novelty_detection.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Novelty detection\n",
    "\n",
    "The training data is not polluted by outliers and we are interested in detecting whether a new observation is an outlier. In this context an outlier is also called a novelty.\n",
    "\n",
    "- [2.7. Novelty and Outlier Detection](https://scikit-learn.org/stable/modules/outlier_detection.html)  \n",
    "- [One-class SVM with non-linear kernel (RBF)](https://scikit-learn.org/stable/auto_examples/svm/plot_oneclass.html#sphx-glr-auto-examples-svm-plot-oneclass-py)  \n",
    "- [One Class SVM for Anomaly Detection | Unsupervised Machine Learning](https://www.youtube.com/watch?v=0IkFnHpUUjE&ab_channel=GrabNGoInfo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random as rd\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn import svm\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import confusion_matrix, plot_confusion_matrix, classification_report\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import utils"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Base Line"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When training the model we have to specify the percentage of defective individuals in the population (nu). We know that this ratio is approximatly equal to 0.008."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.04567841622404636"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "train_input, train_output = utils.loadTrainingData(remove_id=True, remove_capuchon_insertion=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(train_input, train_output, test_size = 0.3, random_state = 42)\n",
    "\n",
    "# Create model\n",
    "clf = svm.OneClassSVM(nu=0.008, kernel=\"rbf\", gamma=\"auto\")\n",
    "clf.fit(X_train)\n",
    "\n",
    "# Prediction\n",
    "y_pred = clf.predict(X_test)\n",
    "y_pred = [1 if i==-1 else 0 for i in y_pred]\n",
    "\n",
    "# Evaluation\n",
    "metrics.accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 384 9879]\n",
      " [   3   89]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.04      0.07     10263\n",
      "           1       0.01      0.97      0.02        92\n",
      "\n",
      "    accuracy                           0.05     10355\n",
      "   macro avg       0.50      0.50      0.04     10355\n",
      "weighted avg       0.98      0.05      0.07     10355\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "matrix_confusion = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(matrix_confusion, square=True, annot=True, cmap='Blues', fmt='d', cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Select index\n",
    "# defect_index = train_output.index[train_output[\"result\"] == 1].tolist()\n",
    "# valid_index = train_output.index[train_output[\"result\"] == 0].tolist()\n",
    "\n",
    "# # Separate valide/defective individuals\n",
    "# train_input_valid = train_input.iloc[valid_index,:]\n",
    "# train_input_defect = train_input.iloc[defect_index,:]\n",
    "\n",
    "# # Create training/testing set from valid individuals (80%/20%)\n",
    "# training_index = np.random.choice(len(valid_index)-1, size=int(0.8*len(valid_index)), replace=False) # 80% training / 20% testing\n",
    "# testing_index = []\n",
    "# for i in range(len(valid_index)):\n",
    "#     if i not in training_index:\n",
    "#         testing_index.append(i)\n",
    "# X_train = train_input_valid.iloc[training_index,:]\n",
    "# X_test = train_input_valid.iloc[testing_index,:]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Balanced Classes\n",
    "\n",
    "There is now 50% anomalies in our dataset.\n",
    "\n",
    "### Removing Individuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.43169398907103823"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load date and balance classes\n",
    "train_input, train_output = utils.loadTrainingData(remove_id=True, remove_capuchon_insertion=True)\n",
    "train_input, train_output = utils.balanceClassesByRemoving(train_input, train_output)\n",
