{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
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   "outputs": [],
   "source": [
    "# NO CODE\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.core.display import Image, display_markdown\n",
    "from ch8_beslissingsbomen.scripts.cursus import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Beslissingsbomen\n",
    "\n",
    "## Inleiding\n",
    "\n",
    "Een beslissingsbomen is een grafisch hulpmiddel dat gebruikt kan worden om besluitvorming te faciliteren. Er bestaan meerdere Machine Learning algoritmes die beslissingsbomen kunnen produceren op basis van een trainingset van voorbeelden. Hoe dit in zijn werk gaat, wordt uitgelegd in dit hoofdstuk. Eens de beslissingsboom geconstrueerd is, kan hij gebruikt worden als model om bijvoorbeeld de **classificatie** te kunnen doen van nieuwe en ongeclassificeerde instanties. Dit heeft heel veel **praktische toepassingen** gaande van het voorspellen van interessante tijdstippen om aandelen te kopen, het bepalen of iemand kredietwaardig is bij het afsluiten van een lening, het detecteren van tumoren in foto's, het voorspellen van de slaagkans van studenten Data Science 1, \\...\n",
    "\n",
    "Elke rij in een trainingset wordt ook wel een **instantie** (Engels: instance) genoemd. In sommige trainingsets zullen deze instanties een extra kolom hebben waarvan de waarden fungeren als **labels** voor die instanties. Wanneer een algoritme gebruik maakt van deze **gelabelede instanties** om van te leren, spreken we van **supervised learning**. Het algoritme (ID3) dat we in dit hoofdstuk bestuderen, is dus een vorm van supervised learning. In het hoofdstuk over **Clustering** zullen we het hebben over **unsupervised learning**, daar zullen de instanties *geen* labelkolom hebben en zullen we dus op een andere manier moeten leren van de voorbeelden in onze trainingset.\n",
    "\n",
    "## Geschiedenis\n",
    "Al in de jaren 70 van de vorige eeuw werden de grondbeginselen van beslissingsbomen door Breiman gelegd {cite}`breiman1984classification`. Het bekendste algoritme om beslissingsbomen te maken, **ID3** genaamd, is van de hand van Quinlan {cite}`quinlan1986induction`. Later, in de jaren 90 heeft Quinlan dit algoritme verbeterd onder de naam **C4.5**, zodat het ook toegepast kon worden op continue gegevens, en op gegevens met ontbrekende waarden (Engels: missing values){cite}`salzberg1994c4`.\n",
    "\n",
    "In dit hoofdstuk bestuderen we dus wat een beslissingsboom juist is, en leren we hoe we een beslissingsboom kunnen opstellen m.b.v. het ID3 algoritme vertrekkende van een verzameling traininggegevens."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Wat zijn beslissingsbomen?\n",
    "\n",
    "Zoals het woord beslissingsboom laat uitschijnen, is het een boom-achtige structuur die echter ondersteboven staat en die bestaat uit **knooppunten** die verbonden zijn door **benoemde pijlen** (zie [Figuur 1](fig1). Elk knooppunt stemt overeen met een plaats waar een beslissing genomen moet worden. De uiteinden van een beslissingsbomen zijn knooppunten zonder vertrekkende pijlen en deze worden **bladknooppunten** genoemd (in Figuur 1 hebben deze de labels 'Yes' en 'No' zonder kader). Elk knooppunt bevat de naam van een eigenschap (Engels: **attribute**) van de gegevens op basis waarvan voorbeelden kunnen gescheiden worden van elkaar. Een bladknooppunt bevat de uitkomst (Engels: **target**) waartoe het voorbeeld behoort. Het target is gelijk aan een waarde uit de labelkolom (**target attribute**).\n",
    "\n",
    "(fig1)="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
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3Gn564FPd/dMcNdxR/07paXtvloQPzMAtoKBLp5Mnj571Ed5UwhtYTWP7/N/TLd/ZyG8YuPpCXFVhOmLMd3T1TFDk9757XGy3FnjFm22x8LzT+Kcnc4AQKXCwRKp5amZ3OsnVOU3AnIRk6FVaTi4qSxc3y1XW238pBrTvfk4uMf4Op4L7r1h03mlM7xoiPVJF876oHwIgkpAMQ8k18E3YTt4L1a5uJFcfkhgVPsnAnpCWV9N26d/tbNPypYSc3KmGp8QfhlevSthuIWFrlzjWgEuEZOhYnWH36askT2N7ZC6cqHxV9gsIP25+Ecn7SZbzNfHbDFw1UKLvbRoFM0g7dsKPdJgAv4Rk6NvN9ZMyxuwsI4yiwxSdhDGcfo+BNnL8VcqnD84eywttxxX7NKLyQnGrI9RUDuASIRm69/jFyYU6jVcdzYOlQTXbyJEJeXWfp/AbyHgpcngLkQvyXX2KA4RTpyGz0Kwfi64DLRCSYQSP5+Qs09gqzIUz5Lrv5uSFm07v2ro6V5K8LFbXu4oMTGuKFoFTXR/OwCOEZBhEoWsaY6aopU1jqzwXTmxoR/K+unvV+tEjf+Nx3oR8f1/K3iuTAXhE9ksArh5cvdyMCuiOkAwdKJQVH+8/Z2ddlgblWgFr9wG7jeU78bgpd1bPjvzYu/58aM3NX5Bqv3QAp4RkGMcjLalm+2CXLjGlmvjvevWtRV6d+yv+XSXvIc9OPl8psXA3c4qZ6QMwMCEZWHxGRdlX4bo5t/bmRl5X5uiSXa6hds0vseauUvRWscIwFeRavmt1W/LfLR+d8fx9wJ29Pdd2gJEIydCH0r/cuyGk3M1dK8+Fk5C7FpmQR/qWYy7pN5pnGIGdudCFA0ebHamMAHcIyTCRcDQdcnAgSNyX5VTIne3cfO6pkXaSSx/UkIc899U5J7v6v4FzsqcL6QW62cnXdwCTE5KhdfG/3Mnt2e8Td1/rTs8qyzS2SxuZJPw/KPJ7zDjRutDK7buy7y0Ju33kvNOM70dfmjtiZlwfHVn3E3L8+zzdjh8L4Ovf028AiJUxLaw2+zrLllnWQGpnI1z19/d36cPMeyly/IOLXuKb9qK5ZoGG/9Md4gEfMfvepcXhIo/HwMNiEvL9XdchAGwJyTCIO1f5xkeLLNPYas6FM+7JJT4n573g/PS2XjGX72Z5J5de9BW3x65S9NWuWjiER95QOvKRDK/0BRHbA2f35Gw4kK82knzbv0vbASYkJENPYhpTV3utpwn55ujhwY0Y9xQS2G1qJuSjV4+Mnb8PuPpyvyPs3U8j8LpHGfvmvNPfR17iMKGayCxd+gGXHgbMSUiGPnwH1kcx4PuwyA1Ghod+EzLZfb6CvPvh6cvFPCwwVSHXmwn7zclXd9eb805/X+7qV1DoCg4A6J0fSGhdeOnOr0uXigWeEn5A5JVpFTZy+kTFrZwsV4yHN56wqe27qhOPt/8yoeUbPhh3D6Kj1bxOX/3q9aUAMBshGRiN/hgAAMncAgoYihWtAQC4Q0gGxmGiNQAANwnJwCAkZAAA7hOSgXFIyAAA3OQWUEB/tsvzWqwLAIAshGSgY25mAwBAXqZbA92TkAEAyMUERaBLlukCAKAEIRkAAAAWplsDAADAwsJdMJfvSlcrJpVAgt8DykEE1Rz9lr0ciUAOOskwi/f7LSEDMIC/v7+jX65AfgaIJCTDFALxWEIGoEeBnCwqA3eYbg2DMycNgFF9fsh2f+ncBAFIppMMI9NABmB4gV80LWUggU4yjEkDGYB5aCkDGekkw4A0kAGYkAW9gCyEZBiKJawBmJwFvYCbTLeGcYjHAPAy+xq4RycZRqCBDAArFvQC0ugkQ/fEYwDYpaUMJNBJho5pIAPAKQt6AZcIydArS1gDQDwLegGRTLeG/rgHMgAkMPsaiKGTDJ3RQAaAOyzoBYTpJEM3NJABIAstZSBAJxn6oIEMAHlZ0AvYJSRD6yxhDQDlWNALWDHdGpomHgNAaWZfA790kqFRGsgAUJMFvYAPnWRokXgMAPVpKQMvnWRojQYyADzLgl4wOSEZGmIJawBohAW9YFqmW0MT3AMZAFpj9jXMSScZnqeBDADNsqAXzEYnGZ6kgQwA7dNShqnoJMNjNJABoCMW9IJJCMnwAEtYA0CnLOgFwzPdGmoTjwGga2Zfw9h0kqEeDWQAGIYFvWBUOslQiXgMAIPRUoYh6SRDcRrIADAwC3rBYIRkKMsS1gAwAwt6wTBMt4ZS3AMZAKZi9jWMQScZitBABoA5WdALeqeTDJlpIAPA5LSUoWs6yZCTBjIA8GFBL+iUkAx5WMIaANiyoBd0x3RryEA8BgCOmH0NfdFJhls0kAGAGBb0gl7oJEM68RgAiKelDF3QSYYUGsgAQBoLekHjhGS4zBLWAMBNFvSCZpluDRe4BzIAkIvZ19AmnWSIpYEMAGRnQS9ojU4ynNNABgDK0VKGpugkwwkNZACgAgt6QSOEZDhkCWsAoDILesHjTLeGfeIxAPAIs6/hWTrJsKaBDAA8zoJe8BSdZPgf4jEA0AgtZXiETjIsNJABgAZZ0AsqE5Lh9bKENQDQNgt6QTWmWzM790AGALpg9jXUoZPM1DSQAYC+WNALStNJZlIayABAp7SUoSidZGakgQwA9M6CXlCIkMxcLGENAIzEgl6QnenWTEQ8BgDGY/Y15KWTzBQ0kAGAsVnQC3LRSWZ84jEAMAMtZchCJ5mRaSADALOxoBfcJCQzLEtYAwDTsqAXJDPdmgG5BzIAgNnXkEYnmdFoIAMAfFnQC67SSWYcGsgAAFtaynCJTjKD0EAGAAiwoBdEEpLpniWsAQAiWdALTpluTd/EYwCAS8y+hjCdZHqlgQwAkMyCXnBEJ5kuiccAADdpKcMunWQ6o4EMAJCRBb1gRUimJ5awBgAowYJe8GW6NX1wD2QAgKLMvoYPnWQ6oIEMAFCHBb1AJ5mmaSADAFSmpczkdJJplwYyAMBTLOjFtIRkWmQJawCAFljQiwmZbv16ORnWFV/WJc4pADAGA4A2+V7uM1prkE4yAAAALIRkAAAAWAjJAAAAsHBN8pqrAuidq4MAGJvRGr0zWmucTjIAAAAshGQAAABYCMkAAACwEJIBAABgISQDAADAQkgGAACAhZAMAAAACyEZAAAAFkIyAAAALIRkAAAAWAjJAAAAsBCSAQAAYCEkAwAAwEJIBgAAgIWQDAAAAAshGQAAABZCMgAAACyEZAAAAFgIyQAAALAQkgEAAGDx7+k3ADW83+/vP//9/T34TgAAuMRAjsqEZIb1W0+/FFYAgPYZyPEgIbkJu1Vga1sXTp/Ybym5f8rw+6yYj9cZSgCgBeFxS/zwJn7cuHpkI4OiSwM5yEtIbkKgCoRr0+e/Xn0WAABt2h3dbYd2R6PHwCBwu2UjRthl4S46UPkMohOWQKS/H0+/F4D8DIqYk5DctJvTjIdx5y9KOF063gcIALASM+B5fFCk780jhGQa9a2DdQripZdzVhUAaET2nkrlMRg0SEimXZVnMF56OTkZACgneQgUHqLELxYrITMzIbl78as1kMXnA/c5AwDV5D07bxgDYUJyQ8Td7LJfx6KBDAA0JX5w0t0wxgXJPEVIhljd/bQAAKxIm3DKfZKn836/j4rjNwSeVs/djcSc7Yt/ifBbDWw5fvvxLxez8ex/PgBAWKE2cswYbPcCtOTerwmVNEVIbkVaaTh9Vlrzc1sZt9tZPWb1gNMtxLzE7sOO3vDVJ0a+3NHDTt9S+FmX8j8AQBanJ/p//2XMoCjwgPhlXBIGclCUkDyyq6cMv/+8rUp/f3+BQP4tZEev+K2SR0Hx6ImRZzF331LgL4p/ud13+Psvd/9wlR0AKG13fBV45KX/FDMaTHszR68eP5CD0oTkkYUDXsLW0pq9v+cRjzYSaEqfbvl1/Y9Ke7ntc1c3Egxv6urPBgBARrvjpUuDotVgZts22D4mwGVoNEtIblRCmnqkvlxKyCs333DNwJnwWrufjJwMAESK7NxGPrKctAl0RkS0TEhuQpYLkjO+gfhnXU3Il6YDBTaeawZO3pk8MRlYTgYA6ku+hC3+WfEvaio1jROSWYssZ7tLLGz/b4nCd7WwNlh8G3xLMKeYE1uRT3FcA9XcWRPr/ut+fEeDd9b36nQgx/CE5F6lrfgfv6RhzDYDNetTN8cravf/Im1kaMrR8oHh+rZ9ynjlDmhN/Mhq+8hyNUr1Y0j/9/QbYC2t1tSvUGk3WIp8euSW6/zVl2LtnSXBgE4ZIwI1PdVGzrJxpxfpgpD8vFGj1M0lHCpcafxUmfaTAA26emBalBXoxdU4HV/Wwo/sqCMCK0Ly7CJnGJ4+LG3tsat6L5qjnhCB8UQerT0WIqBrD7aRYwZ74RftfSDHPITkLuW6IFlmuySymhc6qwq0o9zChAB5qVSQQEh+WJYG7J3yl/Dc06ecnllMWz/s6o3paz4s5ulOSUDj6t9+DyDs6sLRCY+8+uCPcjdGVmNpgZA8r08NiqlE9atVWg4v/bA79J2gO+EFCB3OwFN260/8v0zYeKT42dTtjNBgl5A8qd3MNsCt6lo++9j4RwfEczgDs6lzOXHLAzmm4j7J/YmfoR0uZxkL3KW62engMteJVaBfyVNCEq6sOXrKkLegB+LlWnoaCNBJflKdFaEDr3s0mbD0cojbF9qN2VffSeDBq/8U+XLJn0/RUxJAOaenHRPuFLWdoR2/BMPf39/nWe//uPTqAKeyjMFW0rYTP5CD0oTk6RyN837/ze8/F5pdEzncjH/FbfVMaLycPixhlKysQ7/CpxRPn7vNujE5eRuqv08HJlezjZx89/i07WQZyEEuQnJnsiSuyBnapYXrXbgg7rZ80xbNjnm501cJU9mhawmLdSWfXnRaDXjcdlCUVtOuTvG7M5CDvITkx6T1Je6/aInJhN9/jj9ZeJqQt//y6ClHb/vbxolMvzEkZBje0dCwQkK+9MaA2dRpI+cKpdsxWLmBHGRn4a7aLk2xO33KK3o0dlplqpWhyIR8KdkGHpyrP2yqD8wsV0LWEgFalms0GLOdXAM5KEFIrq1mK/Lv7y9cgE4fcOlthAtcuBsT+U5WD9s++PSFkl8u7VtQ2WEAWeYWJmxz99ycqgKz+YxGyrWRc40GY7aTayAHpWmOvV617vzGVB7sPNuf4abVGC57Gzl+wQWHMHz5dWMk9ufGuSYZ8jOjEiYUeWnMpS6NYgIA9QnJkJlFJqBrab3cwLN2b5Wc/H4AgNJckww5ScjAV9psut1r9gCAanSSITMJGWazzbSr7nHCOjrh7QMA5egkQ6Lt/Em3iQJemc6U6ScDwFOEZLjLvQpgGM0uLu0cHABUY7o15GH8CrxSl+bSNAaAdgjJkOg7FE644BDglMICAI8QkiGdeAwjqTPXWtMYABonJANANuEMLCEDQPuEZAC4Jabn/LnwODD9JJyfTVoBgGqEZABmt7t0VnLXd7u1z/+9GnS1nQHgEW4BBcCkTlNo/A3etrc1TrjC+TdL/z5dGxkAahKSAZhU3vC5Dbfxr/J9zKoLLR4DQH1CMgBkkxBrf58iFQPA41yTDAAAAAshGQAAABZCMgAAACyEZAAAAFgIyQAAALAQkgEAAGDhFlBr21tcAgDQDqM1oCidZAAAAFgIyQAAALAQkgEAAGDx/vv7e/o9wOsVvL7IXgoA0AIDNmagk0wHrM8BAPA4QzImISTThNOaqygDADRl1To2WmMYQjIt+vv7M2MHAKAdMRlYTmYMQjLPi6ynyi4AwCO2w7BPP0NXgyEJyTzsqOa+9squnAwA8LhANjZaYwBCMm1Z1VynJwEAnhXOvboajEdI5kkJNVTZBQCoJjDpL/BvoGtCMo+Jqbm7/1JOBgB4RGQeNlqja0IyrQjUXKcnAQDqi8+6uhqMREjmGTfrprILAFBU5KS/yP8KHRGSecDVmhvzAAAAykkYjOlq0CkhmedF1tzVw5RdAIBC0gZauhqMQUimtozhVk4GAKggPv3qajAAIZmHXTrj6PQkAEBpeZOtnEx3hGSqyl4llV0AgIydU0q9AAAdb0lEQVQS1o65+XhojZBMPfdr7u5T5GQAgEKyJF6jNfoiJPOY5Jrr9CQAQAm50qyuBl0TkqmkaGVUdgEAbsoy6S/Lc+FZQjI15K25u0+XkwEAMsqeco3W6IWQzAOy1FynJwEAcimRYHU16JSQTHHVqqGyCwCQIPukv+zbgZqEZMoqV3PzbgoAgI+iQyxdDdonJFNV9pq72qCyCwBwSenhk64G3RGSKeiRyConAwAkK5FpdTXoi5BMPYXOIzo9CQCQ5qm8KifTMiGZUh6sfcouAMCpomvHVNsyZCckU0TNmru7cTkZAOCSyjnWaI1mCcnUUKHmOj0JABCvfkbV1aAXQjL5NVLvGnkbAACtqTzpr/KrwE1CMpk9VXN3X0hOBgA49WB2NVqjQUIyZVWuuU5PAgCEPZtLdTVon5BMTg3WuAbfEgDAUx6c9PfgK8IlQjLZtFBzn3pRAIAeNTJw0tWgKUIypTxYc1cvrewCALxaGhQ1Es5hl5BMHu3U3F2Nvz0AgPqeTaq6GjRLSKaIx88OPv4GAACa0n4Kbf8dMgkhmQy6qGhdvEkAgBIaWTumwfcAW0Iyd7VZc19uMAAAcKCR0dqW0RotEJLJrKma29SbAQB4RMvJU1eDBgnJ3NJdFevuDQMA3NHspL+v1t4PCMmka7/mvpyeBAD40eBobctojWcJyWTTbM1t9o0BABTVS9rU1aApQjKJuq5cXb95AIAYXUz6+2r5vTEbIZkUfdXcV/NvDwCgtO6GQ7oaPEVIJoMuau7qTSq7AMDAehzqdDGkZAZCMpf1WHN3DfOHAACE9ZI/dTVogZDMXb3U3FdXbxUAINlI2XKkv4VeCMlcM1idGuzPAQDobu2Ylb7eLUMSkrmg95r7coMBAGAy3Y3WtozWqExIJl2nNbfTtw0AcGqMPKmrwbOEZGINXJsG/tMAgHkMMOnvq993zgCEZKKMVHNfTk8CABPoerS2ZbRGNUIyKQaouQP8CQAAX+NlSF0NniIkc26SejTJnwkAjGewSX9fY/wVdEdI5sSoNfc10B8CAPBr4EGOrgYVCMlcM1jNXf05yi4A0J2xBzCDDT7pgpBMyNg1d9eEfzIAMJLxUqWuBpUJyVwwXs19DfpHAQCTmDMxzvlXU42QzKFpq8+0fzgA0JeB145ZGfXvok1CMvvmqbkvNxgAAIYw8Ghty2iNcoRkogxfc4f/AwGAwcyWEnU1qEZIZoeK8/IhAAANm2rS39cMfyMtEJJZm7PmvpyeBAC6NclobctojRKEZE5MVXOn+mMBgE7NnAx1NahASOZ/qDIrPhAAoCnTTvr7mu3vpT4hmf9Sc19T/skAQL8MXV66GuQmJHNo2pq7+sOVXQCgEYYlH9MOU6lDSGah5gb4cACABs2cFXU1KEdIZt/MNfc1/Z8PADRIDgzz+ZCLkMzrpaZE8BEBAA+ydsyWT4BChGTU3H1uMAAANMtobZfRGlkIyaypuV8+CgCgBbLfEV0NShCSZ6eOXOLjAgAqM+kvzKdBdkLy1NTcU05PAgBNMVo7ZbTGTUIy/6Xm7vKxAABPkfdi6GqQl5A8L7UjmY8OAKjApL94PhkyEpInpeZe4sMBAB5nQHKJrgbJhGReLzU3wuojUnYBgKIMNq4yoCUXIXlGam4WPkYAoBoJMIauBlkIyai5sXxQAEAd0l0uPkkSCMnTUSky8mECANlZO+YOnxX3CclzUXNvcoMBAKAyo7WbjNa4SkiempqbwIcGAJQj0d2nq8FNQvJEVIdCfLAAQBYm/eXic+MOIXkWam5GTk8CABUYrWVktEY8IXlSau5NPkAAIC8pLi9dDZIJyVNQESrwIQMAyUz6K8FnSBoheXxqbiE+RgCgEMOMQnQ1iCEkT0fNzWj1YSq7AEACQ4hyDH1JICQPTs2tzAcOANwk1+Wlq8FVQvJc1NzsfKQAwB0yW30+c8KE5JE5/h/hYwcAIlk7pg6fKpcIycNSc6txgwEAIAujtWqM1ggQkmeh5hbl4wUArpLTatLVIJ6QPCbH/ON8BQBAgEl/9fmEiSQkD0jNfYTTkwBAMqO1RxitsUtIHp+aW42PGgCIIZs9RVeDGELyaBznTfF1AAArJv09y6fNKSF5KGru43zgAMAlBg+P09VgRUgemZr7iNXHruwCAF8GBi0wSCZMSB6HmtssXw0AsEtae4quBgFC8rDU3Af58AGALUmsZb4dvoTkQTiqG+cLAoDJWTumNT5/jgjJI1BzG+QGAwBAgNFag4zW+BCSB6TmNsIXAQB8SF9t0tVgl5DcPUdyR3xZADAhk/5a5rtgS0jum5rbOKcnAYAVo7XGGa0hJA9FzW2QLwUAZiZxtU9XgxUhuWOO3k754gBgEib99cL3wi8huVdqbkd8NQDAy5CgK7oaMxOSB6HmNm71BSm7ADA8P/d9MZzmS0jukpo7AF8iAExFBmufrgYfQvII1Nwu+JoAYB7y1Rh8j3MSkvvjWB2GrxIAhmTtmH75pngJyd1Rc7vmBgMAMCGjta4ZrU1ISO6bmtsdXxkAjE2m6p2uBkJyTxyfQ/K1AsAwTPobg29tckJyN9TcYTg9CQCTMFobhtHaVITkXqm5XfP1AcB45KiR6GrMTEjug2NyeL5iAOiaSX/j8Q1OS0jugJo7JF8iAAzMD/2QdDUmIST3R80dxuqrVHYBoFN+xEdl4D0nIbl1au5UfN0AMADJaiS6GhMSkjuj5g7GFwoAvZOaZuMbH56Q3DRH4IR86QDQEWvHzMB3OhshuV1q7iTcYAAAhmG0NgmjtbEJyd1QcwfmywWAHklK89DVmIqQ3ChH3eTsAADQOJP+ZuP7nYeQ3CI1d0JOTwJA14zWJmS0NiohuQNq7iR80QDQC+loTroakxCSm+NI48vOAAANMulvZr7rGQjJbVFzJ+frBoDu+PmenK7GeITkpqm5E1p96couADTFTzOG6MMTkhui5rLLjgEAzZKX5qSrMTYhuV1q7rR89QDQJlmII/aNkQjJrXBcEWD3AIDHWTuGX779gQnJTVBzWXGDAQBonNEaK0ZrwxCSW6Tm8rIbAEBL5B+2dDVGJSQ/z7FEJLsKADzCpD+O2BOGJCQ/TM0lwOlJAGiQ0RoBRmsDEJLbouayYpcAgGfJPITpaoxHSH6S44cEdhsAqMakP2LYKwYjJD9GzSWSHQMAGuFHmUi6Gl0Tkluh5hKw2j2UXQCowA8u8QzmRyIkP0PN5Sa7EABUJgURpqsxDCG5CWoup+wkAFCThMN99qJOCckPcLSQhR0JAAqxdgxp7CdjEJJrU3NJ5gYDAPAIozWSGa31SEh+mJrLJXYYAChNquEOXY0BCMlVOULIzk4FABmZ9Md99pneCcn1qLlk4fQkAFRjtEYWRmt9EZIfo+aSzM4DACVIMuSiq9E1IbkSRwVF2cEA4CaT/sjL/tMvIbkGNZfs7EIAUJSfWrLT1eiFkPwANZcsVjuSsgsAyfyMUoJhf6eEZBiHH3gAyEK2IRddjR69lYAKfg8GHzgAAECzhGQAAABYmG4NAAAACyEZAAAAFkIyAAAALIRkAAAAWAjJAAAAsBCSAQAAYCEkAwAAwEJIBgAAgMW/p98A//V+vz//8Pf39+w7gR45ggAA7jOmEpKf9N3/gDQOIoBLjsrmdyj8ecC0I2OY025lmLkOvPv64yMHxNs/6vSJq6f8Pr7CR1T55cgiuZoE9kbffprVR+pjBNg6GmwYHMNHOC+sTiTFPPJ0y60daAZUX52F5K/trpYWTo6eJSQTL7mgmMqSiyMIIOz0F0chhY/4cd3VEWAXR1kXb7ICC3edM58TAOhXzEhm5tEwwMogITmtskc+y88Gl1w9q2IHA6AOvzjQgmaPRG3kr0FCcnbf3cJcawoxQwGACrL/3Pj9go+iXTqeJSQf+vv7sxND+5xmAsgiYU0NGE/yWCJ8XDhq+jJRSLZcGyXslrz4Omg/BKAp4R8mN4hiNnnDrWOnF12G5FHj7jB/yITMOwCgfTeH+1ph8Cv+iOji2DE171eXIXkkXRwzJDDlBoDuxN/tBrhK8uzIv6ffQLve79ibSO/+bNw/DEZtmI+k2ojh/j623Z9j7pm5/U8xZxnT7v98tMOHp/Y56wlwSfzw5vcpv/835ukJPzqBV4x/4uvgVyPtx6LQAI8xlG4j3wkCaWMqfl0ulI9L22NOn3W0+8ZcmbN6ZPLPwO/jt++nu29qBttaE7l/xhep8D52+hIru1v4/vvT0cDpbpm23waOvtO/VEgGOJU8qDgd3B/9rIT/a2S/OvJXL+HHK/weTt+Gn5vhxeyx8fvV1Wi62v3un2B6XRxTnR4+8e+nX6Zbv15ZE/Lr7AfjyHZ3XF3maprTMBJOPa52htMd49JgZXezuy8UvvT69OR94Fmv//yNXy8BGCCT+N7A9onbyr+q1UdbSxgOpf3qxYzWkrtw9wd4DCmt2xHz4O1REL/j3RlTBQaHRxUg5i/ql5D8eu2V+1ORw/f3f5xu5PdfzrDnjSrjF3fnjHVgfw5X2KPXOp2e9/trkXAchfM5ADcl5+TT7bxu/OjsPjLtV2/3//6OqSI3m2WABytX43TCUVBnTDXP8Kz7a5ITytP9b/fSTnz15OU8O1/vYva9wBcakzkD/n6mzVzdba6eC7+UkI9e6+hZ4cecvrGYFwLgtZlv+Yr++bgZBWN+dEr86iWMqcoN8OjL9mD5tWoM3Nmxdx+ZNyHflzAdYwCdheT4a1oCz4p8ZP1dwfnIHu2errv5VZbbD1cjhiyDjG3pjDx9cPoYAEorenY+8kenxK9e2rQpKOF0f0u46v7SAy5ZvYE5E/LLdOsEJQb331i1u1/Ste1p+/jHZ0/Ilx6zm/Z3/5yip+oByOXmjOhL4icrff8518Sim2tkQED2q5Hjd7zT4zfLEbT993MO1cYPyUVL3p2d5urKE3PuoM16dkiR4OrVwq+IypiwzTTmvAHkcqdgxj838gei9K/eU09nMGmTUj/SLojbbjDXPnl14Zhpj4WOQ3Lad1bhm06o+C5FHszp2euYrzvvxfMZF2gJb/PS8okxVywnPwCAXZfmc6bFg0eWjEl+6ce3TC8qt5FPE3KuMdXRU2aOJz2F5NK1qcQU0Jn3rRnUnw6d9uCPEnujPRygR7kWu770Ende8dKDK0zN8/NHjEvNhtXyLkXX4jryuVpBQn71FZK7c3VW0orrNrt287qv7N94wlnP0yHUndUX054OQC5Fi/DVjWe8fq3Cddd+v+aUvY189NzfeBzZH851BN2fhDiMwUNyoUW2AtuPPOsz+W7Xu+RZKx/Zf7/H+7V2Ew6AO0qPf+5r8FcvywAPvq5mgfh4fIn+RJpubgF1v4UVftbVaTzhVX9vXqMPYRXusZQWTW/ewyCe00wA953es/DOekUZVZuHlXeAR9dWO0PpY+HOjUIy+ryN78ZnXjVp8E5ymkuLKr3/49LTGcDVGFnoNz7XGmCVY2fe5SUAaEfRudalr/QxwCNgdx+I/5eFZOwC5ng7g+imk9ysQvcYUJSb1VSEqzDlrLKmPl6Afg3ZAgrPUcr794736dGsQjtb8sTD0zkmMxi5k5xlhvbRlu8s+2a3m8d2D8l7Y6c7j7nzus9eJ3z0ThxZAIU8uNJKzdpuXV8Cbq7I26lpB1d9hORycXe7/dU0m/CDK+830+6mDXqq/CWcMq/2Vo+Ol0uX8aze7e/xmPDqABNKu3gyciGJ06pebn2v+1sOj/Gs60uz0paMTR5TZX8zPeojJD8l8krO7PvKUWgf6bxUp9qpCy2PQlabjdxg4LON/NgdIAC/Co1PHim2yS969CHE3Ma5nR99Hle0jZxr/byYpxydDDpK1IGnjG3YkHz/HMnRLn60qG9kMU1LI/PskeNJ6Pcefd3ff99RGoy56v4VHHjFjMmcQgK46uqAJG9CzvKrl3dMdXOAB5fEt+JObweVd0x1apIRVwchOe/pk9JPL9dYnmSPbNn9E2lZbvUec/I7yyve3GZgns/uxtOqubELQEBMhbzZIis6FynvNl83xlR+bmZW4Wrk7Q4W3ldLjKkCL/F57lQ9iXZXt46ZJ3DpFjuRRTxmUP77gKMrdvKGk3n2yDYdfcuff4hZxSpymPJ92O8u1GMDOeYQiDwkc93jCmAq39+U7UAiy3nPjO/wVetXLzymqjzAg+34cPV/0+ZH3BxTrR7/e5Beem7vHOqLmH0rprb+Cp9wjZ844Tt6XKAuXLrg9s7VuXXWiz7dvSP329PTTF9ph0mPJw4A6tgGueSflTrFtvTbOx1TZRngMaTI0yI3e1rJ+9jNMVXG0d14hORYwi0AwGAM8ICtDq5JbsGcZ1AAAAZmgAfsEpIzU2QBAAZjgAdTEZIBAABgISQDAADAQki+5nT1cxe3AAD0xQAP+CUkR7m6DrsCCgDQOAM8YJdbQF0QWP3fjQEAAHpkgAesCMmXBSbk+DABAHpkgAd8CckAAACwcE0yAAAALP49/QYe4yITAAAAVuYNyb/eb9PO4cTqYi2HDAClba8T9usDAQ6ZXCadbn16NzwgzEEEQFGG+3CVYySXGUOymgsJtoeJnAxANUZrkMBoLc2MIXlFzYVIDhYA6jCyhzS6GllMF5LtJZCRAwqA7Ez6gzscL/fNFZLVXLjJ6UkAKjNag5uM1q6aKySvqLmQwIEDQDlG83CfrsZNE4VkewYU4uACIAuT/iAXx84ds4RkNRcycvgAUIGfG8hIVyPeLCF5Rc2Fm1YHkbILwE1+SiAvkSfZFCFZzYUKHGgAZGR8D/fpaqSZIiSvqLmQhUMJgFyM3aEOx1qM8UOy/QCqcbgBkMDaMVCOoynB4CFZzYWi3GAAgOyM1qAoo7VTg4fkFTUXsnNYAXCH8TqUpqtx1cgh2XcPj3DoARDJpD+ow5F1ybAhWc2FapyeBCALozWoxmgtYNiQvKLmQlEOMQCuMkaHmnQ14o0Zkn3f8DiHIQABJv1BfY6ySAOGZDUXHuFAAyCZHxF4hK7GrgFD8oqaC9WsDjdlF4BdfiDgKcJRjNFCspoLTXFIAnDKqB1q0tU4NVpIXlFzoTIHHQBhRuTQGkflylAh2bcLDXJgAvBl7RhogeMubJyQrOZCI9xgAIBIRmvQCKO1X+OE5BU1Fx7kAARgyygc2qGrETBISPaNQuMcpACTM+kPWuMYPDJCSFZzoUFOTwIQYLQGDTJa+xghJK+oudAIByMAH0be0CZdjV3dh2TfInTEAQswIZP+oGWOx62+Q7KaC41zSAKw4qcBGqer0XdIXlFzoUGrA1PZBZiKsg/tE6NWOg7Jai50ysELMC1jcWiTrsavjkPyipoLzXJ4Asxp8nE2dG3m47fXkDzzdwYDcAgDDM/aMdAXR+hXlyFZzYXuuMEAwOSM1qA7047WugzJK2oudMGhCjCPacfW0DVdjY/+QvKc3xMMyeEMMCST/qBfjtZXdyFZzYWuOT0JMCGjNejahKO1zkLyipoL3XHYAoxtwvE0DEZXo6eQPNt3A5NwaAMMw6Q/GMPkR243IVnNhWE4eAEmoeDDMKbqanQTklfUXOja6hCequwCjEoxh5HMHLj6CMlqLgzPYQ4wmJlH2DCGabsafYTkFTUXBuBABhjJPKNnmNkkR3oHIXmSbwJwsAN0ytoxMKo5j+XWQ7KaCwNzgwGAIRmtwcBmGK21HpJX1FwYjIMaoHczjJhhZhN2NZoOycN/+sCWAx+gIyb9wQxmO67bDclqLkxiwtOTAKMyWoNJjD1aazckr6i5MDAHOECPxh4lA7+m6mo0GpIH/sSBGIoAQONM+oPZzHOMtxiS1VyYkMMcoGvKOExo1K5GiyF5Rc2FSawO9lHLLsAAlGiY0yTRrLmQrOYCXwoCQBcmGTcDrzm6Gs2F5BU1F6bikAdo35BjYiDZeDWhrZA83ucL3KQsADTF2jHA8Ed9QyFZzQVek91gAKB3RmvAa7jRWkMheUXNhWk5/AHaNNg4GEg2dlejlZA80mcKZKdEADzOpD/g18AVoImQrOYCK2OfngQYgNEasDLMaK2JkLyi5gIvpQCgJcOMfYGMRu1qPB+Sx/gcgQqUC4BHmPQHHBmyGjwcktVcIEBBAGiQ4gwEDNDVeL6T/EvNBVZWZWGAsgvQF4UXCBsvxD0ZktVcIIHSAfCg8UbDwH2DdTUa6iSrucAuxQHgKb2PdIGndF09HgvJXX9qwLMUEIAKrB0DxBupPjwTktVc4JJRbzAA0BGjNeCSfkdrTUy3VnOBUwoFQE39jm6BpwzT1XggJHf6SQGtUUwACjHpD0gzRq2oHZLVXCDZMKcnAfpitAYk63G09vB0azUXuETRACitxxEt0I4BuhpVQ3J3nw7QPoUFICOT/oD7eq8b9UKymgtkoXQAVKPkAln01dV4bLq1mgskWxWQvsouQLOUUyCXruNepZCs5gJFKTIA2XU9xgUe129X45lOspoL3KSMAOTV0fgV6FQvdaZGSO7lswAA4MO5SOC+TitJjZD89/f3++l0+kkBrVFYADJSVIHSeqkt717eKAAAAJT22OrWAAAA0BohGQAAABZCMgAAACyEZAAAAFgIyQAAALAQkgEAAGAhJAMAAMBCSAYAAICFkAwAAAALIRkAAAAWQjIAAAAs/l169Pv93v7Lv7+/tCfGPx0YWKA+fGyrxNFT1BMAozUgu9lGa++0d7n6m+M38n1iF58OUFNCYfl9iqoC8MtoDchuktGa6dbACHqpuQAAc+potJYnJJ/231c6+oCAaq5WBr0OgHhGa8B9k4zWqnaSr1ZnYGaRFaOvmgvQOKM1IN6oozXTrYEufYpydzUXAGAS/Y7WUkLy7gmD+POOPX5MQB2R9UGjAyDMaA0oZIbRWnon+e/vTwEFigoP8pQggDCjNaC0IUdrOadbh88WdH0uAWhNpzUX4FlGa0A1/Y7W/l19QrXquftC/X7QQBbJF7fcvK3f71Pe78Q7zAPUYbQGPGiA0drlJ2//5sg/Jv7D2r3fdI83oQbSHB3vaTV3tbXI+T+rhyVUbYCnGK0BpY09Wqu0unX8Gc3fP/X3DwsUemBg3+M94cB/v9/bkrI7mDt60e+DXdcHDM9oDUgz3mgtQ0jOOHDs/QpvoJCE4pDc0DCwA8ZjtAaUNtJo7VpIjnk3gcdEtstjnm4UCwNb1YqaNffSGwNokNEaUMHYo7WUTvL2he+/FRexAGG5aq5BGzADozWgvmFGa0WuSV79Vad/pJoLhKXV3PvbtHArMCqjNSCvkUZrF0JyoUD/+HkCYFSBE5PJpdPQEGiZ0RrQlzZHa9k6yUez0o8eELMRgEvCw7jImntazQA6ZbQGPK6L0drlkJy3Ml76ewxVYRJpt7kLPGt1d4Gb7wegcUZrQGljj9ZyXpO8+8fknXEOcMnuzfdOKUfAqIzWgNY0OFqLDclpN4b+/vPNirylRgO/tvUkreB+mXQNdMdoDWhZR6O1f7k2VJoRKhAvy8js7+9P5QGIp2YC8VoerV2bbn36lySn+UufkROTMLC0S1wqMPgDumC0BpQ2/GgtKiQ3NTRs5zsA2pS22ENThQ7gqqaKmNEaENb4aC3nwl0f2z/4fqFsqu4D8zDOA4ZktAYMo8Ro7UJIfmqweLqkBDCMOrN3jOSAURmtAaXNMFo7D8ntjCbVXCBG5E3qAYbRTmUzWgNiND5ayz/d+hVdH1c3j959zJ07SgPziCkRn0tZAjcYCFdkVQgYidEaUFlHo7WTkPz7JtIC/Z03qubCPHYXY0g+j7jd2uf/Xi0mj5/IBDhltAbUMc9o7V0uo0f+kbsXsSi4MIm8tx5JLly7V9e4xA5onNEaUMGEo7WUkBz58pfOBOy+nJoLJNjWk5jx33bYF/lcgKcYrQGdany0dhiSAQAAYDZFFu4CAACAHgnJAAAAsBCSAQAAYCEkAwAAwEJIBgAAgIWQDAAAAAshGQAAABZCMgAAACyEZAAAAFgIyQAAALAQkgEAAGAhJAMAAMBCSAYAAICFkAwAAAALIRkAAAAWQjIAAAAshGQAAABYCMkAAACwEJIBAABgISQDAADA4v8BC9eHEb5rSDkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "image/png": {
       "height": 50,
       "width": 50
      }
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/markdown": [
       "Figuur 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "\n",
    "Image(data='images/weather.png', width=50, height=50)\n",
    "display_markdown('Figuur 1', raw=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "caption": "Beslissingsboom",
    "label": "fig:weerboom",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "In [Figuur 1](fig1) zie je een voorbeeld van een in de literatuur wèl heel bekende beslissingsboom. Deze beslissingsboom is het resultaat van de toepassing van het **ID3 algoritme** op deze traininggegevens waarbij onderzocht of een persoon een bepaald spel (bv. Tennis) gaat spelen in funtie van de weeromstandigheden:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2Ic9tWHfr32WnPIPn9GcoS3Yuf2+JteNm2/ICK486uCykTcAdrskTyeG67j2Wqj9LxY5bjBfPNmIrrKBgvgaNlRZugsI3F/dbQb3JMJkkyyWdwWZm9FRSvS8xUfjGsL6RW7xprEHl/ouEd8eqcfOa5SUJ1IHGFu69VqlajX0qZGlPXNwvSazL0En2rTYT18WdtMlSYV+7QGvzrbtf65RL/IcYJamjOpV93wVLlcukgGnnmFgsRsMi5Kb56d4EcUxnysr0+QSjJw91nTr36giGXHR9rUaM/QqhPhIegNeXnvu/EM4Ky8BYhdA8eXsDrBo3IXn5h79T46bR4Hge5ggYVsEwSSzGcce62w9r++1plFGvpV7V1cf4IYFIJX61bT1UJvTcvl/u/g/rysxmfq3ON7/uYWED5VqwWbd8WNf3CIYYVP28ZgbdNNU2VZ+HpvvdNXSH2/D25m1cOELPw+/jYd1/xqH6C4p7+1PL7pI+vOs6a7kb1gPj6g2wdNyE2zppZ0N9Mqz71wbPreqHVf22ljVueDvg8qP/Bt3/duDzcEmoYIPu/2o8i22fIa475I43nUryYHvTavDhVJmz9aGaCTdCqozrukzacPrBmwkTJNfccFV9lqWnim2shrZUx7ABg/thZLUH4R2TNlnv3HRAhyRJ/TVVbJOtDF714sPWWdefCySTWazxdP45XMwXCtuSieewdNzcJVs40mPeYlBJzeU/UShTv+zgRfWW9cO6fnsOCaANfFxI74A/BoAs0S1g3a9UrfES03jKoHOphK28QiMtzbeEaYfjfRWbybYnrCruuQRXLVVsaAOx28QRBToMplPGPGJS2SaJJKmsr2SF55EolEmdfiAWi/GhU+DLm9SiPtGMmyTJbGqtkbHJfivov60116QgsjGwRqmmOKoD3gwzHdCZx0a1dXc5ZgxMOw0qq/JZLU5XxlSndD6qOCr1Id82KoAVGvMpdsrYWha71ZNF4Jq7rEoHSFAopzj92NqimXoPiSMKnPLR6wtrgDW3MITnYjUaJCfaovUWYIHx+IELC6+Oh4ybRVIc1f01FqYDOqkjUqzuh1X9FhVfgOCyWoGw9WpBdPdcH7TQ8VBwydbdejA2Omm72XmMKetmQ3HT4XxLw518oeKDZfjHJraeDNttdziP2y7cIxAzqtfVNX9by87T2m0/rrYq3Q+RDd16pNvOHtPIQPwvtE3N61sdSw32+2JscEP9/yZ5SH8G+rI+DK4NBPIF8tTb/vVvoZ/XjZu5vNT+dvk4WJS7Nf2wtN/uq9yKuOa83IX0IeEtVUHdM4kwpvqIfaoPJ7iQc3fB63tn4g63skIlvAaG7QVlMGxvZN/198aT+i0qRRjl4T5joWodqaLeYhWLEYvtU6HOcFPB0teGNWD8Wl1/YbNMOzQ64SRrDEciDuv5zvptM//7nyjwLbha6m5wRf+14P374iD5Nld4heeTKFBOnfIhsN9ykIw+Pvjd8Z31m7yjShCEt4m8o0oQBOH7R5SqIAhChIhSFQRBiBBRqoIgCBEiSlUQBCFCRKkKgiBEyK8Afvnll23XQxAE4VEYn7ddg7u4iKUqCIIQKaJUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgRIkpVEAQhQkSpCoIgRMgjlOqMbt7AyHeZRVmDWZe8YWDoo2lHWfgiNs3AvYzN3uzlsZt+27znFEwzmnxnLd4sD+1Pu7lelnSefDfSkbN5Am3Nd2fMuvnQd8BPe6heeIm++Bw4/lOn/RRI2zBbtlRndD8V6WVajByHfg2q6Q0N/FmXvJGGvoPjqKNPOvpJ4mmVo9uMoB5mCadfg0yL0XmOuJc2apHJtBg5Jcx1+e3mhie1N8ZD+9Ms4ZTW9KxZYtTKvEydo8Srd63PeS5OPHdOv8b8O6DTavS9/nlomZvkM3Cij/+i034Afs9rUKoByy7/ldvFs01jhRUUzNekudLCjZM7d3Ae+kCegf21SK/WJyj7ZqlPrVfk67YVyeyKi23XAbCvq9uugvDKiB+ekLFv5mPXPKgtXDHjZudg/WS9DX4H/JmwpfrDy9x6rVK1m2mqZGiNHJyzHexe6CRpW1mYzqhFhippbeaszbcUFVpQ5d1jTT0Jm+sq1A4WSzY5qEH12g64Nmpy8L431Zd5iCLfnfkuTLNJfu7KBCcSbwIJhhv8SUdNRk1su0nzv3fJ7xXp9YrsvZR7Hgy56LraTYN0FarpN+imbhOvLz0TfyGcZRh5/O68USG0jYe5IiR+yAkXXPlalVr12pfT2RXsqnHlG1m+HC8LGfj442Mj/fED8CeUYk0G0v/M6vDAz/p4BmuUqlJE1Erk4qjODVrtZgnnPMdN08DYK9JbzJc54XBZvqUoi3V0csFeSAhfDs+1qfWVUo/nzuj3R5RMm+beLSXHwXH6mMVPdHeVC9OzdzhzHM5z0M17oYURLZT1O+s2sVsjFWqoVblWATiu6eM4B1ynq/C/5Dh/qHv+UHpF9oIDO/R8ZnQ/ee1x6JtF9po2ZsnR7Xfmrp2gWdef8RxnAXfW/lrE1CEmFTk4w+vOXrEJZw5Ov0b1+s1oVQ5P4MLTqvYNdsaTZV+nzrp5mjtK1kctWxtYNl+LJn1teHFxFfZW7et5OG5d9OTJ/BalIP+kP6O//wWlQP8KCBp8n4E/Pv+2T46pejNQmj6O02fRKcDcfbRLHz88IUPPf4AvjHkQEPbZDezGYXaDTZW0YWAYaar0uL1Rl2RODnUbb7ilxY8meBNEyVSKWilcZQUqdtmx0xj5G37clDDpGLUXO1aehGZ2xQU77Hpt/rFFJmh5CHdZ158L7O5ksG9m88/hYnwF+5aIK62qPJobOCv54+RmdxcTuLnt0SvuYRgGe8Ue2DfMMCk5JUy7uTCxAxefMK4PNiP/QX4H/Cbw/S/Av+Ar0P/Q6T8DHZ3+W57F/Uo1EE/xmXF10VPCtqpXlua7h5tbeoC5G7Xk+W5+mIWwQMC18XQqcGdQLW1y75abxTS7iWF8gjNltSh0HPkMPr0GNzC+i5nxlazwPOK5EqanXC5OOHuLWnSR+C5m75YbbG44JL67oydim5sbX3JqgUVgtU6idwxdH9yZiHqmGQ4jvCQnhHcIABSADH4I4BmsUapKEdHT8ZTZFRe+z6PCKFqRzLpNqqvy2V8proyp6piKF4tV8QbuhD4