MLP_shap.ipynb 224 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 13,
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   "source": [
    "import tensorflow as tf\r\n",
    "import shap\r\n",
    "import numpy as np\r\n",
    "import pandas as pd\r\n",
    "from tools import data_loader, preprocessor\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "from sklearn.model_selection import train_test_split\r\n",
    "import tensorflow.keras.backend as K\r\n",
    "\r\n",
    "tf.compat.v1.disable_v2_behavior()\r\n",
    "\r\n",
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    "FILENAME = \"complete_emb.csv\"\r\n",
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    "\r\n",
    "def make_model(input_dim):\r\n",
    "    model = tf.keras.models.Sequential()\r\n",
    "    model.add(tf.keras.layers.Dense(80,\r\n",
    "                                    input_dim=input_dim,\r\n",
    "                                    activation='relu'))\r\n",
    "    model.add(tf.keras.layers.Dropout(0.35))\r\n",
    "    model.add(tf.keras.layers.Dense(20, activation='relu'))\r\n",
    "    model.add(tf.keras.layers.Dropout(0.15))\r\n",
    "    model.add(tf.keras.layers.Dense(10, activation='relu'))\r\n",
    "    model.add(tf.keras.layers.Dropout(0.15))\r\n",
    "    model.add(tf.keras.layers.Dense(1, activation='sigmoid'))\r\n",
    "    metrics = [\r\n",
    "      tf.keras.metrics.BinaryAccuracy(name='accuracy'),\r\n",
    "      tf.keras.metrics.Precision(name='precision'),\r\n",
    "      tf.keras.metrics.Recall(name='recall'),\r\n",
    "      tf.keras.metrics.AUC(name='auc'),\r\n",
    "    ]\r\n",
    "    model.compile(loss='binary_crossentropy',\r\n",
    "                  optimizer=\"Nadam\",\r\n",
    "                  metrics=metrics)\r\n",
    "    return model\r\n",
    "\r\n",
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    "# Load the data\r\n",
    "dl = data_loader.CompleteDataLoader(FILENAME).load_data()\r\n",
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    "features = dl.get_features()\r\n",
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    "X, y = dl.prepare_data(scaling_strategy=\"Standard\")\r\n",
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    "\r\n",
    "# Set class weight\r\n",
    "neg, pos = np.bincount(y)\r\n",
    "class_weight = preprocessor.get_class_weight(neg, pos)\r\n",
    "\r\n",
    "# Make a train, validation and test set\r\n",
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    "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.8)\r\n",
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    "X_valid, X_test, y_valid, y_test = train_test_split(X_rem, y_rem, test_size=0.5)\r\n",
    "\r\n",
    "# Upsample\r\n",
    "#pos = (pd.Series(y_train == 0))\r\n",
    "#X_train = np.concatenate((X_train, X_train[pos]), axis=0)\r\n",
    "#y_train = np.concatenate((y_train, y_train[pos]), axis=0)\r\n",
    "\r\n",
    "# Shuffle data\r\n",
    "idx = np.arange(len(X_train))\r\n",
    "np.random.shuffle(idx)\r\n",
    "X_train = X_train[idx]\r\n",
    "y_train = y_train[idx]\r\n",
    "\r\n",
    "# Make model\r\n",
    "model = make_model(input_dim=X_train.shape[1])\r\n",
    "history = model.fit(X_train, y_train, epochs=50,\r\n",
    "                    validation_data=(X_valid, y_valid),\r\n",
    "                    class_weight=class_weight,\r\n",
    "                    batch_size=32, verbose=False)\r\n",
    "results = model.evaluate(X_test, y_test)\r\n",
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    "print(f'Test loss: {results[0]} \\nTest accuracy: {results[1]}' +\r\n",
    "      f'\\nTest precision: {results[2]} \\nTest recall: {results[3]}' +\r\n",
    "      f'\\nTest roc_auc: {results[4]}')"
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   ],
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   "outputs": [
    {
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     "output_type": "stream",
     "name": "stderr",
     "text": [
      "`Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n"
     ]
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    },
    {
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     "output_type": "stream",
     "name": "stdout",
     "text": [
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      "Test loss: 0.5523594351701958 \n",
      "Test accuracy: 0.6976743936538696\n",
      "Test precision: 0.8092105388641357 \n",
      "Test recall: 0.7735849022865295\n",
      "Test roc_auc: 0.7470238208770752\n"
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     ]
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    }
