model_training.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
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      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: imblearn in /home/parallels/.local/lib/python3.10/site-packages (0.0)\n",
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      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: import-ipynb in /home/parallels/.local/lib/python3.10/site-packages (0.1.4)\n",
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      "Requirement already satisfied: stack-data in /home/parallels/.local/lib/python3.10/site-packages (from IPython->import-ipynb) (0.6.3)\n",
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      "Requirement already satisfied: jsonschema>=2.6 in /home/parallels/.local/lib/python3.10/site-packages (from nbformat->import-ipynb) (4.23.0)\n",
      "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /home/parallels/.local/lib/python3.10/site-packages (from nbformat->import-ipynb) (5.7.2)\n",
      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /home/parallels/.local/lib/python3.10/site-packages (from jedi>=0.16->IPython->import-ipynb) (0.8.4)\n",
      "Requirement already satisfied: rpds-py>=0.7.1 in /home/parallels/.local/lib/python3.10/site-packages (from jsonschema>=2.6->nbformat->import-ipynb) (0.19.1)\n",
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      "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n",
      "0   63    1   1       145   233    1        2      150      0      2.3      3   \n",
      "1   67    1   4       160   286    0        2      108      1      1.5      2   \n",
      "2   67    1   4       120   229    0        2      129      1      2.6      2   \n",
      "3   37    1   3       130   250    0        0      187      0      3.5      3   \n",
      "4   41    0   2       130   204    0        2      172      0      1.4      1   \n",
      "\n",
      "    ca  thal  target  \n",
      "0  0.0   6.0       0  \n",
      "1  3.0   3.0       2  \n",
      "2  2.0   7.0       1  \n",
      "3  0.0   3.0       0  \n",
      "4  0.0   3.0       0  \n",
      "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n",
      "0   63    1   1       145   233    1        2      150      0      2.3      3   \n",
      "1   67    1   4       160   286    0        2      108      1      1.5      2   \n",
      "2   67    1   4       120   229    0        2      129      1      2.6      2   \n",
      "3   37    1   3       130   250    0        0      187      0      3.5      3   \n",
      "4   41    0   2       130   204    0        2      172      0      1.4      1   \n",
      "\n",
      "    ca  thal  target  \n",
      "0  0.0   6.0       0  \n",
      "1  3.0   3.0       1  \n",
      "2  2.0   7.0       1  \n",
      "3  0.0   3.0       0  \n",