jQFlk6ZASs5tpqhnPwlR1/7Flc23bXN1oSzu+ixlczFq6Qr7LTqZK04tbzLo0uzPs6yq1/vmCdWLTzHeZxZXbb7+0Gxg/5IQin7y62tfYc4tbeC52s8nOKKhYFDe39y4svGJMDmpVrpvX3O7GdUivynXzBhXjU1Z5db6DRe9mmV1xwV3D6+a2R2bnR0p95uswL8ZvgIvA95/03w5qp8AfgPHzbvGrdSfN0oiWvUdxz6CYqVHL+CEIpaSKpI0qkCGTgZ42+c1Sn1o1Hcq3fF3ZpNSvUU2nMaoAGVqjTSxUAfEc586uUuJeWq2Pcx6+W/zwBHuvyc7o3K/jqEV+T+fLtBiVmsrFoUdz16Fkxsmd97k19jCKADX6TpzdboZ02gi0Pc/OqMSOecsnw6BHhtboHOJg9tLsGbf0nxNXtZsYOs6wl0dtAwqk9XT5ubMWF3u6rpkWo3N/YKTTBnZrJHFVeFh/jnZoerJw4PDjDqT3DIpeGZkWo9KtDv/s0aSFXVT58ztvp5/NgxpptWyAirNm2LuAUUmdj+fO6d8a7KkBQK3vEI/bWq6L83J6f/Ov8E8AezT7Sk8YVchsQuZ+Qrn6oNz+H1CuvWepoj+j0720PzzvtjHXdd2of6RarSTXtIKwaRppqrX++r18gvAdYHe77OYCWwTtLt3d3JuMpb52jH807r/ohXH/3t3M5n/zR73Far64U6MvClX43pl1aV6Ek2zfQxbeCWvd/ycTz3Hu5DZStCC8WuI5SqYRcndrfef1bYwXNspG3H9BEIRN867cf0EQhPeKKFVBEIQIEaUqCIIQIaJUBUEQIkSUqiAIQoSIUhUEQYiQXwH8+te/3nY9BEEQvgvEUhUEQYgQUaqCIAgRIkpVEAQhQkSpCoIgRIgoVUEQhAgRpSoIghAholQFQRAi5BFKdUrnOEbsuMN0EzWZdjiOxYg1rOjLthrEYrGFo8H9d5rSOT6ms5EGbwCvnaue0bwfdNuthu5vi8bSfPqZP6ivvkOCcuP1TUiWFvtxfTnHb0aQNIG2HnemTDvHoe+An/ZQvfASffE5cPynTvuJ8Iv+NshmfqT6CVitUy43VXiqjDuEWCPJ5FuBBFM6xx/YP/a+ryJB4du3TdUqerx27p/SsgqUU+HT1tgiS52yWyblXa+vKQ/rVBqLBSYofBsyjg02XvVXyR250WmTJMcf4UswLbW+nEnb4uOLVDpCdL0/jMt8KySAbwzHMfYZ6u+QKHxjOG5Aed04ulvmRvviM/Bn/fm/6L8/LPzdIPdYqtqCicWIHbfuvGTQaqyy/IL5GjTus3CtBvuVZ7Ti0SQolOtwOX7uixNfJfV6ncpg0XKyGFNg3dgXhEUSRwWy1ng+dlNH9YUrpoyTR69Prn6HUqxBS/UFFCrco1Stxj4VsrQnLu6XJNZl6CT7VpuJ6+JO2mSpsK9doLX57t6Fxn6FbLvN4uPaHOqe1APCEHTr5u2IEYsp999zcxqWN2Go9PnEoicNdd2WQwZHRdpWI1SHaWcAR8lgwtpwi9fe4854kzV9+yz2o/d9fgRlYazDKTE2EeXaCIkjCnQY+FqVemXgG1DTASTVKPKNLN/AWhYy8PGNr430xw/An1CKNRlI/zOrwwM/6+MZrFGqFoMKUC9TSKA6Nxs4nSrjfiswbsSIfQi67jpftsDRsnwLTDsNKtQpF5LPasiDuDzlQyxGLLYPQxd37h9P6TQsNQm4w7nQpMrDuaJPFL4xrENlf8CR6zJpQ2cwJVV2Gdahrt2fxFGZ4eQbhQf5QpsiwVFB1U8xZcBRuE6JAl/aKx6M1eDDuIzrunyhw4s6Ea+RudzoIyjvC/1otU5JDV1cV8lFtv1l3u+Xpw344uIOl3kSr5UFWbLGWNkKXvU9nTrtHNNITnBdl0nb0gaWRes0xVAbXnQGYW/VGqhx6Lp3QlWR8FuUgvyT/oz+/heUAv0roBe4/jPwx+ff9smr/94MtM9QKaLFC1LJ+2Ms0w4fTy+pD8sv4z5k20zcCe1slmQyeELFTgt0OI7tr1Uiy+qaKraxGtpSHUNyqwpVkSiUSZ22lMUQsCYegjWoUD9Kzct5OQ/ilZLVHpl3TNqsshOSySzWeDr/HC7my5Yn26eRUFqVKWCN4UvZnxTGySQpYDy+5PL0A7FYjA+nl2CNmZJS8XursWB4AZ2PxAZHm1GmQX4H/Cbw/S/Av+Ar0P/Q6T8DHZ3+W57F/Uo1EE/xmTLoXCphW9UrS/MtlDLocAlU9pX1WAGo7G9mB8CcBIUvBTofwzFeqxEj9hG+LJsg7i3Sc5GmjHnAZPIipCi2LQYWWK3xY3Sq8AzUZKaVS6fAl7eoRRdJJEldjhljMeaIRDJJtjLAwmI8Ts4vqw8DE898QThGbHB0ZyK6TKXCYYSX5ITwDgGAApDBDwE8gzVKNcVRHbjU8ZTpgI7v86hBqhd6lAu/Ip/V4nRFTDVR+OY/BE+Z1YcBt3xDJAp8KXT4OI/xWAwqdYZrdwJMGa+UgASFcorTj63XYaZqEkcFrMYxg2TxUZ5AMpml0vC2EA3E/X8EVqNBchJULIrxeGN7W16AFEf1CoPGgHEyoUN6FQaNMSrGtyAzTOk0OkynAzrcNbzG40uyySLlIfN1mBfjN8BF4PtP+m8HtVPgD/Ds1Wt3LRO3ncUFXLJ1t57FJdt2J67rupO2m0WfI+tmg+fcoVtnRb6V6Dz14foqPYVhXdczWA+/bdn2v/vtDFzXq/uf/72dnbe13fbL86s7dOv3tnHDDO/Wa1jPuu2Ju/C86u4w8L0+9J9XVl3s90e9vrnn8tpZJjfBtDv96LqTuZwE8gWfS9u/XvX1G2FYV+3VXyft7J0xPayzIH8BPeAdf/3XgWsW5e5x8Jn1x+8D9/19IP0kkH6y5No/3FPumsN1XTfmuq77TL18B6sRY79SZ+iWSWHRiO1TeQkLdKtMsSxIpV6PpSq8PFanQ7IQ8HisDp1k4U3GUl87sf8W23YV7uD+vbuZf1NNFfUWq5gXK60z/K4VKmBp10h4v0w7NDrhJGs895CFd8Jm/vc/UeBbcLXUfaHV/W3g7W8dJMUaee8kCpRT4e1Xg+QD/9NI+G7YiPsvCIKwad6V+y8IgvBeEaUqCIIQIaJUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgR8iuAX375Zdv1EARB+C4QS1UQBCFCRKkKgiBEiChVQRCECBGlKgiCECGiVAVBECJElKogCEKEiFIVBEGIkEco1RndvIGR7zKLsgazLnnDwJgfebqR3gCwm4HyvaOJfX/l6OY3UJ+NY9MMtdOm2by/tSvLifqZvxHs5nJZWZW+2XpsQQ4D4ybfnTHr5kPfAT/toTKiy8xvsjGfA8d/6rSfCL/ob4Ns31K9uaVHhtbIwXEcHOecXDzie5glnH4NMi1GjoPjjGhlqqTvFYQ4ufMN1GeTzLrkjTT0vf484NpIU31SYSalfi3iCr4dzJKD4/SpUSUdmJTMksOo1aLvlDBfpB59tvIUzBKjVgZqfc5zceK5c/o15t8BnVajf57jQcPEK3OTfEa9MfUE9TI/gB+A3/MalGrA4sl/5XbxbHOV5RfM16S5xsKd3diAye6LKq44uVINerfcvORtXwD7a5FerU9pPtpNSs6IFjfv0tqMgp1Wi1o1zZOM/TdO/PCEjO3LjnmwqN5n3OwcvMjk8ih+B/yZsKX6w8vceq1StZtpqp4VebaD3QudJG1ry2/UIhOYzdfmW+DmtgdUSS+4FZvFppmuQi0gDMEQwbwdvtvluTlN25swVPp8YtGThrpuWyEDm+sq1A4WRTxOruRZEouhAT/v8nQBDin1a1TTK/olGMIKyYFBs6nk6nNjUX6a2F5IzTB8hb1EDrdK/JATLrjytSq16rXfD7Mr2FXytiwssixk4OPL3Eaa+gPwJ5RiTQbS/8zq8MDP+ngGa5SqGqDUSsr9jR9yErTazRLOeY6bpoGxV6S3mC9zwuGyfEvv0cdxHEatDL3i3uYsgl6RPcPA8NzjuTk3o9u0dQiiPxeaoNvluT7V9DUHjsOoBRdXM8ySQ78GNa204ocl+qPXGzKwm012dKhl1LLnIZBV6YLGLK3olxndT7eUHNV3fbPIXtP25YUDHMfhczksP/1albTxCc6U3FevbVbJ4XaJc3iiZB0A+wY7U+VaV8zTqbNunubOyJefpg3YfC2a9LXhxcVVuO/s63mYqrQJU/e3KAX5J/0Z/f0vKAX6V0DQ4PsM/PH5t31yTNWbgdL0ddxpAXP3ATEWUwmj7tH44QkZwL7Z0HDOtBg5I1qZDDu7wRM6doqKR66LP9b6d+No5o8t7Ka2UG544VDGY7C5rvqhlniuRK13wdVsVfr2avoaiefOaFHkU9Diml1xwQ6eOJk/tsgElOGi1+DJz+5OhkzrjFwc4rveNQ+Xw5ckrrSqmnxv4KxU05MA3OzuYqI8zl5xD8Mw2Cv2wL5hhknJKWHazQXDC7j4hHF9sBllGuR3wG8C3/8C/Au+Av0Pnf4z0NHpv+VZ3K9U7WWxuBlXFz2lpFb1ytJ8r4E4ubMTLj6FLQ67aaAMhycsCsxdpBk3PGQy2RQmBzXmAh/E7i6zPHfZySyLZ69Kf+/EyZ21oPiJr4sLDPNLdjEzvpJ9LM+Sw00R38Xs3XKDzQ2HxHd39MRhc3Pjt7Q2Xxx1cM5zxL3wxvWBDhH69Exze5b4CeEdAgAFIIMfAngGa5SqGqB4Fsvsiov5VBNXYRS90DPrNgOz6kI++yvFlTFVHVPR/v7s6oIeGU4ONzya4znOTi4CFofNdfW+FcwZNyslIE6uZFL89HXrZqqylMKLKrNunuvdHHFMDmqBlezZFRfmAebKdOEO8RxnLahWtVaNH3IStF7ta+yTwyVytE5+PB4ih9tAycd185rb3bgO6VW5bt6AHqu7OxmqTW/intFtdpnNrrjgruF1c9sjs/MjpT6hXRUvwm+Ai8D3n/TfDmqnwB+A8fNu8at1J83SiJa9R3HPoJipUcv4IQg1eIukjSqQIZOBnjb5zVKfWjUdyrfclTH1AkAaQ19Q6zvRxyPtJkZa3WAvD6PzHPHcGSf5PYwiZFr/xkmmqtuiye/wz2ZR1ftTl//j5EJNDr08Oy2TovpCc1fHg8wDatxsW6dCPMf5CPJ7BoZOyrRGnGu5Nkt9aobX3zX6Tm5Nul7QAz51D+fbaN4Nsy557bZeMApvI7pt6ouU9Xqxp2SJTIvReZxZN4/qujw7o3MOrz7N5YcaVKtafmhhF1Uf53ful8PDLSlc86BGWi1FoOKsGfYuYFRS51WfGOwZRUCN43jcxuyl52kAvb/5V/gngD2afaUnjKqW0ajl6yeUqw/K7f8B5dp7lir6MzrdS/vD824bc13XjfpHqu2mQbpa0/v4bJpGmmqtH1gY+h6ZYdtgmu9M8QjCljD+0bj/ohfG/Xt3M5v/zR/1Fiu90l6lRv+7VqiAfcXN1s1UQRC2zWb+oyqe49wJBK1f6D9PtoK3r/B699VuoxIE4eXYiPsvCIKwad6V+y8IgvBeEaUqCIIQIaJUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgREnNd1912JQRBEB5NLLbtGtzFlS1VgiAIkSJKVRAEIUJEqQqCIESIKFVBEIQIEaUqCIIQIaJUBUEQIkSUqiAIQoQ8QqlO6RzHiB13mEZcCasRIxZTx3En6tIBqzEv3z8aWPdmnNI5PmYTVdosFo1QOy0ajftbu7KcDTzzt4Avl2FZWZW+2XpsSw59WTruTLEaL9Pmp2IBMX1YD0jfCO6DmbjtLC7Ztjt5eKZ7Gdb9MiftrAtZtx3lDfwbBeq+mba8CiZtNwtufeglDN06uPgJjyPUb++R5f03abfdJ/boE+uwoXFx353ruFl9YzU+6367h3X3qWIVCbDyqIPLQtoE3OGaPJEcruveY6kGLJ7j1p2XDAYtzPCsHczXoLHSwrUYVCBbOCIBJArfcN1vFBLPnSruI0GhXIfL8XNfnPjqsFqnXNaHlFNeSoqyO6HN+F1am1GQbLepV/Z5krH/HZBKqgGZKHxjWPfTrUFlSzW6nyRQBxpbuPdapWo19qmQpT1xcb8ksS5DJ9m32kxcF3fSJkuFfS11a/MFmY6xgNS4NVfOLyO4Fo39CtSPmOueYIhg3g7f7Zp2jnX9vAlDpc8nFj1pqOu256oNKlA/Si2kJyiUCyT0NY37JsIXcmvfDkeUh3Uq+yv6ZdrhOLZMDmI0Gkqu/u4fFuWngeWF1IJyv0QOt0nqqE5l3w/LpcplUii536+gzv3D36nwQKPB8TyEt0SedNuOO9bddgf7MBZNuKMMVFjt7h/jhwQiHa6rbetFt2e5yzysKzOb+bU630Ncbe2qvpj7j1/XsNsycdtZ775Dtz53ccJul2qrOjdpZ+du0bAeKG8ydIdb85VV369zyYZ1vz2Tdnbe96vSxf0fuu2g+zuXVc/9n7jtrO8SD+v+mAl+nn/X8qM+qz6ftLP6uofJ4YszHzvhOgTlPiQz7mp5Co3xYT3UV15ZwZDDWta44e2Ay4/+G3T/24HPwyWhgg26/6vxZuJ9hrjukPriBakkD/Xi5+5/MgVc0hlsyMzLtpm4E9rZLMlk8ESCwrdvFOhwHNtnnVNTH5ZZtANTxTZWQ1soY0huPHzxVCwGldS8folCmfplh8F0Vfr2avoaSRS+0OaUj0ETajqgQ5Kk/poqtslWBnPraNFr8OQnmcySbX+hkPDkHh4jhy9KqozrukzacPphtQXpjePVcqav0+0OkkxmscbT+eeoSABt4ONCegf8ZwZkiW4B636lai2LxU0ZdC6Vkiovqph1+RZIJMMKKpkkuu5ceVMKXwp0PoZjvFYjRuwjfFk2Qdxb5BEFOgymU8Y8fDKJnhRHdagM7oqH1VkW006SzKaWTAKr0t87CQpf2nD6kdZ41SVJUllfyT6WZ8nhBgiu9quY6lOMnvvlKVEokzr9QCwW40OnwJcIF1YK+m9rzTUpePIzW2SNUlUDFG+GmQ7ozGOjCZRRqRZ6pp1GYFZdyGe1OF0VU9XXXp62sIDpoMMlWQpHGx7NiQJfCp2AxWExqNQZfiusUYhTxiunsgSFcorTj62tm6nKUgovqkw7xwySBRKkOKr7sW+mAzqpI1Ir04U7JAp8aUOlMtbfjygErVdrgDW32IKskx+Ph8jhS1OhMR8nqg2pe2V8tTyNx8uVgdVokJy4uK6Lu4H2f4GQ5V8gbL1aEN091wctdDwUXLJ1tx6MjXrxUB1ryYbipsP5loY7+dbd45544JMJxlMXY73gZtv/HqqDd12v7n/+93bWjyu160vqO3TrryX2GHo2i/GpwLMJbo9Zmu6nPSjG9b0R6MfF9g/rgb4L9ncodrgQN9Xf6/WsLz/t4D3ul8OXfgrDdtsdtrNLZclrU7b2t8vHw6I8BcZhuN2TQP88oq0r4przchfSh4S3VAXHyCTCmOpGfqRarQzWGbplUlg0YvtU6kPcVaGC74IplgWp1OuxMQThrWB1OiQLAQvV6tBJFtZvr3xPP1KdKuotVrEYsdg+FeoMv2uFClgDxhKEFITHM+3Q6ISTrDFsOgq4KTbzv/+JAt9cHR9xXVz37or5d4O3r3CQfIF/WhCE75BEgXLqlA+BfapqDeBtIu+oEgThbfKe3H9BEIT3iihVQRCECBGlKgiCECGiVAVBECJElKogCEKEiFIVBEGIkF8B/PLLL9uuhyAIwqMwPm+7BndxEUtVEAQhUkSpCoIgRIgoVUEQhAgRpSoIghAholQFQRAiRJSqIAhChIhSFQRBiJBHKNUZ3byBke8yi+rusy55w8BYOPLdyO6wgE0zeK+mvaH7bJtgO5vY2DSf1FZdTpTP/A1hN4N9eH/6ZuuRZ2PDYv3d57KU786wmy/T5mfxOXD8p077KZC2