Task2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "from dateutil.parser import parse \n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import as Dataframe\n",
    "df = pd.read_csv('./Data/dataset_mood_smartphone.csv')\n",
    "df.head()\n",
    "\n",
    "# Drop unnecessary columns\n",
    "data =  df.drop(['Unnamed: 0'], axis=1)\n",
    "    \n",
    "# Make sure the 'time' column is of type datetime\n",
    "data['time'] = pd.to_datetime(data['time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Preprocessing.datacleaning import remove_incorrect_values, convert_to_wide, DetectAnomalies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove incorrect values\n",
    "valid_df, removed_df = remove_incorrect_values(data)\n",
    "\n",
    "# Call the function and store the result in a new dataframe\n",
    "new_df = convert_to_wide(valid_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "activity: 1 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188]}\n",
      "appCat.builtin: 2 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759]}\n",
      "appCat.communication: 3 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015]}\n",
      "appCat.entertainment: 4 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616]}\n",
      "appCat.finance: 5 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528]}\n",
      "appCat.game: 6 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976]}\n",
      "appCat.office: 7 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331]}\n",
      "appCat.other: 8 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554]}\n",
      "appCat.social: 9 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314]}\n",
      "appCat.travel: 10 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314], 'appCat.travel': [952, 977, 985]}\n",
      "appCat.unknown: 11 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314], 'appCat.travel': [952, 977, 985], 'appCat.unknown': [188, 1084]}\n",
      "appCat.utilities: 12 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314], 'appCat.travel': [952, 977, 985], 'appCat.unknown': [188, 1084], 'appCat.utilities': [379, 1770, 1773]}\n",
      "appCat.weather: 13 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314], 'appCat.travel': [952, 977, 985], 'appCat.unknown': [188, 1084], 'appCat.utilities': [379, 1770, 1773], 'appCat.weather': [1664]}\n",
      "screen: 14 anomalies, Indexes: {'activity': [133, 1156, 1159, 1175, 1179, 1188], 'appCat.builtin': [181, 190, 732, 750, 759], 'appCat.communication': [467, 473, 730, 792, 828, 1015], 'appCat.entertainment': [393, 397, 640, 1313, 1616], 'appCat.finance': [172, 528], 'appCat.game': [976], 'appCat.office': [186, 331], 'appCat.other': [191, 405, 434, 451, 738, 1554], 'appCat.social': [62, 235, 1046, 1300, 1314], 'appCat.travel': [952, 977, 985], 'appCat.unknown': [188, 1084], 'appCat.utilities': [379, 1770, 1773], 'appCat.weather': [1664], 'screen': [362, 827, 828, 879, 886, 1946, 1953]}\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2UAAAHACAYAAAAiOMAnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABM90lEQVR4nO3deXhV1dn38d/JgYQwJMxJIIGAOBYEBUS0UZAoTgxGUFELgkMdEDAolfoIWOUFERQUh2ofh9YKKKRoqdLSaAQUEUEQLE6IJYSEUXIIIMGT/f6xn0RCpn2SvbPP8P1c17li9rn3yh3dSO6ste7lMQzDEAAAAADAFVFuJwAAAAAAkYyiDAAAAABcRFEGAAAAAC6iKAMAAAAAF1GUAQAAAICLKMoAAAAAwEUUZQAAAADgIooyAAAAAHBRA7cTCHYlJSXatWuXmjVrJo/H43Y6AAAAAFxiGIYOHTqkdu3aKSrKvvktirIa7Nq1SykpKW6nAQAAACBI5ObmKjk52bbxKMpq0KxZM0nmv/i4uDiXswEAAADgFp/Pp5SUlLIawS4UZTUoXbIYFxdHUQYAAADA9m1NNPoAAAAAABdRlAEAAACAiyjKAAAAAMBFFGUAAAAA4CKKMgAAAABwEUUZAAAAALiIogwAAAAAXERRBgAAAAAuoigDAAAAABdRlMEWRUXSNddIZ59tfiwqcjsjAAAAIDQ0cDsBhL7zzpPWrfvl882bpWbNpF69yl8HAAAAUBEzZaiTkwuyE332mZSYWL/5AAAAAKGGogy1VlRU80zY7t3SuHH1kw8AAAAQiijKUGvXXmst7plnpOJiZ3MBAAAAQhVFGWptxQrrsbNnO5cHAAAAEMooylBrhmE99sknncsDAAAACGUUZagX+/e7nQEAAAAQnCjKUCt+f+D3eDxmq/wdO+zPBwAAAAhVFGWolXbtandfUZHUsaPUsKG9+QAAAAChiqIMASsslPbsqdsYP/8sNeDocgAAAICiDIG77DJ7xvH7pXnz7BkLAAAACFUUZQhYTQdGB2LCBKlLF/vGAwAAAEINRRkCFkgrfCu2bZN697Z3TAAAACBUUJQhIEVFzoz72WfOjQ0AAAAEM4oyBOSmm5wb+8YbnRsbAAAACFYUZQjIhg3OjW3nXjUAAAAgVFCUISA7dzo39r590tlnS9dcw1JGAAAARA6KMgSNn3+WNm+Wli6VmjWTzjvP7YwAAAAA51GUIWitW0dhBgAAgPBHUQbLDhyo/6+5bh1LGQEAABDeKMpQrcJC6de/ljp0kNq3dyeH66935+sCAAAA9aGB2wkgeHXuLG3f7nYW0ocfup0BAAAA4ByKMlRw9KjUtKlUUuJ2JqajR93OAAAAAHAOyxdRztChUuPGwVOQSWYuFGYAAAAIVxRlKDN0qPT223UfJ8qBp6pxYzM/AAAAINywfBGSzJkoOwoySfJ4pCNHpAcekL79Vjr1VPPa/Pl1G/ftt83CbOlSO7IEAAAAgoPHMAzD7SSCmc/nU3x8vAoLCxUXF+d2Oo7p0EHKzbVnrEaNKl9u2KWLtG1b3cc/ckSKja37OAAAAEAgnKoNWL4IDR1qX0EmmV0bK/Pdd1J0dN3HHzeu7mMAAAAAwYKiLMLZuWyx1KpVVb+3Z0/dx8/KqvsYAAAAQLCgKItwY8faP2bLllW/Fx8vdepUt/F//LFu9wMAAADBhKIswi1aZO94vXvXHPP993Xr0MguSAAAAIQTirIIV1xs73hW94wVFdXt69T1fgAAACBYUJRFuBYt7B1vyBBrcbGx1mMrc9115sejR6XbbpPatJFatZKuvpqCDQAAAKGFoizCDR5s73jjx1uPXbq09oXZ8uXSlVeah0r/7/9K+/ZJBw5I//iH1KyZdN55tRsXAAAAqG8UZRHuV7+yb6yoqMBb3i9dap471qNHYPcZhvTee1W/v24dhRkAAABCA0VZhBs92r6xGjSo3X2xsdLnn0vHjkkNG9qXz7p1LGUEAABA8KMoi3AdOtg3Vl33p0VHB7b80YoRI+wdDwAAALAbRVkEKyyUfD77xtu4se5jXH553cc40Ucf2TseAAAAYDeKsgiWmmrfWI0bS4mJdR+nXz+zi6Jd/H77xgIAAACcQFEWoY4elQ4etB5/5IhZeFWmcWPp8GFb0pLXK82bZ89YUuANRAAAAID6RlEWocaOtR7r8ZjNOA4flvLzpYQEKSbG/Jifb19BVurNN+0b68or7RsLAAAAcEIt++Uh1C1caD22fftf/jkxUSoosD+fE23aZN9Y7drZNxYAAADgBGbKItSRI9Zju3RxLo/K/PijfWOtWGHfWAAAAIATKMpQo6Sk+v16djbnWLKEZh8AAAAIbhRlqFGnTvX79WJj7RvryBFp1Sr7xgMAAADsRlEWgYqLA4u/5BJn8qjKkCH2jpefb+94AAAAgJ0oyiLQb39rPbZhQ/PssPr0zDP2jlffyy8BAACAQFCURZisLOnVV63Hv/aaeXZYfYqNtXe2bM4c+8YCAAAA7OYxDMNwO4lg5vP5FB8fr8LCQsXFxbmdTp34/WZ7+927rcW3aiXt2+dsTtUZOlR6+217xjpyxN69agAAAIg8TtUGzJRFkFWrrBdkktS8uWOpWLJ0qVlM/fa30mmnSV27SjNnSr16BT7WAw/Ynh4AAABgCw6PjiCBNrzYs8eZPAIRGyu98EL5a7/7nVRUZHaFtDqT98or5nlrd98tRUfbnycAAABQW8yURZC2bQOLD+bzvZo2lS680Hr8kSPSffdJjRpJkyY5lxcAAAAQKIqyCHL8eGDxrVs7k4ddLroo8HsMQ3riCQozAAAABA+Ksgjy2muBxXfv7kwedhk7tvb3zp4d+HltAAAAgBMoyiLIJ58EFv/GG87kYZfoaKl379rdaxjS00/bmw8AAABQGyFXlD377LNKTU1Vo0aN1KdPH3366adVxmZlZalXr15q3ry5mjRpoh49eugvf/lLPWYbXH780Xps797mvq1gN2NG7e9dvNi+PAAAAIDaCqmibNGiRcrMzNTUqVO1YcMGde/eXQMHDtSeKtoEtmzZUg899JDWrFmjL774QqNHj9bo0aP1z3/+s54zd19xsVRYaC02Pl6qptYNKv36mc07amPtWvaWAQAAwH0hVZQ9+eSTuv322zV69GidddZZeuGFF9S4cWO9/PLLlcb369dP11xzjc4880ydcsopGj9+vM4++2ytXr26njN33/z51mPnzXMuD7t5vWaL/Nqi6QcAAADcFjJFWXFxsdavX6/09PSya1FRUUpPT9eaNWtqvN8wDGVnZ+vrr7/WRdW07Tt27Jh8Pl+5VzjIybEe27GjY2k44uGH63b/E0/Q9AMAAADuCZmibN++ffL7/UpISCh3PSEhQQUFBVXeV1hYqKZNmyo6OlpXXXWVnnnmGV166aVVxs+YMUPx8fFlr5SUFNu+Bzd9/bW1OK9XSktzNhe7eb3SiBF1G6NLF3tyAQAAAAIVMkVZbTVr1kwbN27UunXrNH36dGVmZiqnmmmjyZMnq7CwsOyVm5tbf8k6qHFja3HJyWaRE2pefbVu9+fmSuedZ0sqAAAAQEAauJ2AVa1bt5bX69Xu3bvLXd+9e7cSExOrvC8qKkpd/m8apEePHtq6datmzJihfv36VRofExOjmJgY2/IOFk2aWItLTnY2D6dER0sPPGAuRaytdevMZijx8fblBQAAANQkZGbKoqOj1bNnT2VnZ5ddKykpUXZ2tvr27Wt5nJKSEh07dsyJFINat272xgWjWbPMwqwumjeXsrJsSQcAAACwJGSKMknKzMzUSy+9pNdee01bt27VXXfdpcOHD2v06NGSpJEjR2ry5Mll8TNmzNCKFSv0/fffa+vWrZozZ47+8pe/6Oabb3brW3DNKafYGxesZs2Sjh2Trr669mNcey2FGQAAAOpPyCxflKTrr79ee/fu1ZQpU1RQUKAePXpo+fLlZc0/duzYoaioX+rMw4cP6+6779bOnTsVGxurM844Q6+//rquv/56t74F15SU2BsXzKKjpSVLpLqsQr3pJnMpY3S0fXkBAAAAlfEYhmG4nUQw8/l8io+PV2FhoeLi4txOp9aGDJHeeafmuMGDpbffdj6f+jBhQt3OXGvVSnrxRSkjw7aUAAAAEMKcqg1Cavkiai8vz964UDB3bt2WY+7fz1JGAAAAOI+iLEK0b29vXKj47ru67S+TpJtvlvx+e/IBAAAATkZRFiG2bbMWd9FFzubhhr//XVqwoPb3Hz0q/fvf9uUDAAAAnIiiLAIcPSp9+aW12HvvdTYXt9xwQ92af9x/v735AAAAAKUoyiLAuHHW4rp1C+9ugxkZ0uHD0vDhgd/75ZcsYQQAAIAzKMoiwNKl1uLy8x1NIyh4vdKbb0otWgR2n2FIq1Y5kxMAAAAiG0VZBDh2zN64cHDuuYHfE06dKQEAABA8KMoiQNu29saFg4kTA7+noMD+PAAAAACKsghg9fDjSDok+bLLpAYNArvn44+dyQUAAACRjaIsAlx8sb1x4cDrlV5/PbB7li6l2QcAAADsR1EWAf7xD3vjwsX110tDhliPLymRkpOluXOl4mLH0gIAAECEoSiLAFYPjrYaF06WLpUyM63HFxRI990nNW4sTZrkWFoAAACIIBRlEeDUU+2NCzdz5khDhwZ2j98vPfEEhRkAAADqjqIsAjzxhL1x4SgtrXb3PfkkSxkBAABQNxRlESA2tua9U0OGmHGRKiGhdvf5/dJzz9mbCwAAACILRVmEOO20qt8bMsTcWxXJ2rev/b2LFzNbBgAAgNqjKIsAkyZVvzSxuoItUqSlSU2b1u7ejz6SYmKkBx6wNycAAABEBoqyMFdcXPNesSeeYKbH65Uuv7xuY8yeHXjDEAAAAICiLMxdeqm1uKeecjaPUHDnnXUf4+23pUWL6j4OAAAAIofHMAzD7SSCmc/nU3x8vAoLCxUXF+d2OgEpLjaX1VnRtau0ebOz+QQ7v19q2VLy+eo2jtcrHTtmfgQAAED4cKo2YKYsjAXSFTDSly9KZhH1v/9b93H8fik7u+7jAAAAIDJQlIWxr7+2Htuvn2NphJRhw+xp2PHnP9d9DAAAAEQGirIwVlBgPXbuXMfSCDmzZklvvik1alT7Mb7/3r58AAAAEN4oysLYoUPW4lJSIvvg6MoMHy4VFUnvvSc1bBj4/YEUxAAAAIhsFGVhKpB9Tc2aOZtLqCptk79wYeD3bt9u/jcAAAAAakJRFqZuuMF67JEjzuURDjIypCVLzM6MgbjoImfyAQAAQHihKAtDxcXS4sXW4wMtNiJRRoa0Z480c6b1ez7+mDPLAAAAUDOKsjD09NOBxT/yiDN5hBuvV7r//sD2mI0Z88syRr9fysmRFiwwP7K8EQAAABJFWVj6298Ci7/iCmfyCEder/TQQ9bjjxyREhOl5s2l6Gipf3/pxhvNj02bShdfLP3rXxRoAAAAkYyiLAzt2mU99te/NgsNWPc//yPFxFiP37dPKiyUSkrKX//pJ2nlSmngQLNoy8qyNU0AAACECIqyMGQY1mOnTHEuj3Dl9dp/OHRRkXTttRRmAAAAkYiiLAy1a2c99pJLnMsjnF13nXTuufaPO2IESxkBAAAiDUVZGOrWzVrcZZexdLEu5syxf8ziYqlrV/vHBQAAQPCiKAtDjRpZi7v5ZmfzCHdpaVL79vaP+9VXtTuwGgAAAKGJoizM+P3SK69Yi01JcTaXcOf1Bn78gFU338wyRgAAgEhBURZmcnKkQ4dqjmvd2pzpQd1kZJjLQO3m95vt8gEAABD+KMrCTHa2tbi0NPaT2SU21plxP/pIOnrUmbEBAAAQPCjKwsxnn1mLKypyNo9I0qyZc2P37evc2AAAAAgOFGVhxmqTD6txqNlvfuPc2Js2mR0ZAQAAEL4oysJMcrK9cajZgAFS06bOjf/cc86NDQAAAPdRlIUZq8vdWBZnH69Xeu0158afOtW5sQEAAOA+irIwY7XNPe3w7ZWRIS1ZUvHcMo+n7mP7fFJmZt3HAQAAQHDyGIZhuJ1EMPP5fIqPj1dhYaHi4uLcTqdGfr+Umirt3Fl1TEqKtH073Red4PdLq1ZJ+flSUpK0d6903XV1H9fjkX76SYqOrvtYAAAAqB2nagNmysKM1yvNm1d9zNy5FGRO8Xqlfv2kESPMj8OHmzNoJ+/hS042r7dpY21cw2BvGQAAQLiiKAMclpEh/fCD9MEH0htvmB9/+MG8Hsgs2tNPO5UhAAAA3MTyxRqE2/JFj8ecpWH5YnA4elRq3Nh6/JEjzh1WDQAAgOqxfBGWrFpV/X4yw5Byc804uC82Vho0yHr8Aw84lwsAAADcQVEWZvLz7Y2D8955x/ph3t9842wuAAAAqH8UZWEmKcneONSPyy+3FtekibN5AAAAoP5RlIWZtDRzz1hV52N5PGZL/LS0+s0L1Rs61Frcf//raBoAAABwAUVZmKElfmjq2NFa3Oefm81BAAAAED4oysJQRoZ0//0VCy+v17yekeFOXqhaWpr1pYnXXONsLgAAAKhfFGVhKCtLmj3bbI9/opIS83pWljt5oWper3TKKdZic3Iq/rcFAABA6KIoCzN+vzR+vNn6/mSl1yZM4If6YNS5s7W4Y8c40gAAACCcUJSFGc4pC11Wm31IHGkAAAAQTijKwgznlIUuq80+JI40AAAACCcUZWGGc8pCV1qa1L59zXGtWnGkAQAAQDihKAsznFMWurxe6amn3M4CAAAA9Y2iLMyUnlNWWaOP0kKNc8qCV5s2Ncfs3y899pjzuQAAAKB+UJSFoU8+kaIq+S/bpIm0eDHnlAUzq3v9pk2TJk1yNBUAAADUE4qyMDNpkvTEE+aZZCcrKjILNgSvQPb6PfGENGyYlJ3NEQcAAAChzGMYlS10Qymfz6f4+HgVFhYqLi7O7XSqVVwsNW5c/Q/oXq905IgUHV1/ecE6v19KTa3+WIPKtGolvfgis6AAAABOcqo2YKYsjDz3XM0zJn6/GYfgVLonMFD790vXXitlZdmfEwAAAJxVq6Ls4MGD+tOf/qTJkyfrwIEDkqQNGzYoLy/P1uQQmG3b7I2DOzIypEceqd2948ezlBEAACDUBFyUffHFFzrttNP0+OOPa/bs2Tp48KAkKSsrS5MnT7Y7PwTglFPsjYN7HnpIat068Pt27pRycmxPBwAAAA4KuCjLzMzULbfcom+//VaNGjUqu37llVdq5cqVtiaHwNx9d82t7r1eMw7BzeuVnn++dvcOH84yRgAAgFAScFG2bt06/fa3v61wvX379iooKLAlqeo8++yzSk1NVaNGjdSnTx99+umnVca+9NJLSktLU4sWLdSiRQulp6dXGx/qoqOlzMzqYzIzafIRKoYNk66+OvD7fvyR/WUAAAChJOCiLCYmRj6fr8L1b775Rm2snHxbB4sWLVJmZqamTp2qDRs2qHv37ho4cKD27NlTaXxOTo5GjBihDz74QGvWrFFKSoouu+yysN77NmuW9MADFWfMvF7z+qxZ7uSF2pk4sfb33nEH+8sAAABCQcAt8W+77Tbt379fb775plq2bKkvvvhCXq9XQ4cO1UUXXaS5c+c6lKrUp08f9e7dW/Pnz5cklZSUKCUlRffee68efPDBGu/3+/1q0aKF5s+fr5EjR1r6mqHUEv9ExcVml8Vt28w9ZHffzQxZKPL7pY4dpdr+HuHf/5YGDLA3JwAAgEgVNC3x58yZo6KiIrVt21ZHjx7VxRdfrC5duqhZs2aaPn26bYmdrLi4WOvXr1d6enrZtaioKKWnp2vNmjWWxjhy5IiOHz+uli1bVhlz7Ngx+Xy+cq9QFB0tTZggPfOM+ZGCLDR5vdLTT9f+/qlTpYcf5oBpAACAYNYg0Bvi4+O1YsUKffTRR9q0aZOKiop07rnnliuWnLBv3z75/X4lJCSUu56QkKCvvvrK0hi/+93v1K5du2pznTFjhh6pbT/yIOH3S6tWSfn5UlKSlJZWcwMQBK+MDGnJEum228z9YoH46CPz9dhjUsuW0ksvccA0AABAsAmoKDt+/LhiY2O1ceNGXXjhhbrwwgudyst2M2fO1MKFC5WTk1Oua+TJJk+erMwTumX4fD6lpKTUR4q2yMqSxo0rv9ytfXtztoUfxkNXRoY0ZIh0443Sm2/WbowDB8wGIEuW8CwAAAAEk4CWLzZs2FAdOnSQ34V1UK1bt5bX69Xu3bvLXd+9e7cSExOrvXf27NmaOXOm/vWvf+nss8+uNjYmJkZxcXHlXqEiK8v8ofvk/Ud5eXTjCwder7RoUd2af0jSLbewlBEAACCYBLyn7KGHHtLvf/97HThwwIl8qhQdHa2ePXsqOzu77FpJSYmys7PVt2/fKu+bNWuWHn30US1fvly9evWqj1Rd4fdLo0ZVHzNqFD+Mh4PZs83irLYOHZLef9++fAAAAFA3Ae8pmz9/vr777ju1a9dOHTt2VJMmTcq9v2HDBtuSO1lmZqZGjRqlXr166bzzztPcuXN1+PBhjR49WpI0cuRItW/fXjNmzJAkPf7445oyZYreeOMNpaamlp2j1rRpUzVt2tSxPN2QnS0VFVUfU1Rkxl12Wf3kBOdcd5301lvS4sW1u/+xx6RLL7U3JwAAANROwEXZ0KFDHUjDmuuvv1579+7VlClTVFBQoB49emj58uVlzT927NihqKhfJv+ef/55FRcXa9iwYeXGmTp1qqZNm1afqTvuL3+xHkdRFh7uvLP2RdmaNeasKQ1gAAAA3BfwOWWRJlTOKbvmGmnp0prjhg6V/vY3p7NBffD7pbZtzQYetfHII9KUKfbmBAAAEM6C5pyyUuvXr9frr7+u119/XZ9//rltCaF2fv1re+MQ/Lxes8V9bT39NHsMAQAAgkHAM2V79uzRDTfcoJycHDVv3lySdPDgQfXv318LFy5UmzZtnMjTNaEyU1ZcLMXGSiUlVcdERUlHj3KQdLjJypJuv712M2YffCD162d7SgAAAGEpaGbK7r33Xh06dEhffvmlDhw4oAMHDmjLli3y+XwaN26cbYkhMNHR0qBB1cdMnEhBFo4yMqQ9e6R//1saNkxq1sz6vfn5zuUFAAAAawIuypYvX67nnntOZ555Ztm1s846S88++6zee+89W5ODdVlZ0ttvV/3+kCHSrFn1lw/ql9crDRhgdmT88UfzLDIrvv3W0bQAAABgQcBFWUlJiRo2bFjhesOGDVVS3do5OMbKGWWrV7N/KFJ4vdKf/iS1alVz7Lx5PBcAAABuC7gou+SSSzR+/Hjt2rWr7FpeXp7uu+8+DRgwwNbkYM1jj9V8Rtn+/VJOTr2kgyDg9Upjx9Ycd+AAzwUAAIDbAi7K5s+fL5/Pp9TUVJ1yyik65ZRT1KlTJ/l8Pj3zzDNO5Ihq+P3SnDnWYvnhO7JYnQHjuQAAAHBXwIdHp6SkaMOGDfr3v/+tr776SpJ05plnKj093fbkULNVq6RDh9zOAqHs//4YAwAAwCUBF2WS5PF4dOmll+rSSy+1Ox8EKJDuebQ+jyz9+plLW2uSk2POqnm9TmcEAACAygS8fHHcuHF6+umnK1yfP3++JkyYYEdOCEBSkrW4uDiKskjTr5/5370m+/aZM64AAABwR8BF2ZIlS3ThhRdWuH7BBRdo8eLFtiQF6y64wNoMx4svMhMSabxe663xc3MdTQUAAADVCLgo279/v+Lj4ytcj4uL0759+2xJCtZ9/LG1hg4JCc7nguDTqZO1uNtvl/idCgAAgDsCLsq6dOmi5cuXV7j+3nvvqXPnzrYkBevy8uyNQ3hp08Za3LFj0vDh0qRJzuYDAACAigJu9JGZmamxY8dq7969uuSSSyRJ2dnZmjNnjubOnWt3fqjB3r32xiG8tG8fWPwTT0i9e5sFGgAAAOpHwEXZmDFjdOzYMU2fPl2PPvqoJCk1NVXPP/+8Ro4caXuCqJ7VmRCrcQgvaWlScrK0c6f1e267TcrIYA8iAABAfQl4+aIk3XXXXdq5c6d2794tn8+n77//noLMJVZnQgKdMUF48HqlefMCu8fn40BpAACA+lSroqxUmzZttH79er333nv68ccf7coJAbDSfdHrNeMQmTIypEceCeyeP/zBWgMZAAAA1J3louzxxx/Xww8/XPa5YRi6/PLL1b9/f1111VU688wz9eWXXzqSJKpmpfui32/GIXI99JDUurX1+JUrzY6dWVnO5QQAAACT5aJs0aJF6tq1a9nnixcv1sqVK7Vq1Srt27dPvXr10iOB/joedZafb28cwpPXKz3/fGD37N8vXXstrfIBAACcZrko2759u84+++yyz999910NGzZMF154oVq2bKn/+Z//0Zo1axxJElVLSrI3DuFr2DBp4sTA77vhBumtt+zPBwAAACbLRdnPP/+smJiYss/XrFmjC07YqNSuXTsOj3aBlX/lKSlmFz5g9uzACzO/X7ruOpYyAgAAOMVyUXbKKado5cqVkqQdO3bom2++0UUXXVT2/s6dO9WqVSv7M0SV/H7pvvtqjpszh/bm+MXs2dLUqYHfN2ECzT8AAACcYLkou+eeezR27FjdeuutuuKKK9S3b1+dddZZZe+///77OueccxxJEpVbtcra+VOcUYaTPfxw4Mck5ObSKh8AAMAJlouy22+/XU8//bQOHDigiy66SEuWLCn3/q5duzRmzBjbE0TV8vLsjUPk8Hqlp58O/L6hQ1nGCAAAYDePYRiG20kEM5/Pp/j4eBUWFiouLs7tdMqZO9fa8sWnnjKXngEny8qS7rjD7LQYiIULpeuvdyYnAACAYOVUbVCnw6PhLqvLElm+iKpkZEi7d5t7zDwe6/fdcIN0//3O5QUAABBJKMpCmNU9QYHuHUJk8XqladOke+8N7L45c6RJkxxJCQAAIKJQlIWwtDQpObn6GNrhw6prrgn8nieflIqL7c8FAAAgklCUhTCvV5o3r+plZx6Pue+MdviwwkqRfzK/X3ruOWfyAQAAiBQBF2WvvPKKjhw54kQuqIWMDGnx4oo/TKekmNczMtzJC6GnpiK/KgsWcH4ZAABAXQTcfTEhIUFHjx7V8OHDdeutt+qCCy5wKregEMzdF0/k95vnluXnS0lJ5qwHM2Sojdp0ZGzVSnrxxYq/BCguNmfStm2TUlOlbt3McU98Rnl2AQBAqHCqNgi4KPv555/197//Xa+++qree+89de7cWaNHj9aoUaOUmJhoW2LBIlSKMsBOfr/0yCPSo49av8fjKT87O2mSueesqlm0mBhzhnffPqmw8JfrrVubhdzw4bXPHwAAwAlBU5SdaPfu3Xr99df12muv6auvvtLll1+uW2+9VYMGDVJUVHhsV6MoQyS7/36zy6JVzZqZXRy//VZ66626fe1+/aTbbjO7hzJ7BgAAgkFQFmWStHbtWr388st67bXXlJSUpB9//FEtWrTQK6+8on79+tmUpnsoyhDpBg2Sli1zN4fkZHO/G3skAQCAm4Lq8Ojdu3dr9uzZ+tWvfqV+/frJ5/Np2bJl2r59u/Ly8nTddddp1KhRtiUJwD0TJ7qdgbRzp3TttdIf/kBTEQAAEH4CnikbNGiQ/vnPf+q0007TbbfdppEjR6ply5blYvbs2aPExESVlJTYmqwbQmGmjEYJcJLfbzbp2LnT7UxMrVpJzz/PnjMAAFD/gmamrG3btvrwww+1ZcsWTZgwoUJBJklt2rTR9u3bbUkQ1cvKMn9g7t9fuvFG82NqqnkdsENpq/xgsX+/dN11ZiMRAACAcFDnPWXhLphnyrKypGHDpJP/C5aeM8U5ZbBTbVrlO+2tt8w/AwAAAPXB1UYfTz/9tOUBx40bV6eEgk2wFmVWlpSlpEjbt7OUEfbx+6Xp082ZswMH3M5Gio2VDh3iGQcAAPXD1aKsU6dO1gbzePT999/XOalgEqxFWU6OuVSxJh98YLYWB+zk95vP4HXXuV+cTZ0qTZvmbg4AACAyOFUbNLASxP6w4JOXZ28cEAivVxowQHrpJbMroptmzZJ+/3spOtrdPAAAAGorPE54jkB799obB9RGRoa0ZInZEdGKt96SjhyR7rlHuvRSaehQ6dVXzdmuZs1ql8PRo1KbNjS3AQAAocvSTNnJdu7cqXfeeUc7duxQcXFxufeefPJJWxJD9dq0sTcOqK2MDGnIEHM5Y06OtHWr9OGH0r59v8SkpEhz5/7SeGb+/IrjPPzwL2OUlEjr1kkrVljLweczZ+yWLKG5DQAACD0BF2XZ2dkaPHiwOnfurK+++kpdu3bVDz/8IMMwdO655zqRIyrx979bi2vf3tk8AOmX5YwDBpif1+bsvMrGaNbMnAmzavx4s0Ck8QcAAAglAS9fnDx5su6//35t3rxZjRo10pIlS5Sbm6uLL75YwznNtV4UF5vLwGqSnGz+MAzUN6/XbDAzYoT5sTZFktcr/fnPgd2zc6dZDAIAAISSgIuyrVu3auTIkZKkBg0a6OjRo2ratKn+8Ic/6PHHH7c9QVT03HPm8q6aXHopMwYIbcOGSQ88ENg9NLcBAAChJuCirEmTJmX7yJKSkrRt27ay9/aduIkEjjnhX3m1mjRxNg+gPsyaFdg+sfvuo+kHAAAILQEXZeeff75Wr14tSbryyis1ceJETZ8+XWPGjNH5559ve4Ko6JRT7I0Dgt3dd1uP3bfPnGGjMAMAAKHC0uHRJ/r+++9VVFSks88+W4cPH9bEiRP18ccf69RTT9WTTz6pjh07OpWrK4Lx8OjiYqlxY7MRQlW8XrP1OGc3IRz4/VJCgrR/v7V4j8fcU7l9O0t4AQCAfVw9PPpEnTt3LvvnJk2a6IUXXrAtGVgTHS1dfbX09ttVx2RmUpAhfHi90osvWj+o2jCk3Fyz6Ue/fo6mBgAAUGd1Ojy6qKhIPp+v3AvOy8qqviAbMsTchwOEk9KDqgM55iE/37l8AAAA7BJwUbZ9+3ZdddVVatKkieLj49WiRQu1aNFCzZs3V4sWLZzIESfw+6U77qg+ZsOG6pc2AqEqI0P673+lp56yFp+U5Gw+AAAAdgh4+eLNN98swzD08ssvKyEhQR6Px4m8UIXp02veV8OyLYQzr1e6915pzhyz/X1Vu2JbtTJ/OeH3s68MAAAEt4CLsk2bNmn9+vU6/fTTncgH1fD7pXnzrMWybAvhzOs1/ywMG2Y29aisMNu/X0pPNxt+zJsXWFt9AACA+hTw8sXevXsrNzfXiVxQg1WrpAMHrMWybAvhLiNDWry45j1meXm0yAcAAMEt4JmyP/3pT7rzzjuVl5enrl27qmHDhuXeP/vss21LDuXl5VmLa9FCSktzNhcgGGRkmI1tcnKk666r/JcWhmHOpk2YYMaylBEAAASbgIuyvXv3atu2bRo9enTZNY/HI8Mw5PF45KfDhGNWrLAWN3gwP3gicni95qu6WWRa5AMAgGAWcFE2ZswYnXPOOVqwYAGNPuqR3y+9+aa12EBahgPhwOoeyuxscxaZX1oAAIBgEnBR9t///lfvvPOOunTp4kQ+qEJOjnT0qLXYqDqdPgeEHqt7KB97THr1VRp/AACA4BLwj++XXHKJNm3a5EQuqEZOjvVYlmch0qSlmV0WrUzc79wpXXut2SQEAAAgGAQ8UzZo0CDdd9992rx5s7p161ah0cfgwYNtSw6Bi42lKEPksdIi/2Q33CAtWCANH+58fgAAANXxGIaVH19+EVXN2rhwbPTh8/kUHx+vwsJCxcXFuZZHdrZ55lJNpk6Vpk1zPB0gKGVlSePHm7NhVpV2ZWSvGQAAqIlTtUHARVmkCZaizO+XEhLMA3Gr0rSpdPAgP1gisvn95i8mHnsssPs4ZBoAANTEqdqAlhAhwuuVxoypPuauuyjIAK9XGjAg8PtK95pxyDQAAKhvtSrKPvzwQw0aNEhdunRRly5dNHjwYK1atcru3HACv9/c/1KdhQvNOCDSlTb+qI3bb+fPEQAAqF8BF2Wvv/660tPT1bhxY40bN07jxo1TbGysBgwYoDfeeMOJHCHz0Nua9smUHo4LRLrSxh+1ceCA9Oij9uYDAABQnYCLsunTp2vWrFlatGhRWVG2aNEizZw5U4/Ww08yzz77rFJTU9WoUSP16dNHn376aZWxX375pa699lqlpqbK4/Fo7ty5jufnFKuH41qNA8JdRob01lu1W9L7yCMsYwQAAPUn4KLs+++/16BBgypcHzx4sLZv325LUlVZtGiRMjMzNXXqVG3YsEHdu3fXwIEDtWfPnkrjjxw5os6dO2vmzJlKTEx0NDentW1rbxwQCYYNq3nZb1UmTGAZIwAAqB8BF2UpKSnKzs6ucP3f//63UlJSbEmqKk8++aRuv/12jR49WmeddZZeeOEFNW7cWC+//HKl8b1799YTTzyhG264QTExMY7mBiA4DR8uLVkitW4d2H0sBwYAAPUl4MOjJ06cqHHjxmnjxo264IILJEkfffSRXn31Vc2r7SYOC4qLi7V+/XpNnjy57FpUVJTS09O1Zs0a277OsWPHdOzYsbLPfT6fbWPXRRWTgbWOAyJJRoZ09dVS+/bSvn3W72M5MAAAqA8BF2V33XWXEhMTNWfOHL355puSpDPPPFOLFi3SkCFDbE+w1L59++T3+5WQkFDuekJCgr766ivbvs6MGTP0yCOP2DaeXZKS7I0DIk10tPTHP5pt76369lvn8gEAAChVq5b411xzjVavXq39+/dr//79Wr16taMFWX2aPHmyCgsLy165ublupyRJ2ru35piUFLMVOIDKZWSYSxlbtrQW/9JL7CsDAADOq/Xh0cXFxdq5c6d27NhR7uWU1q1by+v1avfu3eWu796929YmHjExMYqLiyv3cpvfL2Vm1hz35JMcHg3UJCPDXOY7alTNsTt3sq8MAAA4L+Ci7Ntvv1VaWppiY2PVsWNHderUSZ06dVJqaqo6derkRI6SpOjoaPXs2bNck5GSkhJlZ2erb9++jn3dYGDljDIp8EYGQKTyeqWBA63Fsq8MAAA4LeA9ZbfccosaNGigZcuWKSkpSR6Px4m8KpWZmalRo0apV69eOu+88zR37lwdPnxYo0ePliSNHDlS7du314wZMySZs3n/+c9/yv45Ly9PGzduVNOmTdWlS5d6y7uuOKMMsB/7NAEAQLAIuCjbuHGj1q9frzPOOMOJfKp1/fXXa+/evZoyZYoKCgrUo0cPLV++vKz5x44dOxQV9cvk365du3TOOeeUfT579mzNnj1bF198sXJycuo7/Vrjh0fAfmlpUnKylJcnGUbF9z0e8332aQIAAKcFXJSdddZZ2hdIT2mbjR07VmPHjq30vZMLrdTUVBmV/bQVYpYtq/59fngEAuf1SvPmmQdMezwVCzPDMDs1rlpl/tlivyYAAHBKwHvKHn/8cU2aNEk5OTnav3+/fD5fuRfsNWmSNGdOzXFz5/JDIxCojAxp8WLz/LITlf5ZmjtX6t9fSk2VsrLqOzsAABApPEaAU0mlywNP3ktmGIY8Ho/8YdY/2ufzKT4+XoWFhfXeibG4WGrcuOaW3IsWSdddVz85AeHI7zdnxN5+2yzETlb6v7vFi81CDgAARCanaoOAly9+8MEHtn1xVO+556ydkbRrl/O5AOHM6zWXKP7mN5W/X/qrqzvvlK6+2jyIGgAAwC4BF2UXX3xxle9t2bKlTsmgvG3b7I0DUDUrR0/s3WsudfzjH5kxAwAA9qn14dGlDh06pBdffFHnnXeeunfvbkdO+D+nnGJvHICqWT1SYt8+szkIe8wAAIBdal2UrVy5UqNGjVJSUpJmz56tSy65RJ988omduUW8u++uuXmH12vGAaibQI+UmDDB2vJiAACAmgRUlBUUFGjmzJk69dRTNXz4cMXFxenYsWNaunSpZs6cqd69ezuVZ0SKjpYyM6uPycxkfwtgh9Jzy07qYVQpw5Byc6VnnqEwAwAAdWe5KBs0aJBOP/10ffHFF5o7d6527dqlZ555xsncIGnWLOmBByrOmHm95vVZs9zJCwg3peeWBeK++2iXDwAA6s5yS/wGDRpo3Lhxuuuuu3TqqaeWXW/YsKE2bdqks846y7Ek3eRmS/wTFReb3Ri3bTP3kN19NzNkgBOysswui3v3WounXT4AAJHDqdrA8kzZ6tWrdejQIfXs2VN9+vTR/PnztW/fPtsSQfWio809LM88Y36kIAOckZFhdmFs3dpafOmvtdhjBgAAastyUXb++efrpZdeUn5+vn77299q4cKFateunUpKSrRixQodOnTIyTwBoN5ER5tt7z2ewPaYrVrlfG4AACD8BNx9sUmTJhozZoxWr16tzZs3a+LEiZo5c6batm2rwYMHO5EjANS7jAxzSWL79tbvsdpWHwAA4ER1Oqfs9NNP16xZs7Rz504tWLDArpwAIChkZEg//CA99ZS1+EDb6gMAAEgBNPqIVMHS6AOAe/x+s8tiXt4ve8hO5PGY7fS3b6/5bEEAABC6XG/0AQCR6sR2+SfvMfN4zELtttukN9+UcnJo+AEAAAJDUQYAFlS1x6xlS6lVK2nqVOnGG6X+/Tm7DAAABIblizVg+SKAE/n9ZpfF/Hzp22+ladOqXtLI2WUAAIQXp2qDBraNBAARwOuV+vX7ZZ9ZVb/WMgzz7LIhQ9hnBgAAqsfyRQCohVWrzEOmq5Obax74zh4zAABQHYoyAKiFvDxrcffdxx4zAABQPYoyAKiFvXutx+blScOGUZgBAIDKUZQBQC20aWM9tnTf2YQJLGUEAAAVUZQBQC2c3Bq/JoZh7jFbtcqZfAAAQOiiKAOAWkhLk5KTA78vP9/+XAAAQGijKAOAWvB6pXnzzPPIPB7r9yUlOZcTAAAITRRlAFBLGRnmAdFWljJ6PFJKijnDBgAAcCKKMgCog4wM6YcfpA8+MBt5VKZ0Jm3uXA6SBgAAFVGUAUAdeb1Sv37SU09JS5ZU3GuWnGzOqGVkuJIeAAAIcg3cTgAAwklGhjRkiNllMT/f3EOWlsYMGQAAqBpFGQDYrHTmDAAAwAqWLwIAAACAiyjKAAAAAMBFFGUAAAAA4CKKMgAAAABwEUUZAAAAALiIogwAAAAAXERLfAAIIn4/Z5wBABBpKMoAIEhkZUnjx0s7d/5yLTlZmjfPPJQaAACEJ5YvAkAQyMqShg0rX5BJUl6eeT0ry528AACA8yjKAMBlfr85Q2YYFd8rvTZhghkHAADCD0UZALhs1aqKM2QnMgwpN9eMAwAA4YeiDABclp9vbxwAAAgtFGUA4LKkJHvjAABAaKH7IgC4LC3N7LKYl1f5vjKPx3w/La3ie7TQBwAg9DFTBgAu83rNtveSWYCdqPTzuXMrFltZWVJqqtS/v3TjjebH1FQ6NQIAEGooygAgCGRkSIsXS+3bl7+enGxeP/mcMlroAwAQPjyGUdliGZTy+XyKj49XYWGh4uLi3E4HQJizshzR7zdnxKrr2JiSIm3fzlJGAADs5FRtwJ4yAAgiXq/Ur1/1MTW10Jd+aaFf01gAAMB9LF8EgBCTl2dvHAAAcBdFGQCEmL177Y0DAADuoigDgBDTpo29cQAAwF0UZQAQYk7u0FjXOAAA4C4afQBAiCk9bLqm7osnHjbNIdMAAAQvZsoAIMSUHjZ98kHTpTye8odNc8g0AADBjaIMAEJQ6WHTycnlr6eklD9smkOmAQAIfhweXQMOjwYQzKpblljTIdMej1nUccg0AADWcHg0AKCC6g6brumQacPgkGkAAIIBRRkAhKn8/MDiaAYCAIA7KMoAIEwlJVmPy8qSxo8vP7OWnGw2FCndnwYAAJxBow8ACFOlrfOr69KYkiLt20czEAAA3ERRBgBhqrR1vlSxMCv9fM4c6b77zP1lJyu9NmGCubQRAAA4g6IMAMJYaev89u3LX09ONq+3aWO9GQgAAHAGe8oAIMxlZEhDhlTexGPBAmtjWG0aAgAAAkdRBgARoKrW+YE0AwEAAM5g+SIARDCrzUDS0uo3LwAAIglFGQBEMCvNQObO5bwyAACcFHJF2bPPPqvU1FQ1atRIffr00aefflpt/FtvvaUzzjhDjRo1Urdu3fTuu+/WU6YAEBpqagYS0Dllfr+Uk2NuVsvJoW0jAAAWhFRRtmjRImVmZmrq1KnasGGDunfvroEDB2rPnj2Vxn/88ccaMWKEbr31Vn3++ecaOnSohg4dqi1bttRz5gAQ3DIypB9+kD74QHrjDfPj9u0BFmRZWVJqqtS/v3TjjebH1FQOOgMAoAYew6jsdJrg1KdPH/Xu3Vvz58+XJJWUlCglJUX33nuvHnzwwQrx119/vQ4fPqxly5aVXTv//PPVo0cPvfDCC5a+ps/nU3x8vAoLCxUXF2fPNwIA4SYryzxp+uS/UkrXQAY85QYAQPBxqjYImZmy4uJirV+/Xunp6WXXoqKilJ6erjVr1lR6z5o1a8rFS9LAgQOrjJekY8eOyefzlXsBAKrh90vjx3MCNQAAtRQyRdm+ffvk9/uVkJBQ7npCQoIKCgoqvaegoCCgeEmaMWOG4uPjy14pKSl1Tx4AwtmqVZxADQBAHYRMUVZfJk+erMLCwrJXbm6u2ykBQHCzerI0J1ADAFCpkDk8unXr1vJ6vdq9e3e567t371ZiYmKl9yQmJgYUL0kxMTGKiYmpe8IAECk4gRoAgDoJmZmy6Oho9ezZU9nZ2WXXSkpKlJ2drb59+1Z6T9++fcvFS9KKFSuqjAcA1AInUAMAUCchU5RJUmZmpl566SW99tpr2rp1q+666y4dPnxYo0ePliSNHDlSkydPLosfP368li9frjlz5uirr77StGnT9Nlnn2ns2LFufQsAEH44gRoAgDoJqaLs+uuv1+zZszVlyhT16NFDGzdu1PLly8uaeezYsUP5J+xZuOCCC/TGG2/oxRdfVPfu3bV48WItXbpUXbt2detbAIDwZOsJ1AAARJaQOqfMDZxTBgAB8PvNLov5+eYesrQ0ZsgAAGHDqdogZBp9AABCgNcr9evndhYAAISUkFq+CAAAAADhhqIMAAAAAFxEUQYAAAAALqIoAwAAAAAXUZQBAAAAgIsoygAAAADARRRlAAAAAOAizikDAMAKDsYGADiEogwAgJpkZUnjx0s7d/5yLTlZmjdPyshwLy8AQFhg+SIAANXJypKGDStfkElSXp55PSvLnbwAAGGDogwAgKr4/eYMmWFUfK/02oQJZhwAALVEUQYAQFVWrao4Q3Yiw5Byc804AABqiaIMAICq5OfbGwcAQCUoygAAqEpSkr1xAABUgqIMAICqpKWZXRY9nsrf93iklBQzDgCAWqIoAwCgKl6v2fZeqliYlX4+dy7nlQEA6oSiDACA6mRkSIsXS+3bl7+enGxet/OcMr9fysmRFiwwP9LVEQAiAodHAwBQk4wMacgQs8tifr65hywtzd4ZMg6oBoCI5TGMyg5fQSmfz6f4+HgVFhYqLi7O7XQAAOGo9IDqk/9KLl0iafeMHACgVpyqDVi+CACAmzigGgAiHkUZAABu4oBqAIh4FGUAALiJA6oBIOJRlAEA4CYOqAaAiEdRBgCAmzigGgAiHkUZAABu4oBqAIh4FGUAALitPg+oBgAEHQ6PBgAgGNTHAdUAgKBEUQYAQLDweqV+/dzOAgBQz1i+CAAAAAAuoigDAAAAABdRlAEAAACAi9hTBgAAnOf308QEAKpAUQYAAJyVlSWNHy/t3PnLteRk83w22v0DAMsXAQCAg7KypGHDyhdkkpSXZ17PynInLwAIIhRlAADAGX6/OUNmGBXfK702YYIZBwARjKIMAAA4Y9WqijNkJzIMKTfXjAOACEZRBgAAnJGfb28cAIQpijIAAOCMpCR74wAgTNF9EQAAOCMtzeyymJdX+b4yj8d8Py3Nnq9H230AIYqZMgAA4Ayv12x7L5kF2IlKP587157CKStLSk2V+veXbrzR/JiaWrG7o98v5eRICxaYH2kyAiAIUJQBAADnZGRIixdL7duXv56cbF6345wyq233rRZuAFDPPIZR2XoClPL5fIqPj1dhYaHi4uLcTgcAgNDk1NJCv98srKrq8li6RPLJJ6Xrrqu4jLJ0xs6uAhFAWHOqNqAoqwFFGQAAQSwnx5zxqkmbNtLevZW/V1q4bd/OHjQA1XKqNmD5IgAACF1W2+lXVZBJnJcGwHUUZQAAIHTZ2U6f89IAuISiDAAAhK7Stvsnd3cs5fGYSxet4Lw0AC6hKAMAAKHLStv9Z5+tuXBLSbHvvDQACBBFGQAACG01td0fPrz+zksDgFqg+2IN6L4IAECIqKntflaWNH58+fb5KSlmQUY7fAAW0BLfJRRlAACEEafOSwMQEZyqDRrYNhIAAECw83qlfv3czgIAyqEoAwAAABCcImR2m6IMAAAAQPCpbB9ocrLZuCfM9oHSfREAAABAcMnKkoYNK1+QSVJennk9K8udvBxCUQYAAAAgePj95gxZZf0IS69NmGDGhQmKMgAAAADBY9WqijNkJzIMKTfXjAsTFGUAAAAAgkd+vr1xIYCiDAAAAEDwSEqyNy4EUJQBAAAACB5paWaXRY+n8vc9HiklxYwLExRlAAAAAIKH12u2vZcqFmaln8+dG1bnlVGUAQAAAAguGRnS4sVS+/blrycnm9fD7JwyDo8GAAAAEHwyMqQhQ8wui/n55h6ytLSwmiErRVEGAAAAIDh5vVK/fm5n4TiWLwIAAACAiyjKAAAAAMBFIVOUHThwQDfddJPi4uLUvHlz3XrrrSoqKqr2nhdffFH9+vVTXFycPB6PDh48WD/JAgAAAIBFIVOU3XTTTfryyy+1YsUKLVu2TCtXrtQdd9xR7T1HjhzR5Zdfrt///vf1lCUAAAAABMZjGIbhdhI12bp1q8466yytW7dOvXr1kiQtX75cV155pXbu3Kl27dpVe39OTo769++vH3/8Uc2bNw/oa/t8PsXHx6uwsFBxcXG1/RYAAAAAhDinaoOQmClbs2aNmjdvXlaQSVJ6erqioqK0du1aW7/WsWPH5PP5yr0AAAAAwCkhUZQVFBSobdu25a41aNBALVu2VEFBga1fa8aMGYqPjy97paSk2Do+AAAAAJzI1aLswQcflMfjqfb11Vdf1WtOkydPVmFhYdkrNze3Xr8+AAAAgMji6uHREydO1C233FJtTOfOnZWYmKg9e/aUu/7zzz/rwIEDSkxMtDWnmJgYxcTE2DomAAAAAFTF1aKsTZs2atOmTY1xffv21cGDB7V+/Xr17NlTkvT++++rpKREffr0cTpNAAAAAHCMq0WZVWeeeaYuv/xy3X777XrhhRd0/PhxjR07VjfccENZ58W8vDwNGDBAf/7zn3XeeedJMveiFRQU6LvvvpMkbd68Wc2aNVOHDh3UsmVLS1+7tDklDT8AAACAyFZaE9jewN4IEfv37zdGjBhhNG3a1IiLizNGjx5tHDp0qOz97du3G5KMDz74oOza1KlTDUkVXq+88orlr5ubm1vpGLx48eLFixcvXrx48YrMV25uro2VjmGExDllbiopKdGuXbvUrFkzeTweV3Px+XxKSUlRbm4uZ6ahTniWYAeeI9iFZwl24VmCXap6lgzD0KFDh9SuXTtFRdnXMzEkli+6KSoqSsnJyW6nUU5cXBz/o4EteJZgB54j2IVnCXbhWYJdKnuW4uPjbf86IXFOGQAAAACEK4oyAAAAAHARRVkIiYmJ0dSpUzlHDXXGswQ78BzBLjxLsAvPEuxS388SjT4AAAAAwEXMlAEAAACAiyjKAAAAAMBFFGUAAAAA4CKKMgAAAABwEUVZiHj22WeVmpqqRo0aqU+fPvr000/dTglBZMaMGerdu7eaNWumtm3baujQofr666/Lxfz000+655571KpVKzVt2lTXXnutdu/eXS5mx44duuqqq9S4cWO1bdtWDzzwgH7++ef6/FYQZGbOnCmPx6MJEyaUXeNZglV5eXm6+eab1apVK8XGxqpbt2767LPPyt43DENTpkxRUlKSYmNjlZ6erm+//bbcGAcOHNBNN92kuLg4NW/eXLfeequKiorq+1uBi/x+vx5++GF16tRJsbGxOuWUU/Too4/qxF51PEuozMqVKzVo0CC1a9dOHo9HS5cuLfe+Xc/NF198obS0NDVq1EgpKSmaNWtW4MkaCHoLFy40oqOjjZdfftn48ssvjdtvv91o3ry5sXv3brdTQ5AYOHCg8corrxhbtmwxNm7caFx55ZVGhw4djKKiorKYO++800hJSTGys7ONzz77zDj//PONCy64oOz9n3/+2ejatauRnp5ufP7558a7775rtG7d2pg8ebIb3xKCwKeffmqkpqYaZ599tjF+/Piy6zxLsOLAgQNGx44djVtuucVYu3at8f333xv//Oc/je+++64sZubMmUZ8fLyxdOlSY9OmTcbgwYONTp06GUePHi2Lufzyy43u3bsbn3zyibFq1SqjS5cuxogRI9z4luCS6dOnG61atTKWLVtmbN++3XjrrbeMpk2bGvPmzSuL4VlCZd59913joYceMrKysgxJxt/+9rdy79vx3BQWFhoJCQnGTTfdZGzZssVYsGCBERsba/zxj38MKFeKshBw3nnnGffcc0/Z536/32jXrp0xY8YMF7NCMNuzZ48hyfjwww8NwzCMgwcPGg0bNjTeeuutspitW7cakow1a9YYhmH+jysqKsooKCgoi3n++eeNuLg449ixY/X7DcB1hw4dMk499VRjxYoVxsUXX1xWlPEswarf/e53xq9//esq3y8pKTESExONJ554ouzawYMHjZiYGGPBggWGYRjGf/7zH0OSsW7durKY9957z/B4PEZeXp5zySOoXHXVVcaYMWPKXcvIyDBuuukmwzB4lmDNyUWZXc/Nc889Z7Ro0aLc32+/+93vjNNPPz2g/Fi+GOSKi4u1fv16paenl12LiopSenq61qxZ42JmCGaFhYWSpJYtW0qS1q9fr+PHj5d7js444wx16NCh7Dlas2aNunXrpoSEhLKYgQMHyufz6csvv6zH7BEM7rnnHl111VXlnhmJZwnWvfPOO+rVq5eGDx+utm3b6pxzztFLL71U9v727dtVUFBQ7lmKj49Xnz59yj1LzZs3V69evcpi0tPTFRUVpbVr19bfNwNXXXDBBcrOztY333wjSdq0aZNWr16tK664QhLPEmrHrudmzZo1uuiiixQdHV0WM3DgQH399df68ccfLefToK7fEJy1b98++f3+cj/cSFJCQoK++uorl7JCMCspKdGECRN04YUXqmvXrpKkgoICRUdHq3nz5uViExISVFBQUBZT2XNW+h4ix8KFC7VhwwatW7euwns8S7Dq+++/1/PPP6/MzEz9/ve/17p16zRu3DhFR0dr1KhRZc9CZc/Kic9S27Zty73foEEDtWzZkmcpgjz44IPy+Xw644wz5PV65ff7NX36dN10002SxLOEWrHruSkoKFCnTp0qjFH6XosWLSzlQ1EGhJl77rlHW7Zs0erVq91OBSEoNzdX48eP14oVK9SoUSO300EIKykpUa9evfT//t//kySdc8452rJli1544QWNGjXK5ewQSt5880399a9/1RtvvKFf/epX2rhxoyZMmKB27drxLCFssHwxyLVu3Vper7dCZ7Pdu3crMTHRpawQrMaOHatly5bpgw8+UHJyctn1xMREFRcX6+DBg+XiT3yOEhMTK33OSt9DZFi/fr327Nmjc889Vw0aNFCDBg304Ycf6umnn1aDBg2UkJDAswRLkpKSdNZZZ5W7duaZZ2rHjh2SfnkWqvv7LTExUXv27Cn3/s8//6wDBw7wLEWQBx54QA8++KBuuOEGdevWTb/5zW903333acaMGZJ4llA7dj03dv2dR1EW5KKjo9WzZ09lZ2eXXSspKVF2drb69u3rYmYIJoZhaOzYsfrb3/6m999/v8I0es+ePdWwYcNyz9HXX3+tHTt2lD1Hffv21ebNm8v9z2fFihWKi4ur8IMVwteAAQO0efNmbdy4sezVq1cv3XTTTWX/zLMEKy688MIKR3N888036tixoySpU6dOSkxMLPcs+Xw+rV27ttyzdPDgQa1fv74s5v3331dJSYn69OlTD98FgsGRI0cUFVX+R1av16uSkhJJPEuoHbuem759+2rlypU6fvx4WcyKFSt0+umnW166KImW+KFg4cKFRkxMjPHqq68a//nPf4w77rjDaN68ebnOZohsd911lxEfH2/k5OQY+fn5Za8jR46Uxdx5551Ghw4djPfff9/47LPPjL59+xp9+/Yte7+0jflll11mbNy40Vi+fLnRpk0b2pijXPdFw+BZgjWffvqp0aBBA2P69OnGt99+a/z1r381GjdubLz++utlMTNnzjSaN29uvP3228YXX3xhDBkypNJ21Oecc46xdu1aY/Xq1capp55KG/MIM2rUKKN9+/ZlLfGzsrKM1q1bG5MmTSqL4VlCZQ4dOmR8/vnnxueff25IMp588knj888/N/773/8ahmHPc3Pw4EEjISHB+M1vfmNs2bLFWLhwodG4cWNa4oerZ555xujQoYMRHR1tnHfeecYnn3zidkoIIpIqfb3yyitlMUePHjXuvvtuo0WLFkbjxo2Na665xsjPzy83zg8//GBcccUVRmxsrNG6dWtj4sSJxvHjx+v5u0GwObko41mCVX//+9+Nrl27GjExMcYZZ5xhvPjii+XeLykpMR5++GEjISHBiImJMQYMGGB8/fXX5WL2799vjBgxwmjatKkRFxdnjB492jh06FB9fhtwmc/nM8aPH2906NDBaNSokdG5c2fjoYceKteCnGcJlfnggw8q/flo1KhRhmHY99xs2rTJ+PWvf23ExMQY7du3N2bOnBlwrh7DOOE4dAAAAABAvWJPGQAAAAC4iKIMAAAAAFxEUQYAAAAALqIoAwAAAAAXUZQBAAAAgIsoygAAAADARRRlAAAAAOAiijIAAAAAcBFFGQAAAAC4iKIMAIAqHD9+3O0UAAARgKIMABB2Fi9erG7duik2NlatWrVSenq6Dh8+LEl6+eWX9atf/UoxMTFKSkrS2LFjy+7zeDx6/vnnNXjwYDVp0kTTp0+XJL399ts699xz1ahRI3Xu3FmPPPKIfv7557L7Dh48qNtuu01t2rRRXFycLrnkEm3atKns/WnTpqlHjx76y1/+otTUVMXHx+uGG27QoUOH6unfCAAgmFGUAQDCSn5+vkaMGKExY8Zo69atysnJUUZGhgzD0PPPP6977rlHd9xxhzZv3qx33nlHXbp0KXf/tGnTdM0112jz5s0aM2aMVq1apZEjR2r8+PH6z3/+oz/+8Y969dVXywo2SRo+fLj27Nmj9957T+vXr9e5556rAQMG6MCBA2Ux27Zt09KlS7Vs2TItW7ZMH374oWbOnFlv/14AAMHLYxiG4XYSAADYZcOGDerZs6d++OEHdezYsdx77du31+jRo/XYY49Veq/H49GECRP01FNPlV1LT0/XgAEDNHny5LJrr7/+uiZNmqRdu3Zp9erVuuqqq7Rnzx7FxMSUxXTp0kWTJk3SHXfcoWnTpumJJ55QQUGBmjVrJkmaNGmSVq5cqU8++cTObx8AEIIauJ0AAAB26t69uwYMGKBu3bpp4MCBuuyyyzRs2DAdP35cu3bt0oABA6q9v1evXuU+37Rpkz766KNyM2N+v18//fSTjhw5ok2bNqmoqEitWrUqd9/Ro0e1bdu2ss9TU1PLCjJJSkpK0p49e+ryrQIAwgRFGQAgrHi9Xq1YsUIff/yx/vWvf+mZZ57RQw89pOzsbEv3N2nSpNznRUVFeuSRR5SRkVEhtlGjRioqKlJSUpJycnIqvN+8efOyf27YsGG59zwej0pKSizlBAAIbxRlAICw4/F4dOGFF+rCCy/UlClT1LFjR61YsUKpqanKzs5W//79LY917rnn6uuvv66w9+zE9wsKCtSgQQOlpqba9B0AACIJRRkAIKysXbtW2dnZuuyyy9S2bVutXbtWe/fu1Zlnnqlp06bpzjvvVNu2bXXFFVfo0KFD+uijj3TvvfdWOd6UKVN09dVXq0OHDho2bJiioqK0adMmbdmyRY899pjS09PVt29fDR06VLNmzdJpp52mXbt26R//+IeuueaaCsshAQA4GUUZACCsxMXFaeXKlZo7d658Pp86duyoOXPm6IorrpAk/fTTT3rqqad0//33q3Xr1ho2bFi14w0cOFDLli3TH/7wBz3++ONq2LChzjjjDN12222SzFm5d999Vw899JBGjx6tvXv3KjExURdddJESEhIc/34BAKGP7osAAAAA4CLOKQMAAAAAF1GUAQAAAICLKMoAAAAAwEUUZQAAAADgIooyAAAAAHARRRkAAAAAuIiiDAAAAABcRFEGAAAAAC6iKAMAAAAAF1GUAQAAAICLKMoAAAAAwEUUZQAAAADgov8P2eOt6HT6/+oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an instance of the DetectAnomalies class\n",
    "anomaly_detector = DetectAnomalies(contamination=0.005)\n",
    "\n",
    "# Create a list of columns to be analyzed\n",
    "columns = ['activity', 'appCat.builtin', 'appCat.communication', 'appCat.entertainment', 'appCat.finance', 'appCat.game',\n",
    "'appCat.office', 'appCat.other', 'appCat.social', 'appCat.travel', 'appCat.unknown', 'appCat.utilities', 'appCat.weather', 'screen']\n",
    "    \n",
    "# Call the detect_anomalies method to identify anomalies in the data\n",
    "anomaly_df, clean_data, anomaly_dict = anomaly_detector.detect_anomalies(new_df, columns)\n",
    "\n",
    "# Plot the anomalies and non-anomalies for each column\n",
    "anomaly_detector.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mood\n",
      "7    627\n",
      "6    402\n",
      "8    114\n",
      "5     57\n",
      "3      7\n",
      "4      6\n",
      "9      4\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "variable\n",
       "id                         0\n",
       "date                       0\n",
       "activity                 116\n",
       "appCat.builtin           111\n",
       "appCat.communication     121\n",
       "appCat.entertainment     426\n",
       "appCat.finance          1018\n",
       "appCat.game             1035\n",
       "appCat.office            961\n",
       "appCat.other             162\n",
       "appCat.social            291\n",
       "appCat.travel            814\n",
       "appCat.unknown           976\n",
       "appCat.utilities         811\n",
       "appCat.weather          1109\n",
       "call                     509\n",
       "circumplex.arousal         0\n",
       "circumplex.valence         2\n",
       "mood                       0\n",
       "screen                   100\n",
       "sms                      806\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove the index title from the dataframe\n",
    "clean_data.index.name = None\n",
    "\n",
    "# Remove the missing values from the target variable\n",
    "clean_data = clean_data.dropna(subset=['mood']).reset_index(drop=True)\n",
    "\n",
    "# Check the number of missing values in the imputed data\n",
    "clean_data.isnull().sum()\n",
    "\n",
    "# # Remove the index title from the dataframe\n",
    "# clean_data.index.name = None\n",
    "# anomaly_df # 53 rows × 21 columns\n",
    "\n",
    "# # Get the unique rows from the dataframe \n",
    "\n",
    "# # Count the unique id's in the dataframe\n",
    "# len(anomaly_df['id'].unique()) # 22\n",
    "# len(anomaly_df['date'].unique()) # 34\n",
    "\n",
    "# # Calculate the percentage of missing values for each variable\n",
    "# clean_data.isnull().sum()/len(clean_data) * 100\n",
    "\n",
    "# # Check how many missing values are in the mood variable\n",
    "# clean_data['mood'].isnull().sum() # 703\n",
    "\n",
    "# # Remove the missing values from the target variable\n",
    "# clean_data = clean_data.dropna(subset=['mood']).reset_index(drop=True)\n",
    "\n",
    "# # Change the 'mood' float column to an integer column\n",
    "# clean_data['mood'] = clean_data['mood'].astype(int)\n",
    "\n",
    "# # Count the number of values in the 'mood' column\n",
    "# print(clean_data['mood'].value_counts())\n",
    "\n",
    "# # Check the number of missing values in the imputed data\n",
    "# clean_data.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# save the DataFrame to a CSV file with a specified path\n",
    "clean_data.to_csv('/Users/larascipio/Documents/Studie/datamijnen/Data/clean_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Preprocessing.datacleaning import impute_with0, ImputeKNN, ImputeIterative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1015, 21)\n",
      "(202, 21)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "# Create an instance of TimeSeriesSplit with the number of splits\n",
    "tscv = TimeSeriesSplit(n_splits = 5) #\n",
    "\n",
    "for train_index, test_index in tscv.split(clean_data):\n",
    "    train_data = clean_data.iloc[train_index]\n",
    "    test_data = clean_data.iloc[test_index]\n",
    "\n",
    "\n",
    "print(train_data.shape) # (1015, 21)\n",
    "print(test_data.shape) # (202, 21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the columns to impute\n",
    "cols_to_impute = [col for col in train_data.columns if col not in ['id', 'date', 'mood']]\n",
    "\n",
    "# Impute missing values with 0 for train and test data\n",
    "zero_train = impute_with0(train_data, cols_to_impute)\n",
    "zero_test = impute_with0(test_data, cols_to_impute)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an instance of the Iterative Imputataion class\n",
    "KNNimputer_train = ImputeKNN(train_data, cols_to_impute)\n",
    "KNNimputer_test = ImputeKNN(test_data, cols_to_impute)\n",
    "\n",
    "# Impute missing values and join the imputed data to the original DataFrame\n",
    "KNN_train = KNNimputer_train.impute()\n",
    "KNN_test = KNNimputer_test.impute()\n",
    "\n",
    "# Join with original data\n",
    "KNN_train_df = KNNimputer_train.join2full(train_data)\n",
    "KNN_test_df = KNNimputer_test.join2full(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an instance of the Iterative Imputataion class\n",
    "ITimputer_train = ImputeIterative(train_data, cols_to_impute)\n",
    "ITimputer_test = ImputeIterative(test_data, cols_to_impute)\n",
    "\n",
    "# Impute missing values and join the imputed data to the original DataFrame\n",
    "IT_train = ITimputer_train.impute()\n",
    "IT_test = ITimputer_test.impute()\n",
    "\n",
    "# Join with original data\n",
    "IT_train_df = ITimputer_train.join2full(train_data)\n",
    "IT_test_df = ITimputer_test.join2full(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Preprocessing.featureengineering import feature_engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feature engineering zero data\n",
    "zero_train_fe = feature_engineering(zero_train)\n",
    "zero_test_fe = feature_engineering(zero_test)\n",
    "\n",
    "# Feature engineering KNN data\n",
    "KNN_train_fe = feature_engineering(KNN_train_df)\n",
    "KNN_test_fe = feature_engineering(KNN_test_df)\n",
    "\n",
    "# Feature engineering Iterative data\n",
    "IT_train_fe = feature_engineering(IT_train_df)\n",
    "IT_test_fe = feature_engineering(IT_test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split data into features and target\n",
    "X_train_zero = zero_train_fe.drop(['id', 'date', 'mood'], axis=1)\n",
    "y_train_zero = zero_train_fe['mood']\n",
    "X_test_zero = zero_test_fe.drop(['id', 'date', 'mood'], axis=1)\n",
    "y_test_zero = zero_test_fe['mood']\n",
    "\n",
    "# Of zonder imputation\n",
    "X_train_zero = train_data.drop(['id', 'date', 'mood'], axis=1)\n",
    "y_train_zero = train_data['mood']\n",
    "X_test_zero = test_data.drop(['id', 'date', 'mood'], axis=1)\n",
    "y_test_zero = test_data['mood']"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.7 64-bit",
   "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": "3.10.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}