    "X_train, X_test, y_train, y_test = train_test_split(train_input, train_output, test_size = 0.3, random_state = 42)\n",
    "\n",
    "# Create model\n",
    "clf = svm.OneClassSVM(nu=0.5, kernel=\"rbf\", gamma=\"auto\")\n",
    "clf.fit(X_train)\n",
    "\n",
    "# Prediction\n",
    "y_pred = clf.predict(X_test)\n",
    "y_pred = [1 if i==-1 else 0 for i in y_pred]\n",
    "\n",
    "# Evaluation\n",
    "metrics.accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  0 104]\n",
      " [  0  79]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.00      0.00      0.00       104\n",
      "           1       0.43      1.00      0.60        79\n",
      "\n",
      "    accuracy                           0.43       183\n",
      "   macro avg       0.22      0.50      0.30       183\n",
      "weighted avg       0.19      0.43      0.26       183\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fabien/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/home/fabien/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/home/fabien/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "matrix_confusion = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(matrix_confusion, square=True, annot=True, cmap='Blues', fmt='d', cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[51 53]\n",
      " [41 38]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.55      0.49      0.52       104\n",
      "           1       0.42      0.48      0.45        79\n",
      "\n",
      "    accuracy                           0.49       183\n",
      "   macro avg       0.49      0.49      0.48       183\n",
      "weighted avg       0.50      0.49      0.49       183\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Get the scores for the testing dataset\n",
    "score = clf.score_samples(X_test)\n",
    "\n",
    "# Check the score for x% anomalies\n",
    "percentage = 50\n",
    "score_threshold = np.percentile(score, percentage)\n",
    "\n",
    "# Check the model performance at x% threshold\n",
    "customized_prediction = [1 if i < score_threshold else 0 for i in score]\n",
    "\n",
    "# Prediction performance\n",
    "print(confusion_matrix(y_test, customized_prediction))\n",
    "print(classification_report(y_test, customized_prediction))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Duplicating Individuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load date and balance classes\n",
    "train_input, train_output = utils.loadTrainingData(remove_id=True, remove_capuchon_insertion=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(train_input, train_output, test_size = 0.3, random_state = 42)\n",
    "X_train.reset_index(drop=True, inplace=True)\n",
    "y_train.reset_index(drop=True, inplace=True)\n",
    "X_train, y_train = utils.balanceClassesByDuplicating(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.021728633510381457"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create model\n",
    "clf = svm.OneClassSVM(nu=0.5, kernel=\"rbf\", gamma=\"auto\") # poly linear rbf sigmoid\n",
    "clf.fit(X_train)\n",
    "\n",
    "# Prediction\n",
    "y_pred = clf.predict(X_test)\n",
    "y_pred = [1 if i==-1 else 0 for i in y_pred]\n",
    "\n",
    "# Evaluation\n",
    "metrics.accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  135 10128]\n",
      " [    2    90]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.01      0.03     10263\n",
      "           1       0.01      0.98      0.02        92\n",
      "\n",
      "    accuracy                           0.02     10355\n",
      "   macro avg       0.50      0.50      0.02     10355\n",
