task01.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('./data/statlog_heart/heart_data.csv')\n",
    "df = df.rename(columns={'heart_disease': 'target'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(270, 14)\n"
     ]
    }
   ],
   "source": [
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1bkjVn+uirW98pdifVipl20H91e0tuZcJVPlOzS+5npOnm1p89YpW9H5XOSlpNt+l7jisP+4fpaO/rFLawTjF/bFZG4d9rrC7Gstk4PtmwEj4P/UGNG3aNAUGBmrt2rV65pln1K9fP91///1q2rSpNm7cqNtvv12PPfaYMjMzZTabVa5cOX377bfauXOnRowYoVdeeUVz5syRJLm5uWnmzJmaNm2afvzxRxUUFOjRRx9V27Zt1aNHjyuKJzMzU+PGjdOMGTP0119/KTY2VoMHF2X7Z86cqREjRuiNN97Qrl279Oabb2r48OGaNm1aYRlvb299+eWX2rlzpyZOnKgpU6bovffes9nP/v37NXfuXM2bN0+bN2/WxIkT1aRJEz355JOKi4tTXFycwsLCrijml19+WWPHjtWuXbsUExOj9PR03XnnnVqyZIk2bdqkO+64Q3fddZdiY2MlSfPmzVO5cuU0evTown1J1oTZHXfcoXvvvVdbt27VN998o+XLl6t///5XFMeNyisiVB6hAYpbUtTrKO9MhhLX7lJg4+qXXLfhxGd1fOEanVz63+qxZMM3WCYvf5kPby1alpMpy4m9MpWNLH4dByeZQirJfOi8dWSR+fCWEtcxhVSSQ0hFFWxZVLSZ8NqSySSTt7+cn3xfLk9/JqdOL0jegf++Xjcw13LBcintr9TVmwuXFaRnKm3bHnnXiip5xfM5OCjgjhZydHdT2pbdJRZz9PK0PlQoMN4csOccO52rxIx8NSnvXbjM29VRMSGe2hJXfJI7r8CsnfGZalyhaB0Hk0mNK3hrS1zxD2Ey8wr0w44klfNxUai3c+F2XJ1se5W6OpmUU2DRjnhjPMw5lpqjxPQ8NY4omprM281JMWW9tOV48cnz3AKzdsZlqEmET+EyB5NJjSNKacuxK0+45+Wb5ezoIIfzOjO4Olsv9zYeTStptZtKbr5ZO46lqUkVv8JlDg4mNanqp81HzhS7zpYjZ9Skqp/NsuaR/tp8uPjykpSWXSCTSSrlXvLsyWnZ+fLxMODsyj5nz3NHthQty82UJW6fTGUuc547fN46ssh8ZGuJ65iCK8ohuKIKti6+6Duntr3l0n+anB97Ww7nkkjAv+BZIUTuIQGK/7PoGjb/TKaSN+xWQMNql1jzPA4OKtellRw93JS0dmfh4qS1OxXWuaWcfb0lk8laxtVFp5ZvvcTGjMc9LESuQf5KWl40Qj0/LVOnN++5KKFTIgcHhdzVUo7ubkrdaHu9FtrpVt26abaa/j5ZVV7sLocLRgEYnWf42WN42fn3cJlKWn/lx7DJwUFh97aS03nHsIOLs2SRzDlFyfaC7DxZzBaVblLj6lbiBuccGiynAH9lbCg6l5kzMpW9a6/cq5dw/iuGg6eHJKngTPHXcK5VKsmtSkWdXnjx+c/InEOs7Zu56bz2zcxU9u69cvtH7Wudirogzfba1vu2lqr03Veq8On7CuzxuEyuLlcn8JvIuWc9JxZf8KxnzS4FNbn0s54mHzynYwtW2zwnuhRnHy/lncmUxcD3zYCRGPCu9eZXq1YtDRs2TJI0ZMgQjR07VoGBgXryySclSSNGjNDkyZO1detWNW7cWKNGjSpcNyIiQqtWrdKcOXP0wAMPSJJq166t119/Xb169dKDDz6oI0eO6JdffrniePLy8vTxxx+rUiVrL5b+/ftr9OjRhd+/+uqrGj9+vLp06VIYw86dO/XJJ5+oW7duklRYH8n67p3Bgwdr9uzZevHFFwuX5+bmavr06SpdunThMhcXF3l4eCgkJOSK45Wk0aNHq23btoV/+/v7q1atWoV/v/baa/r+++/1008/qX///vL395ejo6O8vb1t9jVmzBg98sgjhe8JqlKliiZNmqSWLVtq8uTJcnO79LsdblTuwdYHYdkJtj3SsxJS5R7sX+J64fe3kn+dKlrQ9KlrGt+NzuTpK0myZKTaLLdknJbJ0+/iFSTJw1smB0dZMi9exyGgXLGrONZqI3PiUVmO7ynat2+wZDLJsel9yl/0mZSTKacWj8j5oZHK+2yAZDbm9IcuAdZ2zUtKtVmel5Qql0DfS67rUaWCan41Tg4uLirIzNLuAW8o62DxvaedfEsprM+Div/u16sR9g0r8ez0bQEetlMCBHg6KTGj+N72KVkFKrAUs46Hkw5dMMJk9uZTGv/3CWXlmRXh56pP760s57M9xJpWKKUZG09pwe5ktavqp8SMPH282jp6o6R932wS0631CPS8sH2dC7+7UGpmvrV9vZwuWudQ4pX3EG0UXkpvLzqqqSvj9GijYGXlmvXeEuvxnphmjPZNzchTgVkK8L6gfb2cdSih+ERiYlquAr1sHwQEeDsrsYTp43LyzBo//6A61A6Sl1vxl8tHErM0c/lxvXCX8aZ7KjrP2Y4MtGSkyuTlW/xKhee5i9dx8C9b7CqOMWfPcyf22CzP/3uWzLHbpLwcOYTXllPb3ipwdlPBxvn/V30ASXI7e42bk5Bqszw7IUVuQSVcv51Vqnq4bvt9ohzcXJSfkaVVj45S2p7Ywu9XP/G6Gk0dqnsOz5U5L18FmTla9egoZRwy1lSnl+N6th1zEm3vMXITU+RS+tJt7BUZrkbfvysHVxcVZGRpU5/XlLGvqI3jflymrOPxyolPlne1CFV9uYc8K5XT5j6vX/2K3KDcgqzHcPYFx3DOFRzDPtXDddviiXJ0c1F+epZWPDJKZ84ew8nrdik/I1sxo3tq26gvJJNJMaN6yMHJsfD/m/8KJ39rO+anpNosz09JLfzuskwmBT/dS5nbdir3cGyxRXzvbKOcw0eVtaPkjmlG5FhC+xakpMrJ78rbt3S/Xsrabtu+aUv/Ul5CgvITk+VaMVyBvbrJOays4kaNuVrh3xQ8QqztmBV/wbOe+JTC50DFieh6qwLqVtbPDa/sWY9rQCnVHvao9kzh2gy4WZAEugHFxBS98NLR0VEBAQGqWbPoBXfBwdYXOiYkJEiSPvzwQ02dOlWxsbHKyspSbm6uateubbPNQYMG6YcfftAHH3yghQsXKiAg4Irj8fDwKEwASVJoaGjhvjMyMnTgwAH17NmzMEklSfn5+fLxKerN/M0332jSpEk6cOCA0tPTlZ+fr1KlbF/eXKFCBZsE0L9Rv359m7/T09M1cuRIzZ8/X3FxccrPz1dWVlbhSKCSbNmyRVu3btXMmTMLl1ksFpnNZh06dEjVql3c4yonJ0c5OTk2y1xd7dtLLeLB29Tow+cL/17aaeg/3oZHudKqP/5pLb7zRZteYv8FDtEt5HRHv8K/8+Zch5tNJxc5VG+hghVzbJebHGRydFbeos9kObTZGs+P4+Xy7BcyVahRuOxmF9ihlSqNeLrw711Pj7pE6UvLOnRcW+57Vo7eHgpo21xVXn9e2594+aJEkKOnu6p9+KoyD8bq6ORZ//f+bkS/7ErWqMVF9f2oU8Vrur8O1fzVpIK3TmXk68v18Rr8yyHNeLCqXJ0c1Cy8lAa1KKvRi49qyMIjcnF0UJ/GwdpwPMNmKs6byS/bEjVy/uHCvyc/VNVusVQO8tAbd0fo7UVHNWHpUTk4mPRow2AFeDr/F6f1/7/kFZj1/PSdslikV+8rfiqn+NM56v3pVrWLKa0HGode5wivPofqLeR0e9/Cv/PmvnHtd+rkIodqLVSwas5FXxWs+rbovxMOSS5ucmzYiSQQ/pGw+29TvfeK3vG3vOuwS5S+tLR9x7Toln5yLuWpcvfcogaTX9CyDoMLE0HRQ7vJxcdLf939onKSz6hMh6Zq9OVQLWs/UGd2Hv63VblhhXa6VdXffKbw741PvPp/byvj4DGtav+0nLw9FXxnc9UcP0hru75YmAg69vXCwrLpew4rJyFZDb4eK/fyocqKLfmF8jez8g/cpnoTzjuG7/+Xx3DzomO44ccvaFn7wTqzJ1Y5Sae1qtvrqvfeM6rSt5MsZotiv/tDyZv2yWI2dg//Uq1bKmRg0X3e0SGv/ettBj/XR64R5XXk2SHFfm9ycVGp1i2UNOPi85/ReN/WUsEDipIKx4eNvkTpKxP0TF+5hpfX0edftll+esFvhf+de/iI8pNTFPbO60oMDVFeXPHTBRtBxYdbq+nHRc96FnV85R9vw7NcaTWa8LR+u/1FFVzBsx5nbw+1/eVNpe48ok0jp122PG4QBv89x+WRBLoBOV/wQjyTyWSz7NxDMrPZrNmzZ2vw4MEaP368mjRpIm9vb73zzjtas8b25bkJCQnau3evHB0dtW/fPt1xxx3/Kh6LxfqC7/R06/DmKVOmqFEj2zniHR0dJUmrVq3SI488olGjRqldu3by8fHR7NmzNX78eJvynmeH9F4NF25r8ODBWrRokcaNG6fKlSvL3d1d9913n3Jzi+8BfE56err69OmjZ5999qLvypcvX8wa1tFD54/OkqyjpezZT/joL6uUuK6ol5GDi/Xf1C3IT1knkwuXuwf5KnnrgYvWl6SAulXkHuynDms+LtqOk6OCb6mpyH6dNMu7vWFvEsz71ir3xN7Cv01nX4pt8vSVJaOoh43J00fm+BJeEJ6ZJou5QCYPX1nOW2zy9JEl/eJ3hDhENZWcXVSw7Q+b5ZZ067+XJfG8BEbWGSkrTaZSpW22fTNL/mON0reeNwLq7DHrHOCrvPN6lzoH+Cpj96Vfym