From 35ef4358cc297145322c447c4d2d6016430c748a Mon Sep 17 00:00:00 2001 From: Mehek <128465778+MehekFatima@users.noreply.github.com> Date: Sun, 26 May 2024 16:16:48 +0530 Subject: [PATCH] generic machine learning model comparison --- Body Fat Prediction/model_comparison.ipynb | 335 +++++++++++++++++++++ 1 file changed, 335 insertions(+) create mode 100644 Body Fat Prediction/model_comparison.ipynb diff --git a/Body Fat Prediction/model_comparison.ipynb b/Body Fat Prediction/model_comparison.ipynb new file mode 100644 index 00000000..d40c9eac --- /dev/null +++ b/Body Fat Prediction/model_comparison.ipynb @@ -0,0 +1,335 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "id": "287fd64e-8f80-42cd-a189-666380e0c706", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting lightgbm\n", + " Downloading lightgbm-4.3.0-py3-none-win_amd64.whl.metadata (19 kB)\n", + "Requirement already satisfied: numpy in c:\\users\\user\\anaconda3\\lib\\site-packages (from lightgbm) (1.26.4)\n", + "Requirement already satisfied: scipy in c:\\users\\user\\anaconda3\\lib\\site-packages (from lightgbm) (1.11.4)\n", + "Downloading lightgbm-4.3.0-py3-none-win_amd64.whl (1.3 MB)\n", + " ---------------------------------------- 0.0/1.3 MB ? eta -:--:--\n", + " ---------------------------------------- 0.0/1.3 MB ? eta -:--:--\n", + " ---------------------------------------- 0.0/1.3 MB ? eta -:--:--\n", + " -- ------------------------------------- 0.1/1.3 MB 1.1 MB/s eta 0:00:02\n", + " --------------------- ------------------ 0.7/1.3 MB 5.1 MB/s eta 0:00:01\n", + " ------------------------------- -------- 1.1/1.3 MB 5.6 MB/s eta 0:00:01\n", + " --------------------------------------- 1.3/1.3 MB 6.0 MB/s eta 0:00:01\n", + " --------------------------------------- 1.3/1.3 MB 6.0 MB/s eta 0:00:01\n", + " --------------------------------------- 1.3/1.3 MB 6.0 MB/s eta 0:00:01\n", + " --------------------------------------- 1.3/1.3 MB 6.0 MB/s eta 0:00:01\n", + " ---------------------------------------- 1.3/1.3 MB 2.9 MB/s eta 0:00:00\n", + "Installing collected packages: lightgbm\n", + "Successfully installed lightgbm-4.3.0\n" + ] + } + ], + "source": [ + "!pip install lightgbm" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b88391e9-6775-4d70-824e-3b45108b6148", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training ExtraTrees with StandardScaler...\n", + "Training DecisionTree with StandardScaler...\n", + "Training SVM with StandardScaler...\n", + "Training Logistic with StandardScaler...\n", + "Training KNN with StandardScaler...\n", + "Training RandomForest with StandardScaler...\n", + "Training GradientBoosting with StandardScaler...\n", + "Training Bagging with StandardScaler...\n", + "Training XGBoost with StandardScaler...\n", + "Training HistGradientBoosting with StandardScaler...\n", + "Training MLP with StandardScaler...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\anaconda3\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training CatBoost with StandardScaler...\n", + "Training AdaBoost with StandardScaler...\n", + "Training NaiveBayes with StandardScaler...\n", + "Training LightGBM with StandardScaler...\n", + "[LightGBM] [Info] Number of positive: 393, number of negative: 407\n", + "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002487 seconds.\n", + "You can set `force_col_wise=true` to remove the overhead.\n", + "[LightGBM] [Info] Total Bins 5100\n", + "[LightGBM] [Info] Number of data points in the train set: 800, number of used features: 20\n", + "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.491250 -> initscore=-0.035004\n", + "[LightGBM] [Info] Start training from score -0.035004\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "Training ExtraTrees with Normalizer...\n", + "Training DecisionTree with Normalizer...\n", + "Training SVM with Normalizer...\n", + "Training Logistic with Normalizer...