilWqWbu/R3XffbT+fOXOm+vrrr10PjHvvvdd+PmfOnIS1JqR6pnP6aXZ2dsK21olCxpWsXr3ate2IESP0gFQhNTVWrFjh2nb48OF6fIxYvHix3p/c3HLLLapOnTp6WW6Nbt3iNR6ZMWNNjbISV/H4448XaivFwpo0aaKXV65cqRYuXOi63gEDBqiWLVvq5TVr1qj58+e7tpUpwu3atdPL69atU3PnznVt269fP13JVEiRstmzZ7u27du3rzr99NP18pYtW9SMGTMKtbHilJlJPXr0sL88yGwmNz179lS9evXSy7LvPv30065tu3Xrps477zy9LMeEHEduunTpouusCDnW5Ph006FDBz3NWsgxHO94d5OorV/nCPmCNWTIEN/PEW77rt/nCOc9hObNm6fWrl3r+zmiYJx+niMic1nB+YFaqVKlIts72zh/N1kHDhzQlxMkO8vKytLVFlNBDnI5OKyH2wcnAAB+y8hP1BcTAjII0KpfIFn/zTffnLD9kSNH7ARBugi9ljqWaYvPP/+87saRjK5gISX5Riz3cbAy0GTvr1Cw50CmXEqCIN8E40259OOygpW9OrNhEy8rWN+25JtHom62MF9WkMJg48eP18syaLZg/Q2TLitY+60Vp6mXFeIdnyZeVpDXto7RePuuKZcVjhw5UmjfLY1zhHyp3bZtm/5s2bp1q3tbFXJVq1a1l+WPXRQ5aVqktLIX0sUkiYGQ7q9UVlisUKGCflicRZySKazkpfhSvLay00hXs7VsKXgNMJEgtC3qmpocvFac8v5bH2QlXW9x2zo/cFLZVvYlK07pgk0Up1/bIK+Z7H5Z3LbO/TZenF7WK8dcUNu6HZ8lPe5T0TbVx3JR72lJt8GvY7mcx7YSWzJx+nV8FrmNyqDkIJnr6M420n2frO+++86eqijXVK0xB6aQHdO6Bm0y4jQLcZonKrGWCXicoU8OnLMPkrlOL90plnr16iX9OtLts3v3br3cuXNn9dRTT8Vt5xxkIlUYrYFIMpPil7/8ZdKvBwBAuoQ+ObBGRovNmzcX2d45otUagZ0MZ1Lx0ksvJfU7b7/9tn5Yo6KDnBzIdSoZtW4lP37c0joIiNMsxGmeqMR6LOBxhj45kFszy3U6GYwi07fkZ8GbLjk5p4TIG4L/21Gt6WwyvSxoO2qqEKdZiNM8UYn1WMDjDP1URuf9FOTmR8753QVJ4vDmm2/azy+44IKkX+e9997Tv1/U44UXXrB/R2YrWP8uvw8AQBiEPjkQzkIfiaYOzpo1S61fv94uUuK8JAEAAAxKDqSyl3U3ROmmkepSBec2y52vhg0bZj9/6KGHSn07AQAIAyOSA5mvPnXqVHuuq1QtbNu2rbrnnnv0PRCkjKmUPT148KD+fyn96bx1s7OAkYxXsB4AAERR6AckWnr37q1effVVXVRC6nxL7ezHHnusUDupVTBlypS0bCMAAGFgTHJg3chFxhRIDQK5CcamTZt0RcS6deuq7t2769LK1k1WAACAofdWMFXDhg2Tqn+dKlJWWO6MJ5o3b550WeGwIU6zEKd5ohLr8TTFmexnC8lBQJV2cgAAMF/DJD9bzEzJAABAsRk15gAlq9a1Zs0au+pk0Kp1pQpxmoU4zROVWI8FPE6SA9g76vz58/WyTAMN2o6aKsRpFuI0T1RiPRbwOLmsAAAAYpAcAACAGCQHAAAgBskBAACIQXIAAABikBwAAIAYTGWEVq5cOdW/f3972VTEaRbiNE9UYi0X8DgpnxxQlE8GAKQa5ZMBAECxBK8vA2m7Q9i6dev0cps2bYy+ExpxmoM4zROVWI8HPM5gbQ3SJi8vT82dO1c/ZNlUxGkW4jRPVGLNC3icJAcAACAGyQEAAIhBcgAAAGKQHAAAgBgkBwAAIAbJAQAAiEGdA2hly5ZV/fr1s5dNRZxmIU7zRCXWsgGPk/LJAUX5ZABAqlE+GQAAFAuXFWCX8tywYYNebt68eeBKeaYKcZqFOM0TlViPBzzOYG0N0kbKd86ePVs/gljKM1WI0yzEaZ6oxJoX8DhJDgAAQAySAwAAEIPkAAAAxCA5AAAAMUgOAABADJIDAAAQgzoHsMt39u3b1142FXGahTjNE5VYywY8TsonBxTlkwEAqUb5ZAAAUCxcVoBdynPLli16OSsrK3ClPFOFOM1CnOaJSqzHAx5nsLYGaSPlO2fMmKEfQSzlmSrEaRbiNE9UYs0LeJwkBwAAIAbJAQAAiEFyAAAAYpAcAACAGCQHAAAgBskBAACIQZ0D2OU7+/TpYy+bijjNQpzmiUqsZQMeJ+WTA4ryyQCAVKN8MgAAKBYuK8Au5bl9+3a9XK9evcCV8kwV4jQLcZonKrEeD3icwdoapI2U75w+fbp+BLGUZ6oQp1mI0zxRiTUv4HGSHAAAgBgkBwAAIAbJAQAAiEFyAAAAYpAcAACAGCQHAAAgBnUOYJfv7Nmzp71sKuI0C3GaJyqxlg14nJRPDijKJwMAUo3yyQAAoFi4rABNOpB27dqll2vXrq0yMjKUiYjTLMRpnqjEmh/wOOk5gJabm6uefvpp/ZBlUxGnWYjTPFGJNTfgcZIcAACAGCQHAAAgBskBAACIQXIAAABikBwAAACzk4Nvv/1WjRw5UnXs2FFVq1ZNVa5cWbVo0UINHjxYLV26NKWv9c4776gbbrhBtWzZUr9WhQoVVP369dWFF16opk6dqo4ePZrS1wMAoDQYVefg9ddf1x/W+/fvj/n3DRs26MeLL76obr31VjVp0qQSlauUuam/+tWv1KJFiwr93/bt2/Vj4cKFaty4cWru3Lmqc+fOKujk79GtWzd72VTEaRbiNE9UYi0b8DiNKZ+8ZMkSdd5556ljx47p5+3bt1cXXXSRqlixovr444/1B7kVqiQIkydPLtbrHDhwQJ111lnq888/t9/UCy64QCcAmZmZKjs7WycpBw8e1P9/wgknqI8++kidcsopnl6H8skAgFRL9rPFiJ6Dw4cPq0GDBtmJwahRo9SYMWNiKk7JJYDLLrtMf2hPmTJF9e/fX5199tmeX2vs2LF2YtCkSRP197//XSciTjt27FBXXnmlTgqkF0O2bfny5YGrgAUE0aFDh3SS7eX437x5sz4eK1Wq5Om1WrdurS89Aigg3wCTJk2SLgH9OPfcc13bzZo1y27XvXt3z69z6NCh/KpVq+rfL1OmTP7nn3/u2nbPnj35devWtV/v3Xff9fRaDRo00L8nP0vD8ePH9TbLQ5ZNRZzBt3LlSvu48fshrxUGYX4/vYpKrMfTFGeyny1G9BzIWALLfffd59rummuu0d/8161bpwcnbty4UTVt2tTTpQu5rCD69OmjOnTo4Nq2Ro0aevzD+PHj9fPFixerXr16qaCS8p0TJ07UyzKgs3z58spExBl88m1+5cqVSccpx9hrr72mzwMFe/GSea0wCPP76VVUYs0NeJyhTw5kcOBnn31mfyCfeeaZrm2lW19mEkhyIObNm6fuuuuupF/riy++sJe7du1aZPtmzZrZyzJIEUDRpJu/U6dOSbXNyclRtWrVsj/ok/09AIYnB6tWrbIHGsoHdlGjPs844wx7+ZNPPvH0Wnfeeaf65S9/qQdz1K1bN6lplZaqVat6ei0AANIl9MnBl19+aS8nc4mgcePGcX83GdLtI4Oe5JEM6eq0tGvXztNrAQCQLqFPDpzd9Y0aNSqyvRQpcs4q8MusWbPUmjVr9LJMcbz00kuLvS7pOi2oTJkyqly5cgnbOC+nyDYkauv2+3JdzG22a8H1pqqtcF5/89I2Ly9PHT9+XCVD2iYi22vNMClqvcVtKzNsrFk2JW0r+4PsF1bbRO9twbZe1ptsW/kbJPobSy+f1dNX3LbO2GQ/kefFXa/sY4luneulrfP4TEVbt+Mz0XGf6nOEW1u/zhFFbYdf5wgvbTNLcI5wxlYwTj/PEZFJDvbt22cvJzMlydnG+bupJAWXfvvb39rPhw0bVuRlCKmm6KyoaO3oMhVSiikVJFUfr732Wvv5hAkTXE9A0lsi0yktMghGposlQ+pBuP2dateurWtGWKZNm6bHgMRTvXp1dccdd9jPZfCY87JLwffo7rvvtp/PnDlTff31164Hxr333ms/nzNnjvrqq69c45GBP5Y33ngj4ZQ55yChBQsWqNWrV7u2HTFihKpSpYpelpoaK1ascG07fPhwPT7GGqi6bNky17a33HKLqlOnjl7+4IMP1Pvvv+/a9qabbtJzl4VMnbU8/vjjhdrKYFmrB0wG/0nRLjcDBgzQVUCFJLzz5893bStThK1eMhnbI0XA3PTr109XMrWOmdmzZ7u27du3rzr99NP18pYtW9SMGTMKtXn55Zf131MGC/fo0cP+8jB9+nTX9fbs2dMeKCz77tNPP+3aVgrWSC0VIceENZgsni5duug6K0KONTk+3cjAZplmLeQYjne8u0nU1q9zhHzBGjJkiO/nCLd91+9zxOjRo+1lGZe2du1a388RBeP08xwRmfLJzg/UZOY4O9v4Ud5YTkZyItuzZ4990EnNhWQOcjk4rIfbBycAAH4LfYXEoUOH6mxUSNZ/8803J2x/5MgRO0GQLsKiupa9+Oabb9S5556r1q9fb2e3ksXJt4iiFOw5aNOmjU4Q5JugTLn0u8tQ/g5SKEraSnJjrdu0ywryd7PKXp9zzjl2F7hplxVkX7LilG/SBbsTTbmsID+fffZZ9bvf/U59+OGH9qBk0y4ruB2fJl5WkFhl35X3To5Rt65wEy4rvPPOO3GPUT/PEVlZWdGokOicBSAf/MlUU7NIaeVUka4nKaMsCYKQmzDJgMRkEgOrvTwszmqKycx/9TJHNl5b+bd44yIKXgNMJAhtk7mmZnX3euHpWp2Hts4PnFS2lX0p2XEufm2DfDglu18Wt638lEsDQpL+guvwsl455oLa1u34LOlxn4q2qT6W5fjxeoym+hxRGm3lkcwx6tfxafxlBWdykMx1dGcb6b5Phbffflt1797dTgzkupJczz7//PNTsn4AAEpT6HsOnLMPkrlOL90plnr16pX49aVLUwYfWl2XJ510kvrHP/6hfv7zn6swkS45K3GSyyGm3geCONNDBhHu3r3blzitQWBWcTO/SLEl6ZJNh6C9n36KSqz5AY8z9MmBs36A3HylKM4RrdYI7OL6wx/+oB599FH7+c9+9jP11ltvlXi96SDX7KwR1UEs5ZkqxJmexKB1m9bq8KH/u6Tnh4EDB/q6/kqVK6nsddlpSRCC9H76LSqx5gY8ztAnB1JLXTIuycJk+pb8TJSBOaeEyG2Wi0NeQ6aPSK+BRaZZyaUEa0oJgJ9Ij4EkBlfffqOq0/DklK8/NydX7dm5W9WsU0tllk/+2rMXO7d+p+ZMek7Hkq7eA6A0hT45sO6nIPM7d+7cqRMEaz50vA/1N998034uAwiLQ+7H4EwMLrnkEvWXv/yFW78CCUhi0KDp/1UoTaUmrZv7sl4gqkI/IFE4C308+OCDCasWWtMMZRZBcUoaSxLw5JNPxry2zEogMQAAmMKI5EAqe1l3QJRKb1JdquDcZplPKpUKLQ899JDn15HKXs51SLW0l156ydMUFgAAgs6ITzWpVzB16lR9mUAGeUyaNEknCVKSVKY6yt0X5blVJENKf8qtmwuSkr6DBw+2nxcsqvHEE0/ocsbOsqfOXoRE2rZtG/c1AQAIGiOSA9G7d2/16quv6prxUudbamc/9thjcSsqTpkypVivUbCee7z1u7nuuutIDgAAoWBMcmDdyEXGFDz11FP6JhibNm3SFRHlpkdSpEhKK1s3WfFKRik77wBpGqkkJz0h1rKpiBNhFKX3Myqxlgl4nKG/t4KpGjZsmFT9ayDoVq1apacN/3b8fb7NVvDbto1fq6fu+aO+g2WnTp3SvTmA758twUtXAABAWhl1WQHF57wbnPMuX6YhToRRlN7PqMSaH/A46TmAJjvpuHHj9CPR7WXDjjgRRlF6P6MSa27A4yQ5AAAAMUgOAABADJIDAAAQg+QAAADEIDkAAAAxSA4AAEAM6hzALt8pN4eylk1FnAijKL2fUYm1TMDjJDmAJredvuqqq5TpiBNhFKX3Myqxlgt4nMFLVwAAQFqRHAAAgBhcVoCWk5Ojy3iKkSNHqvLlyysTESfCKErvZ1RizQl4nCQHAHx1+PBh/XPn1u0qrKxtt2IBTEdyAMBXmzdv1j/nTHpemRBLjx490r0ZgO9IDgD4qkmTJvrn1bf/WtVpWE+FtedAkhsrFsB0JAcAfFWpUiX9UxKDBk0bKxNiAUzHbAUAABCD5AAAAMTgsgLs8p0tWrSwl01FnAijKL2fUYm1TMDjJDmAXcrz2muvVaYjToRRlN7PqMRaLuBxBi9dAQAAaUVyAAAAYnBZAXYpzwkTJujlESNGBK6UZ6oQJ8IoSu9nVGLNCXicJAew5ebmqiggToRRlN7PqMSaG+A4uawAAABikBwAAIAYJAcAACAGyQEAAIhBcgAAAGIwWwFaRkaGaty4sb1sKuJEGEXp/YxKrBkBj5PkAFpmZqYaNGiQMh1xIoyi9H5GJdbMgMfJZQUAABCD5AAAAMTgsgLsUp4TJ07Uy8OHDw9cKc9UIU6EUZTez6jEmhPwOEkOYDt06JCKAuJEGEXp/YxKrIcCHCeXFQAAQAySAwAAEIPkAAAAxGDMAYBSsXPrd76sNzcnV+3ZuVvVrFNLZZbPDNW2A0FFcgDAV7Vq1VKVKldScyY9p8JMYpBYgCggOYBdvrN+/fr2sqmIs/RlZWWp7HXZavfu3Slfd15ennr22WfV888/r2bMmKFOOeUU5RdJDCSWqL+ffotKrBkBjzMjPz8/P90bgcIaNmyotm3bpho0aKC2bt2a7s0BAmvVqlWqc+fOauXKlapTp07p3hzAiM8WBiQCAIAYJAcAACAGYw6g5ebmqsmTJ+vl3/zmN/qOYSYiTvPinDlzpj3+wFRReT+jFGtuwOMkOYAmQ0/27dtnL5uKOM0isR04cMBeNlVU3s8oxZof8Di5rAAAAGKQHAAAgBgkBwAAIAbJAQAAiEFyAAAAYjBbAXb5ztq1a9vLpiJOs0hsNWvWtJdNFZX3M0qxZgQ8TsonBxTlk4HkUD4ZSB7lkwEAQLGQHAAAgBiMOYBdynPatGl6eciQIYEr5ZkqxBl8hw4dUtnZ2Um1lZLJU6ZM0ctffPGF59dq3bq1qly5sgq6ML+fXkUl1tyAx0lyAE2GnuzatcteNhVxBp8kBjKGwKsbbrjB8++EZZxCmN9Pr6ISa37A4yQ5ABAo8m1ePrST/fY1depUtXfvXnX77beratWqeX4tAIWRHAAIFOnmT/bbfE5OjsrKytKPbt26qfLly/u+fUAUMCARAADEIDkAAAAxSA4AAIDZycG3336rRo4cqTp27KgHJ8n1yxYtWqjBgwerpUuXpvS1vvrqKz0Iqm3btqpKlSr69WSA02233abWrFmjwkTKd1avXl0/gljKM1WI0yzEaZ6oxJoR8DiNKp/8+uuv6+lM+/fvd21z6623qkmTJqmyZcuW6LWeeeYZdccdd6ijR4/G/f9y5cqp0aNHq1GjRhVr/ZRPBgCkWrKfLcbMVliyZInq37+/OnbsmH7evn17ddFFF6mKFSuqjz/+WC1atEjPJbUKpkyePLnYr/XSSy+pW265xX7evXt31bt3b7383nvvqQ8//FAXZ7n//vtVhQoV1N13313i+AAAKDX5Bjh06FB+o0aNpAdEP0aNGpV//PjxmDZvv/12fpUqVew2S5YsKdZrbd++Pb9q1ap6HRkZGfnPPPNMoTYvv/xyftmyZXWbcuXK5a9fv97z6zRo0ED/vvwEACAVkv1sMWLMwfTp09U333yjl88991w1duzYQtdw+vTpY5eqFMXt7n/sscfUgQMH9PJNN92khg0bVqjNwIED9TYI6UF46KGHVFhKecpDlk1FnGYhTvNEJdbcgMdpRHLw4osv2sv33Xefa7trrrlGtWnTRi/L4MSNGzd6ep3jx4+rl19+OanXkvEI1n3m582bpw4ePKiCTC65yGBOeRg0DKUQ4jQLcZonKrHmBzzO0CcHUpv6s88+08s1atRQZ555pmtb6U248MIL7efyoe31vvFWLexTTjlFNW7c2LVtpUqV7HEIhw8fVm+99Zan1wIAIF1CnxzIB7aVdXXt2rXIWQhnnHGGvfzJJ594ei1nvXcp1VqUkrwWAADpEvrk4Msvv7SXmzZtWmR757d95+8G7bUAAEiX0CcH27dvt5cbNWpUZPv69evbyzt27AjsawEAkC6hr3Owb98+e1mqIRbF2cb5u0F7rYJ3niuoTJkyutBSojbOsRaZmZkJ27r9voyidRssU3C9qWornHfX89JWZofIwNFkSNtEZHutWS9Frbe4baUuh1Wbo6RtZX+Q/cJqm+i9LdjWy3qTbSt/g0R/Y7kEaF0GLG5bZ2zWcnHXK/tYolHjXto6j89UtHU7PhMd96k+R7i19escUdR2+HWO8NI2swTniHj7bmmcIyKTHDgrFMogwKI427hVN0zHa8n/O9tYO7pUexw3blyh9lIS+tprr7WfT5gwwfUEJJc3Bg0aZD+fOHGiOnToUNy21ondIsWi3BKb2rVr64qTFpmSYw3YLEhKhMoMDucMExml65ZUOQtHzZw5U3399deuB8a9995rP58zZ44ua+1GSmtbSdsbb7yhsrOzE7a1ThQLFixQq1evdm07YsQIXUJbSMGtFStWuLYdPny4HjwrFi9erJYtW+baVopt1alTRy9/8MEH6v3333dtK1NrpeqZWL58uf3vjz/+eKG2Ukm0SZMm9liahQsXuq53wIABqmXLlnpZyoLPnz/fta0UImvXrp1eXrdunZo7d65r2379+uky52LDhg1q9uzZrm379u2rTj/9dL28ZcsWNWPGjEJtrDhl2nKPHj3s3j6Z6uymZ8+eqlevXnpZ9t2nn37ata2MMzrvvPP0shwTchy56dKliy7CJuRYk+PTTYcOHdRll12ml+UYjne8WwqOqUrU1q9zhPSIDhkyxNdzhByjR44cibvv+n2OkMq2zkHra9euVX6fIwrG6ec5IjKXFQp+mHnhtZ61n68lB7lVZ1sebh+cfjv55JNjMmfTSGxyUpFHSd7PoCtpeXAEU6tWrYw+Pp3HqJyLkD6hv7fC7373O/Xkk0/qZfnp/HYaz549e9SJJ56olyWLswoaJeOKK66wpz/KTyvbdyNTLDt16qSX5dvUF198kXTPgdRjkARBvgnGq8cQ9i7DdF1WKK0uwyBcVkh329K4rJDKtkG+rBCvremXFThHZPhyjsjKyorGvRWqVq1qL7t1gzk528g39KC8ltyDQR7xehqS+abg5duEl7YFrwEGva2na2oBaOv8wDGtrXw4JbuvBaGtHHNhaiuC0DYIxz3nCO9tixL65MA5IyCZrnjJmCz16tUL7GuVNsm85bqduO666zwdbGFCnGYhTvNEJdbcgMcZ+uTAGvwkNm/eXGR756AVa5BVEF+rtEmXnLW9Ib/SlBBxmoU4zROVWPMDHmfoR2TJrZmtLngZoV3UH9k56rNz586eXktGFXupeFiS1wIAIF1Cnxw476ewc+fOmClcBUni8Oabb9rPL7jgAs+JiFX1UAYbOosixRtv8O677+pl6S4655xzPL0WAADpEvrkQDjn8j744IOu7WbNmqXWr19vz0N2XiZIhvRQyJ0dhYwIHTNmjGtbmTmxd+9eez63NWcVAICgMyI5kOIdzZo108tSzEUKSBScvvTOO++oYcOG2c8feuihYk+dtD7on3nmGfXYY48VaiO3dbYKacjI0QceeKBYrwUAQDqEfkCiqFixopo6daq+TCAjQCdNmqSTBKlDINMPZXyAPLfGI0h1L+etm51V+wYPHmw/jzd+QSpRSfUwqTAn7rnnHl3ZTSq4yfQUuZQgVaos0rsglyMAAAgLI5ID0bt3b/Xqq6/qD20p5SnlMeN9qx86dKiaMmVKiV7r+uuvV4cPH9YFl6TEp4w/kEfB+dXSY+As2xl0QZtK4xfiNAtxmicqsWYGOM7QV0gsSO5++NRTT+k615s2bdIf4nXr1lXdu3dXN998s11HPZ5keg6cpHKhvJbUyZZ679JrIVWn5DV++9vfqtNOO63YcTRs2DCpKlYAAKT6s8W45MAUJAcAgHR9thgxIBEAAKSOMWMOUDIyu0NuZSquvvpqT7W/w4Q4zUKc5olKrHkBjzNYW4O0kTuEWfc4T3S3sLAjTrMQp3miEuvxgMfJZQUAABCD5AAAAMQgOQAAADFIDgAAQAySAwAAEIMiSAFVvnx5XXFRyjDXq1evVF5z//79+ucJJ5ygTEacZiFO80Ql1v1piHP79u16doSUbs7JyXFtR3IQUHI3xyBObwEAhJ988Tx27Jjr/1PnIMB3mpSbOkmSIHeCBACgpHbu3KmTAvmMSYSeAwAAEIMBiQAAIAbJAQAAiEFyAAAAYpAcAACAGCQHAAAgBskBAACIQXIAAACU0/8HUKotlNZS9PsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_4 - ARI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_4 - AMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Drawing plot for Noise_Combination_4 - NMI\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", "# 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, combination in enumerate(Noise_Combination):\n", " # Get the metrics results for this pattern\n", " combination_metrics = metrics_dict[combination]\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(combination_metrics['Modality1'][metric])\n", " modality2_median = np.median(combination_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 = [combination_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 {combination} - {metric}\")\n", " \n", " # Display the figure\n", " plt.tight_layout(pad=0.1, rect=[0, 0, 1, 1])\n", "\n", " plt.savefig(f\"./Combination{i+1}/Metrics_{metric}.png\", dpi=500)\n", " plt.savefig(f\"./Combination{i+1}/Metrics_{metric}.eps\", dpi=500)\n", "\n", " plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "SpaKnit", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }