MLP_shap.ipynb 434 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
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   "outputs": [
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    {
     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "WARNING:tensorflow:From C:\\Users\\au475271\\Miniconda3\\envs\\py38-air\\lib\\site-packages\\tensorflow\\python\\compat\\v2_compat.py:96: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
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      "Instructions for updating:\n",
      "non-resource variables are not supported in the long term\n"
     ]
    },
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    {
     "name": "stderr",
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     "output_type": "stream",
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     "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"
     ]
    },
    {
     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "Test loss: 0.28113639859124 \n",
      "Test accuracy: 0.8975155353546143\n",
      "Test precision: 0.9055555462837219 \n",
      "Test recall: 0.910614550113678\n",
      "Test roc_auc: 0.9637261629104614 \n",
      "Test pr_auc: 0.972226083278656\n"
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     ]
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    }
   ],
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   "source": [
    "import tensorflow as tf\n",
    "import shap\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tools import data_loader, preprocessor\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from pathlib import Path\n",
    "import paths as pt\n",
    "import yaml\n",
    "\n",
    "tf.compat.v1.disable_v2_behavior()\n",
    "\n",
    "def make_model(input_dim):\n",
    "    model = tf.keras.models.Sequential()\n",
    "    model.add(tf.keras.layers.Dense(80,\n",
    "                                    input_dim=input_dim,\n",
    "                                    activation='relu'))\n",
    "    model.add(tf.keras.layers.Dropout(0.35))\n",
    "    model.add(tf.keras.layers.Dense(20, activation='relu'))\n",
    "    model.add(tf.keras.layers.Dropout(0.15))\n",
    "    model.add(tf.keras.layers.Dense(10, activation='relu'))\n",
    "    model.add(tf.keras.layers.Dropout(0.15))\n",
    "    model.add(tf.keras.layers.Dense(1, activation='sigmoid'))\n",
    "    metrics = [\n",
    "      tf.keras.metrics.BinaryAccuracy(name='accuracy'),\n",
    "      tf.keras.metrics.Precision(name='precision'),\n",
    "      tf.keras.metrics.Recall(name='recall'),\n",
    "      tf.keras.metrics.AUC(name='roc_auc'),\n",
    "      tf.keras.metrics.AUC(name='pr_auc', curve='PR')\n",
    "    ]\n",
    "    model.compile(loss='binary_crossentropy',\n",
    "                  optimizer=\"Adam\",\n",
    "                  metrics=metrics)\n",
    "    return model\n",
    "\n",
    "# Load settings\n",
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    "with open(Path.joinpath(pt.CONFIGS_DIR, \"alarm_emb.yaml\"), 'r') as stream:\n",
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    "  settings = yaml.safe_load(stream)\n",
    "\n",
    "# Load the data\n",
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    "file_name = \"alarm_count.csv\"\n",
    "dl = data_loader.AlarmDataLoader(file_name, settings).load_data()\n",
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    "features = dl.get_features()\n",
    "X, y = dl.prepare_data()\n",
    "\n",
    "# Calculate class weight\n",
    "neg, pos = np.bincount(y)\n",
    "class_weight = preprocessor.get_class_weight(neg, pos)\n",
    "\n",
    "# Make a train, validation and test set\n",
    "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.7,\n",
    "                                                  stratify=y, random_state=0)\n",
    "X_valid, X_test, y_valid, y_test = train_test_split(X_rem, y_rem, test_size=0.5,\n",
    "                                                    stratify=y_rem, random_state=0)\n",
    "\n",
    "# Upsample\n",
    "#pos = (pd.Series(y_train == 1))\n",
    "#X_train = np.concatenate((X_train, X_train[pos]), axis=0)\n",
    "#y_train = np.concatenate((y_train, y_train[pos]), axis=0)\n",
    "\n",
    "# Shuffle data\n",
    "#idx = np.arange(len(X_train))\n",
    "#np.random.shuffle(idx)\n",
    "#X_train = X_train[idx]\n",
    "#y_train = y_train[idx]\n",
    "\n",
    "# Make model\n",
    "model = make_model(input_dim=X_train.shape[1])\n",
    "history = model.fit(X_train, y_train, epochs=50,\n",
    "                    validation_data=(X_valid, y_valid),\n",
    "                    class_weight=class_weight,\n",
    "                    batch_size=32, verbose=False)\n",
    "results = model.evaluate(X_test, y_test)\n",
    "print(f'Test loss: {results[0]} \\nTest accuracy: {results[1]}' +\n",
    "      f'\\nTest precision: {results[2]} \\nTest recall: {results[3]}' +\n",
    "      f'\\nTest roc_auc: {results[4]} \\nTest pr_auc: {results[5]}')"
   ]
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  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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   ],
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   "source": [
    "# Plot the loss curves for training and validation.\n",
    "history_dict = history.history\n",
    "loss_values = history_dict['loss']\n",
    "val_loss_values = history_dict['val_loss']\n",
    "epochs = range(1, len(loss_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, loss_values, 'bo', label='Training loss')\n",
    "plt.plot(epochs, val_loss_values, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the accuracy curves for training and validation.\n",
    "acc_values = history_dict['accuracy']\n",
    "val_acc_values = history_dict['val_accuracy']\n",
    "epochs = range(1, len(acc_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training accuracy')\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation accuracy')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the ROCAUC curves for training and validation.\n",
    "acc_values = history_dict['roc_auc']\n",
    "val_acc_values = history_dict['val_roc_auc']\n",
    "epochs = range(1, len(acc_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training ROC AUC')\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation ROC AUC')\n",
    "plt.title('Training and validation ROC AUC')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('ROC AUC')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the PRAUC curves for training and validation.\n",
    "acc_values = history_dict['pr_auc']\n",
    "val_acc_values = history_dict['val_pr_auc']\n",
    "epochs = range(1, len(acc_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training PR AUC')\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation PR AUC')\n",
    "plt.title('Training and validation PR AUC')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('PR AUC')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the precision curves for training and validation.\n",
    "acc_values = history_dict['precision']\n",
    "val_acc_values = history_dict['val_precision']\n",
    "epochs = range(1, len(acc_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training precision')\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation precision')\n",
    "plt.title('Training and validation precision')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Precision')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the recall curves for training and validation.\n",
    "acc_values = history_dict['recall']\n",
    "val_acc_values = history_dict['val_recall']\n",
    "epochs = range(1, len(acc_values)+1)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.plot(epochs, acc_values, 'bo', label='Training recall')\n",
    "plt.plot(epochs, val_acc_values, 'b', label='Validation recall')\n",
    "plt.title('Training and validation recall')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Recall')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
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  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    },
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    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 640x480 with 1 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    }
   ],
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   "source": [
    "# Plot ROC and PR curves\n",
    "from sklearn.metrics import roc_curve, precision_recall_curve\n",
    "from sklearn.metrics import auc\n",
    "y_pred = model.predict(X_test).ravel()\n",
    "\n",
    "fpr, tpr, _ = roc_curve(y_test, y_pred)\n",
    "roc_auc = auc(fpr, tpr)\n",
    "plt.figure(1)\n",
    "plt.plot([0, 1], [0, 1], 'k--')\n",
    "plt.plot(fpr, tpr, label='MLP (area = {:.3f})'.format(roc_auc))\n",
    "plt.xlabel('False positive rate')\n",
    "plt.ylabel('True positive rate')\n",
    "plt.title('ROC curve')\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n",
    "\n",
    "precision, recall, _ = precision_recall_curve(y_test, y_pred)\n",
    "pr_auc = auc(recall, precision)\n",
    "plt.figure(1)\n",
    "len_samples = len(y_test[y_test==1]) / len(y_test)\n",
    "plt.plot([0, 1], [len_samples, len_samples], 'k--')\n",
    "plt.plot(recall, precision, label='MLP (area = {:.3f})'.format(pr_auc))\n",
    "plt.xlabel('Recall')\n",
    "plt.ylabel('Precision')\n",
    "plt.title('PR curve')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
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  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
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   "outputs": [
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    {
     "name": "stderr",
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     "output_type": "stream",
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     "text": [
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      "keras is no longer supported, please use tf.keras instead.\n",
      "Your TensorFlow version is newer than 2.4.0 and so graph support has been removed in eager mode. See PR #1483 for discussion.\n"
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     ]
    },
    {
     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "WARNING:tensorflow:From C:\\Users\\au475271\\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",
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      "\n"
     ]
    },
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    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
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       "<Figure size 800x950 with 2 Axes>"
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      ]
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     },
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     "metadata": {},
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     "output_type": "display_data"
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    }
   ],
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   "source": [
    "# Print shap features\n",
    "explainer = shap.DeepExplainer(model, data=X_train)\n",
    "shap_values = explainer.shap_values(X_test)\n",
    "shap.summary_plot(shap_values[0], X_test, feature_names=features)"
   ]
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  }
 ],
 "metadata": {
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  "interpreter": {
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   "hash": "1257d43d6e3967ffdae7723e8889b746915ea50e5b681a3d1d09455fe4a03787"
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  },
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  "kernelspec": {
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   "display_name": "Python 3.8.11 64-bit ('py38-air': conda)",
   "name": "python3"
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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",
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   "version": "3.8.11"
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  }
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 },
 "nbformat": 4,
 "nbformat_minor": 2
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}