7Jz1f2UevDgYydB+RVo4pCH71bB0d/WFjGwcNd1T4ebR0p9NwbsuQb490059xayUcxIUW/i7lnh+wnZeaptFfRb3xSRr4ig9yL3Yafu6McTdZ1zpeUmX/RiBdvV0d5uzqqgp9UK9RDTT/cpiX7U3VnlLU3abd6QXq8bmmdyshXKVdHHT+TqwnL41TO5+acsuHWqn6qed47evLyre2bmJGn0t5FdUrKyFNUiEex2/D1cLK2b7rtaL6kjDwFejkXu05JOtYMVMeagUpMz5O7i4NMsr5vKMzv5hy9eiFfT2c5OkhJF4xsSkrPU6B38cdQoLeLEtNtz/lJaReXP5cAOpGSrS/61Sp2FFDC6Rx1+2iLaof7aPT99kv4XU3m/SWd53wuOM/5XsF5zueC85zvRSNnJcmhahPreW77ssvGZzmxV6amD0iOTlKBMUe84uqLW7hKi9YXXf+eeyG2a5CvsuOLrn/dgvyUuq34699zLHn5haN6Urfsk1/dqqrSt7M2Pj9RnuGhqty7k35v/KTO7D4iSTq9/aACm9RQpV53a9PASVe7ajeMhEWrdXpTURufu15zDfRT7nkzDrgE+ilt5+XbOPOI9XrtzPb98qlVVRWeuEc7X3m/2PLn9usRbtwk0IkFq5S8vrh7ONtj2PUKjmFzXr7SD1qP4ZTN++Rft6qq9OusDQOs7xOOX7pBC2p1l4t/KVkKCpR3OkN37ZutjLnGfXguSekr1+rQrovvOZz8fFWQXHQMO/n5Knv/pe85JCn42d7yatxAsQOGKD8xqdgy3i2bysHVVad//6PY740kfdVaZe8+7/rC2XpddWH7Ovr5KufAwctuL6h/H3k2qq+jg14psX3Pyd5t/Xd1Lhtq6CRQ7E8rdWrNrsK/z53r3IMveNYT7KfkLSU866lXVe7Bfrp7g+2znpAWMar2dCdNd7uj8FmPk5e7bl84VnlpmVraZYTh7psBIyMJdJNbsWKFmjZtqqeeKupdceDAxT/sPXr0UM2aNQtH7LRp06bYUSz/VHBwsMqUKaODBw/qkUceKbbMypUrVaFCBQ0dWjT65MiRI1e0fRcXFxUU/PuTyooVK9S9e3d17txZkjW5c/jw4cvuq27dutq5c6cqV7Z94eClDBkyRAMHDrRZ5urqqjljOvx/wV8F+elZSku3fSliZlySQm6ro5SzSR9nbw8FNqymvZ/+XOw24pZu0s91etksazLlBZ3ZE6sd474xbAJIkpSbLeUWXThaZE3GOITHWHsoS5KLu0xlqsqysYRpxMz5spw8IIfwGJn3nUvSmuRQIUYFGxZcVNwxpo3M+9ZZEzznsRy33gia/MvKknb2wtfNS3L3luXMqQs3c9MyZ2Yp+4IXeeaeSpZvo9rK3GNtc0dPd3nXjNTJbxYWt4kSmUymwpvoc9up/slrMufmafczr8mSa7yRbp4ujvJ0cSz822KxKNDTSatj0xQVZE1KpOcUaOvJDD1Qq/j3Szk7Oqh6sIfWxKapdWVfSZLZYtGa2DQ9VLvkd1JZLJJFFuUW2KYoTSaTgs4mNxbuTlGIt7OqBxWfILnRebo6ytP1gvb1ctaaQ2dU7WzyLT2nQFuPp6trvaBit+Hi6KDqoZ5affi0WkdZp2owWyxac+iMHmoQ/H/FdS55NG/zKbk6OahJxVKXWePm4OLkoOhy3lq9L0VtalqPPbPZotX7UvRIs+KnHatVoZRW70tRtxZF02+u3Jui2uFFbXIuAXQkMUvT+tWSn+fFybf4swmg6HJeevPBSDk4GGR4VUnnuQoxKkg4bF3o4i5TaBVZNl3mPFchRub9a88uNMmhQk0VbLz4d9oxpo3M+y8+zxXHFBQhS1YaCSD8I/npWcq/4Po362SSglrW0elt1oeNTt4e8q8XpQOfX/lU2ZL1vSoOZx+0OXpYR/xfeC1sKTDL5GDsV/AWZGQpM8O2jXMSkuXfrLbSdlrb2NHLQz61I3X0q384ks/B9nrtQt7RlQr3Z1T56VlKL+EYTj3vGA6o/8+PYZ13DJ8vN9n6mxzUorbcSvvqxIJV/1/wNwlzVpbMWbZtnJ+ULM+6Mco5YL3ncPBwl1u1qkr56dLTRQc/21tezRsr9vmhyjuZUGI53/ZtlLZynQpOX/78d7OzZGUpr5j29ahTy7Z9o6rq9M+XvqcL6t9HXs0a6+jgV5R/Mv6y+3atVPHs/i7ucGkkJT3rCW1dtzDp4+ztocBG1bT74+Kf9ZxYslHf1+xps6z51Bd0evdRbXt7duH5zdnbQ7f/+pYKcnK1+J7hVzRqCMCNgyTQTa5KlSqaPn26fvvtN0VERGjGjBlat26dIiIiCst8+OGHWrVqlbZu3aqwsDDNnz9fjzzyiFavXi0Xl3/f63rUqFF69tln5ePjozvuuEM5OTlav369UlJSNHDgQFWpUkWxsbGaPXu2GjRooPnz5+v777+/om2Hh4drzZo1Onz4sLy8vOTv7y+H/+NmqkqVKpo3b57uuusumUwmDR8+XOYLbtTCw8P1119/6cEHH5Srq6sCAwP10ksvqXHjxurfv7969eolT09P7dy5U4sWLdIHH3xQ7L5cXV3tPv3bldj9/jzVfPkRpe0/rvRDJ1V7ZHdlxiUp9qcVhWXa/Pq2jv64Qnsm/6j89CylXjCdRX5GtnKSz1y0/L+gYN3Pcmx6vyzJJ2Q5nSDHFg9Lacky7y0ahef80GgV7F0t89kkT8HaH+XU8Tk5nNwvy4l9cmxwl+TspoKtS2w37hciU/nqyp9z8XQEluQTKti7Rk5teyp/4UdSTpYcWz0mS9JxWY5su6Z1tre4r35UuT5dlRV7XDnH4xXW/1HlnkpW8tKim9PqU95Q8tJVOvm19Ua4/HPdlLp8vXLiTsnR012Bd7ZSqQY1tbPvCElFCSAHd1ftfXmcHD3d5ehpHQmTl3LGsEOmTSaTHqsTpE/XxKuCn5vKlnLRByvjFOTlrNaVi6by7PntPrWu7KuH61in6ny8XpCG/npE0cEeqhHiqa82Jigrz6xO0dYpRo+m5ujXvSlqWqGU/N2ddDI9V5+vjZerk4NuiSh62D51Xbyah5eSg0lavP+0PlsXr/Edw+VokAfqJpNJjzUM1ifLT6i8v5vK+brq/WXHFOTtUpjgkaQeM3ardZSfHjmb5OnWOESv/HhQ0aGeqlnGSzPWnlRWnlmdaxVNlXoqPVeJ6XmKTbG+J2hfQpY8XBwU6uMqX3frZd3MdfGqU85LHi4OWnnwjMYvPqrnW5dTqRLebXMz6tainIbM3q0aYd6qWd5b0/86rqxcszo3tL7X76VZuxXs46KBHawPAB6/pawe/2iLvlh2VC2rBWjB5gTtOJamUWdH8uQVmDVg2k7tPJauyb1qqMAsnTpjHTnk4+EkFycHxZ/O0eMfbVEZP1e9eHclJZ/3fqfSpW7OUWyXUrD+Fzk2uV+WlDhZUuPleMvDUnryeR0ZJOeuo6znuU0Lz67zk5zufFYOJw/IErdPjvU7Ws9z2y44z/mGyBRWXfnfXTy9qkOl+pKnrywn9sqSnyuH8FpybHyvCtb9eE3rezNxdXNScKh34d+lg7xUPsJP6Wk5Sk4s/r1YsNo/+XtVG/yw0g8cV8aRk4oe2l1ZJ5N0Yn7R9W+LH9/S8V9W6MCUnyRJNUb00MnF65R5LEFOXu4qf99tKt08Rn93sU65k7b3qNIOHFfdCQO0ddinyk0+ozIdmyr41rpa0XW4XeppT0c+/0GVnnlQmYeOK+tovCoPekw5CUlK+H1lYZn6s8Yo4beVip1mfSBZ5cXuSly2XlknEuTk6aHQe1rJv3GMNjxmnf7MvXyoQju1UuLSdcpNPSPvqAhFjeij5NXblL77sD2qaTf7Pvpe1V8oOoZrDOuurLgkHf+l6Bhu+ZP1GN7/qfUYrvlqD8Utsh7Dzl7uKn//bQq6JUZ/dS6aNir8kdt1Zm+schJPK6BhddV5q5/2fjhPafuPXfc62lvy3J8V8OgDyj0ep7y4eAU+8bDyE5OVvnx1YZmwcaOVtny1Un+w3ucFP9dHpVq30LFhb8qcmSVHP19JkjkjU5bzZh9xLhMi95hoHRvy76dFu1mlfP+T/B9+QLnHT1jbt/sjyk9KVvqKovYt9/ZrSl+xWqk/WpPHQc/0lfdtLXTi1TeKbV/n0BB539ZSGWvXq+BMmlwrhqt0357K3LpduYcO26GW9rVz4jzVGvqIzuw7pvRDJ1Vn9BPKOpGo2B+WF5Zpt+gdxf6wXLs+PPusZ8dhm20UPus5u9zZ20O3//aWnDzc9Ndjb8qllIdUytqBL/vUaWN3CgYMwjhPA/6j+vTpo02bNqlr164ymUx66KGH9NRTT2nhQuvN+O7du/XCCy/o888/V1hYmCTpo48+UkxMjIYPH6633nrrX8fQq1cveXh46J133tELL7wgT09P1axZUwMGDJAk3X333Xr++efVv39/5eTkqEOHDho+fLhGjhx52W0PHjxY3bp1U/Xq1ZWVlaVDhw4pPDz8H8f47rvvqkePHmratGlhcufMGdueN6NHj1afPn1UqVIl5eTkyGKxKCYmRn/++aeGDh2qW265RRaLRZUqVVLXrl3/cQw3mh3jv5GTp5saf/i8XHy9lLByu5bc9bLN+368I8rINcDnElv57ypY/b3k7Can9k9Jbp6yHN2lvDmjpYKi9jP5hsjkXvTg27xrhfI9fOR0y0OSp58sCYeUN2eUdMFLtB1j2khnkmQ5uLnYfef/PEFObXrK+f7hkswyx+5Q3jejJbOxh2IfnzpXDu5uqvTqM3Ly9tSZTTu1s+8Im5E7bmEhcvYtanNnfx9VfmOgXEr7qyAtQxn7Dmtn3xE6vWqzJMmzWmV514qSJNVb+JnN/ja066GcEyX34rvZ9WgQpKw8s0YuilVaToHqlvXUx10qydWpKNF+9HSuUrKKet63j/RTSma+PlgZp8TMfEWVdtfHXSoVTgfn6uSgjccyNGPjKZ3JLlCAh5Pql/PSVw9WVYBHUW/T5YfPaMraeOXmmxVZ2l3v3xOhWyKM9VvTs2motX3nH1Zadr7qlvfWJw9XtW3flGylnje9XvvoACVn5uuDP48rMT1PUcEe+uThSJvp4OZsSNBHfxW9aPzxadbpH16/O6IwWbT9eLo+/POYMnPNighw06sdwnV3TMmjtW5Gd9YJUkpGnib9dliJZ3JVrayXPn2yZuH0bnGp2To/p1gnwkfvPFpNExce0nsLDqlCaXe9/0S0qoZaR2olnM7V0h3W0ZWdx2+w2de0frXUsLKvVu5JUWxilmITs9Rq9GqbMrvGt7yGtbWPgrXfSy5ucrq9n/U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",
      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "corr_matrix = df.corr()\n",
    "\n",
    "plt.figure(figsize=(20, 20))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap=\"Spectral\", linewidths=0.4)\n",
    "plt.title(\"Correlation Heatmap for ionosphere data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features being kept: ['sex', 'chest_pain_type', 'max_heart_rate', 'exercise_induced_angina', 'oldpeak', 'slope', 'major_vessels', 'thal', 'target']\n",
      "Total Features:  14\n",
      "# of Features dropped: 5\n"
     ]
    }
   ],
   "source": [
    "threshold = 0.23\n",
    "correlations_with_class = corr_matrix['target']\n",
    "features_to_keep = correlations_with_class[abs(correlations_with_class) > threshold].index\n",
    "_df = df[features_to_keep]\n",
    "\n",
    "print(\"Features being kept:\",  list(features_to_keep))\n",
    "print(\"Total Features: \", len(df.columns))\n",
    "print(\"# of Features dropped:\", len(df.columns) - len(_df.columns))\n",
    "\n",
    "df = _df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(270, 8) (270, 1)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "X = df.drop('target', axis=1)\n",
    "y = df['target']\n",
    "\n",
    "scaler = MinMaxScaler(feature_range=(-np.pi, np.pi))\n",
    "X = scaler.fit_transform(X)\n",
    "y = np.array(y).reshape(-1, 1)\n",
    "\n",
    "print(X.shape, y.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-] Data split into 188 training samples, 54 validation samples, and 28 test samples\n"
     ]
    }
   ],
   "source": [
    "from src.experiment import Experiment\n",
    "\n",
    "experiment1_zz = Experiment(X.shape[1], experiment_name=\"t1_zz\")\n",
    "experiment1_zz.split_data(X, y, use_sample=False,verbose=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit.circuit.library import PauliFeatureMap, ZZFeatureMap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "zz_feature_map = ZZFeatureMap(\n",
    "    feature_dimension=experiment1_zz.X_train.shape[1], \n",
    "    reps=2)\n",
    "pauli_feature_map = PauliFeatureMap(\n",