YbZrqcZznDsOjuPgOCNaGYAapVw8+nvNuuSNNPS9+zn0Sb8ShTGj24yoHnfaecC1kab6pMJMSv1aFLV6k5glB8fpU6NKOjApmSWHUatF3ylhvkg9+mzrKdjNNHZrhOM4nPGJdDV0kldpl3wGTvTxX3TaD8DveQ1KNWDx5L9yu3i2GbQwgzNYMF+T5kMsXPsrxR7U+psRVPtrkV6tTylQuFnqU+sV+bptwZhdcRFRHe6206TkjGhx8womj7fJTqtFrZp+nQrkBTB3lZETz50TnGPt66dN1S/C74A/E7ZUf3iZW69VqnYzTZUMrZGDc7aD3QudJG23GDkOzqhFJjCbr823lBndZhUyLX7cyNRvc12F2sFi4SYHNahe28y6+dDk4H1vqi/zMEW+OwO7qT43m+Tn4YrgROJNIItuuK5NU3+3mzT/e5f8XpFer8jes93JVe2MkyvliK+p0+p0AQ4p9WtU0yv6JRjG0s9+Lj9NJSufG548ef3cxPZCap6cwVy2Xkt4yjyoUU37ITmzpIweu2mQrqLONT6vHw+ePHnjpmvfbfedUGAE4Y4fgD+hFGsykP5nVocHftbHM/jV6lNqgFIrobzxQ04yMNePZgnnXHXuXnVJvswJh8vyLWN2xUUPMq1DNuD4P4h47pz+rcH1gbaUc2f0d88wTZumcUvJcTjHpml8ojs6Z9Sy2bvYYeQ4xJnRzWuX25zRze/x1c7x401TuU65OHbT4NouYZo21/RxHGhqN/18BPlPcHae23j77WaTnZGDE1cDfy/fZXSe42ZF+raex6vDLDFq+f3iM6P7yZMPPR6auzglJU9pDnAcB4D/8382SKev6TsO/aZB2rBpjRxGJ3n2rm1K5i7dpkrLxW2axjV2yXyREMNKzBJOH4z0HkYxQ2t0Ti6uQiB9DK4PHEomzP73/zcwHsBufloiTyU1bopNTkYOTqmJcW1TMk3sr0XMvsO5qfqwuXPGs6OAv0UpS/Ct1J+Bv+Ar0B5Q0Oc+6+OvnnfbJ8dUvZk4TV/HnRYwdx88IGdXF/TIcHK43SFsHtSoXuupc3YDu3GY3WBTJW0YGEaaKj1ub9QlmRNvErjhFs/KjpM7V4IWz51znoNu3gjEonbZsdMY+Rt+dJxQOGLz2FxXTbQ3RzxXota74Gq2Kv0l6/b6iefOaFHkU9CEml1xwQ67+qv5Y4tM9Xpu0S56DV54a3cnQ6alFEd817smTu78nBwqLv5qnGuzhOM4jFpQ3FttQfrjYb08ee0OsruTwb6ZzT9Hxu+A3wS+/wX4F5Ty/CPwHzr9Z6Cj03/7vFver1TtZbG4GVfKtGS0SisszbcMryzPst0EvpsfZsFdNg+o6QHh6VRAtdPxF7iWNrl3y81imt3EMD7BmROIRSml65zBp6D7Ewmr2gl2d1lMe5edjC/896e/d+LkzlpQ/MTXxQWG+SW7mBlfyT4Wu2mgRGZ7i1NBgqv9Kqba4+LRs+398hTPlTCLexiGwd7FCWebWKz2OCG8QwCUtZrBt2CfwRqlqgYo3gyjXXRFnF2TuSKZdZuBWXUhn16AWs0Ntz0eZdk+BWVBhBcb7GaaaiiOa/Jjy+batrm60fWJ72IGF7OWrnjuspOp0vSm8FmXZneGfV2l1j9fmJVtmvkus3iO81ELe4kCjLqds26e690ccUwOaoGV7NkVF+YB5sp04Q7xHGctqFa1Vo0fchK0Xu1r7JNlYawZN/c+apvrao3+qwq7BORat8G8d7ZdLU83t8uVwTws5Tg4m2z/b4CLwHcvPNBB7RT4AzB+3i3WxFTBLI1o2XsU9wyKmRq1QGxUDd4iaaMKZMhkoGffMMNUq+rVdCjf1l2ZeI5zZ1cFz720Wh/nPKw64ocn2HtNdkbnOsWkNGqR39P5Mi1GpSZ7xR7Qo7nrUDLj5M773Bp7GEWAGn0nzm43QzptBNqeZ2dUYse85ZNh0EPFqIiD2UuzZ9w+f5tOPKditHt+OzOtEV4zzVKfmpHGqHr1zK1Jt2nquMWn7iHnm7QeXiMzvYgIXDCat1/F35v6ImW9XuzpZ59pMTqPM+vmdcgnz87onMOrT8q46OWhBtWqlh9a2EXVx/mdf+MkU9VjSpPf4Z/NopKhT10OX1rh7rQo8QnDUCM/KEu7O0q+7f/6f9H7h+B4WCFPdlP3yd5Cu0ec7UB6z6Do3TfTen5M/yeUqw/K7f8B5dp7lir6MzrdS/vDc24KMdd13ah/pFqtDNa0grBpGmmqtT7OywYQBUF4I9jdLru5gBK1u3R3c2sXq4x/NFaf3BLu37ub2fxv/qi3WM0Xd2r0RaEKgrCMWZfmRTjJvmGDayybZa37/2TiOc6d3P3XCYIgxHOUTIM9FTsDoNZ33mxMfyPuvyAIwqZ5V+6/IAjCe0WUqiAIQoSIUhUEQYgQUaqCIAgRIkpVEAQhQkSpCoIgREjMdV1325UQBEF4NLHYtmtwF1e2VAmCIESKKFVBEIQIEaUqCIIQIaJUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgR8gilOqVzHCN23GEaaRUsGrEYMX00rEgLX3qf484Uq9FgY7faFlZD9eOqZ+Sdj+m2Ww1iDYt539zJp5957Dvsq4cw769A3wTT7vTj+nKOO9GOnI0TaOtxZ8q0cxz6DvhpD9ULG+4LC4jpw3pA+kZwH8zEbWdxybbdycMzParMYR0Xsm47uhvMGdZxs7rgSTvrQt0dRn+b7TOsu4BbX9K4YTvrZle1e1hf8WyHbv177auHsKxfJm03+8hxMGln5/L3lpi0sy4BYRrWCX1XaY+Tj8j6AlYedXBZSJuAO1yTJ5LDdd17LNWAFXncuvOSQasRuztr38nXoLHSwh0zvgRSSRJAMpkFLhkv3igiUskEAInCN4b1zdzjNVCv16kMFudjizEFUlupkfBWSRwVyFrj+dhNHS0OnCnj5NGrk6skUAcaW7j3WqVqNfapkKU9cXG/JLEuQyfZt9pMXBd30iZLhX3tAq3NFyLFUR3QD208vgTqHG3gCaWO6lT2fbcjVS6TwndflBfcuOPqNCxvgjimM2Vl+nyC0ZOHuk6de3GOirStRuje084AjpLBBI5jsZVuq9fO4854kzV9+yz2o/d9fgRlYKzDKZsMc0VM4ogCHQa+VqVeGfgG1HQASTVgfSPLN7CWhQx8fONrE/1RBiqsdveP8UMCUQ7TNUrVYlAB6mUKCVTnZgOnU2XcbwXGjRixD6dcLubLFjhalm+BVHlCm1M+xGLsV+oM3fJmZr1UGXdY5/L0Q0jQE4UvtLP+NRP9xbNmK/sDjlyXSRs6g+nK9FTZZViHermAanaZ4eSb6rsXJ8FRQdVLMWXAUbguiQJf2isejNXgw7iM67p8oUNl09V97Vwq+ZwryqC8L/Sj1TolNXRxXSUP2faXeb9fnjbgi4s7XOZJvFYWZMkaY2UreNX3dOq0c0wjOcF1XSZtSxtYFq3TFENteNEZhJWXNQDdV+UNmboTYJ+7SrODUrouMAQ+RHjPJ6/+ezPQPkNcd8gdb1q79PeUQuf4A6coi3fSttjfpHWXKuuHDqcfvPskvIl2KfXhciW/LD1VbGM1tKU6huRWFKoiUSiTOm2pWTpgTTwEa1Chrt2FRKF899m+N7LaI/OOSZtVdkIymcUaT+efw8V82dIk+zwSSqsyBawxfCn7k8I4mSSF8jKVwRLjw+ml9j5TlN0yKauxYHgBnY/EBkcbU6bzugNt4ONCegcVIgBIAVmiW8C6X6kG4ik+UwadSyVsq3plab7FYgZ0LiFbONLWXYEslwELKzqCq/3K2tzAfeau0pQxD5lUNkmKYttiYIHVGj9GpwrPQE1mWrl0Cnx5i1p0kUSS1OWYMRZjjkgkk2QrAywsxuPk/LL6MDDxfCuQ8HaPDI7uTESXqVQ4jLBBCvpva801KXwl+1zWKFUd77zU8RStABXaurscMwamnUbARVzIZ7U4XRVTTahZ7lLPgtNBB7VutQlBrNCYm8BTxtay++jJInDNXValAyQolFOcfmxt10z1anNUwGocM0gWHxVSSSazVBreFqKBuP+PwGo0SE6CikWh1gveKimO6hUGjQHjZEKH9CoMGmNUjG9BZpjSaXSYTgd0uGt4jceXZJNFykPm6zCb5guE5LhA2Hq1IDoj6J7ND2rLE7hk6249uKVq0nazetsCZN1saLvVcL6l4U6+u/srAuWwsW0nw3bbHbazy++jtyFB1q3X1TV/W8vO09rt+jzfqnR/l8nQrUe67ewxjbxbn2Fdb1EL9XPdHQa+14f+81L9Enju9bo6t2yP1vdOoD/n8htMu9OP3nY9wvmCz6XtX/+mtlgN66FtiJN29s6YVlsig/IX0APe8dd/HbhmUe4eyYptTfP+XUgfLmypCuqdSYRbqjbyI9VWI7joZNGI7VOpD3E3HUB5FUyxLEiltm+pCi+P1emQLPgWKlaHTrLwJmOpr5739CPVqaLeYhWLEYvtU6HO8F0oVMDSLpLw/ph2aHTCSdZ47iEL74TN/O9/osC34GrpprZJvSa8f+kbJMUqea8kCpRT4e1Xg2RhywuWwksj76gSBOFt8p7cf0EQhPeKKFVBEIQIEaUqCIIQIaJUBUEQIkSUqiAIQoSIUhUEQYiQXwH88ssv266HIAjCozA+b7sGd3ERS1UQBCFSRKkKgiBEiChVQRCECBGlKgiCECGiVAVBECJElKogCEKEiFIVBEGIkEco1RndvIGR7zKLtAo2TcPAMAwMI0832sKX3iffnWE3m9ibutXWCfZpExubZvMprdXlRP7M3wZ2M9iH96dvth6bHBsrb6zbqcbMrJsPfQf8tIfKiC4zv8nGfA4c/6nTfgqkbZgtW6ozuvk01UyLkePQr/Uo7m1GUO1mGrs1wnEczvhEurqBm7wGZl3yRhr6Do7j4DgHXBtpntZck1K/FnEF3w5mycFx+tSokg5MSmbJYdRq0XdKmC9Sjz5beQpmiVErA7U+57k48dw5/Rrz74BOq9E/zxF/TJmb5DNwoo//otN+AH7Pa1CqAYsn/5XbxbPzGXtx1g7ma9JcZeHOrrjoQebkkDhgHtSAKtcbmv7N3aAgbOYe28b+WqRX61Oaj3aTkjOixc27tDajYKfVolZN8yRj/40TPzwhY/uyo8ZokBk3OwcvMrk8it8BfyZsqf7wMrdeq1TtZpoqGVojB+dsB7sXOknaVhamM2qRCczma/OtY3eHDGDfRD/8zYMa1bTvdpglZWV47kvTJuSa+OneBKHcr1Xp8wlGTx7qupd22Wyuq1A7WBTxOLmSZ0kshgb8vMvTBTik1K9RTa/ol1mXvLHs+Rs0m0qmPjcW5aaJ7YXUPPmDkMttvAYtHj/khAuufK1KrXrt98PsCnaVvC0LiywLGfj4MreRpv4A/AmlWJOB9D+zOjzwsz6ewRqlqgYotRK5OKpzg1a7WcI5z3HTNDD2ivQW82VOOFyWL4g+17u4UoJ4dcFD9e+jMUs4/Rq94l5I2cVzZ8y9kYBr4lmz1fQ1B47DqAUXV7OV6WbJoV+DmlZe8cMS/dE5uQf5RC+H3WyyM1KhgVHLJq2VwKp0QWOWVvTLjO6nW0qO6ru+WWSvaftywgGO4/C5HJabfq1K2vgEZw6jVobqta3KatrKGHH6YeW1NeIcnigZB8C+wc743qSnU2fdPM2dkS8/ykrha9Gkrw0v9DifY1/Pw1SlTZi6v0UpyD/pz+jvf0Ep0L+CkML5DPzx+bd9ckzVm4HS9HXcaQFz9wExlji58z61XpE9w2DvAjL4bnrkmCX90KG45ynWuDfRLqXWXx43W5Zu/tjCbmpL5QY21YynY3NdNef1iudK1HoXXM1WpW+vpq+ReO6MFkU+BS2u2RUX7LCrv5o/tsgElOGi1+DJze5OhkzrjFwc4nMBjJM7PyeHiou/lrB/XGlVNfnewFmppicBuNndxQRubnvaYDHYK/bAvmGGSckpYdrNBcMLuPiEcX2wGWUa5HfAbwLf/wL8C74C/Q+d/jPQ0em/5Vncr1TtZbG4GVcXPci0GK3qlaX5lmHOZ3nn7ORBOZ5CcLVfWRE9f/aNirmrNOOGh0wqUWNyUGMu8EHs7jLLc5edjLlE+a9Kf+/EyZ21oPiJr4sLDPNLdjEzvpJ9LHbTQBmwW1qcWkZ8F7N3yw02NxwS393RE4fNzY3f0tp8cdTBOc8R98Ib1wc6ROjTM83tWeInhHcIABRQFt1nNun+qwGKZ7HoRSWFtu56t9wAs24zMKsu5LO/Ulzp04e3ac2uLuhlWvy4kdmrSnNuYcy4sZdZxHqyCFyzrM7L00HFLk2Kn75uzUxVllJ4UWXWzXO9myOOyUEtsJI9u+LCPMBcmS7cIZ7jrAXVqtaq8UNOgtarfY2tF17DrJMbD5vr6iNW0l8MJR/XzWtud+M6bFflunmDivEpy7va9CbuGd1ml9nsigvuGl43tz0yOz9S6hPaVfEi/Aa4CHz/Sf/toHYK/AEYP+8Wv1p30iyNaNl7FPcMipkatYwfglCDt0jaqAIZMhnoaZPfLPWpVdOhfMtdmTi5Uo1iusieUQRq9J0NCdROixKfMAzVgkxrxLl+1uZBjXTaoEqGWi1Dr7jH5/+R4R97QC/PTsukWOwBvZXpzV0dFzIPqHGzPSsvnuN8BPk9A0Mnhdpa6lMz0hhV8Pp7dbpNU+89+9Q9nG+jeTfMuuS123rBKLyN6LapL1LW68XeHkYR5b2dx5l183rbXp6d0TmHV5+UcdHLQw2qVS03tLCLqo/zO//GSaaqx5Qmv8M/m0U1fj51OdySwlVjBPoOqDhrhr0LGJXUedUnhh7HymqNx23MXnqeBtD7m3+FfwLYo9lXesKoahmNWr5+Qrn6oNz+H1CuvWepoj+j0720PzzvtjHXdd2of6TabhqkqzW9j8+maaSp1vo4Gw+gvAZm2DaY5jtTQILwwhj/aNx/0Qvj/r27mc3/5o96i5VhYBhpqtTovwuFCthX3EgwUhDeLZv5j6p4jnMnELR+of882Sre/sLr3Ve3jUoQhJdjI+6/IAjCpnlX7r8gCMJ7RZSqIAhChIhSFQRBiBBRqoIgCBEiSlUQBCFCRKkKgiBEyK8Afv3rX2+7HoIgCN8FYqkKgiBEiChVQRCECBGlKgiCECGiVAVBECJElKogCEKEiFIVBEGIEFGqgiAIEfIIpTqlcxwjdtxhuoGKTDvHxGLHdKaLaTF1NKynF241/HLmR4P7S5zSOQ7X6VXjtXPVM5r3g2671dD9atFYmk8/8wf11feH1VguK6vSN1uPLchhYNwcd6ah8XisKzNPe6he0GUeb7IxnwPHf+q0nwi/6G+DvApL1WrE+HB6GU6cdvh4ekl96OJO2mQr+09/EKky7rAO2TYT18V1J7SzFfbvFYQEhW/fKCSedtsXx2vn5SmtJaPdGltkqTN0y6S868spIEV5WF9SYILCtyHLzrwHUmUX1x1Sp8J+YFJPlV0m7bbfjxuvx5aeQarMpJ2F+pBvhQSJwjeGdebfAZ1WZ/itwIOGiVfmJvmMevfUCeplfqDeT/V7XoNS1RZMLEbsuHXnJYP+jL04awfzNWissXCtRoz9yt306aDDJVmSSSBxRCELl51BRFZygkK5Dpfj57448VVSr9epDBa1qsWYwosoge+NZLtNvbLPc5ylt0riqEDWGs/HXepoUb1PGSePXp9c/Q74M2FL9YeXufVapWo19qmQpT1xcb8ksS5DJ9m3tOU3aZMNzOZr891BXbdoKI3Hl0CKZAIgQTJFhErQorFfgXpAGIIhgnk7fLfLc3MaljdhqPT5xKInjWVhjBfnqEjbaiyEUgZwlAwmcLwmrOK197gz3mRN3whHlId1Kvsr3H2vL+/IQYxGQ8nV3/3Dovw0sObhlZivsJfI4VZJHFGgw8DXqtQrA78fpgPU4FweFlkWMvDxja+NNPUH4E8oxZoMpP+Z1eGBn/XxDNYoVYtBBaiXlfurrcU5qTLutwLjRozYh1MuF/NlCxwty7dAqvyC7vXlKR9iMWKxfRi62vUFmNJpWGoScIdzoQm6XZ7rU9kfcOS6TNrQGUxJldWEUC8r9ydxVGY42XbIIMFRQdVPMWXAUbhOiQJfVrlhVoMP4zKu6/KFDkscifdHqsykbS0JGU3pfBxTdl1c12WYOuVDw/LlhSNc1+X//q9h+RnWK+zHPsIXl0k7qz2L5XK4XRZkyRpjZSt4jpCnU6edYxrJCa7rqn7SsfrWaYqhNrxY9DStgRqHrst8KEbJb1EK8k/6M/r7X1AK9K+AXuD6z8Afn3/bJ8dUvRlon6GOOy2QSj4sxvKSZNtM3AntrA4rzNGxUzocx/bXKpH68G4cLVVsYzW0hTJGW9fbJVEokzptqUEZsCYegjWoUD9Kzct5rzHVRRKFL7Q55WPIBRjQITk3hFLFNtmAMvT60cOTn2QyS7b9hUICEvNn83A5fEkSSqsyBawxfCn74aVxMkkK5Vlenn4gFtPrI9aYKSnKbpmU1VgwvIDOR2KDo80o0yC/A34T+P4X4F/wFeh/6PSfgY5O/y3P4n6lGoin+EwZdC6VklrVK0vzPZxkMgtYjKfqfmMLyCZDVvzTSFD4UqDzMWxxWI0YynB4wqLA3EWaMua1TCYpim2LgQVWa/wYnSqsJEHhSxtOP9Iar7okSeoZcvosOdwUiSSpyzFjLMYckUgm9cRhMR4n55fVtdXpui7utwIJL7wxONIhQp/LVGp7lvgJ4R0CAAUggx8CeAZrlGqKozpwqeMp0wGd+VQTjnFOO43ArLqQz2qxuLD/EBJHBbJcMh4DjBlfQrZwFI3CShT4UugELA6LQeW+FUyt2JcXSKGc4vRj63WYqZrEUQGrccwgWXzUQkIymaWiLW+swauxmF4FiQJf2lCpjPX3IwpB69UaYC2V03Xy4/EQOdwGKY7qFQaNAeNkQof0KgwaY1SMb0FmmNJpdJhOB3S4a3iNx5dkk0XKQ0K7Kl6E3wAXge8/6b8d1E6BP8CzF27ctUzcdhYXcMnW3XoWl2zbnbiu607abhZ9jqybDZ5zh26dFflWMKyrctqTUKIuH5f6cH1V1xEsZ14Pv23Z9r/77Qxc16v7n/+9nZ23td32y/OrNXTr97Rx4wzv1mtY130ael51dxj4Xh/6zyurLvb7o15X557T/2+VQB9l2+EnO6zX3eGS6zz5mgTlZRL+Xq9n/efUDt7jfjncmnwN60pu5k3O3qnPsM6C/AX0gHf89V8HrlmUu8fBZ9Yfvw/c9/eB9JNA+smSa/9wT7lrDtd13Zjruu4z9fId1DYpbz+kRSO2T6U+DCwMfY9MsSxIpV6XjSEI3yux/xbbdhXu4P69u5nN/6mi3mKlV9or1Bl+1woVsLRrJAjCu2Yz/1GVKPDNDQStX+g/T7aCt69wkHw7/3klCMLG2Ij7LwiCsGnelfsvCILwXhGlKgiCECGiVAVBECJElKogCEKEiFIVBEGIEFGqgiAIEfIrgF9++WXb9RAEQfguEEtVEAQhQkSpCoIgRIgoVUEQhAgRpSoIghAholQFQRAiRJSqIAhChIhSFQRBiJBHKNUZ3byBke8y20BFZt08hpGnO3tY+uOxaRoGhmGQ786wm03s5xb52rCbGMaaZ+SdN3Tb7SZG02beN3fy6WdufId99QDsphHur3vSN1uPKMbAk+7+9sbN58DxnzrtJ8Iv+tsgr8JStZsGe8Xeg9Ofdo80dmuE4zic8Yl0NZJiXxdmCadfg16Rr0sk376xyVCj75QwvetLJmBS6teWFBgnd95n2Zn3gFlycJw+Naqkm3YofdRq+f248Xps7xmsHTd2k+Zr1LCfUW9MPUG9zA/gB+D3vAal6s9SRv4rt4tn5zP24qwdzNekucbCtZvGUgW3Kv05mLtxAOK5c5bqkO+EWq1G9XpR2m1uOHkRJfC9sdNqUaumX6cCeQFWjRv7+hVbJr8D/kzYUv3hZW69VqnazTRVMrRGDs7ZDnYvdJK03WLkODijFpnAbL423x3UdXeV3Kr0p2Ee1KimlQsDYJaUlaHCC4YaMNo9zndngXRvglDu16r0+QSjJ4/owhZP4OBHWnYzdO9Z9xoOd4MJ5A1Du/938dqZ795suLJvgUNK/RrV9ArX1+vLO8/foNlUMvW5sSg3Tex5eMXwFfY8RLP62bwkq8aNZ/RU0wb5xmclK80mecO7NmBYBcNNhkG+a99td7APjYjCHT8Af0Ip1mQg/c+sDg/8rI9n8KvVp2yuq0CtRC4OcMhJBub60SzhnGsXvbokX+aEw2X5FjBL5+ohPTD9yZglnD4Y6T2MYobW6JxcHOK5M1oXPWWFmyVGLZtP6Fn51iCdvqbvOIy6eT5dzcitSD8vOfQxuD7IoZpdoj8yMeNRNeAxxDk8Qdc3Dsy44oBcHJrzS3KctS7oLbofAHaTvdsSjnPOrJtnD5P+y1X+dWKWGLXy7OW7jM5zgRMzup9uKTkO5+jx0NzFKWk54QDHcQD4P/9nX276TYO0YdMaOYxO8uxd25TMXbpNlZaL2zSNa+ySuV3vYsW4Mefy7lAyYfa//7/sXewwchzigN38xM7IwYmrCUb1mxpfe8UmJyMHp9TEuLYpmSb21yJm3+HcVH3Y3DnTeucZ/BalLMG3Un8G/oKvQHtAQZ/7rI+/et5tnxxT9WbiNH0dd1rA3GUr+mQdZgnHcRi1oLjnzYRxdtdIba2/PG62LN38sYXd1JbKDexusQPiuRJm8aualGZXrG3kAvZ1ldqBOS/nO46UPIp47owWRT6FXIArLtjB8wHMH1tkqtdzY8DrRw9PbnZ3MmRaSnHE588mTu78nBxd8kaaV+NcLx03d8mcHOoxb3NdNefyH8+VqPUuuNL5vHYH2d3JYN/M5p8j43fAbwLf/wL8C0p5/hH4D53+M9DR6b993i3vV6r2zZJY6Iyrix5kWoxKKwbr0nzbI7hqqWJDPS6uIq5h/JATLriazbhh25OKyY8tm2sb7K+3j9Gpwkri5M5aUPzE12UWPkB8FzPjK9nHYjcNjE9wtsxQ2QLRjJtddjLmWiNDGQF7GIbB3sUJZ882U9dwQniHAChrNYNvwT6DNUrV5KAGeDPM7IqLuQ+vrbveLTfArNsMzKoL+eyvRLSA/0yqNOdT7Iwb2w/A++jJInDNXValA8TJlUyKn75u10z1anN4gt3Mc73z46NcyN2dDFVtcWNfvx6L6TUQz3HWgmpVa9X4ISdB69W+xp5bbEHWyY2HzXW1Rv8894q8vIeMm0VMDmqBHROzKy7MA0zg5na5MrCbTRUucBycTbb/N8BF4LsXHuigdgr8ARg/7xZrYqpglka07D2KewbFTI1aIDaq3JwiaaMKZMhkoGffMMNUW0Cq6VC+rQ/MnRYlPmEYqgWZ1ohzrWnMgxrptEGVDLVahl5xj8//I8M/9oBenp2WSbHYA3or05u7KraEeUCNm+3oVLuJka4CVeg7lMwcJfOCm8O4WgjYK6rnZ0B/tEPTq/tBH2+rxafuIee5M1oXe+wZRajV9JaiA7396h0R6LMLRpznAqvgt150WlmvF3t7GEWU93YeZ9bN6y7NszM65/DqkzIuenmoQbWq+54WdlH1fX7n3zjJVPWY0uR3+GezqMbPpy6HL61w14yb3Z0M6bSB/V//L3r/EB4HZqlPzUijmlKj7+TU4nYVYG+h3SPOdiC9Z1D07ptpMXpuW39Cufqg3P4fUK69Z6miP6PTvbQ/POemEHNd1436R6rVyqC3H9KmaaSp1vrvZFDOsG0wt7NCJQhvErvbZTcXUKJ2l+5ubu1ilfGPxktU7VG4f+9uZvO/+aPeYmUYGEaaKjX670KhAvYVN6/A9ReEN8OsS/MinGTfoHcPvT028x9V8Rznjo6POA7OC/3nyVbx9hde7z5/K4ggvCfiOUpmkb3APtXr3dcUV34cG3H/BUEQNs27cv8FQRDeK6JUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgRIkpVEAQhQn4F8Otf/3rb9RAEQfguEEtVEAQhQkSpCoIgRIgoVUEQhAgRpSoIghAholQFQRAiRJSqIAhChIhSFQRBiJBHKNUpneMYseMO0w1UZNo5JhY7phMo3GrEiMW8o4H17LtYNGKBMhvPL/FVYTVUu1Y9I++815dWQ/eB7pc7+fQzj6Tv3yDz/gr0TTDtTj+uL+e4s4mRs2n8MXPcmWI13oAsfA4c/6nTfiL8or8N8iosVasR48Pp5WIi+xWoD11cd0I7W2H/OUpw2uE4tg9DF9dVx5D9jU0Sj6wcnUYE9UiVcYd1uDyltaSrrLFFljpDt0zKu76cAlKUh/UlBSYofBuy7My7wOvPbJvJtwIJL23SJpttM7nTj6vLmbSzL1PniLEa+1jtCa7r8oWP7FdCJ3mVdsln1LunTlAv8wP1fqrf8xqUasCyO27decngaksymK9BY42FazVi4QflkSrjui5KVhMkU0Bl8ORZ0mqdclkfEpT9VHlIfYUCelGmAzoR1qFer1MZLBZoMabAmqEvCEtJJRMAJArfCM691mDZwH0l/A74M2FL9YeXufVapWo19qmQpT1xcb8ksS5DJ9m32kxcV83c+Jbk2nx3UNctNZQ8ph0aFSCbJPnAhi20hEEF6keLKiXFUR0qA0uHH/zJwfveUF84DrhAc3eu0eB47tYFJxJvAgmGG/xJR01GDSyrQeP/6XD84ZTLy1M+ROVmHxVpW41QKGXaGcBRMpig2rTC1PDaf9wZR1Gj75fFfgzIijqCIa2xDqfEXqeFt4TUUZ3Kvh+6SJWVde4ZQ5X9GMf/8Hfrx0MwTBKLcdyx7vbD2n57Ij8Af0Ip1mQg/c+sDg/8rI9nsEapKkVEvUwhASSOKAQ9mFQZ91uBcSNG7MMpl4v5sgWOluVbIFX+pspfU4+GLj9bOGLtpc/Am4XrQyU0icIXhsMJ5ZRF48OYsuviukNSpx/pJJU7d2kl+eK6fCtA59gLLUxoo6zfaacxd52G9QrKeLQYMMR1jxjsV+B/LfBt0Z18fms4KkBn4EnllAFH4X5OFPiyyiW1GnwYl7XL1+EV2yMvw+UpH4IDPijvC/1otU5J6RCTihx8mff75WkDvri4w2WexCtFh0AuTz+EFF2q7Orx4vLtv/7fC+MhgdVokJyofpi0LfaPO0x1GGRZP6zrtyfzW5SC/JP+jP7+F5QC/StQ72zXfAb++Mx78oyYqmfJ7DPEdZfE3VLJCBTglM7xvhrU2TZfnt3L60kdBYR9OoZkAqZjLCrsx2LEYvtUuGQ8Vpf4Sn7MmDZFHaoofFNhi0Thm1a4wRBHkqS1T+x4THEe3oieRKFM6rSlLITpABU/eRjWoDK36hOF8vuNqXpktUfmHZM2q+yEZDKLNZ7OP4eLiUBRbAMdipu04fTDagvSHw8Wg0oKHTVQMnTZwZvjl/XDun57Fr8DfhP4/hfgX/AV6H/o9J+Bjk7/Lc/ifqVqjZfEQqcMOpdK2FZphaX5HofV+IBav6oz9BYKnoTv5i/cIRwWSB1R13FbT6cCdwbV0iZfju/EnJW78xG+BMMbSum6X+DjRt3AFMW2xcACqzV+jE4VnoGazD4Qi8X40Cls3BDYNMHVfuXNXQY8oIeSJJn1lewyXrTfTgjvEAAoABn8EMAzWKNUlSLCm2GmAzq+z6MGqVYk004j4CIu5LNaLC7sPwi9+q9irs93i1PFNtnKfkiJWY19KlnPwlR1V4rIYjDWlnYiSSq4mLV0xTNJMluh4U3h0w6NzlRZfMPF8IZF47jDNKHcfmuDbmDiqIDVOGaQLD6q/5LJLBVvN4I1EPf/EQTdXjdgCIzHTxkEr4GAXDNlbPkLV6tJcVQP7NaZDuikjkixuh9W9Vvk/Aa4CHz/Sf/toHYK/AHuWkePxF3LxG1ncQGXbN2tZ3HJtt2J67rupO1m0efIutngOXfo1lmRbwXDuiqnPQl+Xzzq7nB9he8hUC9wqS8pbdJ2s4F6+Glee9ruZFifl+EXESxb1XPSzi7UP+u2J0O3Xa/r8rz7eHmf2b4l9RrW9T1Cz6vuDgPf60O/7ll1sf/c63V1bllffe8E+nMuv8G0O/245Jkvykvbvz7bXjciXgfDdtsdBtoUrLPX1mztbx80Htw1/bC03+6pG59Zf/w+UN7vA+kngfSTJdf+4Z5y1xyu67ox13XdZ+rlO6iVQW8/pEUjtk+lPly/l08QvgOsTodkIWBpWR06ycLbjKW+IE/pt9h/i71E1R6F+/fuZjb/p4p6i9V8cafOUBSq8L0z7dDohJOsMWoXjLCa76zfNvMfVYkC34KrpZFtFRKEV0yiQDkV3n41SG4wPvi98J3120bcf0EQhE3zrtx/QRCE94ooVUEQhAgRpSoIghAholQFQRAiRJSqIAhChIhSFQRBiJBfAfzyyy/brocgCMJ3gViqgiAIESJKVRAEIUJEqQqCIESIKFVBEIQIEaUqCIIQIaJUBUEQIkSUqiAIQoQ8QqnO6OYNjHyX2QYqMuvmMYw83UDhdtPAMPQRyX1tmkagzKb97BJfFXbzbn8F04wm31mLN4ovf+F+W5W+2XqEx8aLEJCdfHemx6j/HfDTHjo+dZn5TTbmc+D4T532E+EX/W2QV2Gp2k2DvWJvMZF0FWp9B2fUItMr8uk5D2LWJW+koe/gOOrok97YJPHIytFtRlAPs4TTr0Gmxeg8R9xLG7XIZFqMnBLmuvx2k+9tnnkOZsnBcfrUqJIOdIxZchi1WvTv68/I6tGn9gL3WXJjRq0M1Pqc5+LEc+f0a8y/AzqtRt+Tt4eWuUk+o96YeoJ6mR/AD8DveQ1KNWDZ5b9yu3g2aEmGZu1gvibNNRau3TRIV5ecMEs4jkMpIqm1vxbp1fqh8sxSn1qvyNdtK5LZFRfbrgNgXy97EMJOq0Wtmn6XE0788ISMfTMfu+bBonqfcbNz8CKTy6P4HfBnwpbqDy9z67VK1W6mqZKhNXJwznawe6GTpO0WI0dbkoHZfG2+O6jr+qumYruJsVfE7Dvz2fHx2FxXoXaw+OhNDmpQvbYDro2aHLzvTfWFfNDt8VyYZpP83JUJTiTeBBIMN/iTjpqMmth2k+Z/75LfK9LrFdl7Kfc80B6vrt7kVk1v2DV7kxxS6teoplc8nyX9OZefppKVzw1PnjyZaGJ7ITVPziAcrnkNWjx+yAkXXPlalVr12u+H2RXsqnG1LCyyLGTg44+PjTT1B+BPKMWaDKT/mdXhgZ/18QzWKFWliKiVyMVRnRu02s0SznmOm6aBsVekt5gvc8LhsnwLmKVz1upKs4Tj9CG9WSHzXJtaX7l08dwZ/f6IkmnT3Lul5ChX0Cx+orurXJievcOZ43Ceg27eCy2MaKGs31m3id0aqVBDrcq1DWBzTR/HOeA6XYX/Jcf5Q93zh9IrsheMHYeez4zuJ689Dn2zyF7Txiw5uv3Pmby+Y8wSo5ZN+o7Htbw/PXmqcoDjOHwu6+/paw60PKSNT3DmMGplqF7bqqymrYwRpx9WXlsjzuEJXHha1b7Bzniy7OvUWTdPc0fJ+qhlawPL5mvRpK8NLy6uwn1nX8/DcVF5pCF+i1KQf9Kf0d//glKgfwUEDb7PwB+ff9snx1S9GShNX8edFjB3HxZjeRDKomTDQmYe1LRwA7Mb2I3D7AabKmnDwDDSVOlxe6MuyZwc6jbecEuLH02AOLlzJSTx3LlWuMEQxy47dhojf8OPmxKmjPYgvGPUYj6vza64YIddr80/tsi8isH7+onnzmixENu/pz8XvSNv0t7dyZBpnZGLQ3zXuyZO7vycHCr+/1qCMXGlVZVHcwNnJX+c3OzuYgI3tz16xT0MQ6+P2DfMMCk5JUztbYYc1otPGNcHm5H/IL8DfhP4/hfgX/AV6H/o9J+Bjk7/Lc/ifqUaiKf4zLi66KnBu6pXluZ7KjNubCDjC+/j8N38MAthgYBr4+lU4I6SWtrk3i03i2l2E0NbI354Qyld5ww+bcrteQzxXcwn9+t7I07urAXFT3xdXGCYX/K8/rSbBkpktrQ4tYz4LmbvlhtsbjgkvrujJw6bmxu/pbXAIrBzniPuhTeuD8ITO9Azze1Z4ieEdwgAFIAMfgjgGaxRqto67Ol4yuyKi/lUE1dhFK1IZt1mYFZdyGd/ZXFh/yGEtljpe/uW4eNRFkR4scFupqlmPAtT1f3Hls21bXN1oy3t+C5mcDFr6Qr5LjuZKk3Pgpl1aXZn2NdVav3F8IZNM99lFlduv31H0W+Y+CEnQWvLvsZ+Rr++O+I5zlpQrWqt+uD+1IbBWmyuq49YSX8xTA5qVa6b19zuxnVIr8p18wYV41OWd3W+g0XvZpldccFdw+vmtkdm50dKfUK7Kl6E3wAXge8/6b8d1E6BPwDj593iV+tOmqURLXuP4p5BMVOjlvFDEEpJFUkbVSBDJgM9bfKbpT61ajqU77GuTDx3RutC3xug1sd5TqwvnuPc2VWBcS+t1sc5Dz/w+OEJ9l6TndG511JKoxb5PZ0v02JUauotYD2auw4lM07uvM+tsYehKkvfibPbzZBOG4G259kZldgxb/lkGPTI0BqdQxzMXpo94/Z523TsJoaOM+zlUduqAmk9XX7urMXFnq5rpsXo3B8Y6bSB3RpJXBXUApR2Wy8YhbcR3Tb1RfGl/Tnr5nXIJ8/O6JzDq0/KuOjloQbVqpYfWthF9XzyO//GSaaqx5Qmv8M/m0UlQ5+6HG5J4ZoHNdJq2QAVZ82wdwGjkjqv+sRgTw0Aan2HeNzWcl2cl9P7m3+FfwLYo9lXesKoQmYTMvcTytUH5fb/gHLtPUsV/Rmd7qX94Xm3jbmu60b9I9VqJbmmFYRN00hTrfVxNh5AEQThvWD8o3H/RS+M+/fuZpRqcIZX1F5so7QgCO+D16pU17r/Tyae49zJbaRoQRCE18yr+DdVQRCE7wVRqoIgCBEiSlUQBCFCRKkKgiBEiChVQRCECBGlKgiCECGiVAVBECIk5rquu+1KCIIgPJpYbNs1uIvriqUqCIIQJaJUBUEQIkSUqiAIQoSIUhUEQYgQUaqCIAgRIkpVEAQhQkSpCoIgRMgjlOqUznGM2HGH6QYqMu0cE4sd01lSuNWIrTz3IKwGsVhs4Whg3V8rOsfPuO9L47Vz1TOa94Nuu9Ug1rAAi8bSfPqZP6ivvkOCcuP1TUiWFvtxfTnHb0aQgmjZ0PW3Gq9bFiwgpg/rAekbwX0wE7edxSXbdicPz/QghnVcwIWs214sfNJ2s6vOPe4mgbpvri1bZ1h3Abc+XHKqnXWz1N0lpxb6J3TCra/K8x5Y1i+Ttpt9pOxM2lk3+ywB3g7DOvN6T9pZl6AsDOtL5ezFgJVHHaVTgmkTcIdr8kRyuK57j6Xqz1Kx49adlwwqC3KZ5RfM16CxxsK1GjH2K6vuP6Xz8ZTLB04QDydBoVyHy/FzX5z4KqnX61QGi/OxxZgCqa3USHjLpJIJABKFbwzrfro1WDlwt04SqAONLdx7rVK1GvtUyNKeuLhfkliXoZPsW20mros7aZOlwr52gdbmu4O6LviwPKadj5xe1mm3s49v2VosGvsVqB/5Sibo1s3b4YcdVHgiRsPyJgyVPp9Y9KSxLozxYhwVaVuNUB2mnQEcJYMJHAfauojX3uPOeJM1ffss9qP3fX4EZWGswykx1kULXhOpozqVfT90kSqXSeEbQ5X9GMf/8HdKVhoNjudhjoBhFQyTxGIcd6y7/bC2355GGaiw2t0/xg8JRDpcV9vWQ2VCz+375S6z77p71+p8j3S1VTlBF1+Vk21PtNsRgfuPX9ew2zJx21mv/KC7O3TrgfuqOqpzQXduWA+UNxm6w216edolC7ubE7fd9p6N775N2ln/+Qbd3GF9nn7H5XtvLMjN/AjIc7Afg7Jw13XWshTo3zfBvA/CYzDY1kk7G+qTYd2/NnhuVT+s6re1rHHD2wGXH/036P63A5+HS0IFG3T/V+NZMvsMcd0hdwzNVJLEUwtHW7vZNl8KzyllgWybiTuhnc2STAZPJCh8+0aBDsexfdY5NfVh+Y4LnSq2sRraUh1DMsIqP5VEoUzqtKVm6ekAkg93/K1BhfpRal7OEififZHVHpl3TNqs8p2SySzWeDr/HC7mC1GK84uRKuO6LpM2nH5YbUFmC0d6zFsMKqn5OEgUytQvOwx0vmX9sK7fnkMCaAMfF9I7qBABQArIEt0C1v1K1RovMY2nDDqXStjKKwbr0nwPxWJQAS5P+RCL8eH0Erhc+0AfToLClwKdj+EYr9WIEfsIX5ZNEPcWeUSBDoPplDHPm0yiI0WxbTGwwGqNH6NThWegJrMPxGIxPnQK0RoFWyC42q9iqpd0Bo8dhEmS2dRaY2OT/VbQf1trrknhK9nnskappjiqA94MMx3QmcdGE2qQ6oWeaacRsO4W8lktTh+90pSiHLAMJu0sKvb6LZqZPlHgS6HDx7mGthhU6gy/FdYoxCnjlVNZgkI5xenH1uswUzWJowJW45hBsvioBapkMkul4W0hGqy13IUwVqNBcqJlNyBP43H0y60vQ4XGfJyoMZC6V8ZTHNX9NRamAzoptX6xqh9W9VtUfIGQHBcIW68WRHfP9UELHQ8Fl2zdrQdjo/OtTirWkg3FTYfzLQ138q3gbkw1UIvnxlSDcbHFWC+42fa/++0MXNer+5//vZ3140ptvzw/NDZ069veojW8W695bCv0vOruMPC9PvSfl4plBZ57vb4QW39HLJObUIx1sR89WV2IvQafS9u//i1ssRq22+4w0KZgnb22Zmt/u3w8BPvJdcPyudAPS/vtvsqtiGvOy11IHxLeUpUN3G8SYUz1EftUH05wQefugtf3ysQdbnWFSngNDNs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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "\n",
    "weergegevens = pd.read_csv('datasets/weather_nominal.csv')\n",
    "weergegevens.index = ['dag {}'.format(i) for i in range(1, len(weergegevens) + 1)]\n",
    "\n",
    "display_table(weergegevens, 'Tabel 1: observaties van het spelgedrag')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We kunnen deze beslissingsboom ook vinden m.b.v. een Python library en dan ziet deze er zo uit:\n",
    "\n",
    "```python\n",
    "import graphviz\n",
    "from id3.export import DotTree\n",
    "from id3 import Id3Estimator, export_graphviz\n",
    "\n",
    "attributen = weather_nominal.drop(columns=['Play'])\n",
    "target = weather_nominal.Play\n",
    "X = attributen.to_numpy().tolist()\n",
    "y = target.to_numpy().tolist()\n",
    "\n",
    "model = Id3Estimator()\n",
    "model.fit(X, y)\n",
    "\n",
    "model_tree = DotTree()\n",
    "export_graphviz(model.tree_, model_tree, feature_names=attributen.columns)\n",
    "graphviz.Source(model_tree.dot_tree)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2b1822f88b0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "# NO CODE\n",
    "display_weather_nominal_tree()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Het doel van deze beslissingsboom is om te bepalen of een persoon zal gaan sporten (kolom $Play$) op basis van weerkenmerken (kolommen $Outlook$, $Temperature$, $Humidity$ en $Wind$) van de dag. We willen dus kunnen voorspellen wat de waarde van het **targetattribuut** 'Play' (met waarden 'Yes' of 'No') zal zijn op basis van de overige **attributen**\n",
    "($Outlook$, $Temperature$, $Humidity$ en $Wind$) van een dag. Het ID3 algoritme leert de **verborgen kennis** in deze tabel en bouwt er een model van. Dat model kan dan gebruikt worden om te bepalen of iemand zal gaan sporten op een toekomstige dag (15, 16, ...) door **enkel** gebruik te maken van de *overige eigenschappen* van die dagen.\n",
    "\n",
    "Merk op dat alle eigenschappen in *dit* voorbeeld een **nominaal** of **ordinaal** meetniveau hebben, maar in het algemene geval hoeft dit niet zo te zijn. Merk ook op dat alle instanties in Tabel 1 **gelabelde instanties** zijn, namelijk het Play-kenmerk is door een 'leraar' toegevoegd aan deze training-dataset, zodat een 'leerling' (hier het ID3 algoritme) het verband tussen de overige kenmerken en het labelkenmerk kan leren (i.e., supervised learning)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Het ID3 algoritme\n",
    "\n",
    "Je vraagt nu waarschijnlijk af hoe je zo'n beslissingsboom kan opstellen? De pseudo-code hieronder geeft een aantal stappen om dit probleem op te lossen en sommige van die stappen vergen op hun beurt weer een aantal onderliggende stappen (zoals de verwijzing naar *Information Gain* en *Entropie* in stappen 1 en Stap 2d waarover zo dadelijk meer):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "caption": "ID3 Algoritme",
    "label": "fig:algo",
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "caption": "ID3 Algoritme",
      "image/png": {
       "unconfined": true
      },
      "label": "fig:algo"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display(Image(filename='./images/id3_algo.png', unconfined=True, ),\n",
    "        metadata=dict(caption=\"ID3 Algoritme\", label=\"fig:algo\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Bovenstaand algoritme is bekend onder de naam **Iterative Dichotomiser 3 (ID3)** en op regel 10 kan je duidelijk zien dat het hier gaat om een **recursief algoritme**, want het roept zichzelf op. Je roept dit algoritme aan met een tabel van gegevens $S$ en een lege boomdatastructuur. In de stappen van het algoritme maken we op **regels 2 en 9** gebruik van een aantal hulpfuncties, genaamd **information gain (IG) en entropie** **(E)**. Deze twee belangrijke hulpfuncties worden in latere paragraaf toegelicht. Zij vormen het hart van het eigenlijk algoritme en moeten dus grondig bestudeerd worden.\n",
    "\n",
    "Het ID3 algoritme werkt alleen voor gegevens van meetniveau's die **nominaal** of **ordinaal** zijn. Als je toch gegevens hebt op een hoger niveau zoals interval of ratio dan zal je eerst klassen moeten aanmaken of de verbeterde versie van het ID3-algoritme, genaamd **C4.5**, moeten gebruiken, waarover later meer. Een andere term voor het aanmaken van klassen is **discretiseren**; in softwarepakketten kom je vaak deze laatste benaming tegen. In Python kan je discretiseren m.b.v. de `pd.cut` - functie. Eens al je eigenschappen gediscretiseerd zijn kan je weer gebruik maken van het ID3 algoritme om een beslissingsboom op te stellen.\n",
    "\n",
    "**Voorbeeld**\n",
    "\n",
    "1.  **selecteer** eigenschap 'Outlook'\n",
    "\n",
    "2.  **maak een knooppunt** met naam 'Outlook' en teken drie benoemde pijlen die vertrekken van uit het knooppunt: een pijl met 'Overcast', met 'Rainy' en met 'Sunny' ernaast ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n",