\n", + "Training KNN with Normalizer...\n", + "Training RandomForest with Normalizer...\n", + "Training GradientBoosting with Normalizer...\n", + "Training Bagging with Normalizer...\n", + "Training XGBoost with Normalizer...\n", + "Training HistGradientBoosting with Normalizer...\n", + "Training MLP with Normalizer...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\anaconda3\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training CatBoost with Normalizer...\n", + "Training AdaBoost with Normalizer...\n", + "Training NaiveBayes with Normalizer...\n", + "Training LightGBM with Normalizer...\n", + "[LightGBM] [Info] Number of positive: 393, number of negative: 407\n", + "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000710 seconds.\n", + "You can set `force_col_wise=true` to remove the overhead.\n", + "[LightGBM] [Info] Total Bins 5100\n", + "[LightGBM] [Info] Number of data points in the train set: 800, number of used features: 20\n", + "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.491250 -> initscore=-0.035004\n", + "[LightGBM] [Info] Start training from score -0.035004\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", + "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results for RandomForest_StandardScaler:\n", + "Train Time: 0.96 seconds\n", + "Classification Report:\n", + "{'0': {'precision': 0.8461538461538461, 'recall': 0.946236559139785, 'f1-score': 0.8934010152284263, 'support': 93}, '1': {'precision': 0.9479166666666666, 'recall': 0.8504672897196262, 'f1-score': 0.8965517241379312, 'support': 107}, 'accuracy': 0.895, 'macro avg': {'precision': 0.8970352564102564, 'recall': 0.8983519244297056, 'f1-score': 0.8949763696831787, 'support': 200}, 'weighted avg': {'precision': 0.9005969551282051, 'recall': 0.895, 'f1-score': 0.8950866444950114, 'support': 200}}\n", + "Confusion Matrix:\n", + "[[88 5]\n", + " [16 91]]\n", + "ROC AUC: 0.93\n", + "Optimal Threshold: 0.47\n" + ] + }, + { + "data": { + "image/png": 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g+sncsQIPp1KcnJygVCrRoUMH5OTk4Ntvv0X16tUN6pnzWLZu3Rr16tXT/+zi4oLGjRsbPNf79u1Dt27doFKp9GWOjo545ZVXDNoy9z3j5eWFdu3a6X/28PBA7dq10bp1a4MFk02bNgVQ+utv1apVSE1NNTiqVKliledj+/btkMlkePXVV/HgwQP9oVar0apVK/1UWaNGjVCjRg1MmTIFSUlJOHPmjNE4/6lRo0bh6tWrWLt2Ld5++23UrVsXa9asQUhICGbPnm1SG5mZmRgzZgzq1q2LKlWqwMnJCfXr1wcA/Prrr0b1S/scuH//vv41VPx8DxkyxKBeRESEUVsPHjyARqNBQEAAnJ2dUaVKFTg7O+P3338vte+Sz0Xx8xkREWEwDVy/fn0EBwcb3f7DDz/E5cuXsWzZMowePRpVq1ZFUlIS2rVrp59yvXfvHlJSUjBw4EDUqlXL+AF7RFJSEtq2bQsXFxf9Y7dnz55Sx/6o7du3o0uXLvD29jZ4DRWvkXt0xw3w8DF3cnIqt81/i0oZSNSsWRNKpRIZGRkm1S9vns3b21t/vpinp6dRPblcjry8PAtGWzpfX198//33qF27NsaNGwdfX1/4+vpi7ty55d4uKyurzPtRfP5RJe9L8XoSc+6LTCbDyJEjsWbNGiQlJaFx48bo1KlTqXV/+uknhIeHA3i4q+aHH35AamoqYmJizO63rHnRssY4YsQI3L9/H2q1uty1EY/zuNdLUVERsrOzLR4rAMyaNQupqalISUlBTEwMrl+/jn79+unncgHzH0tTXrdZWVlQq9VG9UqWmfue8fDwMKrn7OxsVO7s7AwAuH//vlH9pk2bon379gaHKWMx5fm4fv06hBBQqVRwcnIyOI4ePapfW+Du7o6UlBS0bt0a77//Ppo1awZvb29Mmzat1HUklnJ3d8fgwYMxd+5c/Pjjjzh58iRUKhViYmJw69atcm9bVFSE8PBwbNq0CZMnT8aePXvw008/4ejRowBKf4897nMgKysLVapUMapX2mtl/Pjx+PDDD9GvXz9s27YNP/74I1JTU/U7Kkoq+VwUP5+mvA6LqVQqjBw5EklJSTh58iRSUlLg7OyMd955BwCQnZ2NwsLCx+5wS0hIwNixYxEYGIiNGzfi6NGjSE1NxfPPP//Yz6br169j27ZtRq+fZs2aAYDR+hRzPxPsWaXcteHo6Ihu3brhu+++w9WrVx/74il+c1y7ds2o7l9//YWaNWtabWwuLi4AAJ1OZ7AItOSLDHi4Wr9Tp04oLCzEsWPHMG/ePERFRUGlUmHQoEGltu/p6Ylr164Zlf/1118AYNX78qgRI0Zg6tSpSEpKwieffFJmvfXr18PJyQnbt2/XPxYALNpzX9qi1bJcu3YN48aNQ+vWrZGeno6JEyfi888/N7tPwPD1UtJff/0FBwcH1KhRw+KxAkDDhg31vyg7d+4MhUKBDz74APPmzdNfO8Gaj2UxT09PaLVao/KSZRX5nnkcazwfNWvWhEwmw8GDB0tdnP1oWYsWLbB+/XoIIXDy5EmsWLECM2bMgEKhwHvvvWeNu2SkWbNmGDRoEObMmYNz584ZZUQfdfr0afzyyy9YsWIFhg8fri8vXsRoCU9PTzx48ABZWVkGwURpr5U1a9Zg2LBh0Gg0BuU3b940yqgBxs9FcfumvA7L0rlzZ4SHh2PLli3IzMyEh4cHHB0djRYClzb20NBQLFy40KD8zp07j+2zZs2aaNmyZZmffyW3Kpv7mWDPKmVGAgCio6MhhMAbb7yB/Px8o/MFBQXYtm0bAKBr164AHr6IHpWamopff/0V3bp1s9q4incelLxQSvFYSuPo6IjAwEDMnz8fAHD8+PEy63br1g179+7VBw7FVq1aBaVSKdl20Tp16mDSpEno06ePwYdXScVbuxwdHfVleXl5WL16tVFda2V5CgsLMXjwYMhkMnz33XeIi4vDvHnzsGnTJova8/f3R506dbB27VqD3RG5ubnYuHGjfueANU2ePBmNGjXCzJkz9R9q5jyWpurSpQv27NljsDuksLAQGzZsMKhXke+Zx7HG89G7d28IIfDnn38aZT3at29f6jSYTCZDq1at8Nlnn6F69eoG70tLX7tZWVmlfl4BD3ccAP/7hVRW9rD4F1TJgGjRokVmj6dY8dbKL7/80qB87dq1RnVlMplR399++y3+/PNPk/ry9/eHl5cX1q1bZ/B8Xrp0CYcPHzaoe/369VK3eBYWFuL333+HUqlE9erVoVAoEBISgq+//rrUP9rKG/vJkyeNpoRL07t3b5w+fRq+vr6lvoYq6zVPKoNKmZEAgKCgICxcuBCRkZFo164dxo4di2bNmukv8LN48WI0b94cffr0gb+/P958803MmzcPDg4O6NGjBy5evIgPP/wQdevWxbvvvmu1cfXs2RMeHh547bXXMGPGDFSpUgUrVqzAlStXDOolJSVh79696NWrF+rVq4f79+/rt+p17969zPanTZumn6ubOnUqPDw88OWXX+Lbb79FfHw83N3drXZfSpo5c+Zj6/Tq1QsJCQmIiIjAm2++iaysLHz66ael/hVY/Jffhg0b0LBhQ7i4uFi0rmHatGk4ePAgdu/eDbVajQkTJiAlJQWvvfYa2rRpAx8fH7Pac3BwQHx8PIYMGYLevXtj9OjR0Ol0mD17Nm7dumXS42AuJycnaDQaDBw4EHPnzsUHH3xg1mNpqg8++ABbt25F165dMXXqVCiVSsyfPx+5ubkG9SryPfM41ng+OnTogDfffBMjR47EsWPH0LlzZ7i6uuLatWs4dOgQWrRogbFjx2L79u1YsGAB+vXrh4YNG0IIgU2bNuHWrVsICwvTt9eiRQvs378f27Ztg5eXF9zc3ODv7//Ycezbtw/vvPMOhgwZguDgYHh6eiIzMxPr1q3Dzp07MWzYMH0GqHnz5gCAxYsXw83NDS4uLvDx8UGTJk3g6+uL9957D0IIeHh4YNu2bUhOTrbwEQbCw8PRuXNnTJ48Gbm5uWjfvj1++OGHUoPW3r17Y8WKFWjSpAlatmyJn3/+GbNnzzb5wnkODg746KOP8Prrr+PFF1/EG2+8gVu3biE2NtZoamP16tVYtGgRIiIi8PTTT8Pd3R1Xr17FF198gfT0dEydOlU/XZaQkICOHTsiMDAQ7733Hho1aoTr169j69atWLRoEdzc3NC7d2989NFHmDZtGkJCQnD27FnMmDEDPj4+Bls4SzNjxgwkJycjODgYb7/9Nvz9/XH//n1cvHgRO3bsQFJSkk0vHlip2WyZp4nS0tLE8OHDRb169YSzs7NwdXUVbdq0EVOnTjVYvVtYWChmzZolGjduLJycnETNmjXFq6++Kq5cuWLQXkhIiGjWrJlRP8OHDzdaTYxSdm0IIcRPP/0kgoODhaurq6hTp46YNm2a+OKLLwxWxR85ckS8+OKLon79+kIulwtPT08REhIitm7datRHyRXTp06dEn369BHu7u7C2dlZtGrVSixfvtygTlnbDItXFJesX9KjuzbKU9rOi2XLlgl/f38hl8tFw4YNRVxcnFi6dKnR9sKLFy+K8PBw4ebmpt+yV97YHz1XvJJ99+7dwsHBwegxysrKEvXq1RNPP/200Ol0ZY6/vL62bNkiAgMDhYuLi3B1dRXdunUTP/zwg0Gd4lXxj26HLE95/QkhRGBgoKhRo4Z+942pj2X9+vVFr169jNoLCQkxen5++OEH/TZMtVotJk2aJBYvXmzU5j99z5Q1ppLvG1Nfa9Z4PpYtWyYCAwOFq6urUCgUwtfXVwwbNky/4+S3334TgwcPFr6+vkKhUAh3d3fxzDPPiBUrVhi0k5aWJjp06CCUSqUAUO7OpUdduXJFfPDBB6JDhw5CrVaLKlWqCDc3NxEYGCjmzZtntC17zpw5wsfHRzg6Ohq8b8+cOSPCwsKEm5ubqFGjhhgwYIC4fPmy0edFWY9HyV1kQghx69YtMWrUKFG9enWhVCpFWFiY+O2334zazM7OFq+99pqoXbu2UCqVomPHjuLgwYNGr7XHvda/+OIL4efnJ5ydnUXjxo3FsmXLjD5nz5w5IyZMmCDat28vatWqJapUqSJq1KghQkJCxOrVq43aPHPmjBgwYIDw9PQUzs7Ool69emLEiBHi/v37QgghdDqdmDhxoqhTp45wcXERbdu2FVu2bCnz873k58qNGzfE22+/LXx8fISTk5Pw8PAQ7dq1EzExMfqt5sWfsbNnzy71fv8byYQoceUbIiIiIhNV2jUSREREVPlV2jUSRESVyePm2B0cHIwu6Uz0b8BXPRGRCUpeX6DkUd5F3IjsGTMSREQmSE1NLfd8RV57g6gy4WJLIiIishinNoiIiMhiDCSIiIjIYna5RkIRJM318omedNkHrX/VTqInnUsF/CZUtHnLKu3knUg0q/6dO3fw4YcfYvPmzcjMzESbNm0wd+5cPP300wAAIQSmT5+OxYsXIzs7W/91DsVfVmYKZiSIiIjs1Ouvv47k5GSsXr0ap06dQnh4OLp3767/7pT4+HgkJCQgMTERqampUKvVCAsLM+mLzooxkCAiIpKazME6hxny8vKwceNGxMfHo3PnzmjUqBFiY2Ph4+ODhQsXQgiBOXPmICYmBv3790fz5s2xcuVK3Lt3r9QvdCsLAwkiIiKpyWRWOXQ6HXJycgwOnU5XapcPHjxAYWEhXFxcDMoVCgUOHTqEjIwMaLVahIeH68/J5XKEhIQYfVNreRhIEBERSc1KGYm4uDi4u7sbHHFxcaV26ebmhqCgIHz00Uf466+/UFhYiDVr1uDHH3/EtWvXoNVqAQAqlcrgdiqVSn/OFAwkiIiInhDR0dG4ffu2wREdHV1m/dWrV0MIgTp16kAul+Pzzz9HREQEHB0d9XVkMpnBbYQQRmXlsctdG0RERJWKGb+YyyOXyyGXy02u7+vri5SUFOTm5iInJwdeXl545ZVX4OPjA7VaDQDQarXw8vLS3yYzM9MoS1EeZiSIiIikZoPFlo9ydXWFl5cXsrOzsWvXLvTt21cfTCQnJ+vr5efnIyUlBcHBwSa3zYwEERGRndq1axeEEPD398f58+cxadIk+Pv7Y+TIkZDJZIiKioJGo4Gfnx/8/Pyg0WigVCoRERFhch8MJIiIiKRmpakNcxWvobh69So8PDzw0ksv4ZNPPoGTkxMAYPLkycjLy0NkZKT+glS7d++Gm5ubyX3Y5Zd28cqWRKXjlS2JjFXIlS2fnWKVdvKOzrJKO9bENRJERERkMU5tEBERSc1GUxsVgYEEERGR1P7BjovKzn7vGREREUmOGQkiIiKpcWqDiIiILGbHUxsMJIiIiKRmxxkJ+w2RiIiISHLMSBAREUmNUxtERERkMTsOJOz3nhEREZHkmJEgIiKSmoP9LrZkIEFERCQ1Tm0QERERGWNGgoiISGp2fB0JBhJERERS49QGERERkTFmJIiIiKTGqQ0iIiKymB1PbTCQICIikpodZyTsN0QiIiIiyTEjQUREJDVObRAREZHFOLVBREREZIwZCSIiIqlxaoOIiIgsxqkNIiIiImPMSBAREUmNUxtERERkMTsOJOz3nhEREZHkmJEgIiKSmh0vtmQgQUREJDVObRAREZHFZDLrHGZ48OABPvjgA/j4+EChUKBhw4aYMWMGioqK9HWEEIiNjYW3tzcUCgVCQ0ORnp5uVj8MJIiIiOzQrFmzkJSUhMTERPz666+Ij4/H7NmzMW/ePH2d+Ph4JCQkIDExEampqVCr1QgLC8OdO3dM7odTG0RERFKzwdTGkSNH0LdvX/Tq1QsA0KBBA6xbtw7Hjh0D8DAbMWfOHMTExKB///4AgJUrV0KlUmHt2rUYPXq0Sf0wI0FERCQ1K01t6HQ65OTkGBw6na7ULjt27Ig9e/bg3LlzAIBffvkFhw4dQs+ePQEAGRkZ0Gq1CA8P199GLpcjJCQEhw8fNvmuMZAgIiJ6QsTFxcHd3d3giIuLK7XulClTMHjwYDRp0gROTk5o06YNoqKiMHjwYACAVqsFAKhUKoPbqVQq/TlTcGqDiIhIYjIrbf+Mjo7G+PHjDcrkcnmpdTds2IA1a9Zg7dq1aNasGdLS0hAVFQVvb28MHz68zLEJIcwaLwMJIiIiiVkrkJDL5WUGDiVNmjQJ7733HgYNGgQAaNGiBS5duoS4uDgMHz4carUawMPMhJeXl/52mZmZRlmK8nBqg4iIyA7du3cPDg6Gv+YdHR312z99fHygVquRnJysP5+fn4+UlBQEBweb3A8zEkRERFKzwYUt+/Tpg08++QT16tVDs2bNcOLECSQkJGDUqFEPhySTISoqChqNBn5+fvDz84NGo4FSqURERITJ/TCQICIikpi1pjbMMW/ePHz44YeIjIxEZmYmvL29MXr0aEydOlVfZ/LkycjLy0NkZCSys7MRGBiI3bt3w83NzeR+ZEIIIcUdsCVF0Hu2HgJRpZR9cKath0BU6bhUwJ/UVQeusEo7d78aYZV2rIkZCSIiIonZIiNRURhIEBERSYyBBBEREVnMngMJbv8kIiIiizEjQUREJDX7TUgwkCAiIpIapzaIiIiISsGMBBERkcTsOSPBQIKIiEhi9hxIcGqDiIiILMaMBBERkcTsOSPBQIKIiEhq9htHcGqDiIiILMeMBBERkcQ4tUFEREQWYyBBREREFrPnQIJrJIiIiMhizEgQERFJzX4TEgwkiIiIpMapDSIiIqJSMCNBREQkMXvOSDCQICIikpg9BxKc2iAiIiKLMSNBREQkMXvOSDCQICIikpr9xhGc2iAiIiLLMSNBREQkMU5tEBERkcUYSBAREZHF7DmQ4BoJIiIishgzEkRERFKz34QEAwkiIiKpcWqDiIiInigNGjSATCYzOsaNGwcAEEIgNjYW3t7eUCgUCA0NRXp6utn9MCNB/5ijowM+eK07Bj3XGipPN2hv5mD1juOYuXwvhBAAAFeFMz6OfB59OjeDh7sSl65lY8FXP2DJ5h9tPHqiirNw/jwkLUg0KPP0rIm9B36w0YiootgiI5GamorCwkL9z6dPn0ZYWBgGDBgAAIiPj0dCQgJWrFiBxo0b4+OPP0ZYWBjOnj0LNzc3k/thIEH/2IRXQ/D6i4F446OvcOZCJto1rYNFMQOQc/c+5n/18AMy/p3eCGnXECNjN+DStWx0D/TD3Il9ce3mHWw/eMbG94Co4vg28sPiL5brf3ZwdLThaKii2CKQqFWrlsHPM2fOhK+vL0JCQiCEwJw5cxATE4P+/fsDAFauXAmVSoW1a9di9OjRJvfDqQ36xwJb1MP2g2ew8/BZXNZmY/O+09jz0+9o26TO/+o0r4c1O47j4IkLuKzNxrL//oST56+hbdM65bRMZH+qODqiZq1a+sPDw8PWQ6IniE6nQ05OjsGh0+kee7v8/HysWbMGo0aNgkwmQ0ZGBrRaLcLDw/V15HI5QkJCcPjwYbPGZNNA4urVq4iJiUGXLl3QtGlTBAQEoEuXLoiJicGVK1dsOTQyw5FfLqJL+0ZoVLcmAKBFIy8EtaqPXUfO6uscPnkRvTs2hXetagCAzm0bwq9uLXx/9JxNxkxkK5cuX0L30I7oEd4Vkye+i6v8rPtXKG2tgiVHXFwc3N3dDY64uLjH9r9lyxbcunULI0aMAABotVoAgEqlMqinUqn050xls6mNQ4cOoUePHqhbty7Cw8MRHh4OIQQyMzOxZcsWzJs3D9999x06dOhgqyGSiT5dnYJqVV3wy/rxKCwScHSQYdqi3fgq+Rd9nQkJ27Aguj/+2Po+Ch4UoqhIYGzcRhw+ecmGIyeqWC1atsQnmlmo36ABsrKysGTRQgwbMgibtm5H9eo1bD08kpKVZjaio6Mxfvx4gzK5XP7Y2y1duhQ9evSAt7e34bBKTLkIIcyehrFZIPHuu+/i9ddfx2effVbm+aioKKSmppbbjk6nM0rriKIHkDlw+UdFGdC9JQY/1wYjpq3HmYzraOnnjdlRvXHtZg6+3HEcADBuYDCeaVYPL01aicvXstGxjQ/mTuwHbdYd7Es9b+N7QFQxOnYK0f/fD0DLVq3R+/kwbN2yBcNGjLTdwOiJIZfLTQocHnXp0iV8//332LRpk75MrVYDeJiZ8PLy0pdnZmYaZSkex2ZTG6dPn8aYMWPKPD969GicPn36se2UluZ58OdRaw6VHkPzVk98uno/vv7+JNL/uI51O09g3vofMGlYKADARV4F08c8hymfb8eOQ7/i9B9aJH1zBN/sOYmoiE42HTuRLSmVSvg1bozLly/aeigkMWtNbVhi+fLlqF27Nnr16qUv8/HxgVqtRnJysr4sPz8fKSkpCA4ONqt9mwUSXl5e5S7oOHLkiEGUVJbo6Gjcvn3b4KhS51lrDpUeQ+HihKIiYVBWWFQEh///ondydISzU5Vy6xD9G+Xn5+PChT9Qs2atx1emJ5qtAomioiIsX74cw4cPR5Uq/8vUy2QyREVFQaPRYPPmzTh9+jRGjBgBpVKJiIgIs/qwWf5/4sSJGDNmDH7++WeEhYVBpVJBJpNBq9UiOTkZX3zxBebMmfPYdkpL83Bao2LtOPQbpozoiivXb+HMhUy09vfG24M6YtX2YwCAO/d0OHD8AjRv9USe7gEua7PRqU1DDOnRFlPmbrfx6Ikqzn9mz0JIaBeovbzw999/Y0nSQuTevYsX+r1o66GRxGz1N9P333+Py5cvY9SoUUbnJk+ejLy8PERGRiI7OxuBgYHYvXu3WdeQAACZKL5ikA1s2LABn332GX7++Wf9RTMcHR3Rrl07jB8/HgMHDrSoXUXQe9YcJj1GVaUzpr0Zjhc6N0Mtj6q4diMHXyX/As2yPSh48PB5VXlUxYyxz6N7oB9qVFM+3AK65Sd8vv6QjUf/75J9cKath/CvNnniuzh+LBXZ2bdQw6MGWrZsjXH/9w58GzWy9dD+1Vwq4G/PRhO/s0o75z/tYZV2rMmmgUSxgoIC3Lx5EwBQs2ZNODk5/aP2GEgQlY6BBJGxiggk/CbttEo7v89+3irtWFOlmANwcnIyaT0EERHRk8iel4PxypZERERksUqRkSAiIrJn9vw14gwkiIiIJGbHcQSnNoiIiMhyzEgQERFJzMHBflMSDCSIiIgkxqkNIiIiolIwI0FERCQx7togIiIii9lxHMFAgoiISGr2nJHgGgkiIiKyGDMSREREErPnjAQDCSIiIonZcRzBqQ0iIiKyHDMSREREEuPUBhEREVnMjuMITm0QERGR5ZiRICIikhinNoiIiMhidhxHcGqDiIiILMeMBBERkcQ4tUFEREQWs+M4goEEERGR1Ow5I8E1EkRERGQxZiSIiIgkZscJCQYSREREUuPUBhEREVEpmJEgIiKSmB0nJBhIEBERSY1TG0RERESlYCBBREQkMZnMOoe5/vzzT7z66qvw9PSEUqlE69at8fPPP+vPCyEQGxsLb29vKBQKhIaGIj093aw+GEgQERFJTCaTWeUwR3Z2Njp06AAnJyd89913OHPmDP7zn/+gevXq+jrx8fFISEhAYmIiUlNToVarERYWhjt37pjcD9dIEBER2aFZs2ahbt26WL58ub6sQYMG+v8LITBnzhzExMSgf//+AICVK1dCpVJh7