    "    feature_dimension=experiment1_zz.X_train.shape[1], \n",
    "    reps=2, paulis=[\"Z\", \"YY\"], \n",
    "    entanglement=\"full\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.ansatz import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(zz_feature_map._base_name)\n",
    "# print(pauli_feature_map._base_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[+] Running experiment with ZZ Feature Map...\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_1 with 1 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_1 with 2 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_1 with 3 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_2 with 1 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_2 with 2 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_2 with 3 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_3 with 1 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_3 with 2 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_3 with 3 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_4 with 1 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_4 with 2 repetitions\n",
      "   [>] Skipping training for ZZFeatureMap, ansatz_4 with 3 repetitions\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[+] Running experiment with ZZ Feature Map...\")\n",
    "experiment1_zz.run_experiment(zz_feature_map, [ansatz_1, ansatz_2, ansatz_3, ansatz_4], max_reps=3)\n",
    "experiment1_zz.plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-] Evaluating best model on test set: {'ansatz': 'ansatz_1', 'feature_map': 'ZZFeatureMap', 'reps': 2, 'accuracy': 0.704, 'precision': 0.75, 'recall': 0.7, 'f1': 0.724, 'time': 177.812}\n"
     ]
    }
   ],
   "source": [
    "test_results = experiment1_zz.evaluate_best_on_test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-] Data split into 188 training samples, 54 validation samples, and 28 test samples\n"
     ]
    }
   ],
   "source": [
    "experiment1_pauli = Experiment(X.shape[1], experiment_name=\"t1_pauli\")\n",
    "experiment1_pauli.split_data(X, y, use_sample=False,verbose=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[+] Training ansatz_1 with 1 repetitions\n",
      "[+] Validation results for ansatz_1 with 1 repetitions:\n",
      "   [>] Accuracy: 0.48148148148148145\n",
      "[+] Training ansatz_1 with 2 repetitions\n",
      "[+] Validation results for ansatz_1 with 2 repetitions:\n",
      "   [>] Accuracy: 0.7222222222222222\n",