      "4  0.0   3.0       0  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vvvhC0dHRGjdunK19+fLleuaZZ2QYRp5rmT9/vkaOHJnlI2AsFouWLVt23wNSXFyc2rRpo0uXLsnT0/Ou427X5ubmpmrVqql9+/YaNWqU3V2kM2fOvKfPxQyKzDV2Z8+e1cqVKzVgwIBMfVOmTFG5cuXUsGFDTZ06VWlpaQ6oEACA/FWiRAm98847unTpkqNLyVd5uUHg0KFDOn36tLZt26axY8dqzZo1qlu3rvbu3Wsb4+HhcceQ+CAoMsHuiy++kJubm7p3727XPmLECMXGxmrdunUaMmSI3n77bY0ZM+aO20pNTVVycrLdAgBAYRMcHCxvb29FR0ffcdxXX32lhx9+WFarVVWrVtW0adPyrYbffvtNzz77rDw9PVW2bFl17dpVx48ft/Vv27ZN7du3V/ny5eXh4aFWrVpp586ddtuwWCyaO3eunn76aZUqVUqDBg2yzcKVKVNGFotF/fv3v2MdXl5e8vb2VmBgoPr06aNNmzapQoUKeuWVV2xj/noqdunSpQoKCpKrq6vKlSun4OBgpaSk2Po//fRT1a5dWyVKlFCtWrX04Ycf2r3n2LFjFRgYqJIlS6patWqaMGGCXSjdvXu32rRpIzc3N7m7u6tx48bavn27rX/jxo1q2bKlXF1d5evrqxEjRti9//1QZILd559/rtDQUJUoUcKuPTw8XK1bt1a9evX08ssva9q0aZo9e7ZSU1Oz3VZ0dLQ8PDxsi6+v7/0uHwCAXHN2dtbbb7+t2bNn6/fff89yzI4dO/Tss8+qT58+2rt3ryIjIzVhwgTNnz//nt//5s2bCgkJkZubm3788Udt2rRJpUuXVseOHXXjxg1J0pUrVxQWFqaNGzdqy5YtqlGjhjp37qwrV67YbSsyMlLPPPOM9u7dq6ioKH311VeSbs3EJSQkaObMmbmqzdXVVS+//LI2bdpke7jvnyUkJKhv37566aWXdODAAcXFxal79+62U7ULFizQxIkT9dZbb+nAgQN6++23NWHCBH3xxRe2bbi5uWn+/Pnav3+/Zs6cqXnz5un999+39YeGhqpKlSratm2bduzYoXHjxql48eKSpKNHj6pjx47q0aOH9uzZo0WLFmnjxo0aNmxYrvYzt4rEA4p//PFHHTp0SIsWLbrr2GbNmiktLU3Hjx9XzZo1sxwTERGh8PBw2+vk5GTCHQCgUHrmmWfUoEEDTZo0SZ999lmm/unTp6tdu3aaMGGCJCkwMFD79+/X1KlT7zgLlpSUpNKlS9/xvRctWqSMjAx9+umntsdxxMTEyNPTU3FxcerQoYPatm1rt84nn3wiT09PrV+/Xk899ZSt/bnnntOLL75oe33s2DFJt2bi8nr6tFatWpKk48ePy8vLy64vISFBaWlp6t69u/z9/SVJQUFBtv5JkyZp2rRptjOBAQEB2r9/vz7++GOFhYVJksaPH28bX7VqVY0ePVqxsbG2M4MnT57U66+/bqujRo0atvHR0dEKDQ3VyJEjbX2zZs1Sq1atNHfu3EwTVfmlSAS7zz77TI0bN1b9+vXvOnbXrl1ycnLK9Av+M6vVKqvVmp8l5p9ID0dXUDhFJjm6AgBwmHfeeUdt27bV6NGjM/UdOHBAXbt2tWtr0aKFZsyYofT09Gy/xcDNzS3TKVPJPpzs3r1bR44ckZubm92Y69ev6+jRo5JuXQM/fvx4xcXFKTExUenp6bp27ZpOnjxpt06TJk1ytrO5cHv2LatnwNWvX1/t2rVTUFCQQkJC1KFDB/Xs2VNlypRRSkqKjh49qgEDBmjQoEG2ddLS0uTh8f/+HV60aJFmzZqlo0eP6urVq0pLS5O7u7utPzw8XAMHDtSXX36p4OBg9erVSw899JCkW5/dnj17tGDBArt6MzIydOzYMdWuXTvfPw/JwcHu6tWrOnLkiO31sWPHtGvXLpUtW1Z+fn6Sbs2mLVmyJMvrBeLj47V161bb+e34+HiNGjVKzz//vMqUKVNg+wEAwP30xBNPKCQkRBEREXe9Fi2nnJycVL169TuOuXr1qho3bmwXTm6rUKGCJCksLEwXLlzQzJkz5e/vL6vVqubNm9tO1d5WqlSpfKn7zw4cOCDp1mzaXzk7O2v16tXavHmzvv/+e82ePVtvvPGGtm7davuWh3nz5qlZs2aZ1pNuZYzQ0FBFRUUpJCREHh4eio2NtcsjkZGReu6557Ry5Up9++23mjRpkmJjY/XMM8/o6tWrGjJkiEaMGJGpttsZ535waLDbvn277eJJSbbTo2FhYbZrA2JjY2UYhvr27ZtpfavVqtjYWEVGRio1NVUBAQEaNWqU3WlWAADMYMqUKWrQoEGmy4xq166tTZs22bVt2rRJgYGB9/Sdo5LUqFEjLVq0SF5eXnYzVX99rw8//FCdO3eWdOtmi/Pnz9912y4uLpJufZ9vXvzxxx/65JNP9MQTT9hC5l9ZLBa1aNFCLVq00MSJE+Xv769ly5YpPDxcPj4++vXXXxUaGprlups3b5a/v7/eeOMNW9uJEycyjQsMDFRgYKBGjRqlvn37KiYmRs8884waNWqk/fv33zU85zeHBrvWrVvf9XkzgwcP1uDBg7Psa9SokbZs2XI/SgMAoFAJCgpSaGioZs2aZdf+2muvqWnTpnrzzTfVu3dvxcfH64MPPsh0h2dehIaGaurUqeratasmT56sKlWq6MSJE/r66681ZswYValSRTVq1NCXX36pJk2aKDk5Wa+//rrtS+3vxN/fXxaLRStWrFDnzp3l6up6x2v+EhMTdf36dV25ckU7duzQu+++q/Pnz+vrr7/OcvzWrVu1du1adejQQV5eXtq6davOnTtnOwUaFRWlESNGyMPDQx07dlRqaqq2b9+uS5cuKTw8XDVq1NDJkycVGxurpk2bauXKlVq2bJlt+3/88Ydef/119ezZUwEBAfr999+1bds225cojB07Vo8++qiGDRumgQMHqlSpUtq/f79Wr16tDz74IDe/hlwpMnfFAgDwoJs8ebIyMjLs2ho1aqTFixcrNjZWdevW1cSJEzV58uR8OWVbsmRJbdiwQX5+furevbtq166tAQMG6Pr167YZvM8++0yXLl1So0aN9MILL2jEiBF3vM79tsqVKysqKkrjxo1TxYoV73q3aM2aNeXj46PGjRtrypQpCg4O1r59+1SnTp0sx7u7u2vDhg3q3LmzAgMDNX78eE2bNs32xQgDBw7Up59+qpiYGAUFBalVq1aaP3++AgICJElPP/20Ro0apWHDhqlBgwbavHmz7QYV6dYp2wsXLqhfv34KDAzUs88+q06dOikqKkqSVK9ePa1fv16//PKLWrZsqYYNG2rixIny8fG5+wd/DyzGg/6IZt26js/Dw0NJSUnZTjUXGG6eyBo3TwDIg+vXr+vYsWMKCAi4b3chAvnhTsdqbnIKM3YAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAFpmrVqpoxY4ajyzCtYo4uAAAAhyjor3DM5Vcj9u/fX5cvX9by5cvt2uPi4tSmTRtdunRJnp6e+VdfFiIjI7V8+XLt2rXrruNuf0eqs7OzPD09VadOHXXv3l2vvPKKrFarbey2bdtUqlSp+1n2A40ZOwAAYMcwDKWlpeVqnYcfflgJCQk6efKk1q1bp169eik6OlqPPfaYrly5YhtXoUIFlSxZMr9Lxv+PYAcAQBG3ceNGtWzZUq6urvL19dWIESOUkpJi6//yyy/VpEkTubm5ydvbW88995wSExNt/XFxcbJYLPr222/VuHFjWa1W/etf/1JUVJR2794ti8Uii8Wi+fPnZ1tDsWLF5O3tLR8fHwUFBWn48OFav3699u3bp3feecc27s+nYg3DUGRkpPz8/GS1WuXj46MRI0bYxqampmr06NGqXLmySpUqpWbNmikuLs7Wf+HCBfXt21eVK1dWyZIlFRQUpH//+992dS1dulRBQUFydXVVuXLlFBwcbPfZfPrpp6pdu7ZKlCihWrVq6cMPP8ztx1+oEOwAACjCjh49qo4dO6pHjx7as2ePFi1apI0bN2rYsGG2MTdv3tSbb76p3bt3a/ny5Tp+/Lj69++faVvjxo3TlClTdODAAbVv316vvfaabSYuISFBvXv3zlVttWrVUqdOnfT1119n2f/VV1/p/fff18cff6zDhw9r+fLlCgoKsvUPGzZM8fHxio2N1Z49e9SrVy917NhRhw8fliRdv35djRs31sqVK7Vv3z4NHjxYL7zwgv73v/9JkhISEtS3b1+99NJLOnDggOLi4tS9e3cZhiFJWrBggSZOnKi33npLBw4c0Ntvv60JEyboiy++yNV+FiZcYwcAQCG1YsUKlS5d2q4tPT3d7nV0dLRCQ0M1cuRISVKNGjU0a9YstWrVSnPnzlWJEiX00ksv2cZXq1ZNs2bNUtOmTXX16lW77U+ePFnt27e3vS5durRtJi6vatWqpe+//z7LvpMnT8rb21vBwcEqXry4/Pz89Mgjj9j6YmJidPLkSfn4+EiSRo8erVWrVikmJkZvv/22KleurNGjR9u2N3z4cH333XdavHixHnnkESUkJCgtLU3du3eXv7+/JNkFx0mTJmnatGnq3r27JCkgIED79+/Xxx9/rLCwsDzvsyMR7AAAKKTatGmjuXPn2rVt3bpVzz//vO317t27tWfPHi1YsMDWZhiGMjIydOzYMdWuXVs7duxQZGSkdu/erUuXLikjI0PSrfBUp04d23pNmjTJ930wDEMWiyXLvl69emnGjBmqVq2aOnbsqM6dO6tLly4qVqyY9u7dq/T0dAUGBtqtk5qaqnLlykm6FXLffvttLV68WKdOndKNGzeUmppqu4avfv36ateunYKCghQSEqIOHTqoZ8+eKlOmjFJSUnT06FENGDBAgwYNsm0/LS1NHh4FfGNNPiLYAQBQSJUqVUrVq1e3a/v999/tXl+9elVDhgyxuzbtNj8/P6WkpCgkJEQhISFasGCBKlSooJMnTyokJEQ3btzI9H757cCBAwoICMiyz9fXV4cOHdKaNWu0evVq/e1vf9PUqVO1fv16Xb16Vc7OztqxY4ecnZ3t1rs9yzh16lTNnDlTM2bMUFBQkEqVKqWRI0fa9svZ2VmrV6/W5s2b9f3332v27Nl64403tHXrVlv4mzdvnpo1a2a3/b++X1FCsAMAoAhr1KiR9u/fnykA3rZ3715duHBBU6ZMka+vryRp+/btOdq2i4tLplO/uXHw4EGtWrVKERER2Y5xdXVVly5d1KVLFw0dOlS1atXS3r171bBhQ6WnpysxMVEtW7bMct1Nmzapa9euthnMjIwM/fLLL3azkBaLRS1atFCLFi00ceJE+fv7a9myZQoPD5ePj49+/fVXhYaG5nkfCxuCHQAARdjYsWP16KOPatiwYRo4cKBKlSql/fv3a/Xq1frggw/k5+cnFxcXzZ49Wy+//LL27dunN998M0fbrlq1qo4dO6Zdu3apSpUqcnNzs3sm3Z+lpaXpzJkzysjI0IULFxQXF6d//OMfatCggV5//fUs15k/f77S09PVrFkzlSxZUv/617/k6uoqf39/lStXTqGhoerXr5+mTZumhg0b6ty5c1q7dq3q1aunJ598UjVq1NDSpUu1efNmlSlTRtOnT9fZs2dtwW7r1q1au3atOnToIC8vL23dulXnzp1T7dq1JUlRUVEaMWKEPDw81LFjR6Wmpmr79u26dOmSwsPD8/DbcDzuigUAoAirV6+e1q9fr19++UUtW7ZUw4YNNXHiRNsNBxUqVND8+fO1ZMkS1alTR1OmTNF7772Xo2336NFDHTt2VJs2bVShQoVMjxL5s59//lmVKlWSn5+fWrdurcWLFysiIkI//vhjphtAbvP09NS8efPUokUL1atXT2vWrNF///tf2zV0MTEx6tevn1577TXVrFlT3bp107Zt2+Tn5ydJGj9+vBo1aqSQkBC1bt1a3t7e6tatm2377u7u2rBhgzp37qzAwECNHz9e06ZNU6dOnSRJAwcO1KeffqqYmBgFBQWpVatWmj9/franjosCi3H7nt8HWHJysjw8PJSUlCR3d3fHFlPQT0IvKnL5xHYAkG49DuPYsWMKCAhQiRIlHF0OkK07Hau5ySnM2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAACmd/srtIDCKr+OUR5QDAAwLRcXFzk5Oen06dOqUKGCXFxcsv3eUsARDMPQjRs3dO7cOTk5OcnFxeWetkewAwCYlpOTkwICApSQkKDTp087uhwgWyVLlpSfn5+cnO7tZCrBDgBgai4uLvLz81NaWto9fe8pcL84OzurWLFi+TKbTLADAJiexWJR8eLFVbx4cUeXAtxX3DwBAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEg4Ndhs2bFCXLl3k4+Mji8Wi5cuX2/X3799fFovFbunYsaPdmIsXLyo0NFTu7u7y9PTUgAEDdPXq1QLcCwAAgMLBocEuJSVF9evX15w5c7Id07FjRyUkJNiWf//733b9oaGh+vnnn7V69WqtWLFCGzZs0ODBg+936QAAAIWOQ78rtlOnTurUqdMdx1itVnl7e2fZd+DAAa1atUrbtm1TkyZNJEmzZ89W586d9d5778nHxyffawYAACisCv01dnFxcfLy8lLNmjX1yiuv6MKFC7a++Ph4eXp62kKdJAUHB8vJyUlbt27NdpupqalKTk62WwAAAIq6Qh3sOnbsqH/+859au3at3nnnHa1fv16dOnVSenq6JOnMmTPy8vKyW6dYsWIqW7aszpw5k+12o6Oj5eHhYVt8fX3v634AAAAUBIeeir2bPn362H4OCgpSvXr19NBDDykuLk7t2rXL83YjIiIUHh5ue52cnEy4AwAARV6hnrH7q2rVqql8+fI6cuSIJMnb21uJiYl2Y9LS0nTx4sVsr8uTbl235+7ubrcAAAAUdUUq2P3++++6cOGCKlWqJElq3ry5Ll++rB07dtjG/PDDD8rIyFCzZs0cVSYAAIBDOPRU7NWrV22zb5J07Ngx7dq1S2XLllXZsmUVFRWlHj16yNvbW0ePHtWYMWNUvXp1hYSESJJq166tjh07atCgQfroo4908+ZNDRs2TH369OGOWAAA8MBx6Izd9u3b1bBhQzVs2FCSFB4eroYNG2rixIlydnbWnj179PTTTyswMFADBgxQ48aN9eOPP8pqtdq2sWDBAtWqVUvt2rVT586d9fjjj+uTTz5x1C4BAAA4jMUwDMPRRThacnKyPDw8lJSU5Pjr7SI9HPv+hVVkkqMrAADAIXKTU4rUNXYAAADIHsEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkUc3QBsFf1+kJHl1AoHXd0AQAAFAHM2AEAAJgEwQ4AAMAkCHYAAAAm4dBgt2HDBnXp0kU+Pj6yWCxavny5re/mzZsaO3asgoKCVKpUKfn4+Khfv346ffq03TaqVq0qi8Vit0yZMqWA9wQAAMDxHBrsUlJSVL9+fc2ZMydT37Vr17Rz505NmDBBO3fu1Ndff61Dhw7p6aefzjR28uTJSkhIsC3Dhw8viPIBAAAKFYfeFdupUyd16tQpyz4PDw+tXr3aru2DDz7QI488opMnT8rPz8/W7ubmJm9v7/taKwAAQGFXpK6xS0pKksVikaenp137lClTVK5cOTVs2FBTp05VWlqaYwoEAABwoCLzHLvr169r7Nix6tu3r9zd3W3tI0aMUKNGjVS2bFlt3rxZERERSkhI0PTp07PdVmpqqlJTU22vk5OT72vtAAAABaFIBLubN2/q2WeflWEYmjt3rl1feHi47ed69erJxcVFQ4YMUXR0tKxWa5bbi46OVlRU1H2tGQAAoKAV+lOxt0PdiRMntHr1arvZuqw0a9ZMaWlpOn78eLZjIiIilJSUZFt+++23fK4aAACg4BXqGbvboe7w4cNat26dypUrd9d1du3aJScnJ3l5eWU7xmq1ZjubBwAAUFQ5NNhdvXpVR44csb0+duyYdu3apbJly6pSpUrq2bOndu7cqRUrVig9PV1nzpyRJJUtW1YuLi6Kj4/X1q1b1aZNG7m5uSk+Pl6jRo3S888/rzJlyjhqtwAAABzCocFu+/btatOmje317evlwsLCFBkZqW+++UaS1KBBA7v11q1bp9atW8tqtSo2NlaRkZFKTU1VQECARo0aZXfdHQAAwIPCocGudevWMgwj2/479UlSo0aNtGXLlvwuCwAAoEgq9DdPAAAAIGcIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACbh0GC3YcMGdenSRT4+PrJYLFq+fLldv2EYmjhxoipVqiRXV1cFBwfr8OHDdmMuXryo0NBQubu7y9PTUwMGDNDVq1cLcC8AAAAKB4cGu5SUFNWvX19z5szJsv/dd9/VrFmz9NFHH2nr1q0qVaqUQkJCdP36dduY0NBQ/fzzz1q9erVWrFihDRs2aPDgwQW1CwAAAIVGMUe+eadOndSpU6cs+wzD0IwZMzR+/Hh17dpVkvTPf/5TFStW1PLly9WnTx8dOHBAq1at0rZt29SkSRNJ0uzZs9W5c2e999578