   ],
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   "metadata": {}
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "source": [
    "# Plot the loss curves for training and validation.\r\n",
    "history_dict = history.history\r\n",
    "loss_values = history_dict['loss']\r\n",
    "val_loss_values = history_dict['val_loss']\r\n",
    "epochs = range(1, len(loss_values)+1)\r\n",
    "\r\n",
    "plt.figure(figsize=(8,6))\r\n",
    "plt.plot(epochs, loss_values, 'bo', label='Training loss')\r\n",
    "plt.plot(epochs, val_loss_values, 'b', label='Validation loss')\r\n",
    "plt.title('Training and validation loss')\r\n",
    "plt.xlabel('Epochs')\r\n",
    "plt.ylabel('Loss')\r\n",
    "plt.legend()\r\n",
    "plt.show()\r\n",
    "\r\n",
    "# Plot the accuracy curves for training and validation.\r\n",
    "acc_values = history_dict['accuracy']\r\n",
    "val_acc_values = history_dict['val_accuracy']\r\n",
    "epochs = range(1, len(acc_values)+1)\r\n",
    "\r\n",
    "plt.figure(figsize=(8,6))\r\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training accuracy')\r\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation accuracy')\r\n",
    "plt.title('Training and validation accuracy')\r\n",
    "plt.xlabel('Epochs')\r\n",
    "plt.ylabel('Accuracy')\r\n",
    "plt.legend()\r\n",
    "plt.show()\r\n",
    "\r\n",
    "# Plot the AUC curves for training and validation.\r\n",
    "acc_values = history_dict['auc']\r\n",
    "val_acc_values = history_dict['val_auc']\r\n",
    "epochs = range(1, len(acc_values)+1)\r\n",
    "\r\n",
    "plt.figure(figsize=(8,6))\r\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training AUC')\r\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation AUC')\r\n",
    "plt.title('Training and validation AUC')\r\n",
    "plt.xlabel('Epochs')\r\n",
    "plt.ylabel('AUC')\r\n",
    "plt.legend()\r\n",
    "plt.show()\r\n",
    "\r\n",
    "# Plot the precision curves for training and validation.\r\n",
    "acc_values = history_dict['precision']\r\n",
    "val_acc_values = history_dict['val_precision']\r\n",
    "epochs = range(1, len(acc_values)+1)\r\n",
    "\r\n",
    "plt.figure(figsize=(8,6))\r\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training precision')\r\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation precision')\r\n",
    "plt.title('Training and validation precision')\r\n",
    "plt.xlabel('Epochs')\r\n",
    "plt.ylabel('Precision')\r\n",
    "plt.legend()\r\n",
    "plt.show()\r\n",
    "\r\n",
    "# Plot the recall curves for training and validation.\r\n",
    "acc_values = history_dict['recall']\r\n",
    "val_acc_values = history_dict['val_recall']\r\n",
    "epochs = range(1, len(acc_values)+1)\r\n",
    "\r\n",
    "plt.figure(figsize=(8,6))\r\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training recall')\r\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation recall')\r\n",
    "plt.title('Training and validation recall')\r\n",
    "plt.xlabel('Epochs')\r\n",
    "plt.ylabel('Recall')\r\n",
    "plt.legend()\r\n",
    "plt.show()"
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   ],
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   "outputs": [
    {
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     "output_type": "display_data",
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     "data": {
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      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
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      "image/png": 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"
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     },
     "metadata": {
      "needs_background": "light"
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     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
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      "image/png": 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xwDtKSoDhw4HCQkDEbocP978Z59Zbb8Udd9yB7t27J1Tj9qphw4Z45plnMGDAAPTs2RNNmjRB06ZNq+13zTXX4JVXXkHXrl0xe/bs3bXtAQMG4IwzzkCvXr3QrVs3PPzwwwCAV199FU888QQOPfRQHHXUUVi+fDn2228/nH/++TjkkENw/vnno3v3aiMbd7v//vtx+OGHo0+fPigqKtq9/fHHH8enn36K4uJi9OzZE7NmWW5lvXr1cNxxx+H888/f3b1BRBRLpipu2UK0SvJ67urVq5eGrwf/448/4sADD8xQibLHpk2b0LhxY6gqrr32WnTu3Bk333xz/AOzSEVFxe4M/M6dO9foXPxcENUepaXW575okdXchw0LVv+7iExR1V6RHmMNvhZ4/vnn0a1bNxx88MFYv349fve732W6SAmZNWsWOnXqhP79+9c4uBNR7VJSApSVARUVdhuk4B4Pk+xqgZtvvjnnauyhDjroICxYsCDTxSAiyimswRMREQUQAzwREVEAMcATEREFEAM8ERFRADHA++i4447DuHHjqmx77LHH8Pvf/z7qMf369YM73O+UU07BunXrqu1zzz337B6PHs3o0aN3jyEHgLvuugsff/xxAqUnIqJcxgDvo0GDBmHkyJFVto