      "[+] Training ansatz_1 with 3 repetitions\n",
      "[+] Validation results for ansatz_1 with 3 repetitions:\n",
      "   [>] Accuracy: 0.6481481481481481\n",
      "[+] Training ansatz_2 with 1 repetitions\n",
      "[+] Validation results for ansatz_2 with 1 repetitions:\n",
      "   [>] Accuracy: 0.5185185185185185\n",
      "[+] Training ansatz_2 with 2 repetitions\n",
      "[+] Validation results for ansatz_2 with 2 repetitions:\n",
      "   [>] Accuracy: 0.5925925925925926\n",
      "[+] Training ansatz_2 with 3 repetitions\n",
      "[+] Validation results for ansatz_2 with 3 repetitions:\n",
      "   [>] Accuracy: 0.7037037037037037\n",
      "[+] Training ansatz_3 with 1 repetitions\n",
      "[+] Validation results for ansatz_3 with 1 repetitions:\n",
      "   [>] Accuracy: 0.5555555555555556\n",
      "[+] Training ansatz_3 with 2 repetitions\n",
      "[+] Validation results for ansatz_3 with 2 repetitions:\n",
      "   [>] Accuracy: 0.6296296296296297\n",
      "[+] Training ansatz_3 with 3 repetitions\n",
      "[+] Validation results for ansatz_3 with 3 repetitions:\n",
      "   [>] Accuracy: 0.7222222222222222\n",
      "[+] Training ansatz_4 with 1 repetitions\n",
      "[+] Validation results for ansatz_4 with 1 repetitions:\n",
      "   [>] Accuracy: 0.5\n",
      "[+] Training ansatz_4 with 2 repetitions\n",
      "[+] Validation results for ansatz_4 with 2 repetitions:\n",
      "   [>] Accuracy: 0.5740740740740741\n",
      "[+] Training ansatz_4 with 3 repetitions\n",
      "[+] Validation results for ansatz_4 with 3 repetitions:\n",
      "   [>] Accuracy: 0.6481481481481481\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment1_pauli.run_experiment(pauli_feature_map, [ansatz_1, ansatz_2, ansatz_3, ansatz_4], max_reps=3)\n",
    "experiment1_pauli.plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-] Evaluating best model on test set: {'ansatz': 'ansatz_1', 'feature_map': 'PauliFeatureMap', 'reps': 2, 'accuracy': 0.722, 'precision': 0.8, 'recall': 0.667, 'f1': 0.727, 'time': 284.023}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'ansatz': 'ansatz_1',\n",
       " 'feature_map': 'PauliFeatureMap',\n",
       " 'reps': 2,\n",
       " 'accuracy': 0.607,\n",
       " 'precision': 0.692,\n",
       " 'recall': 0.562,\n",
       " 'f1': 0.621,\n",
       " 'time': 324.393}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment1_pauli.evaluate_best_on_test()"
   ]
  }
 ],
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