vHxKbB9AQAAcLRCe43dsWPHdObMGQUHB9vaPDw81KxZM8XHx0uS4uPj5enpaQt1khQcHCwnJydt3bo1222npqYqOTnZbgEAACjq8hTsqlWrpgsXLmRqv3z5sqpVq3bPRUnSmTNnJEkVK1a0a69YsaKt78yZM/Ly8rLrL1asmMqWLWsbk5Xo6Gh5eHjYFl9f33ypGQAAwJHyFOyOHz+u9PT0TO2pqak6derUPRd1v0VERCgpKcm2/Pbbb44uCQAA4J7l6hq7b775xvbzd999Jw8PD9vr9PR0rV27VlWrVs2Xwry9vSVJZ8+eVaVKlWztZ8+eVYMGDWxjEhMT7dZLS0vTxYsXbetnxWq1ymq15kudAAAAhUWugl23bt0kSRaLRWFhYXZ9xYsXV9WqVTVt2rR8KSwgIEDe3t5au3atLcglJydr69ateuWVVyRJzZs31+XLl7Vjxw41btxYkvTDDz8oIyNDzZo1y5c6AAAAiopcBbuMjAxJt0LXtm3bVL58+Xt686tXr+rIkSO218eOHdOuXbtUtmxZ+fn5aeTIkfrHP/6hGjVqKCAgQBMmTJCPj48tYNauXVsdO3bUoEGD9NFHH+nmzZsaNmyY+vTpwx2xAADggZOnx50cO3YsX958+/btatOmje11eHi4JCksLEzz58/XmDFjlJKSosGDB+vy5ct6/PHHtWrVKpUoUcK2zoIFCzRs2DC1a9dOTk5O6tGjh2bNmpUv9QEAABQlFsMwjLysuHbtWq1du1aJiYm2mbzbPv/883wprqAkJyfLw8NDSUlJcnd3d2gtVcetdOj7F1bHpzzp6BIAAHCI3OSUPM3YRUVFafLkyWrSpIkqVaoki8WSp0IBAACQf/IU7D766CPNnz9fL7zwQn7XAwAAgDzK03Psbty4occeeyy/awEAAMA9yFOwGzhwoBYuXJjftQAAAOAe5OlU7PXr1/XJJ59ozZo1qlevnooXL27XP3369HwpDgAAADmXp2C3Z88e20OD9+3bZ9fHjRQAAACOkadgt27duvyuAwAAAPcoT9fYAQAAoPDJ04xdmzZt7njK9YcffshzQQAAAMibPAW729fX3Xbz5k3t2rVL+/btU1hYWH7UBQAAgFzKU7B7//33s2yPjIzU1atX76kgAAAA5E2+XmP3/PPPF7nviQUAADCLfA128fHxKlGiRH5uEgAAADmUp1Ox3bt3t3ttGIYSEhK0fft2TZgwIV8KAwAAQO7kKdh5eHjYvXZyclLNmjU1efJkdejQIV8KAwAAQO7kKdjFxMTkdx0AAAC4R3kKdrft2LFDBw4ckCQ9/PDDatiwYb4UBQAAgNzLU7BLTExUnz59FBcXJ09PT0nS5cuX1aZNG8XGxqpChQr5WSMAAAByIE93xQ4fPlxXrlzRzz//rIsXL+rixYvat2+fkpOTNWLEiPyuEQAAADmQpxm7VatWac2aNapdu7atrU6dOpozZw43TwAAADhInmbsMjIyVLx48UztxYsXV0ZGxj0XBQAAgNzLU7Br27atXn31VZ0+fdrWdurUKY0aNUrt2rXLt+IAAACQc3kKdh988IGSk5NVtWpVPfTQQ3rooYcUEBCg5ORkzZ49O79rBAAAQA7k6Ro7X19f7dy5U2vWrNHBgwclSbVr11ZwcHC+FgcAAICcy9WM3Q8//KA6deooOTlZFotF7du31/DhwzV8+HA1bdpUDz/8sH788cf7VSsAAADuIFfBbsaMGRo0aJDc3d0z9Xl4eGjIkCGaPn16vhUHAACAnMtVsNu9e7c6duyYbX+HDh20Y8eOey4KAAAAuZerYHf27NksH3NyW7FixXTu3Ll7LgoAAAC5l6tgV7lyZe3bty/b/j179qhSpUr3XBQAAAByL1fBrnPnzpowYYKuX7+eqe+PP/7QpEmT9NRTT+VbcQAAAMi5XD3uZPz48fr6668VGBioYcOGqWbNmpKkgwcPas6cOUpPT9cbb7xxXwoFAADAneUq2FWsWFGbN2/WK6+8ooiICBmGIUmyWCwKCQnRnDlzVLFixftSKAAAAO4s1w8o9vf31//93//p0qVLOnLkiAzDUI0aNVSmTJn7UR8AAAByKE/fPCFJZcqUUdOmTfOzFgAAANyDPH1XLAAAAAofgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQKfbCrWrWqLBZLpmXo0KGSpNatW2fqe/nllx1cNQAAQMHL8wOKC8q2bduUnp5ue71v3z61b99evXr1srUNGjRIkydPtr0uWbJkgdYIAABQGBT6YFehQgW711OmTNFDDz2kVq1a2dpKliwpb2/vgi4NAACgUCn0p2L/7MaNG/rXv/6ll156SRaLxda+YMEClS9fXnXr1lVERISuXbvmwCoBAAAco9DP2P3Z8uXLdfnyZfXv39/W9txzz8nf318+Pj7as2ePxo4dq0OHDunrr7/OdjupqalKTU21vU5OTr6fZQMAABSIIhXsPvvsM3Xq1Ek+Pj62tsGDB9t+DgoKUqVKldSuXTsdPXpUDz30UJbbiY6OVlRU1H2vFwAAoCAVmVOxJ06c0Jo1azRw4MA7jmvWrJkk6ciRI9mOiYiIUFJSkm357bff8rVWAAAARygyM3YxMTHy8vLSk08+ecdxu3btkiRVqlQp2zFWq1VWqzU/ywMAAHC4IhHsMjIyFBMTo7CwMBUr9v9KPnr0qBYuXKjOnTurXLly2rNnj0aNGqUnnnhC9erVc2DFAAAABa9IBLs1a9bo5MmTeumll+zaXVxctGbNGs2YMUMpKSny9fVVjx49NH78eAdVCgAA4DhFIth16NBBhmFkavf19dX69esdUBEAAEDhU2RungAAAMCdEewAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZRzNEFAMijSA9HV1D4RCY5ugIAcChm7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGAShTrYRUZGymKx2C21atWy9V+/fl1Dhw5VuXLlVLp0afXo0UNnz551YMUAAACOU6iDnSQ9/PDDSkhIsC0bN2609Y0aNUr//e9/tWTJEq1fv16nT59W9+7dHVgtAACA4xRzdAF3U6xYMXl7e2dqT0pK0meffaaFCxeqbdu2kqSYmBjVrl1bW7Zs0aOPPlrQpQIAADhUoZ+xO3z4sHx8fFStWjWFhobq5MmTkqQdO3bo5s2bCg4Oto2tVauW/Pz8FB8f76hyAQAAHKZQz9g1a9ZM8+fPV82aNZWQkKCoqCi1bNlS+/bt05kzZ+Ti4iJPT0+7dSpWrKgzZ87ccbupqalKTU21vU5OTr4f5QMAABSoQh3sOnXqZPu5Xr16atasmfz9/bV48WK5urrmebvR0dGKiorKjxIBAAAKjUJ/KvbPPD09FRgYqCNHjsjb21s3btzQ5cuX7cacPXs2y2vy/iwiIkJJSUm25bfffruPVQMAABSMIhXsrl69qqNHj6pSpUpq3LixihcvrrVr19r6Dx06pJMnT6p58+Z33I7VapW7u7vdAgAAUNQV6lOxo0ePVpcuXeTv76/Tp09r0qRJcnZ2Vt++feXh4aEBAwYoPDxcZcuWlbu7u4YPH67mzZtzRywAAHggFepg9/vvv6tv3766cOGCKlSooMcff1xbtmxRhQoVJEnvv/++nJyc1KNHD6WmpiokJEQffvihg6sGAABwjEId7GJjY+/YX6JECc2ZM0dz5swpoIoAAAAKryJ1jR0AAACyR7ADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRRzdAEAgPso0sPRFRROkUmOrgC4L5ixAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYRKEOdtHR0WratKnc3Nzk5eWlbt266dChQ3ZjWrduLYvFYre8/PLLDqoYAADAcQp1sFu/fr2GDh2qLVu2aPXq1bp586Y6dOiglJQUu3GDBg1SQkKCbXn33XcdVDEAAIDjFHN0AXeyatUqu9fz58+Xl5eXduzYoSeeeMLWXrJkSXl7exd0eQAAAIVKoZ6x+6ukpCRJUtmyZe3aFyxYoPLly6tu3bqKiIjQtWvX7rid1NRUJScn2y0AAABFXaGesfuzjIwMjRw5Ui1atFDdunVt7c8995z8/f3l4+OjPXv2aOzYsTp06JC+/vrrbLcVHR2tqKiogigbAACgwBSZYDd06FDt27dPGzdutGsfPHiw7eegoCBVqlRJ7dq109GjR/XQQw9lua2IiAiFh4fbXicnJ8vX1/f+FA4AAFBAikSwGzZsmFasWKENGzaoSpUqdxzbrFkzSdKRI0eyDXZWq1VWqzXf6wQAAHCkQh3sDMPQ8OHDtWzZMsXFxSkgIOCu6+zatUuSVKlSpftcHQAAQOFSqIPd0KFDtXDhQv3nP/+Rm5ubzpw5I0ny8PCQq6urjh49qoULF6pz584qV66c9uzZo1GjRumJJ55QvXr1HFw9AABAwSrUwW7u3LmSbj2E+M9iYmLUv39/ubi4aM2aNZoxY4ZSUlLk6+urHj16aPz48Q6oFgAAwLEKdbAzDOOO/b6+vlq/fn0BVQMAAFC4Fann2AEAACB7BDsAAACTKNSnYgFkr+r1hY4uodA57ugCAMDBmLEDAAAwCWbsAACAFOnh6AoKn8gkR1eQa8zYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCSKOboAAMD9U/X6QkeXUCgdd3QBwH3CjB0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACbBc+wAAADPPMzCcUcXkAfM2AEAAJiEaYLdnDlzVLVqVZUoUULNmjXT//73P0eXBAAAUKBMEewWLVqk8PBwTZo0STt37lT9+vUVEhKixMRER5cGAABQYEwR7KZPn65BgwbpxRdfVJ06dfTRRx+pZMmS+vzzzx1dGgAAQIEp8sHuxo0b2rFjh4KDg21tTk5OCg4OVnx8vAMrAwAAKFhF/q7Y8+fPKz09XRUrVrRrr1ixog4ePJjlOqmpqUpNTbW9TkpKkiQlJyffv0JzKCP1mqNLKJQKw++msOFYyYzjJDOOk6xxrGTGsZJZYTlObtdhGMZdxxb5YJcX0dHRioqKytTu6+vrgGqQEx4zHF0BigKOE+QUxwpyorAdJ1euXJGHh8cdxxT5YFe+fHk5Ozvr7Nmzdu1nz56Vt7d3lutEREQoPDzc9jojI0MXL15UuXLlZLFY7mu9RUVycrJ8fX3122+/yd3d3dHloBDjWEFOcJwgpzhWMjMMQ1euXJGPj89dxxb5YOfi4qLGjRtr7dq16tatm6RbQW3t2rUaNmxYlutYrVZZrVa7Nk9Pz/tcadHk7u7O/1jIEY4V5ATHCXKKY8Xe3WbqbivywU6SwsPDFRYWpiZNmuiRRx7RjBkzlJKSohdffNHRpQEAABQYUwS73r1769y5c5o4caLOnDmjBg0aaNWqVZluqAAAADAzUwQ7SRo2bFi2p16Re1arVZMmTcp0yhr4K44V5ATHCXKKY+XeWIyc3DsLAACAQq/IP6AYAAAAtxDsAAAATIJgBwAAYBIEuwfYnDlzVLVqVZUoUULNmjXT//73vzuOX7JkiWrVqqUSJUooKChI//d//1dAlcJRNmzYoC5dusjHx0cWi0XLly+/6zpxcXFq1KiRrFarqlevrvnz59/3OuFY0dHRatq0qdzc3OTl5