dq1GD16tEn9MCNBREQkMWtlJHQ6HXJycgwOnU5Xap9bt25F+/btMWDAANSuXRtt2rTBkiVL9OczMjKg1WoRHh6uL5PL5QgJCcHhw4dNvm8MJIiIiCRmrTUScXFxcHd3Nzji4uJK7fPChQtYuHAh/Pz8sGvXLowZMwZvv/02Vq1aBQDQarUAAJVKZXA7lUqlP2cKTm0QERFJzFrbP6OjozF+/HiDMrlcXmrdoqIitG/fHhqNBgDQpk0bpKenY+HChRg2bFiZYxNCmDVeZiSIiIieEHK5HNWqVTM4ygokvLy8EBAQYFDWtGlTXL58GQCgVqsBwCj7kJmZaZSlKA8DCSIiIonZYvtnhw4dcPbsWYOyc+fOoX79+gAAHx8fqNVqJCcn68/n5+cjJSUFwcHBJvfDqQ0iIiKJ2eLKlu+++y6Cg4Oh0WgwcOBA/PTTT1i8eDEWL16sH1NUVBQ0Gg38/Pzg5+cHjUYDpVKJiIgIk/thIEFERGSHnn76aWzevBnR0dGYMWMGfHx8MGfOHAwZMkRfZ/LkycjLy0NkZCSys7MRGBiI3bt3w83NzeR+ZEIIIcUdsCVF0Hu2HgJRpZR9cKath0BU6bhUwJ/U3eYdsUo7e/4vyCrtWBMzEkRERBJz4Jd2ERERERljRoKIiEhidpyQYCBBREQkNVvs2qgoDCSIiIgk5mC/cQTXSBAREZHlmJEgIiKSGKc2iIiIyGJ2HEdwaoOIiIgsx4wEERGRxGSw35QEAwkiIiKJcdcGERERUSmYkSAiIpIYd20QERGRxew4juDUBhEREVmOGQkiIiKJ2fPXiDOQICIikpgdxxEMJIiIiKRmz4stuUaCiIiILMaMBBERkcTsOCHBQIKIiEhq9rzYklMbREREZDFmJIiIiCRmv/kIBhJERESS464NIiIiolIwI0FERCQxe/4acZMCia1bt5rc4AsvvGDxYIiIiOyRPU9tmBRI9OvXz6TGZDIZCgsL/8l4iIiI6AliUiBRVFQk9TiIiIjslh0nJLhGgoiISGr/+qmNknJzc5GSkoLLly8jPz/f4Nzbb79tlYERERHZi3/9YstHnThxAj179sS9e/eQm5sLDw8P3Lx5E0qlErVr12YgQURE9C9i9nUk3n33XfTp0wd///03FAoFjh49ikuXLqFdu3b49NNPpRgjERHRE00mk1nlMEdsbKzR7dVqtf68EAKxsbHw9vaGQqFAaGgo0tPTzb5vZgcSaWlpmDBhAhwdHeHo6AidToe6desiPj4e77//vtkDICIisncyKx3matasGa5du6Y/Tp06pT8XHx+PhIQEJCYmIjU1FWq1GmFhYbhz545ZfZgdSDg5OemjIpVKhcuXLwMA3N3d9f8nIiIi26tSpQrUarX+qFWrFoCH2Yg5c+YgJiYG/fv3R/PmzbFy5Urcu3cPa9euNasPswOJNm3a4NixYwCALl26YOrUqfjyyy8RFRWFFi1amNscERGR3XOQyaxy6HQ65OTkGBw6na7Mfn///Xd4e3vDx8cHgwYNwoULFwAAGRkZ0Gq1CA8P19eVy+UICQnB4cOHzbtv5j4YGo0GXl5eAICPPvoInp6eGDt2LDIzM7F48WJzmyMiIrJ7Mpl1jri4OLi7uxsccXFxpfYZGBiIVatWYdeuXViyZAm0Wi2Cg4ORlZUFrVYL4OHMwqNUKpX+nKnM3rXRvn17/f9r1aqFHTt2mNsEERERWSA6Ohrjx483KJPL5aXW7dGjh/7/LVq0QFBQEHx9fbFy5Uo8++yzAIyvbyGEMHtRJ7/9k4iISGLW2rUhl8tRrVo1g6OsQKIkV1dXtGjRAr///rt+90bJ7ENmZqZRluJxzM5I+Pj4lButFM+/EBER0UOV4cKWOp0Ov/76Kzp16gQfHx+o1WokJyejTZs2AID8/HykpKRg1qxZZrVrdiARFRVl8HNBQQFOnDiBnTt3YtKkSeY2R0RERBKYOHEi+vTpg3r16iEzMxMff/wxcnJyMHz4cMhkMkRFRUGj0cDPzw9+fn7QaDRQKpWIiIgwqx+zA4l33nmn1PL58+frd3MQERHR/zjYICVx9epVDB48GDdv3kStWrXw7LPP4ujRo6hfvz4AYPLkycjLy0NkZCSys7MRGBiI3bt3w83Nzax+ZEIIYY0BX7hwAa1bt0ZOTo41mvtHFEHv2XoIRJVS9sGZth4CUaXjUgFfXxm56YxV2lnQP8Aq7ViT1R6+b775Bh4eHtZqjoiIyG7w2z8f0aZNG4MHRAgBrVaLGzduYMGCBVYdHBEREVVuZgcSffv2NQgkHBwcUKtWLYSGhqJJkyZWHZylzmyLtfUQiCqlGk+/ZeshEFU6eScSJe/Dnq+1YHYgERsbK8EwiIiI7Jc9T22YHSQ5OjoiMzPTqDwrKwuOjo5WGRQRERE9GczOSJS1yUOn08HZ2fkfD4iIiMjeONhvQsL0QOLzzz8H8DA988UXX6Bq1ar6c4WFhThw4EClWSNBRERUmTCQAPDZZ58BeJiRSEpKMpjGcHZ2RoMGDZCUlGT9ERIREVGlZXIgkZGRAQDo0qULNm3ahBo1akg2KCIiIntiz4stzV4jsW/fPinGQUREZLfseWrD7F0bL7/8MmbONL7M7uzZszFgwACrDIqIiIieDGYHEikpKejVq5dR+fPPP48DBw5YZVBERET2RCazzlEZmT21cffu3VK3eTo5OVWKL+wiIiKqbGzx7Z8VxeyMRPPmzbFhwwaj8vXr1yMgoPJ9KxkREZGtOVjpqIzMzkh8+OGHeOmll/DHH3+ga9euAIA9e/Zg7dq1+Oabb6w+QCIiIqq8zA4kXnjhBWzZsgUajQbffPMNFAoFWrVqhb1796JatWpSjJGIiOiJZsczG+YHEgDQq1cv/YLLW7du4csvv0RUVBR++eUXFBYWWnWARERETzqukSjF3r178eqrr8Lb2xuJiYno2bMnjh07Zs2xERERUSVnVkbi6tWrWLFiBZYtW4bc3FwMHDgQBQUF2LhxIxdaEhERlcGOExKmZyR69uyJgIAAnDlzBvPmzcNff/2FefPmSTk2IiIiu+Ags85RGZmckdi9ezfefvttjB07Fn5+flKOiYiIiJ4QJmckDh48iDt37qB9+/YIDAxEYmIibty4IeXYiIiI7IKDTGaVozIyOZAICgrCkiVLcO3aNYwePRrr169HnTp1UFRUhOTkZNy5c0fKcRIRET2x7PkS2Wbv2lAqlRg1ahQOHTqEU6dOYcKECZg5cyZq166NF154QYoxEhERUSX1j6646e/vj/j4eFy9ehXr1q2z1piIiIjsChdbPoajoyP69euHfv36WaM5IiIiuyJDJY0CrMAqgQQRERGVrbJmE6yhsn6ZGBERET0BmJEgIiKSmD1nJBhIEBERSUxWWfduWgGnNoiIiMhizEgQERFJzJ6nNpiRICIiklhluLJlXFwcZDIZoqKi9GVCCMTGxsLb2xsKhQKhoaFIT083q10GEkRERHYuNTUVixcvRsuWLQ3K4+PjkZCQgMTERKSmpkKtViMsLMysr71gIEFERCQxW35p1927dzFkyBAsWbIENWrU0JcLITBnzhzExMSgf//+aN68OVauXIl79+5h7dq1pt83i0ZFREREJrPWJbJ1Oh1ycnIMDp1OV27f48aNQ69evdC9e3eD8oyMDGi1WoSHh+vL5HI5QkJCcPjwYdPvm3kPBREREdlKXFwc3N3dDY64uLgy669fvx7Hjx8vtY5WqwUAqFQqg3KVSqU/Zwru2iAiIpKYtS4jER0djfHjxxuUyeXyUuteuXIF77zzDnbv3g0XF5dyxmY4OCGEWde9YCBBREQkMQcrfWmXXC4vM3Ao6eeff0ZmZibatWunLyssLMSBAweQmJiIs2fPAniYmfDy8tLXyczMNMpSlIdTG0RERBKzxfbPbt264dSpU0hLS9Mf7du3x5AhQ5CWloaGDRtCrVYjOTlZf5v8/HykpKQgODjY5H6YkSAiIrJDbm5uaN68uUGZq6srPD099eVRUVHQaDTw8/ODn58fNBoNlEolIiIiTO6HgQQREZHEKuuVLSdPnoy8vDxERkYiOzsbgYGB2L17N9zc3ExuQyaEEBKO0SYybt639RCIKqWAsIm2HgJRpZN3IlHyPhYfvWSVdt58tr5V2rEmrpEgIiIii3Fqg4iISGJ2/C3iDCSIiIikZunlrZ8EnNogIiIiizEjQUREJDE7TkgwkCAiIpKaPaf/7fm+ERERkcSYkSAiIpKYOV+C9aRhIEFERCQx+w0jGEgQERFJjts/iYiIiErBjAQREZHE7DcfwUCCiIhIcnY8s8GpDSIiIrIcMxJEREQS4/ZPIiIispg9p//t+b4RERGRxJiRICIikhinNoiIiMhi9htGcGqDiIiI/gFmJIiIiCTGqQ0iIiKymD2n/xlIEBERScyeMxL2HCQRERGRxJiRICIikpj95iMYSBAREUnOjmc2OLVBRERElmNGgoiISGIOdjy5wUCCiIhIYpzaICIiIioFMxJEREQSk3Fqg4iIiCzFqQ0iIiJ6oixcuBAtW7ZEtWrVUK1aNQQFBeG7777TnxdCIDY2Ft7e3lAoFAgNDUV6errZ/TCQICIikpgDZFY5zPHUU09h5syZOHbsGI4dO4auXbuib9+++mAhPj4eCQkJSExMRGpqKtRqNcLCwnDnzh2z+pEJIYRZt3gCZNy8b+shEFVKAWETbT0Eokon70Si5H3sOnPDKu08F1DrH93ew8MDs2fPxqhRo+Dt7Y2oqChMmTIFAKDT6aBSqTBr1iyMHj3a5DaZkSAiIpKYTGadQ6fTIScnx+DQ6XSP7b+wsBDr169Hbm4ugoKCkJGRAa1Wi/DwcH0duVyOkJAQHD582Kz7xkCCiIjoCREXFwd3d3eDIy4ursz6p06dQtWqVSGXyzFmzBhs3rwZAQEB0Gq1AACVSmVQX6VS6c+Zirs2iIiIJGat7Z/R0dEYP368QZlcLi+zvr+/P9LS0nDr1i1s3LgRw4cPR0pKyv/GVWI7iRDC7K88ZyBBREQkMQcrbf+Uy+XlBg4lOTs7o1GjRgCA9u3bIzU1FXPnztWvi9BqtfDy8tLXz8zMNMpSPA6nNoiIiP4lhBDQ6XTw8fGBWq1GcnKy/lx+fj5SUlIQHBxsVpvMSBAREUnMFle2fP/999GjRw/UrVsXd+7cwfr167F//37s3LkTMpkMUVFR0Gg08PPzg5+fHzQaDZRKJSIiIszqh4EEERGRxGxxZcvr169j6NChuHbtGtzd3dGyZUvs3LkTYWFhAIDJkycjLy8PkZGRyM7ORmBgIHbv3g03Nzez+uF1JIj+RXgdCSJjFXEdiX1ns6zSThd/T6u0Y03MSBAREUmMX9pFREREFrPWro3KiLs2iIiIyGLMSBAREUmMUxtERERkMVvs2qgoDCSIiIgkZsdxBNdIEBERkeUqdSBx5coVjBo1qtw6ln6lKhERUUVxkMmsclRGlTqQ+Pvvv7Fy5cpy65T2laoL586uoBESERE9nsxKR2Vk0zUSW7duLff8hQsXHttGaV+p+tcdu7tYJxERUaVk00CiX79+kMlkKO8q3Y/7XvTSvlI1K5+XyCYiokqksqYTrMCmUxteXl7YuHEjioqKSj2OHz9uy+ERERFZhcxK/yojmwYS7dq1KzdYeFy2goiIiGzLplMbkyZNQm5ubpnnGzVqhH379lXgiIiIiKyvkm64sAqbBhKdOnUq97yrqytCQkIqaDRERETSsOM4onJv/yQiIqLKjZfIJiIikpodpyQYSBAREUmssu64sAYGEkRERBKz58WWXCNBREREFmNGgoiISGJ2nJBgIEFERCQ5O44kOLVBREREFmNGgoiISGLctUFEREQW464NIiIiolIwI0FERCQxO05IMJAgIiKSnB1HEpzaICIiIosxI0FERCQx7togIiIii9nzrg0GEkRERBKz4ziCaySIiIjsUVxcHJ5++mm4ubmhdu3a6NevH86ePWtQRwiB2NhYeHt7Q6FQIDQ0FOnp6Wb1w0CCiIhIajIrHWZISUnBuHHjcPToUSQnJ+PBgwcIDw9Hbm6uvk58fDwSEhKQmJiI1NRUqNVqhIWF4c6dO6bfNSGEMG9olV/Gzfu2HgJRpRQQNtHWQyCqdPJOJEreR/qfuY+vZIJmdVwtvu2NGzdQu3ZtpKSkoHPnzhBCwNvbG1FRUZgyZQoAQKfTQaVSYdasWRg9erRJ7TIjQURE9ITQ6XTIyckxOHQ6nUm3vX37NgDAw8MDAJCRkQGtVovw8HB9HblcjpCQEBw+fNjkMTGQICIikphMZp0jLi4O7u7uBkdcXNxj+xdCYPz48ejYsSOaN28OANBqtQAAlUplUFelUunPmYK7NoiIiCRmrV0b0dHRGD9+vEGZXC5/7O3eeustnDx5EocOHTIeW4m9qUIIo7LyMJAgIiJ6QsjlcpMCh0f93//9H7Zu3YoDBw7gqaee0per1WoADzMTXl5e+vLMzEyjLEV5OLVBREQkNRvs2hBC4K233sKmTZuwd+9e+Pj4GJz38fGBWq1GcnKyviw/Px8pKSkIDg42uR9mJIiIiCRmi0tkjxs3DmvXrsV///tfuLm56dc9uLu7Q6FQQCaTISoqChqNBn5+fvDz84NGo4FSqURERITJ/TCQICIiskMLFy4EAISGhhqUL1++HCNGjAAATJ48GXl5eYiMjER2djYCAwOxe/duuLm5mdwPryNB9C/C60gQGauI60ic1d6zSjv+aqVV2rEmZiSIiIgkZs/ftcFAgoiISGp2HElw1wYRERFZjBkJIiIiidli10ZFYSBBREQkMTMuFPnE4dQGERERWYwZCSIiIonZcUKCgQQREZHk7DiS4NQGERERWYwZCSIiIolx1wYRERFZjLs2iIiIiErBjAQREZHE7DghwUCCiIhIcnYcSTCQICIikpg9L7bkGgkiIiKyGDMSREREErPnXRsMJIiIiCRmx3EEpzaIiIjIcsxIEBERSYxTG0RERPQP2G8kwakNIiIishgzEkRERBLj1AYRERFZzI7jCE5tEBERkeWYkSAiIpIYpzaIiIjIYvb8XRsMJIiIiKRmv3EE10gQERGR5ZiRICIikpgdJyQYSBAREUnNnhdbcmqDiIiILMZAgoiISGIyK/0z14EDB9CnTx94e3tDJpNhy5YtBueFEIiNjYW3tzcUCgVCQ0ORnp5uVh8MJIiIiKQms9JhptzcXLRq1QqJiYmlno+Pj0dCQgISExORmpoKtVqNsLAw3Llzx+Q+uEaCiIjITvXo0QM9evQo9ZwQAnPmzEFMTAz69+8PAFi5ciVUKhXWrl2L0aNHm9QHMxJEREQSs1ZCQqfTIScnx+DQ6XQWjSkjIwNarRbh4eH6MrlcjpCQEBw+fNjkdhhIEBERSUwms84RFxcHd3d3gyMuLs6iMWm1WgCASqUyKFepVPpzpuDUBhER0RMiOjoa48ePNyiTy+X/qE1Zib2pQgijsvIwkCAiIpKYtb5rQy6X/+PAoZharQbwMDPh5eWlL8/MzDTKUpSHUxtEREQSs9bUhjX5+PhArVYjOTlZX5afn4+UlBQEBweb3A4zEkRERHbq7t27OH/+vP7njIwMpKWlwcPDA/Xq1UNUVBQ0Gg38/Pzg5+cHjUYDpVKJiIgIk/tgIEFERGSnjh07hi5duuh/Ll5fMXz4cKxYsQKTJ09GXl4eIiMjkZ2djcDAQOzevRtubm4m9yETQgirj9zGMm7et/UQiCqlgLCJth4CUaWTd6L0izVZ0628Qqu0U13haJV2rIkZCSIiIolZa7FlZcTFlkRERGQxZiSIiIgkZs9fI85AgoiISGJ2HEdwaoOIiIgsx4wEERGR1Ow4JcFAgoiISGLctUFERERUCmYkiIiIJMZdG0RERGQxO44jGEgQERFJzo4jCa6RICIiIosxI0FERCQxe961wUCCiIhIYva82JJTG0RERGQxmRBC2HoQZJ90Oh3i4uIQHR0NuVxu6+EQVRp8b5A9YSBBksnJyYG7uztu376NatWq2Xo4RJUG3xtkTzi1QURERBZjIEFEREQWYyBBREREFmMgQZKRy+WYNm0aF5MRlcD3BtkTLrYkIiIiizEjQURERBZjIEFEREQWYyBBREREFmMgQURERBZjIEGSWbBgAXx8fODi4oJ27drh4MGDth4SkU0dOHAAffr0gbe3N2QyGbZs2WLrIRH9YwwkSBIbNmxAVFQUYmJicOLECXTq1Ak9evTA5cuXbT00IpvJzc1Fq1atkJiYaOuhEFkNt3+SJAIDA9G2bVssXLhQX9a0aVP069cPcXFxNhwZUeUgk8mwefNm9OvXz9ZDIfpHmJEgq8vPz8fPP/+M8PBwg/Lw8HAcPnzYRqMiIiIpMJAgq7t58yYKCwuhUqkMylUqFbRarY1GRUREUmAgQZKRyWQGPwshjMqIiOjJxkCCrK5mzZpwdHQ0yj5kZmYaZSmIiOjJxkCCrM7Z2Rnt2rVDcnKyQXlycjKCg4NtNCoiIpJCFVsPgOzT+PHjMXToULRv3x5BQUFYvHgxLl++jDFjxth6aEQ2c/fuXZw/f17/c0ZGBtLS0uDh4YF69erZcGREluP2T5LMggULEB8fj2vXrqF58+b47LPP0LlzZ1sPi8hm9u/fjy5duhiVDx8+HCtWrKj4ARFZAQMJIiIishjXSBAREZHFGEgQERGRxRhIEBERkcUYSBAREZHFGEgQERGRxRhIEBERkcUYSBAREZHFGEgQ2aHY2Fi0bt1a//OIESPQr1+/Ch/HxYsXIZPJkJaWVuF9E1HFYCBBVIFGjBgBmUwGmUwGJycnNGzYEBMnTkRubq6k/c6dO9fkKyfylz8RmYPftUFUwZ5//nksX74cBQUFOHjwIF5//XXk5uZi4cKFBvUKCgrg5ORklT7d3d2t0g4RUUnMSBBVMLlcDrVajbp16yIiIgJDhgzBli1b9NMRy5YtQ8OGDSGXyyGEwO3bt/Hmm2+idu3aqFatGrp27YpffvnFoM2ZM2dCpVLBzc0Nr732Gu7fv29wvuTURlFREWbNmoVGjRpBLpejXr16+OSTTwAAPj4+AIA2bdpAJpMhNDRUf7vly5ejadOmcHFxQZMmTbBgwQKDfn766Se0adMGLi4uaN++PU6cOGHFR46IKiNmJIhsTKFQoKCgAABw/vx5fPXVV9i4cSMcHR0BAL169YKHhwd27NgBd3d3LFq0CN26dcO5c+fg4eGBr776CtOmTcP8+fPRqVMnrF69Gp9//jkaNmxYZp/R0dFYsmQJPvvsM3Ts2BHXrl3Db7/9BuBhMPDMM8/g+++/R7NmzeDs7AwAWLJkCaZNm4bExES0adMGJ06cwBtvvAFXV1cMHz4cubm56N27N7p27Yo1a9YgIyMD77zzjsSPHhHZnCCiCjN8+HDRt29f/c8//vij8PT0FAMHDhTTpk0TTk5OIjMzU39+z549olq1auL+/fsG7fj6+opFixYJIYQICgoSY8aMMTgfGBgoWrVqVWq/OTk5Qi6XiyVLlpQ6xoyMDAFAnDhxwqC8bt26Yu3atQZlH330kQgKChJCCLFo0SLh4eEhcnNz9ecXLlxYaltEZD84tUFUwbZv346qVavCxcUFQUFB6Ny5M+bNmwcAqF+/PmrVqqWv+/PPP+Pu3bvw9PRE1apV9UdGRgb++OMPAMCvv/6KoKAggz5K/vyoX3/9FTqdDt26dTN5zDdu3MCVK1fw2muvGYzj448/NhhHq1atoFQqTRoHEdkHTm0QVbAuXbpg4cKFcHJygre3t8GCSldXV4O6RUVF8PLywv79+43aqV69ukX9KxQKs29TVFQE4OH0RmBgoMG54ikYIYRF4yGiJxsDCaIK5urqikaNGplUt23bttBqtahSpQoaNGhQap2mTZvi6NGjGDZsmL7s6NGjZbbp5+cHhUKBPXv24PXXXzc6X7wmorCwUF+mUqlQp04dXLhwAUOGDCm13YCAAKxevRp5eXn6YKW8cRCRfeDUBlEl1r17dwQFBaFfv37YtWsXLl68iMOHD+ODDz7AsWPHAADvvPMOli1bhmXLluHcuXOYNm0a0tPTy2zTxcUFU6ZMweTJk7Fq1Sr88ccfOHr0KJYuXQoAqF27NhQKBXbu3Inr16/j9u3bAB5e5CouLg5z587FuXPncOrUKSxfvhwJCQkAgIiICDg4OOC1117DmTNnsGPHDnz66acSP0JEZGsMJIgqMZlMhh07dqBz584YNWoUGjdujEGDBuHixYtQqVQAgFdeeQVTp07FlClT0K5dO1y6dAljx44tt90PP/wQEyZMwNSpU9G0aVO88soryMzMBABUqVIFn3/+ORYtWgRvb2/07ds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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import time\n", + "from sklearn.model_selection import train_test_split, KFold, LeaveOneOut, GridSearchCV\n", + "from sklearn.preprocessing import StandardScaler, Normalizer\n", + "from sklearn.metrics import classification_report, confusion_matrix, roc_curve, auc, roc_auc_score\n", + "from sklearn.ensemble import ExtraTreesClassifier, BaggingClassifier, GradientBoostingClassifier, RandomForestClassifier, AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from xgboost import XGBClassifier\n", + "from sklearn.ensemble import HistGradientBoostingClassifier\n", + "from sklearn.neural_network import MLPClassifier\n", + "from catboost import CatBoostClassifier\n", + "from lightgbm import LGBMClassifier\n", + "from sklearn.naive_bayes import GaussianNB\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# List of models to use\n", + "models = {\n", + " \"ExtraTrees\": ExtraTreesClassifier(),\n", + " \"DecisionTree\": DecisionTreeClassifier(),\n", + " \"SVM\": SVC(probability=True),\n", + " \"Logistic\": LogisticRegression(),\n", + " \"KNN\": KNeighborsClassifier(),\n", + " \"RandomForest\": RandomForestClassifier(),\n", + " \"GradientBoosting\": GradientBoostingClassifier(),\n", + " \"Bagging\": BaggingClassifier(),\n", + " \"XGBoost\": XGBClassifier(),\n", + " \"HistGradientBoosting\": HistGradientBoostingClassifier(),\n", + " \"MLP\": MLPClassifier(),\n", + " \"CatBoost\": CatBoostClassifier(verbose=0),\n", + " \"AdaBoost\": AdaBoostClassifier(),\n", + " \"NaiveBayes\": GaussianNB(),\n", + " \"LightGBM\": LGBMClassifier()\n", + "}\n", + "\n", + "# Load your data\n", + "df = pd.read_csv(r\"D:\\Mehek\\bodyfat.csv\")\n", + "X = df.drop(['Density'], axis=1)\n", + "y = df['Density']\n", + "\n", + "# For demonstration, we'll generate synthetic data\n", + "from sklearn.datasets import make_classification\n", + "X, y = make_classification(n_samples=1000, n_features=20, n_classes=2, random_state=42)\n", + "\n", + "# Split the data\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Normalize and Standardize the data\n", + "scalers = {\n", + " 'StandardScaler': StandardScaler(),\n", + " 'Normalizer': Normalizer()\n", + "}\n", + "\n", + "def evaluate_model(model, X_train, y_train, X_test, y_test):\n", + " # Train model and measure time\n", + " start = time.time()\n", + " model.fit(X_train, y_train)\n", + " train_time = time.time() - start\n", + "\n", + " # Predict on test data\n", + " y_pred = model.predict(X_test)\n", + " y_prob = model.predict_proba(X_test)[:, 1]\n", + "\n", + " # Evaluation metrics\n", + " report = classification_report(y_test, y_pred, output_dict=True)\n", + " conf_matrix = confusion_matrix(y_test, y_pred)\n", + " roc_auc = roc_auc_score(y_test, y_prob)\n", + " fpr, tpr, thresholds = roc_curve(y_test, y_prob)\n", + "\n", + " # Find the optimal threshold\n", + " optimal_idx = np.argmax(tpr - fpr)\n", + " optimal_threshold = thresholds[optimal_idx]\n", + "\n", + " return {\n", + " \"train_time\": train_time,\n", + " \"classification_report\": report,\n", + " \"confusion_matrix\": conf_matrix,\n", + " \"roc_auc\": roc_auc,\n", + " \"fpr\": fpr,\n", + " \"tpr\": tpr,\n", + " \"optimal_threshold\": optimal_threshold\n", + " }\n", + "\n", + "results = {}\n", + "\n", + "# Train and evaluate models on both normalized and standardized data\n", + "for scaler_name, scaler in scalers.items():\n", + " X_train_scaled = scaler.fit_transform(X_train)\n", + " X_test_scaled = scaler.transform(X_test)\n", + "\n", + " for model_name, model in models.items():\n", + " print(f\"Training {model_name} with {scaler_name}...\")\n", + " model_result = evaluate_model(model, X_train_scaled, y_train, X_test_scaled, y_test)\n", + " results[f\"{model_name}_{scaler_name}\"] = model_result\n", + "\n", + "# Plot ROC Curve\n", + "plt.figure(figsize=(10, 8))\n", + "for key, result in results.items():\n", + " plt.plot(result[\"fpr\"], result[\"tpr\"], label=f\"{key} (AUC = {result['roc_auc']:.2f})\")\n", + "\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Receiver Operating Characteristic')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.show()\n", + "\n", + "# Example: Print the results for a specific model and scaler\n", + "model_to_check = \"RandomForest_StandardScaler\"\n", + "print(f\"Results for {model_to_check}:\")\n", + "print(f\"Train Time: {results[model_to_check]['train_time']:.2f} seconds\")\n", + "print(\"Classification Report:\")\n", + "print(results[model_to_check]['classification_report'])\n", + "print(\"Confusion Matrix:\")\n", + "print(results[model_to_check]['confusion_matrix'])\n", + "print(f\"ROC AUC: {results[model_to_check]['roc_auc']:.2f}\")\n", + "print(f\"Optimal Threshold: {results[model_to_check]['optimal_threshold']:.2f}\")\n", + "\n", + "# Plot Confusion Matrix for a specific model\n", + "conf_matrix = results[model_to_check]['confusion_matrix']\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')\n", + "plt.title(f'Confusion Matrix for {model_to_check}')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90575d37-9335-4a4d-90a4-ddc93e255d83", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}