      "weighted avg       0.98      0.02      0.03     10355\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD4CAYAAADB0SsLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAALpklEQVR4nO3aeXBV5RnH8d+bBCQkEEhI2FWioEWBTkGW6ShoqwWBQRQsFGVVBgUcBGQRUbG2gk4VZZEGEZWURUCWKIpsAamiIDrYFqyIRJYgMSEsEiTA2z9gGKFZCORykiffz0xmbt7DzXnO3Hxzzj0X570XAJvCgh4AQOgQOGAYgQOGEThgGIEDhkWEegdHj3ObvrSJazE46BFQRDlfTHZ5rXMGBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMAwAgcMI3DAMAIHDCNwwDACBwwjcMCwiKAHKKmeHvu41q1LVWxsnBYsSpEkTZn0stauWSUXFqbY2FiNe/Y5JSRU1949u3V3p/a66up6kqRGjZvoiSfHBTm+WdOe6qF2t9yojKzDatb1r5KkqpUrataEvrqqVqzS9mbpvhEzlH04R7ExUZr9Qj81veEqJS/doEcnzJckRVYop38830+Jdarp5CmvZeu+0thXlkqS6taoqunP3K+YSpEKDwvT2ElLtHz9fwI73kvFGTwfHTt11pRXp5+z1qtPP739zlLNW7BYN7duo6RpU89uq1P3Ss1bsFjzFiwm7hCalbJBnQZOOWdteJ/blfrZ12rU6Rmlfva1hve5Q5J07OdcPTP1XY1+adH//ZyJb63Sr+9+Vi27jVerJom647cNJUkjH2irhSs2q1X3Ceo5eqZeHv3H0B9UCBF4Ppo2u0kxMTHnrEVHR599nJOTI+fc5R6rzPvn5m+VdfDoOWsd2jRWcsqnkqTklE/V8dbGkqSjx47r4y936NjPuef8+5xjuVq36RtJUu6Jk/py2y7VTqgiSfLeq3JUBUlSTHSk0jMOhvJwQq7QS3Tn3PWSOkmqLclL2itpqfd+a4hnK5Emv/KS3l26RNGVKilpxptn1/fs2a1uXTsrKipKAwcP0W+aNgtwyrIlIa6S9v14SJK078dDio+tdMHPjYmO1J23NNLk2amSpL/8fZlSpg7SQ91aq2LkFWo/YFIoRr5sCjyDO+dGSporyUn6TNLGM4/nOOdGFfC8/s65Tc65Ta+/llSc8wZu0COP6oOVqWrXvoPmzUmWJFWLT9D7H67W3PmLNOyxUXp85HAdOXIk4ElRmPDwML05vremzknVzj2ZkqR72zZTcsoGXdt2rDoPflUznu1Zqq/UCrtE7yfpJu/9eO998pmv8ZKan9mWJ+99kve+mfe+Wd8H+hfnvCVGuzs7aNXKFZKk8uXLq0qVqpKkhjfcqDp16yot7bsgxytT9mceVo1qlSVJNapVVkbW4Qt63pQnuuvb7zPOnr0lqdddrbTww82SpE+3fKcK5cupWpWoYp/5ciks8FOSauWxXvPMtjIlLW3n2cdr16zW1fVO3zXPysrSyZMnJUm7d+3S99+nqU6dukGMWCa9t/Yr3dexhSTpvo4t9G7qlkKf89TDHRRTKVLDX1h4zvqufVlq0/w6SdJ19aqrwhXllHGg9F6NOe99/hudaytpsqRvJO06s3ylpGslDfLef1DYDo4eL2AHJdioEUP1+caNys4+oNjYOA0YOFjrP1qrtJ07FeacataqpTFjxymhenWtXLFcr06ZpPDwcIWHh2vAw4PUus1tQR/CRYtrMTjoEfL15nO9dXPT+qpWJVr7sw7pz9OWKWXNFiVP6Ku6NatqV/oB9RgxQwcOnb4Rt+29caoUVUHly0Xo4OGj6vDwFB0+ckzblz+rbTv26efcE5KkafPW6o1Fn+j6xBqaOra7oipeIe+lMRMXa9WGbUEe8gXJ+WJynu8jCgxckpxzYTp9SV5bp99/75a00Xt/8kJ2XFoDL8tKcuDIW36BF3oX3Xt/StKGYp8IQMjxOThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGOe99SHdw7IRCuwMUu1Mh/p1A8atYzrm81jmDA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4YROGAYgQOGEThgGIEDhhE4YBiBA4ZFBD1AabMvPV1jRo9QZuaPci5MXbreqx739wp6LORh9qy39M7C+fLe6+4uXdXj/l46eDBbI4cN1d69e1SrVm09/7eXVDkmJuhRQ4YzeBGFR4Rr+IhRWpzyvpLnzNPcObP17fbtQY+F82z/5r96Z+F8zZrztuYtXKx1a1OVlrZTM1+bruYtW2rpsuVq3rKlZs6YHvSoIUXgRRQfn6BfNbxBkhQVFa3ExETt3/9DwFPhfN/t2KFGjZsoMjJSERERatrsJq1ZtVKpa1apY6e7JEkdO92lNatXBjtoiBH4JdizZ7e2bd2qRo2bBD0KznPNtfW1+fONys4+oJycHK3/aK327UtXZmam4uMTJJ3+Y52VlRXwpKF10YE75/oUsK2/c26Tc27TjOlJF7uLEu3oTz9p2JBH9NioxxUdHR30ODhP4jXXqHffB/XQg/00cMCDatDgekWEl71bTpdyxOMkzcxrg/c+SVKSJB07IX8J+yiRcnNzNXTII7qzfUf9/vY7gh4H+eh8Txd1vqeLJGnSxBdVvUYNxcXFKSNjv+LjE5SRsV+xsbEBTxlaBZ7BnXNb8vn6SlL1yzRjieK919NPjlFiYqJ69s73IgYlQFZmpiQpPX2vVq9aobbt2qt1m9uUsmSxJCllyWK1ufV3AU4Yes77/E+wzrkfJP1B0oHzN0n62Htfq7AdWDuDb/58k/r07KH6DRoozJ3++zh4yFDdfEvrgCcrPqcK+J0oTfr27KHs7GxFRERo2IhRatGylbKzD2jksEeVnp6umjVr6vkXJyompkrQo16yiuWcy2u9sMBnSJrpvV+fx7bZ3vs/FbZja4GXBVYCL0suKvDiQOClD4GXPvkFzsdkgGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGEEDhhG4IBhBA4YRuCAYQQOGEbggGHOex/0DKWWc66/9z4p6DlwYcri68UZ/NL0D3oAFEmZe70IHDCMwAHDCPzSlKn3cwaUudeLm2yAYZzBAcMIHDCMwC+Cc66tc+5r59x259yooOdBwZxzrzvn9jvn/hX0LJcbgReRcy5c0hRJ7SQ1lNTdOdcw2KlQiDcktQ16iCAQeNE1l7Tde7/De39c0lxJnQKeCQXw3q+TlBX0HEEg8KKrLWnXL77ffWYNKHEIvOhcHmt81ogSicCLbrekur/4vo6kvQHNAhSIwItuo6T6zrl6zrnykrpJWhrwTECeCLyIvPcnJA2StFzSVklve+//HexUKIhzbo6kTyRd55zb7ZzrF/RMlwv/VRUwjDM4YBiBA4YROGAYgQOGEThgGIEDhhE4YNj/AJZOyIMEHKcXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "matrix_confusion = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(matrix_confusion, square=True, annot=True, cmap='Blues', fmt='d', cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_input, train_output = utils.loadTrainingData(remove_id=True, remove_capuchon_insertion=True)\n",
    "kernels = [\"linear\", \"rbf\", \"poly\", \"sigmoid\"]\n",
    "for kernel in kernels:\n",
    "    # Create model\n",
    "    clf = svm.OneClassSVM(nu=0.5, kernel=kernel, gamma=\"auto\") # poly linear rbf sigmoid\n",
    "    utils.modelEvaluation(clf, train_input, train_output, balance_classes=True, scale_data=False, novelty_detection=True, model_name=\"One Class SVM Classifer (\" + kernel + \")\", fig_name=\"osvm_\" + kernel + \"_d\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "60e99164659eb01783c8f561e8a597a048720cf8240e4ce5ecfbb52f98d8d756"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}