aVu3brp0KFDd12PvykPnrlz56pevXq2Z9Q1b95c33777R3X4TjJHYLdA2rRokUKDw/XpEmTtHPnTtWvX18hISFKTEzMcvzmzZvVt29fDRgwQD/99JO6deumbt26ad++fQVcOQpSSkqK6tevrzlz5uRo/LFjx/Tkk0+qTZs22rVrl0aOHKmBAwfqu+++u8+VwpHWr1+voUOHasuWLVq9erVu3rypDh06KCUlJdt1+JvyYKpSpYqmTJmiHTt2aPv27Wrbtq26du2qn3/+OcvxHCe5x12xD6hmzZqpadOm+uCDDyTd+rYOX19fDR8+XOPGjcs0vnfv3kpJSdGKFStsbY8++qgaNGigjz76qMDqhuNYLBYtW7bM9g0vWRk7dqxWrlxp90e3T58+unz5slatWlUAVaIwOHfunLy8vLR+/Xo98cQTWY7hbwpuK1u2rKZOnaoBAwZk6uM4yT1m7B5AN27c0I4dOxQcHGxrc3JyUnBwsOLj47NcJz4+3m68JIWEhGQ7Hg8mjhNIUlJSkqRb/2Bnh2MF6enpio2NVUpKipo3b57lGI6T3DPNA4qRc+fPn1d6enqmb+aoWLGiDh48mOU6Z86cyXL8mTNn7ludKHqyO06Sk5P1xx9/yNXV1UGVoaBkZGRo5MiRatGiherWrZvtOP6mPLj27t2r5s2b6/r16ypdurSWLVumOnXqZDmW4yT3CHYAgHwzdOhQ7du3Txs3bnR0KSikatasqV27dikpKUlLly5VWFiY1q9fn224Q+4Q7B5A5cuXl7Ozs86ePWvXfvbsWXl7e2e5jre3d67G48GU3XHi7u7ObN0DYNiwYVqxYoU2bNigKlWq3HEsf1MeXC4uLqpevbokqXHjxtq2bZtmzpypjz/+ONNYjpPc4xq7B5CLi4saN26stWvX2toyMjK0du3abK9zaN68ud14SVq9enW24/Fg4jh5MBmGoWHDhmnZsmX64YcfFBAQcNd1OFZwW0ZGhlJTU7Ps4zjJAwMPpNjYWMNqtRrz58839u/fbwwePNjw9PQ0zpw5YxiGYbzwwgvGuHHjbOM3bdpkFCtWzHjvvfeMAwcOGJMmTTKKFy9u7N2711G7gAJw5coV46effjJ++uknQ5Ixffp046effjJOnDhhGIZhjBs3znjhhRds43/99VejZMmSxuuvv24cOHDAmDNnjuHs7GysWrXKUbuAAvDKK68YHh4eRlxcnJGQkGBbrl27ZhvD3xQYxq2/GevXrzeOHTtm7Nmzxxg3bpxhsViM77//3jAMjpP8QLB7gM2ePdvw8/MzXFxcjEceecTYsmWLra9Vq1ZGWFiY3fjFixcbgYGBhouLi/Hwww8bK1euLOCKUdDWrVtnSMq03D42wsLCjFatWmVap0GDBoaLi4tRrVo1IyYmpsDrRsHK6hiRZPe7528KDMMwXnrpJcPf399wcXExKlSoYLRr184W6gyD4yQ/8Bw7AAAAk+AaOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAkEcZGRl69913Vb16dVmtVvn5+emtt96SJI0dO1aBgYEqWbKkqlWrpgkTJujmzZsOrhiA2RVzdAEAUFRFRERo3rx5ev/99/X4448rISFBBw8elCS5ublp/vz58vHx0d69ezVo0CC5ublpzJgxDq4agJlZDMMwHF0EABQ1V65cUYUKFfTBBx9o4MCBdx3/3nvvKTY2Vtu3by+A6gA8qJixA4A8OHDggFJTU9WuXbss+xctWqRZs2bp6NGjunr1qtLS0uTu7l7AVQJ40HCNHQDkgaura7Z98fHxCg0NVefOnbVixQr99NNPeuONN3Tjxo0CrBDAg4hgBwB5UKNGDbm6umrt2rWZ+jZv3ix/f3+98cYbatKkiWrUqKETJ044oEoADxpOxQJAHpQoUUJjx47VmDFj5OLiohYtWujcuXP6+eefVaNGDZ08eVKxsbFq2rSpVq5cqWXLljm6ZAAPAG6eAIA8ysjIUHR0tObNm6fTp0+rUqVKevnllxUREaExY8bo888/V2pqqp588kk9+uijioyM1OXLlx1dNgATI9gBAACYBNfYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADCJ/w+A/ZXhR/5wxgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run data_preprocessing.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Model Training and Evaluation\n",
    "def train_and_evalaute_model(model, model_name, monitor_loss=False):\n",
    "    #Train model\n",
    "    start = timeit.default_timer()\n",
    "    model.fit(X_train, y_train)\n",
    "    stop = timeit.default_timer()\n",
    "\n",
    "    #Predict on the test set\n",
    "    y_pred = model.predict(X_test)\n",
    "\n",
    "    #Evaluate the model\n",
    "    model_results = pd.DataFrame([{\n",
    "        'Model': model_name,\n",
    "        'Runtime': stop - start,\n",
    "        'Accuracy': accuracy_score(y_test, y_pred),\n",