0cORKDBg3ydPwHH3yAPffcM6nnDg/w9913H0444YSkzpUpXFaWiCh5DPA+Ovfcc/Gf//wHO3bsAGBLsi5btgxHH300fv/736NXr144+OCDcffdd0c8vn379li1ahUAYNiwYejSpQv69u27e0lZABGXXf3qq68wZswY3HLLLejWrRvmz5+PwYMHY9SoUQCATz75BN27d0dxcTGuuOIKbN++fffz3X333ejRoweKi4sxe/bsamXisrJERLmh1oyDv+kmYNq01J6zWzcgJJ5U07x5c/Tu3RsffvghzjzzTIwcORLnn38+RATDhg1D8+bNsWvXLvTv3x8//PADDj300IjnmTJlCkaOHIlp06ahvLwcPXr0QM+ePQEAZ599Nq666ioAwJ///Gf885//xPXXX48zzjgDp512Gs4999wq59q2bRsGDx6MTz75BF26dMGll16KZ599FjfddBMAoGXLlpg6dSqeeeYZPPzww3jhhReqHL/XXnth/PjxaNCgAX766ScMGjQIkydPxocffoj33nsP33zzDQoKCrBmzRoAQElJCW6//XYMHDgQ27ZtQ0VFBRYvXhzzfW3RogWmTp0KAFi9enXE13fDDTfg2GOPxbvvvotdu3Zh06ZN2HfffXH22WfjpptuQkVFBUaOHIlvv/025nMREQUVa/A+C22mD22ef/PNN9GjRw90794dM2fOrNKcHu6LL77AwIEDUVBQgD322ANnnHHG7sdmzJiBo48+GsXFxSgtLcXMmTNjlmfOnDno0KEDunTpAgC47LLL8Pnnn+9+/OyzzwYA9OzZc/cCNaF27tyJq666CsXFxTjvvPN2l9vrsrIF4RNDRxC+rGyk1zdhwoTduQzusrLt27ffvazsRx99xGVlKSmlpUD79kBent2GrIVElFNqTQ0+Vk3bT2eeeSZuvvlmTJ06FVu2bEHPnj3x888/4+GHH8akSZPQrFkzDB48uNrSql4luuxqPO6Ss9GWm+WyshRkpaXAkCGVa4gvXGj3gdo1xSkFA2vwPmvcuDGOO+44XHHFFbtr7xs2bECjRo3QtGlTrFixAh9++GHMcxxzzDEYPXo0tm7dio0bN+L999/f/Vi0ZVebNGmCjRs3VjvXAQccgLKyMsybNw+ArQp37LHHen49XFaWgmzo0Mrg7tqyxbYT5RoG+DQYNGgQvv/++90BvmvXrujevTuKiopw0UUXoU+fPjGP79GjBy644AJ07doVv/nNb3DYYYftfizasqsXXngh/va3v6F79+6YP3/+7u0NGjTASy+9hPPOOw/FxcXIy8vD1Vdf7fm1cFlZCrJFixLbTrVDrnbbcLlYChQvy8ryc0HRtG9vzfLhCgttJTKqfcK7bQBbU3748OzotuFysVQrcFlZqqlhw+zLO1RBgW2n2imXu21qTZIdBR+XlaWacmtkQ4das3y7dhbcs6GmRpmRy902DPBERCFKShjQqVK7dpG7bdq1S39ZEhX4Jvqg5BhQavDzQESJyOVum0AH+AYNGmD16tX8UicAFtxXr16d1Nh9olTK1azsbOT3e1lSYgl1hYWAiN1mS4JdPIHOot+5cyeWLFmS9CQyFDwNGjRA27ZtUbdu3UwXhWqpbM/KziXZ8l6WlmYubyNWFn2gAzwRUbYJ0lC8TAY2IDvey0xfZDDAExFlibw8INLXrggQMoNz1st0YAOy473M9EUGx8ETEWWJaNnXuZCVHSpd48Nj9bFnw3vpdRhdJvIuGOCJiNLIa1Z2TQOC3wElHePD3VaChQutpu4u/uO+lmzIcPdykRHvdfhGVQPx07NnTyUiygWvvaZaWKgqYrevvVb98YICVQsH9lNQUH2/WOePd3y8MsRTWFj1/O5PYWFi54lVDi/PUdPXUVNe3utUvVeRAJisUeJixgNzqn4Y4IkoKGoaEOIdX9MLiHSdQyTy6xDx/hzpEO8iw8/XESvAs4mefFVeDjzwALBhQ6ZLQpQ+NW0er2nzd7zjU9F/norx4fHKkQ197F6UlFhCXUWF3Ya/B5l6HQzw5KupU4E77wTeey/TJSFKj1T0t9Y0IMQ7PlX95/ECW7wLnXjlyIY+9lTI1OtggCdfuTX3XBvfS5SsVNSOvQSEWMEz3vHpqFF6udCJV45cnkUuVMZeR7S2+1z7YR98dnr7betruvzyTJeEKD1S1d8aq1+3pkl0qeg/j8drgpzf5Qg6xOiD50Q35KtXXgEGDwaOOw6YMCHTpSHyXzomPknFc/g9C53XSWgyPRteruNEN5QxbhP9zz9nthxE6ZKO/tZU9KHH6z+vKa/dAH6Xw4ugLv7DAE++cgP84sWWUU/kt0x/WaejvzUXsstzJUEuY5PQpAEDPPnKDfC7dgFLlmS2LBR82fJl7XetNBeCZ64kyKVryt1MYIAnX23cWPk7M+kzK9M123QI8pd1qFwJntnQ/B5POqbczRQGePLVhg2Au/Q6++EzJ1tqtqkQ60IlyF/W4XIheOaCXOjuSBYDPPlqwwagSxf7MmYNPnOCUrONd6ES5C9r8kcudHckiwGefLVhA9CiBdCmDWvwmRSUmm28C5Ugf1mTP3KluyMZDPDkq40bgT32ADp0YA0+k1JVs810P368C5Ugf1nXZvfe6+9010Ht7mCAJ19t2GABvn171uAzKRU122zox/dyoRLUL+vaas0a4L77gKeeynRJcg8DPPnKDfAdOgBLlwI7dmS6RLVTOlb+Sgc2wdc+H39sF2tTpkSeGY+iY4AnX23YADRpYjV41dzr8w2SmtZsvfTj+92Ezyb42mfcOLtdu5atgIligCff7NwJbNtWWYMH2A+fy+I1j6erCZ9N8LWHKjB2LNC5s92fMiWz5ck1DPDkG3eSG7cPHuAVeC6L1zyeiib8TCfxUVWZ/nvMmAEsWwbcfLPNp8EAnxgGePKNO03tHnvYMLk6dRjgc1m85vGaDsXLhiQ+qpQNfw+3ef7004HiYgb4RDHAk2/cAN+kiQX3/fZjE32ui9U8XtOheNmQxEeVsuHvMXYscPDBQNu2QM+eTLRLFAM8+Sa0Bg9YPzxr8MFV0wz3oEzGExSZ/nts3gx88QUwYIDd79nTEu1YSfCOAZ58E9oHD1gfHv85g6umGe6cZja7ZPrv8dlnNqz25JPtfs+edstmeu8Y4Mk3kWrwy5cDW7dmrkzkr5pkuKdrjHumE8dyRabnHBg3DmjYEDj6aLtfXMxEu0T5GuBFZICIzBGReSJye4THHxWRac7PXBFZF/LYZSLyk/NzmZ/lJH+E9sEDlZn0CxdmpDiU5dIxxj0bEsdyRabnHBg7FjjuOKBBA7tfvz5wyCHA5MnpeX4/7NyZ3ufzLcCLSD6ApwH8BsBBAAaJyEGh+6jqzaraTVW7AXgSwDvOsc0B3A3gcAC9AdwtIs38Kiv5I1INHmA/fC6bOxfo1cu/izS/x7hnQ+JYLsnUnAMLFgA//VTZPO/q1St3E+3KyoBWrYD330/fc/pZg+8NYJ6qLlDVHQBGAjgzxv6DAIxwfj8ZwHhVXaOqawGMBzDAx7KSD9w++MaN7datwbMfPnf95S/2Bfvf/2a6JMnJdOIYeeMOjxsQ9q2fy4l2I0cC69dbK0S6+Bng2wBYHHJ/ibOtGhEpBNABwIREjhWRISIyWUQmr1y5MiWFptRxp6nNcz5lrVsD9eqxBp+rFi2qbMqePTuzZUlWphPHyJuxY61C4M5g58rlRLsRI4AjjqhsyUyHbEmyuxDAKFXdlchBqjpcVXupaq9WrVr5VDRKlhvgXXl51o+Xi1fffsuFxK9HH7Wm0b32yt0AP2yYzckQqn79xBPHcuHvlat27AAmTLDau0jVx3I10W7mTOCHH4CLLkrv8/oZ4JcC2C/kfltnWyQXorJ5PtFjKUu5K8mF4lj46nIh8Wv1auD55+0L6qijgDlzMl2i5Fx0EdCsWWXiVn6+1RIT6VvOhb9XLvvqK2DTpur970Blol2uBfgRI+xi8Pzz0/u8fgb4SQA6i0gHEakHC+JjwncSkSIAzQB8HbJ5HICTRKSZk1x3krONcsjGjdUDPMfCV5cLiV9PP20Tj9x6K1BUZAlQ5eWZLlXi/vc/YOVK4LnnLDj/5S8233kiASMX/l65bNw4a2U5/vjIj+fajHaqFuD79wf23ju9z+1bgFfVcgDXwQLzjwDeVNWZInKfiJwRsuuFAEaqVv65VHUNgPthFwmTANznbKMcEq0Gv2qVXaGTSVXiV1mZ1W7+/e8aF6mKLVuAJ58ETj3Vzl9UZMN9crEl5vXXrRY4cKDd/93v7DP64IPez8FEvcSMHm2fmWXLvO0/dqy1EoV/d7h69gTWrEntSI7//Afo0gUYNSp153R9+62NChg0KPXnjsfXPnhV/UBVu6jq/qo6zNl2l6qOCdnnHlWtNkZeVV9U1U7Oz0t+lpP8Ed4HDzCTPpJUJH7t2gVceqn19d1xR3K1m2j9yi++aBdlt91m9w84wG5zrR++vBx4803gtNMqg0fTpsDvfw+8/TYwb5638zBRLzHvv29dOpdfbsPtYlm+HJg2rXr2fCg30S4V4+G3bgWuv94+Ez/9BDz+eM3PGW7ECLuoPPvs1J87nmxJsqMAilaDB9Jb+8v2hKhhw2zGrlCJJn49/LDN233GGdbk/MEHiZUhWr/yK6/YuY86Cujb1/Z1A3yu9cNPmAD8+mv1RKcbb7TErYcf9naeTM/wlmumTLEL/Y8+sq6eWD76yG5jBfjiYmvCr2k//IwZQO/ewFNP2WfgzjuBiRNT2xKzaxfwxhvAKafYxWTaqWogfnr27KmUXZo1U73++qrbVqxQBVQffzw9ZXjtNdWCAntO96egwLZnk4cfrixfnTqqrVqprl/v7djvvlOtW1f1nHNUd+xQbddOtW/fxJ6/sLDqe+T+tGhht++9V3X/vfdWvfLKxJ4j0wYPVt1jD9WtW6s/NmSIav36qr/84u1cr71m75mI3Wbb5ylbbN1qn+fbb1c99VTVBg1UZ86Mvv+gQap77aW6a1fs83bvrnriicmVqaJC9Ykn7O+9996qH35o2+fNs8/6gw8md95IPv7YzvnWW6k7ZzgAkzVKXMx4YE7VDwN8dqmoUM3PVx06tPr2ggLVm29OTzmiBa7CQu/nSMeX+TvvWLm+/Vb1yy9V8/IsIMWzdavqwQertm6t+uyzVV/vXXd5f36RyO8ToHrQQdW/cI89VrVPn0ReoclUYNy61YJ7tPd07lwr0+23p6c8tcU339hnaNQou3hq2dKC8/bt1fctL7cLyksuiX/e3/5WtXlz+z5JxIoVqqecYmU65RS7H+rww1W7dUvsnLFccYVqkyaqW7ak7pzhGOAp7TZvtk/XX/9a/bGDDlI966z0lCNa4BLxdny6WgDuvdfKtGmT3R861J7r7bdjH3fTTbbfrbdWL2d+vvdyRrsQAlRffrn6/kOG2JdxIjLZmvL22/Z848ZF3+e881SbNvXecqKaeIDx4/iansNPzzxj7/vPP9v9d9+1+3/6U/V9v/3WHvPyeXj22arn9eKDD6x1oH591SefjPy+PfaYnXfWLO/njWbbNvs8XXppzc8VCwM8pd0vv9in65lnqj92yimpvUqOpaY1eK/Hz59v/8zffZdcOc89V3X//Svvb9+u2qOHBdFlyyIfM368leW666KXs3Vrb88fKfjm5VktKVJt65FHbJ+VK72/xlS0piTr3HPty33nzuj7TJ5s5XnoofjnGzXKmnefey75Mr37rnVjPf98ckH6v/9V7dDB/v7Z6sorq9e0r7jCPlsTJ1bd9/777SL311/jn9e9GBg1yls5PvzQ9j/kENXp06Pvt2yZle3OO72dN5bRo+053S4AvzDAU9rNnatRr8avvdaCYTrUtNbotQWgtNR7cIikqKh6q8asWdZnOWBA9QCwerVqmzZ23ObNsZvYvQptPt9nHzv2kUci7/vBB/Z4+Jd0LDVtTUnW+vVWa/MSCPv3t4uibdsiP75xowUtt+wnnZR8uS65pPI855xjf1MvduywGrCI5V7UqaO6cGHy5fBTt27V+8o3bFDt2NEuTkJbS/r0UfX6Ne727d9xR/x9KypUjzxStX17b03l/fvbxXZNW0bOP9+6JHbsqNl54okV4JlFT74IX0kuVPv2tujCunX+l6OmS156HRLlDhmLNnQnVib/tm02RKe4uOoxBx4I/O1vNi74mWcqt6sC11wDrFgBvPaaZXDHGqK1eHH0x0KFrhx2xBE249tVV0Xet6jIbhMZKpep4WWjRwPbt3sbh3zbbcAvvwCvvlr9scmTgR49bNjgHXcAV14JfP21ZUon48svgTPPtDH4770HHHoo8NlnsY+ZP99GM/zlLzbsbNo02/7oo8mVwU/btlmmeq9eVbc3aWLv78KFwE032bZ162wSoljZ86EaNPC+dOzEifZ3+uMfq49WieSii+x9rskwvI0bbXjg+efbCI2MiRb5c+2HNfjsMmGC1Uw++6z6Y6NG2WNTp6a/XIny2gJw3nn2WGgzu9dzTJ1q2958s/qxFRWqJ59sNbV997Vam5vZ/sADsZ+jQQNrbkw0oXHWLDs+VjNlebnViv/4R+/nzVQf/MknW+3NS42sosK6Rrp0sdeoagmGDz5oNcY2bVQ//dS2v/aavYZkumWWLrVj//53uz95sj2nm+gXXuurqLBciMaNVffcs+pn5ZJL7H1ctSrxcvgpNMEuktA8E/c74fPPvZ8/UvN/JKecYjXpzZu9nXftWtV69WqWCPzqq/Z6vvgi+XN4BTbRU7q5/U9TplR/zO3rfOed9JcrkniZ3V4yvw89tDJorV1b9bF4fc+vvKIxE3uefLL6sXl5dly8cl58sWqjRt6bf1VVL79ctWHD+H2hxcWqp5/u/bzRyuinX3+1ZMNEsuPfeKMy8CxZonr88RqxGb2szLY/+WTi5XrzTTv2m28qt23aZNnhgOphh6n+9JNtX7tW9YILbPsxx6guWlT1XNOn22P33pt4OfwUnmAXLjTP5PTTbZRDIs3Z8c6vqvrDD7bP/fcnUnLVM8+0rhr3Ii9Rp5xiw1XjDfdLBQZ4Sjv3Ctb9kgq1erVWqb1kUipqleXlVlsuLrbjP/mk6uPx+p5vucVqw9ESwGqSnOZ+wd13n7fXsnixtRZce238fc87T7VzZ2/nzZSnn7bX/8MP3o8pL7eWmE6drIZYUKD6wgvVa4oVFVajv/DCxMt14412ERUpoI0aZcl3jRrZ361dO7tIGTYsesA57bTEaqnp4KWG7eaZAKpnn53Y+eO1EKgmd4GrWnmRN2FCYsepWuJpnTo2siUdYgV49sGTL2L1wTdrZv1w2TBdbSoWDlm0yPob3RnSwmfYitf3PH269beHL2Maev5EtocqLrY55J94ovrrDFdWBpx3nvXB/+EP8c9dVGRzbG/fHn/fTHn9deDgg6vnN8SSnw/ccotNXduhA/Ddd9bfHr50qYj1h0+cmHi5Jk4EDj88cv/sOefY0qK9ewN33WX7fPUV8Kc/Wdkiue02m074xRcTL4tfpkyxaWXD37dQbp4JAPzmN4md/9BDY89ot3ChTRM7ZAjQvHli5z7tNKBxY/v8JGrUKJsWOd1Lw0bCAE++iBXgRbJn2dhULBziJpr16WNJfOFfOPGmNp0+PXYAqmlymvvl/9JL0fd5/XWga1dg1iz73Z1SOJYDDrAEs/nzvZUj3RYutES2ZL5or7oKGD/eAmuXLtH369sXWLIksc/Lpk2WHOdO/RtJ27b2/B98YBcYvXvHPmffvjad8MMP20JAmeYm2Lnzxsdy7bW2gtxllyX2HG6iXbQA//e/23fNzTcndl7A/j/POsvWKEj0AnbECLtwOfTQxJ831RjgyRcbNtjVdf36kR/PlmVjU5HZ7c7JXlRUuZRlqFiZ/GvXAkuX2hdVNDWd+7xvX+DII+3LP3yJ1w0bgEsusbIccogFHq9rVruZ9Nk6J/3IkXZ74YWJH5uXB5xwAlCvXuz9+vSx20Rq8d98YxdG7rHR5OdbrTZ8waZobrvNLmrefNN7Wfwyfbp91rwEeBHgpJOSyzaPtnTsqlXACy8AF18M7Ldf4ucFbNTF2rV28eHV4sXA55/bRWWslot0YYAnX7gLzUT7kLs1+PB/zHRLxcIhs2dbc16vXsA771jT7vDhVfcJHYJWVlY5TG/GDLuNVYOv6VA/EfvyLyur+uX/9ddAt25WY7/nHuC///VWc3dl+6pyI0ZYM3jHjv49R3GxBeBEAvzEifY3OfLI1JbltNOAgw4CHnoo8/9X7kWulwBfEz17AqtXV29BeeopWynu1luTP/eJJwItWtjnyKs33rDbZC4q/cAAT77YuDH6es6A1eA3b7Z/zkyqafAELDBu2VL1S+aGG7ytWjd9ut3G6yOOdoHg1emnW7PhQw9Zzer++4Gjj7ZA8MUXwN13R88BiKZxY2tKzsYAP2sW8P33/veD1qljgfrLL70f8+WX1nyb6tXF8vIsoP3wg82dkElTpliujbs8tF8iLR27eTPw5JO2suKBByZ/7rp1LSdlzBjrVvHi9detO6VTp+SfN5UY4MkXkZaKDZXKZWNVrZk7WTUNnnPnVl/nevt2b4l6M2bYF32bNok9Z6LcL//vv7em+LvuAi64wJrkjzoq+fMecEB2BvgRI+w1e+1uqIk+fexCzcvETeXl1nISr3k+WYMG2UXXX//qz/m9mjzZWrT8bqaOlGj3wgvAmjXWalVTgwbZxfuYMfH3nT3b8iW8TKiULgzw5IsNG2L3HbpX9qkI8CNHWp/5pEk1P1ei1q2rHtxdXhKv3AS7dPTXXXSRvU/LltlMYqWlNa9FFhVZH3ymm4RdqvbaHnsM6N8f2Gcf/5+zb1973q+/jr/vDz9YbTBWgl1N1KsH/N//WT/w//7nz3PEk0iCXU01aGCjJNwAv3Mn8Mgj1jpVkwtXV9++dsEUr5l+zhyrGOTnp+ei0isGePJFvBq8G+BTkWj38ssWZDNRa4mVYBYvUU81fgZ9KtWrZ83Dc+da8lEqFBXZtMMrVqTmfDWxfr19yV56qeUW/POf6Xneww+3L3YvzfTuPn7V4AEbAdCsmU2BmwmJJNilQmii3ciRdmGdito7YK1AF15oXR6RuhNVrcWgRw/7Lnv7bWDffVPz3KnAAE++iNcH37SpfQnVtAa/YgXw8cdAq1bAu++mP6PbbZ5u0KD6Y/Ga6JcssaCUrgAPWG0klbXaZOak98OXX9owvzfftPyCzz5LPns6UY0aAd27e0u0mzjRyuXn/PuNGwPXXWdz8P/4o3/PE026EuxcbqLdwoWWY3LIIcApp6Tu