    "        'Precision': precision_score(y_test, y_pred, average='weighted'),\n",
    "        'Recall': recall_score(y_test, y_pred, average='weighted'),\n",
    "        'F1': f1_score(y_test, y_pred, average='weighted')\n",
    "    }])\n",
    "    print(model_results.to_string(index=False))\n",
    "\n",
    "    #Monitor loss if required\n",
    "    if monitor_loss and hasattr(model, 'loss_curve_'):\n",
    "        loss_values = model.loss_curve_\n",
    "        plt.figure(figsize=(10, 6))\n",
    "        plt.plot(range(1, len(loss_values) + 1), loss_values, marker='o')\n",
    "        plt.title('Loss over Epochs for Neural Network')\n",
    "        plt.xlabel('Epochs')\n",
    "        plt.ylabel('Loss')\n",
    "        plt.grid(True)\n",
    "        plt.show()\n",
    "\n",
    "    return model_results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model  Runtime  Accuracy  Precision   Recall       F1\n",
      "  SVM 0.003059  0.816667   0.815972 0.816667 0.816087\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC, NuSVC\n",
    "\n",
    "#Train an SVM model\n",
    "svm = SVC()\n",
    "svm_results = train_and_evalaute_model(svm, 'SVM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         Model  Runtime  Accuracy  Precision  Recall       F1\n",
      "Neural Network 0.197088       0.8    0.79906     0.8 0.798611\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/parallels/.local/lib/python3.10/site-packages/sklearn/neural_network/_multilayer_perceptron.py:690: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (500) reached and the optimization hasn't converged yet.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Baseline Models:Neural Network\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "#Train a Neural Network model\n",
    "nn = MLPClassifier(random_state=42, max_iter=500)\n",
    "nn_results = train_and_evalaute_model(nn, 'Neural Network', monitor_loss=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Model  Runtime  Accuracy  Precision   Recall      F1\n",
      "Random Forest 0.061925  0.783333   0.782496 0.783333 0.78087\n"
     ]
    }
   ],
   "source": [
    "#Baseline Models: Random Forest\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "#Train a Random Forest model\n",
    "rf = RandomForestClassifier(random_state=42)\n",
    "rf_results = train_and_evalaute_model(rf, 'Random Forest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Model  Runtime  Accuracy  Precision  Recall       F1\n",
      "K-Nearest Neighbors 0.000972       0.8    0.79906     0.8 0.798611\n"
     ]
    }
   ],
   "source": [
    "#Baseline Models: KNN\n",
    "\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "#Train a K-Nearest Neighbors model\n",
    "knn = KNeighborsClassifier()\n",
    "knn_results = train_and_evalaute_model(knn, 'K-Nearest Neighbors')"
   ]
  }
 ],
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