/BddZBcsb79ddfuaNcC559oF1RFHWOvMmWem7nlTgQGefBGvBg9YP3xNa/BvvWW19zfesCF5Dz9cs/MlavZs6wN87rnKRL299rLH4iXauBn0sYbIZbtMZ9KXl9sIgGOOsdrWxInAn/8cfUIYv/TtC3z7LbBjR/R9VK18fjXPh7r+eltYxZ1EJp3SlWDnchezuf9++5+69dbUdnl162af89BJbz791Pr/33/fLirGj/c/jyYZDPDki3h98IB9AdS0Bj9ihNWAjzsOuOIK4F//sj7mdJkzxwL5ZZdVJurNnGmPRZuAw+Vm0OdygG/TxmqwmRgL//PPwLHHAvfea03z06ZZTSoT+vSxYVnffRd9n4UL7bPpZ/O8q1Ur+3947TVrKUonLzPYpZKbaPfii9YykuohaiKWOPf55/aZu/12y+9o1MjyLm65xS4us1GWFoty2a5dNlTFSw1+4cLkE7TKymymMTdr9Q9/sBrdY48ld75kzJ5d2UztatnSvmjiLTc5fbo1mTdr5l/5/JaXl5lM+tJSq1nNmGE1q3/9K/7nzU9eJrxxH0tHDR6w/4eKivT+P2zfnr4EO5ebaAfYa/ZjedZBg+x7qkcPy2347W+BqVPT+zqTwQBPKeeOGfUS4LdtA5YvT+55wmcq69jRMlifey49a83v3GmT2oQHeCDyjHbhZszI7dq7q6gofQF+/XpLELz4Ymu5+f777BiW1Lo1sP/+sRPtvvzS/ifS9Tfv0MHmtX/xxfSNcpg+3f4v0h34+va1rrErr/Tn/F26WFa+iPXFDx9uNfhsxwBPKRdrHvpQNc2kf/11m2QkdPa1226zBL/nnkvunIn4+Wf7MnP7oUP16mXBf/36yMeWl1sCVDoT7PxywAHWErN1q7/P89VXVmsfMcL63T/7LH39vF706WO19GjBdOJE+7ymMz+gTx+bbjVdoxzSnWDneughu7jwM+j+5z/2P3/22f49R6oxwFPKuQE+Xh98TSa7mTHD/qHDZyrr1g04+WRrlty2LfHzJiJ0Dvpw7hfc1KmRj/3pJ2vODEKALyqyoPbTT/6cv7zc+tmPOcbuJzvznt/69gVWroz8Pqxda5/ZdDXPu9I9ymHyZOtySmTK41QoKKhMbvXLnnumfvZBvzHAU8p5rcEXFtptMjV4d6ayvDyrxbm3paVWi1+xAnjllcTPmwj3SzNSDd4N8NGa6b1OUZsL/AwiZWVAv35WY7/wwprPvOcntx8+UjO9OwlOOhLsQqV7QaB0J9hRbAzwlHIbN9ptvADfqJFddSdag1e1AH/wwZbB6ibqLVxoaz8vXQocdpgNmdu1K7nX4MXs2cDee0dOknMT7aIF+BkzrKk2Uu0/13TubF/oqQ7wI0bY2PYffrDZ6V57LbtrUEVFtu54pES7iROtxSHesq+p1rat1W7TUYPPRIIdxcYATynntQYPJLds7Dff2EXBsmU2T3SoLVtsHPRtt1kf+DvvJHbuRETKoA8VK9Fu+nQLjJEmyMk1DRtaa0yqgsjmzTYb3UUX2UXctGmpm3nPT3l5VkOPVIP/8kvLwE53YlZeniWIpSPAZyrBjqJjgKeU89oHD1QuG5uIESNsUptoK9EtWgScdZZ9sf31r/5lEM+ZE7l53tWzp/XHRkq0S+cUtengzkmfCtdcY10td91lY4/9XO411fr0sfdh5crKbdu32yQ46W6ed6VrlEOmEuwoOgZ4SrlEa/CLFnlvSi8vt1nrTj21sg8/XLt21vx9yy2W5PbJJ97OnYhVq+wCI14NHqieaLd5M7BgQTCGyLncIBJt4R2vRo2yMe133mmJddmWSBePm0QXWoufOtUSPtOdYOcqKkrPKAd3Brt0J9hRdAzwlHJuH7zXGvzOnd5nn/vsM0ugGzQIGDbM+hdDFRTYdgC45BIbn+zHohtujchLgA9vpp81y1oVglaD37KlZsv2LlsG/O531k/tZandbNSrl7UuhQb4dCwwE4vfoxxcU6ZYNwQT7LIHAzyl3IYNFmi91L4SHQv/+ut24XDqqTY96fDhlXPAFxbafXc99/r1gZtussVo4k06kygvAb5VK1tYJPy5g5RB76rpnPQVFcDll1tN99VX/ZmNLB3q17cgH5poN3GiTWe8996ZKVM61gvYvt0+12yezy4M8JRyXhaacSUyFn77dkuaGzjQErsAC+buHPBlZZXB3fW731lZUl2LnzPHvszjrQrWq1fkAN+wYW71LcdT0+FYTz8NfPQR8Pe/W+5ELuvb1/7mW7dazfnLLzPXPA9Uvp9+BvgZM5hgl40Y4ANs505gzJj0TVPp8rLQjMsNkAsWxN/3ww8tYS18cptYmja1pK2337as+lSZPdu+OOPNShYp0W7GDMsOz9YFKpKx9972XicTRGbNshXATj3VLshyXd++9r83aRIwd67la2QywBcUWOtWshdfn38ef8Ead90FBvjsEqCvGAr37ru2PvGnn6b3eeOtBR+qQQMb6/zgg8Azz8S+GHn9dWv27t8/sfLceKM1+aZyKdl4Q+Rc7hde6CpjQcugB6yLJJls7R07bAhc48bACy8Eo//WnYhn4sTKpvpM9b+7ks2kX7vWVmo85BBLbo1myhSb6S1IrVJBwAAfYO4V+9ix6X3eRJroAStfv37AtdfaBUnoECPXxo229vL55yeeWb3PPrac68svJ7+wTajt263FIZEA7zbTr1xpSYJBC/BAcqvK3XOPXfy88IL9nYKgeXPgoIMqA3yLFrGHU6aD+7dJdJTD1Kl2zB572EyCgwdXJtGG4gx22YkBPsDcJulsD/D77GMLOTz6KDBunK3vPH581X1Gj7YErGRXDrvlFms2ffzx5I4PNX++fel5+dJ2E+3cJswZM+w2SEPkXEVFlkUfKQBEMnGitdxceaVd2AVJnz62OM4XX9jvmQ58yY5ycD+3kybZBFKvvgp0727j+l1MsMteDPAB5gb46dO9D0NLhUT64F15eZbx/u23VgM66SRb23n7dnt8xAjrRzzyyOTK1KmTLZ357LOV4/ST5SWDPlTojHZBzKB3ue/H3Lnx992wwYYxtm9vF3ZB07ev5V3Mn5/Z/ndXskmQU6bY32jvvYH777dhqjt32kXLX/5i81cwwS57McAH2Lx5lXNfjxuXvudNpA8+XNeuVlu45hrgkUeAI46wWtBHH1kTYU0S0267zb50//GP5M8BxF5kJpLQRLvp022e+kwNmfJTIovO3HijTXD06quJXwzmgtCgnk0BPtEulClTbCSI6+ijge+/t4vloUMtH2b0aHuMAT77MMAH1MaNwK+/2pStrVunN8An2kQfrqDAhk29955l7x5zjNUUEsmej6RnT/tCevTRypaBZMyebYt4NG7s/XkB62t2E+wy3WTrh/33t1EF8YLIiBGWD3HHHdm7MlxNdehgXU/169vkL5m2zz52IZVIgF+71nJNwgP3nntW/g2nTAEeeIAJdtmKAT6g5s+3286dbX30jz7yd2U11/btlhldkwDvOuMMW0ns1FOBE09MTbP27bcDv/xiNcdkzZmT2Cpw7hfk5MnAzJnB7H8HgHr17Es+WjPw9u3AH/9oF2pHHGFrugeViOWLnHuuBflMS2aUgzvFcqSauYglrn73HXDssfY6g3jRmusY4APK7X/v1MkC/Nq1lQkzfkpkoRkvWrcG/v1vu0BJxRdI//5Wo/rb35K74FG1L8lEsqL32stq/O+8A2zaFMz+d1e0IDJ7tgX1v//dul8++SR3Z6vz6pFHbInbbJHogkBu3kisFohOnaxf/vnna1Q08gkDfEC5AX7//a32K5KebPpEFprJBBHri58717oAErV8ub3GRNdx79UL+Ppr+z3oAX7u3MqLJ1XLeejRw7pb3nvPul/C1xAg/xUV2d/A6ygHN8GuRQtfi0U+YoAPqHnzLJGrSRP7B+3dOz398O6XR7YGeMAShPbfP7mlZBPNoHeFNnMefHBix+aSAw6wpviFC20Gt4EDgauvtkSzH36wbhfKDLfVycsoB6BybDvlLgb4gJo/34KY6+STgW++Adas8fd5s70GD1QuJTtpkjUvJsJt4kw2wLdvH8yscZf7vvzjHzafwQcfWLP82LHW3UKZk0gm/bp19h3CAJ/bGOCz2GuvJd9vPm+e9Y+5BgywyVk+/jix84wbB0yY4H3/RPvgS0st6OXl2W1paWLlS9Zll1kLR6KL0MyeDTRqBLRpk9hx7hdlkJvngcog8tBDNjf9N98A//d/wZp3P1d16mR/By/98LES7Ch38N8uS40bZxOBPPBA4sdu3Wp9baEB/rDDbChLIs30Gzfa2PM77vB+TCI1+NJSYMgQa85VtdshQ9IT5Bs0sIl1xo0Dpk3zfpybYJdowt9ee9mQxXPOSey4XNOihTXDX3utNfF2757pEpGrfn0b5eClBs/FY4KBAT4LrV5ta2MDlTOfJcJdmS00wNepY8l2Y8d673cePtya6hKZ3jKRPvihQ236zFBbttj2dLj6amtpSKQW73WRmUjefddaDoLuvfeAp55iIl028rpeABPsgoEBPsuo2pKZq1ZZbW/BAmDz5sTO4Y6BDw3wgPXDL1tmY7Hj2b7dhvkANm68vNzbcydSg1+0KLHtqbbnnhbk33zT23K1W7ZY2ZIN8ESZFj7KIRom2AUDA3yW+de/bO3yBx4ASkpsm5eAHCp0iFyok0+2Wy/D5UpL7WJg4EDru1+xwttzb9hg/Xxeam/uWvBet/vhppusdePvf4+/708/2QUYAzzlqqIiu3iPdRHNBLvgYIDPIj//DFx/vU3N+oc/VCZkJdpMP28e0KyZLdoSqm1bG6IVrx++osKSpLp1A664wrYtWeLtud2FZrz0UQ8bVv1CoKDAtqfLvvsCl14KvPiiTe0bS6Jz0BNlGy+Z9EywCw4G+Cyxa5f1z4pYLT4/3+azbtgwuQAf3jzvGjAA+Pzz2M3+Y8ZYpu1tt9lFAeC9Hz6RhWZKSqyfv7DQXndhod13Wy6A9GTZ33KL1WruvTf2etmzZ1s5O3dOfRmI0sG9OI0V4N0Z7Bjgcx8DfJZ4+GFbNe2ppyzQARbkDz64cg1xr2IF+JNPtrni//vfyI+r2gQwHTrY/NLucLBEavCJjIEvKQHKyiywlpVVD+7pyLLv0sXyHp55BjjlFJutLpI5c+wio2HD1D4/Ubq0bGkte/ECfGEhE+yCgAE+C3z3HXDnnRZQL7646mPFxYnV4HfssEAY3v/uOvpoC1DR+uE//9zGLv/xj9Y33bKlLSLiV4CPJZ1Z9s88Y2vFf/65TdDy739X36cmGfRE2cBddCbWWHgm2AWHrwFeRAaIyBwRmScit0fZ53wRmSUiM0Xk9ZDtu0RkmvMzxs9yZtLWrRbUW7YEnnuuet91cbH1DcfrH3YtXGi14Wg1+AYNgH79ovfDP/gg0KpV5TA9EavFR2qij9R87vbBp0I6s+xFLKN+yhTrlz/9dOC66+zvA9h7OmcO+98p98VaVW79emsBZIAPBt8CvIjkA3gawG8AHARgkIgcFLZPZwB3AOijqgcDuCnk4a2q2s35CewM1nfcAcyaZWsrR2oSc5cW9VqLD11FLpoBA2yozM8/V93+ww/Ahx8CN95YtRm6bdvqNfhozedLlqSuBp+JLPsDD7QWjJtvtkVRDjvM3pelS631gDV4ynVFRTYqZu3a6o+5CXa9eqW3TOQPP2vwvQHMU9UFqroDwEgAZ4btcxWAp1V1LQCoqsd6ajCMHw88/rhlzp90UuR93Ex6r/3wXgM8UL0W/+CDQOPGtpxnqEg1+GjN58uXpy7AZyrLvn59mwNg3DibdKh378rZ/BjgKde5rVCRmuk5g12w+Bng2wBYHHJ/ibMtVBcAXUTkSxH5n4gMCHmsgYhMdrafFekJRGSIs8/klStXprTwftu8GRg82GqMsWZS23tva773WoOfP9+C9F57Rd+nc2drUg/thy8rA954w2rhzZpV3d+twYfOgBetmXzXrtQFeC9Z9n466SSrvZ94YmViHwM85Tr3MxwpwDPBLljqZMHzdwbQD0BbAJ+LSLGqrgNQqKpLRaQjgAkiMl1V54cerKrDAQwHgF69eiW48GdmTZ5sE8k891zsrGyRxBLt5s2zBLtY49BFrBb/2muWlFevnk30kpdnTdPh2ra1YWRr1lT+47drZ83ykaRytbSSkvQF9EhatbJhg//4h004FOvCiSgXdOgA1K0buR+eCXbB4mcNfimA/ULut3W2hVoCYIyq7lTVnwHMhQV8qOpS53YBgM8ABGrZCvefq2vX+PsecogFl1hjtF2xhsiFOvlkYNMm4OuvgZUrgX/+05L93HHvoSINlYvUfO5eqGTzUrHJcBPwnnwy8UVmiLJN3br2HREe4JlgFzx+BvhJADqLSAcRqQfgQgDh2fCjYbV3iEhLWJP9AhFpJiL1Q7b3ATDLx7Km3Zw5FiAjBdRwxcXWpF9WFnu/XbtsTnUvAf74420Y3NixFri2brUJXyKJNNlNpObzhx6yx4IW4ImCJtKiM5zBLnh8a6JX1XIRuQ7AOAD5AF5U1Zkich+Ayao6xnnsJBGZBWAXgFtUdbWIHAXgHyJSAbsI+auqBirAu8uOelknO3TK2o4do++3eDGwc6e3AL/HHsBRR9nKX8uXA2eeafkAkUSb7Ca8+dz9wmCAJ8puRUXAf/5j3xd169o2zmAXPL6Og1fVD1S1i6rur6rDnG13OcEdav5PVQ9S1WJVHels/8q539W5/aef5cyERCZNOfhgu43XD++uIhdtkptwAwYAP/5ow2VujzBLgTvO3R2WFm+RGncluVT2wRNR6hUVWXAPHSo7ZYr9r7dsmblyUWpxJrsM2LrVmtu9TprSpIkF2nhD5bwMkQvlri53zDHAEUdUfSx0nLtrzJjY08QmshY8EWVOpEVnpkzh+PegYYDPgGSWHfWSST9vno3hbhM+GDGKbt0sa/7RR6s/Fmmc+65dsaeJTWQteCLKnPBFZ9avt+8lNs8HS9wALyKniwgvBFLIHX+aaICfM8eGq0XjDpHz0q8P2H6PPAL06FH9sWSmiWWAJ8oNe+5pc2y430VMsAsmL6HgAgA/ichDIsJpPlIgmWVHDznEatCxVoGaP99783w8yUwTyz54otwROic9E+yCKW6AV9WLYWPQ5wN4WUS+dmaQ49d4kmbPtkAZPo48lnhT1qpW1uBTIdI4d8BWvYvG7YNngCfKfkVFlmSrygS7oPLUmKuqGwCMgs0n3xrAQABTReR6H8sWWMksO3rAATacJVo//C+/WPJeqmrw4ePc3Rnsjj46+jEbNlgOQP36qSkDEfnngANsBM2qVZzBLqi89MGfISLvwmaTqwugt6r+BkBXAH/wt3jBo2r9XokG+Lp17ZhoAT7RDHovSkos27+iAnjrLdsWa134VK4FT0T+cr+Dvv2WCXZB5WWim3MAPKqqn4duVNUtInKlP8UKrqVLbVa6ZBYtOeQQ4MsvIz/mR4AP5c5mFy/As3meKDe430EjRtgtA3zweGmivwfAt+4dEWkoIu0BQFU/8adYweUmtXgdAx+quNiy2Nevr/7Y/Pk29axfa6W7Q+/Cl40NxRo8Ue5o1w5o0AAYPdruM8AHj5cA/xaA0GVOdjnbKAlugE+mBh8r0W7ePJsMp45Pkw8XFNgysrFq8Bs3MsAT5Yr8fBvJs3mzBftWrTJdIko1LwG+jqrucO84v9fzr0jBNmeOBcF99kn82NA56cN5XUWuJtq0YQ2eKEjcigZr78HkJcCvFJEz3DsiciaAVf4VKdjcDPpklh1t1876uMNr8O4QOb8DfNu27IMnChIG+GDzEuCvBvAnEVkkIosB3Abgd/4WK7jcVeSSIWKJduE1+NWrLbimI8CzBk8UHAzwwRa3x1ZV5wM4QkQaO/c3+V6qgNq0yWrAyfS/u4qLbciaamUrgJtBn6pJbqJp0wZYsaLqEpOh2AdPlFvOOsvWojjhhEyXhPzgKSVLRE4FcDCABuJEFVW9z8dyBdLcuXZb0wA/fDiwbFllZrvfQ+RcbdvahcUvv1TP1t+50ybaYYAnyh0FBcBNN2W6FOQXLxPdPAebj/56AALgPACFPpcrkGqSQe865BC7De2HnzfPavMdOiR/Xi/cC4pI/fBcKpaIKLt46YM/SlUvBbBWVe8FcCSALv4WK5hmz7YV3GrSlB4pk37ePKtR+z1FrDvZTaR+eC40Q0SUXbwE+G3O7RYR2RfATth89IFWXm5Nzqk0ezbQsWPNAnGLFkDr1lUDfCpXkYuFNXgiotzhJcC/LyJ7AvgbgKkAygC87mOZMm7zZuubeuKJ1J43mTnoIykurt5E73eCHWAT3TRsGLsGzwBPRJQdYgZ4EckD8ImqrlPVt2F970WqeldaSpchjRpZMJs/P3Xn3LXLkuxSEeAPOQSYNcvOuW6drQaVTA2+tNRmv8vLs9vS0tj7i1gtPlINngGeiCi7xAzwqloB4OmQ+9tVNcJM6MGz//6V2empsGgRsG1b8mPgQxUX27nmzau8CEk0wJeWAkOGAAsXWmb8woV2P16QjzYWPloffKIXEURElBpemug/EZFzRJKZey13deqU2gCfigx6V2iiXbIBfuhQYMuWqtu2bLHtsUSrwUfqg0/2IoKIiGrOS4D/HWxxme0iskFENorIBp/LlXGdOgGLF6cu0S6VAf6gg6y5fMaMyouQjh0TO8eiRYltd7Vta2PwKyqqbo/URJ/sRQQREdVc3ACvqk1UNU9V66nqHs79wPe0ujXin39OzfnmzLEM+JYta36uhg2tfNOnW4Bv3dryBhIRbVnZeMvNtmkD7Nhh/f6h3ADfuHHltmQvIoiIqOa8THRzTKSfdBQuk9wAn6pEu5rMQR9JcXFlgE8mwW7YMBspEKqgwLbH4o6FD2+m37DBgnteyCcq2YsIIiKqOS9N9LeE/NwJ4H0A9/hYpqzgDjtLVT+8u4pcqhQXW9lmzkwuwJeU2JS3hYXW3F9YaPdLSmIf546FD0+0izQPfbIXEUREVHNeFps5PfS+iOwH4DG/CpQtmjcH9twzNQF+3TpbpCXVAV4VWLMm+UluSkriB/RwsWrw4QHePffQodYs366dBfdEn5OIiBLnabGZMEsAHJjqgmQbkdRl0s+ZY7epDPDunPRAeia5ce29N5CfX70GH22p2GQuIoiIqObiBngReRKAOnfzAHSDzWgXeJ06AZMm1fw8bgZ9KvvgO3UCGjSw8fDpmKbWlZ9vSX2RavCch56IKHt46YOfDGCK8/M1gNtU9WJfS5UlOnUCyspsKdSamD3b1k9P5Wpv+fk2XA5Ibw0eiDzZDdeCJyLKLl6a6EcB2KaquwBARPJFpEBVt8Q5Luftv79NB7twYc1qybNn2/F166aubADQsyewfLnlCqRTmzaW3BcqWhM9ERFlhqeZ7AA0DLnfEMDH/hQnu7hBvab98KlaZCbc//t/wKefpv688USqwTPAExFlFy8BvoGqbnLvOL8XxNg/MFIR4HfutONT2f/uatEC6NIl9eeNp00ba5J3J7dRZR88EVG28RLgN4tID/eOiPQEkOKV0rPT3nvbDHE1mezm558tyPtRg88Ud6icW4vfutW6MliDJyLKHl764G8C8JaILAMgAPYBcIGfhcoWIjVfVS6Vc9BnC3eymyVLgAMPjLzQDBERZZaXiW4miUgRALeReY6q1jCvPHd06mRrryfLHQPvRxN9poTX4LkWPBFR9vEyF/21ABqp6gxVnQGgsYhc43/RskOnTsCCBdYEnYzZs62pP92Z7n7ad1+7dcfCM8ATEWUfL33wV6nqOveOqq4FcJVvJcoynTrZ6mmR1kD3ItVz0GeDBg1sVbzwGjyT7IiIsoeXAJ8vIuLeEZF8APX8K1J2qcmqcqrAjz8GL8AD1g/vXvSwD56IKPt4CfBjAbwhIv1FpD+AEQA+9LdY2aMmq8qtWgWsXRvMAB86Fp5N9ERE2cdLgL8NwAQAVzs/01F14ptAa9sWqF8/uQAfxAQ7V2gNngGeiCj7xA3wqloB4BsAZQB6AzgewI/+Fit75OUBHTsmF+CDOETO1bYtsHIlsH07++CJiLJR1GFyItIFwCDnZxWANwBAVY9LT9GyR6dOyfXBz55tCWnt2qW+TJnmjoVftsz64OvUsddKRETZIVYNfjastn6aqvZV1ScBJDlYLLe568Krxt831OzZNpVsfr4/5cokdyz8kiWV89BXpmISEVGmxQrwZwP4BcCnIvK8k2BXK7/C998f2LLFVm5LxJw5wex/Bypr8EuXcqEZIqJsFDXAq+poVb0QQBGAT2FT1u4lIs+KyElpKl9WSGbRme3bbYKcIPa/A9Vr8Ox/JyLKLl6S7Dar6uuqejqAtgC+g2XW1xrJBPh584CKiswF+NJSoH17SxJs397up9IeewCNG1sNfuNG1uCJiLKNl2Fyu6nqWlUdrqr9/SpQNiostCSyRBLt/M6gjxXAS0uBIUOAhQstb2DhQrufyiAvUjlUjk30RETZJ6EAX1vVqWNBPpEa/NSpllznx3rt8QL40KGWMxBqyxbbnkruZDcM8ERE2YcB3iM3k96rceOAI46wZuxUixfAFy2KfFy07ckKrcGzD56IKLswwHuUyFC5X38FpkwBBgzwpyzxAni0cfepHo/fti3wyy/A+vWswRMRZRsGeI86dbJAtnp1/H3Hj7fbk0/2pyzxAviwYUBBQdXHCgpseyq1aQOUl1vrAQM8EVF2YYD3KJFV5caNs+VUe/b0pyzxAnhJCTB8uOUNiNjt8OG2PZXcoXIAAzwRUbZhgPfI66pyFRUW4E86yTLc/eAlgJeUAGVlVp6ystQHd6ByshuAffBERNnG1wAvIgNEZI6IzBOR26Psc76IzBKRmSLyesj2y0TkJ+fnMj/L6UWHDhZM4wX477+3Pni/mudd6Qjg8bAGT0SUvaIuNlNTIpIP4GkAJwJYAmCSiIxR1Vkh+3QGcAeAPqq6VkT2crY3B3A3gF4AFMAU59i1fpU3ngYNgP32ix/gx46125NqwVx/rVoBdesCO3cywBMRZRs/a/C9AcxT1QWqugPASABnhu1zFYCn3cCtqr86208GMF5V1ziPjQfgU066d16Gyo0bB3TrBuyzT1qKlFF5ecC++9rvDPBERNnFzwDfBsDikPtLnG2hugDoIiJfisj/RGRAAsem3f77x06y27AB+PJL/4bHZSO3H5598ERE2cW3JvoEnr8zgH6wee4/F5FirweLyBAAQwCgXRoWXe/UCVi50obLNW1a/fFPP7VhY373v2cTtx+eNXgiouziZw1+KYD9Qu63dbaFWgJgjKruVNWfAcyFBXwvx8KZF7+XqvZq1apVSgsfSbyhcmPH2sx1Rx3le1GyhluDZ4AnIsoufgb4SQA6i0gHEakH4EIAY8L2GQ2rvUNEWsKa7BcAGAfgJBFpJiLNAJzkbMuoWKvKqVqAP/54oF699JYrk44/HjjySAZ4IqJs41uAV9VyANfBAvOPAN5U1Zkicp+InOHsNg7AahGZBVtz/hZVXa2qawDcD7tImATgPmdbRrlj4SPV4H/6yYar1ab+dwA47TTgq69sYR0iIsoevvbBq+oHAD4I23ZXyO8K4P+cn/BjXwTwop/lS1SjRpYdH6kG7w6Pq03970RElL04k12Cog2VGzcO6NwZ6Ngx/WUiIiIKxwCfoEgBfts2y6Cvbc3zRESUvRjgE9SpE7BsWdX12CdOBLZuZfM8ERFlDwb4BLmZ9AsWVG4bO9Yy5/v1y0iRiIiIqmGAT1CkVeXGjQOOPtqS8IiIiLIBA3yCwgP8kiXAjBnsfyciouzCAJ+gZs2AFi0qA/xHH9kt+9+JiCibMMAnITSTfuxYW1HtkEMyWyYiIqJQDPBJcFeVKy8HPv7Yau8imS4VERFRJQb4JHTqBCxaZEvDrl3L/nciIso+DPBJ6NQJqKgAnnsOyMsDTjgh0yUiIiKqigE+Ce5Y+FGjgN69gebNM1seIiKicAzwSXADfHk5m+eJiCg7McAnoWVLoEkT+53D44iIKBsxwCdBxGrxzZoBhx2W6dIQERFV5+t68EF200224Ex+fqZLQkREVB0DfJIuvTTTJSAiIoqOTfREREQBxABPREQUQAzwREREAcQAT0REFEAM8ERERAHEAE9ERBRADPBEREQBxABPREQUQAzwREREAcQAT0REFEAM8FmqtBRo3x7Iy7Pb0tJMl4iIiHIJ56LPQqWlwJAhtpgNACxcaPcBoKQkc+UiIqLcwRp8Fho6tDK4u7Zsse1EREReMMBnoUWLEttOREQUjgE+C7Vrl9h2IiKicAzwWWjYMKCgoOq2ggLbTkRE5AUDfBYqKQGGDwcKCwERux0+nAl2RETkHbPos1RJCQM6EREljzV4IiKiAGKAzxBOZENERH5iE30GcCIbIiLyG2vwGcCJbIiIyG8M8BnAiWyIiMhvDPAZwIlsiIjIbwzwGcCJbIiIyG8M8BnAiWyIiMhvzKLPEE5kQ0REfmINnoiIKIAY4JPASWqIiCjbsYk+QZykhoiIcgFr8AniJDVERJQLGOATxElqiIgoFzDAJ4iT1BARUS5ggE8QJ6khIqJcwACfIE5SQ0REuYBZ9EngJDVERJTtWIMnIiIKIAZ4IiKiAPI1wIvIABGZIyLzROT2CI8PFpGVIjLN+fltyGO7QraP8bOcREREQeNbH7yI5AN4GsCJAJYAmCQiY1R1Vtiub6jqdRFOsVVVu/lVPiIioiDzswbfG8A8VV2gqjsAjARwpo/PR0RERA4/A3wbAItD7i9xtoU7R0R+EJFRIrJfyPYGIjJZRP4nImdFegIRGeLsM3nlypWpKzkREVGOy3SS3fsA2qvqoQDGA3gl5LFCVe0F4CIAj4nI/uEHq+pwVe2lqr1atWqVnhITERHlAD8D/FIAoTXyts623VR1tapud+6+AKBnyGNLndsFAD4D0N3HslbB5WCJiCjX+RngJwHoLCIdRKQegAsBVMmGF5HWIXfPAPCjs72ZiNR3fm8JoA+A8OQ8X7jLwS5cCKhWLgfLIE9ERLnEtwCvquUArgMwDha431TVmSJyn4ic4ex2g4jMFJHvAdwAYLCz/UAAk53tnwL4a4Tse19wOVgiIgoCUdVMlyElevXqpZMnT67xefLyrOYeTgSoqKjx6YmIiFJGRKY4+WrVZDrJLutwOVgiIgoCBvgwXA6WiIiCgAE+DJeDJSKiIOBysRFwOVgiIsp1rMETEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRADHAExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAO8D0pLgfbtgbw8uy0tzXSJiIiotqmT6QIETWkpMGQIsGWL3V+40O4DQElJ5spFRES1C2vwKTZ0aGVwd23ZYtuJiIjShQE+xRYtSmw7ERGRHxjgU6xdu8S2ExER+YEBPsWGDQMKCqpuKyiw7UREROnCAJ9iJSXA8OFAYSEgYrfDhzPBjoiI0otZ9D4oKWFAJyKizGINnoiIKIAY4ImIiAKIAZ6IiCiAGOCJiIgCiAGeiIgogHwN8CIyQETmiMg8Ebk9wuODRWSliExzfn4b8thlIvKT83OZn+UkIiIKGt+GyYlIPoCnAZwIYAmASSIyRlVnhe36hqpeF3ZscwB3A+gFQAFMcY5d61d5iYiIgsTPGnxvAPNUdYGq7gAwEsCZHo89GcB4VV3jBPXxAAb4VE4iIqLA8TPAtwGwOOT+EmdbuHNE5AcRGSUi+yV4LBEREUWQ6SS79wG0V9VDYbX0VxI5WESGiMhkEZm8cuVKXwpIRESUi/ycqnYpgP1C7rd1tu2mqqtD7r4A4KGQY/uFHftZ+BOo6nAAwwHASdZbmED5WgJYlcD+FB3fy9The5k6fC9Th+9l6qT6vSyM9oCoagqfJ+TEInUAzAXQHxawJwG4SFVnhuzTWlV/cX4fCOA2VT3CSbKbAqCHs+tUAD1VdU0KyzdZVXul6ny1Gd/L1OF7mTp8L1OH72XqpPO99K0Gr6rlInIdgHEA8gG8qKozReQ+AJNVdQyAG0TkDADlANYAGOwcu0ZE7oddFADAfakM7kREREHnWw0+2/GKNHX4XqYO38vU4XuZOnwvUyed72Wmk+wyaXimCxAgfC9Th+9l6vC9TB2+l6mTtvey1tbgiYiIgqw21+CJiIgCq1YG+Hhz5FN0IvKiiPwqIjNCtjUXkfHOugHjRaRZJsuYK0RkPxH5VERmichMEbnR2c73MwEi0kBEvhWR75338V5newcR+cb5P39DROpluqy5QkTyReQ7Efm3c5/vZRJEpExEpjtrrUx2tqXt/7vWBfiQOfJ/A+AgAINE5KDMliqnvIzq0wbfDuATVe0M4BPnPsVXDuAPqnoQgCMAXOt8Fvl+JmY7gONVtSuAbgAGiMgRAB4E8KiqdgKwFsCVmStizrkRwI8h9/leJu84Ve0WkliXtv/vWhfgUbM58ms9Vf0cNqQx1JmonIXwFQBnpbNMuUpVf1HVqc7vG2FfqG3A9zMhajY5d+s6PwrgeACjnO18Hz0SkbYAToVNPgYREfC9TKW0/X/XxgDPee5Tb293wiIAywHsncnC5CIRaQ+gO4BvwPczYU6T8jQAv8KmvZ4PYJ2qlju78P/cu8cA3AqgwrnfAnwvk6UAPhKRKSIyxNmWtv9vP6eqpVpIVVVEODQjASLSGMDbAG5S1Q1WYTJ8P71R1V0AuonIngDeBVCU2RLlJhE5DcCvqjpFRPpluDhB0FdVl4rIXgDGi8js0Af9/v+ujTX4uHPkU8JWiEhrwKYfhtWiyAMRqQsL7qWq+o6zme9nklR1HYBPARwJYE9nymyA/+de9QFwhoiUwbovjwfwOPheJkVVlzq3v8IuPHsjjf/ftTHATwLQ2ckKrQfgQgBjMlymXDcGwGXO75cBeC+DZckZTt/mPwH8qKqPhDzE9zMBItLKqblDRBoCOBGWz/ApgHOd3fg+eqCqd6hqW1VtD/tunKCqJeB7mTARaSQiTdzfAZwEYAbS+P9dKye6EZFTYP1M7hz5wzJbotwhIiNgK/21BLACwN0ARgN4E0A7AAsBnM+1A+ITkb4AvgAwHZX9nX+C9cPz/fRIRA6FJSvlwyotb6rqfSLSEVYLbQ7gOwAXq+r2zJU0tzhN9H9U1dP4XibOec/ede7WAfC6qg4TkRZI0/93rQzwREREQVcbm+iJiIgCjwGeiIgogBjgiYiIAogBnoiIKIAY4ImIiAKIAZ6olhORXc5qV+5Pyha/EJH2oSsPElH6cKpaItqqqt0yXQgiSi3W4IkoImct64ec9ay/FZFOzvb2IjJBRH4QkU9EpJ2zfW8ReddZl/17ETnKOVW+iDzvrNX+kTPbHETkBhGZ5ZxnZIZeJlFgMcATUcOwJvoLQh5br6rFAJ6Czf4IAE8CeEVVDwVQCuAJZ/sTAP7rrMveA8BMZ3tnAE+r6sEA1gE4x9l+O4Duznmu9uelEdVenMmOqJYTkU2q2jjC9jIAx6vqAmdRnOWq2kJEVgForao7ne2/qGpLEVkJoG3oFKbOMrjjVbWzc/82AHVV9QERGQtgE2yq49Eha7oTUQqwBk9EsWiU3xMROmf5LlTm/pwK4GlYbX9SyGplRJQCDPBEFMsFIbdfO79/BVtpDABKYAvmAMAnAH4PACKSLyJNo51URPIA7KeqnwK4DUBTANVaEYgoebxiJqKGIjIt5P5YVXWHyjUTkR9gtfBBzrbrAbwkIrcAWAngcmf7jQCGi8iVsJr67wH8EuU58wG85lwECIAnnLXciShF2AdPRBE5ffC9VHVVpstCRIljEz0REVEAsQZPREQUQKzBExERBRADPBERUQAxwBMREQUQAzwREVEAMcATEREFEAM8ERFRAP1/EKzABdBi1t8AAAAASUVORK5CYII="
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     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
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      "image/png": 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"
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     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
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      "image/png": 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"
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     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
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      "image/png": 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"
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     },
     "metadata": {
      "needs_background": "light"
     }
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    }
   ],
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   "metadata": {}
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "source": [
    "explainer = shap.DeepExplainer(model, data=X_train)\r\n",
    "shap_values = explainer.shap_values(X_test)\r\n",
    "shap.summary_plot(shap_values[0], X_test, feature_names=features)"
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   ],
   "outputs": [
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    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "keras is no longer supported, please use tf.keras instead.\n"
     ]
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\cml\\miniconda3\\envs\\py38-air\\lib\\site-packages\\shap\\explainers\\tf_utils.py:28: The name tf.keras.backend.get_session is deprecated. Please use tf.compat.v1.keras.backend.get_session instead.\n",
      "\n"
     ]
    },
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    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x568.8 with 2 Axes>"
      ],
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      "image/png": 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"
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
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  }
 ],
 "metadata": {
  "kernelspec": {
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   "name": "python3",
   "display_name": "Python 3.8.8 64-bit ('py38-air': conda)"
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  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
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  "orig_nbformat": 2,
  "interpreter": {
   "hash": "59ff6fbb0321898508cf6243593820bf2585fcfb6693fd00e85ec94ed8847fd0"
  }
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}