       " -->\r\n",
       "<!-- Title: ID3_Tree Pages: 1 -->\r\n",
       "<svg width=\"254pt\" height=\"133pt\"\r\n",
       " viewBox=\"0.00 0.00 254.00 133.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 129)\">\r\n",
       "<title>ID3_Tree</title>\r\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-129 250,-129 250,4 -4,4\"/>\r\n",
       "<!-- 0 -->\r\n",
       "<g id=\"node1\" class=\"node\"><title>0</title>\r\n",
       "<polygon fill=\"lightgrey\" stroke=\"black\" points=\"154,-125 92,-125 92,-89 154,-89 154,-125\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"123\" y=\"-103.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Outlook</text>\r\n",
       "</g>\r\n",
       "<!-- 1 -->\r\n",
       "<g id=\"node2\" class=\"node\"><title>1</title>\r\n",
       "<polygon fill=\"lightgrey\" stroke=\"black\" points=\"70,-38 0,-38 0,-0 70,-0 70,-38\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"35\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Kindtabel</text>\r\n",
       "<text text-anchor=\"middle\" x=\"35\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Overcast</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;1 -->\r\n",
       "<g id=\"edge1\" class=\"edge\"><title>0&#45;&gt;1</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M91.8765,-89.4479C83.5798,-84.2003 74.989,-77.9363 68,-71 60.9637,-64.0168 54.6454,-55.2858 49.4665,-47.0319\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"52.4339,-45.1741 44.314,-38.3683 46.4175,-48.7522 52.4339,-45.1741\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"93.5\" y=\"-59.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Overcast</text>\r\n",
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      "text/plain": [
       "<graphviz.files.Source at 0x2b1822f38b0>"
      ]
     },
     "execution_count": 11,
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     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NO CODE\n",
    "graphviz.Source.from_file('images/weather_1.dot')"
   ]
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    "collapsed": false,
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     "name": "#%% md\n"
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   "source": [
    "3. Door de 'pijlen te volgen' bekomen we drie **deelverzamelingen (kindtabellen)** van de oorspronkelijke verzameling van gegevens:\n",
    "\n",
    "    a. Kindtabel Overcast met daarin dag 3, dag 7, dag 12, dag 13\n",
    "    b. Kindtabel Rainy met daarin dag 4, dag 5, dag 6, dag 10, dag 14\n",
    "    c. Kindtabel Sunny met daarin dag 1, dag 2, dag 8, dag 9, dag 11\n",
    "\n",
    "4.  we **herhalen** stappen 1 en 2 voor alle deelverzamelingen (a) t.e.m. (c).\n",
    "\n",
    "5.  we **stoppen** het algoritme voor deelverzameling 2 want deze hebben allen dezelfde uitkomst 'Yes'\n",
    "\n",
    "In het bovenstaande algoritme hebben we wel nog verzwegen **hoe** we de beste eigenschap konden selecteren. Er zijn verschillende manieren waarop de 'beste' eigenschap geselecteerd kan worden. We bekijken in de volgende paragraaf één van de meeste bekende technieken die gebaseerd is op de begrippen **entropie** en **information gain**."
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   "cell_type": "markdown",
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    "pycharm": {
     "name": "#%% md\n"
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   "source": [
    "## Entropie en information gain\n",
    "\n",
    "Zoals aangehaald in de vorige paragraaf zijn entropie en information gain twee belangrijke hulpfuncties die het ID3 algoritme zijn kracht geven. Omdat information gain op zijn beurt gebaseerd is op entropie lichten we eerst toe wat Entropie is.\n",
    "\n",
    "### Entropie\n",
    "\n",
    "De entropie van een tabel van gegevens $S$ is een\n",
    "**maat voor de zuiverheid** van de gegevens in de tabel, gemeten met een bepaalde eigenschap uit die tabel in gedachten. Als je het ID3 algoritme van hierboven nog eens herleest, zal je merken dat de **stop-conditie** op regel 9 gebaseerd is op entropie: je stopt met het uitbreiden van de beslissingsboom wanneer *'allen dezelfde uitkomst hebben'*, m.a.w. je gaat verder wanneer een subtabel nog niet helemaal zuiver is. Entropie is niets anders dan een **functie** (zowel wiskundig als programmatorisch) die ons, op basis van een wiskundige formule, een getal zal teruggeven dat een maat is voor de zuiverheid van de gegevens in $S$.\n",
    "\n",
    "**Definitie:**\n",
    "\n",
    "$$E(S)=\\sum_{v\\in A}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$$\n",
    "\n",
    "Deze wiskundige formule ziet er nogal indrukwekkend uit, maar in feite is ze veel eenvoudiger dan ze laat uitschijnen. We bekijken de verschillende onderdelen en passen ze toe op ons weer-voorbeeld. Eerst moeten we begrijpen waarvoor elk symbool staat:\n",
    "\n",
    "- $E$ staat voor\n",
    "*entropie*. Dit is een getal tussen 0 en 1 dat aangeeft hoe zuiver de verzameling $S$ van gegevens is, 0 komt overeen met een helemaal zuivere verzameling en 1 met een maximaal onzuivere verzameling.\n",
    "\n",
    "- $A$ staat voor\n",
    "*attribuut* of eigenschap. Dit is het attribuut waarvan we de zuiverheid willen berekenen, bijvoorbeeld $A=Play$ of $A=Outlook$\n",
    "\n",
    "- $v$ staat voor\n",
    "*value*. Het is in feite een variabele die alle waarden van $A$ kan aannemen. In het geval van $A=Play$ kan $v$ de waarden 'Yes' en 'No' aannemen.\n",
    "\n",
    "- $S$ is de verzameling (van het Engelse *set*) van gegevens. Dit is niets anders dan een tabel van gegevens. Het algoritme begint steeds met de oorspronkelijke set van gegevens (zie Tabel 1)\n",
    "\n",
    "- $|S_{A=v}|$ is het aantal (de $|~|-operator$) instanties van de verzameling S (=rijen van Tabel 1) die de waarde $v$ hebben voor attribuut $A$.\n",
    "\n",
    "- $|S|$ is het totaal aantal instanties (het totaal aantal rijen in de tabel)\n",
    "\n",
    "Nu we een beter idee hebben wat de entropieformule inhoudt kunnen we deze nu concreet toepassen voor de berekening van de entropie van de gegevens S waarbij we 'Play' als het target attribuut beschouwen.\n",
    "\n",
    "$$E(S) =\\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$$\n",
    "$$=-\\frac{9}{14}\\cdot log_{2}\\frac{9}{14}-\\frac{5}{14}\\cdot log_{2}\\frac{5}{14}\\nonumber$$\n",
    "$$=0.940\\nonumber$$\n",
    "\n",
    "De waarde die we vinden ligt dicht tegen één, maar wat betekent dit nu?\n",
    "\n",
    "Dit betekent dat de het attribute $Play$ zeer **onzuiver** is, of nog dat de wanorde groot is. Het kon allemaal nog een tikkeltje wanordelijker geweest zijn, mochten er evenveel dagen zijn waarop er gesport wordt als dat er dagen zijn dat er niet gesport wordt, want dan zou de entropie van 'Play' zelfs precies 1 geweest zijn (reken dit eens na).\n",
    "\n",
    "De entropiecurve in Figuur 4 toont hoe de entropie van een binaire variabele (een binaire variabele is een toevalsveranderlijke die slechts twee waarden kan aannemen) zoals 'Play' toeneemt tot één wanneer de kans op de beide waarden 0.5 wordt.\n",
    "\n",
    "In het geval van het 'Play'-attribuut is de kans op $P(Play=Yes)=\\frac{9}{14}=0.64$ en er is dus een iets hogere kans op 'Yes' dan op 'No'. Dit wordt dan ook gereflecteerd in de berekende waarde van $E(S)$ die net iets lager is dan één."
   ]
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    "pycharm": {
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    "tags": [
     "remove-input"
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   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "p = np.linspace(0.001, 0.999, 100)\n",
    "q = 1 - p\n",
    "y = -p * np.log2(p) - q * np.log2(q)\n",
    "\n",
    "_ = ax.plot(p, y, label='entropy')\n",
    "_ = ax.set_title('Entropiefunctie')\n",
    "_ = ax.set_xlabel('Kans op Play=Yes')\n",
    "_ = ax.set_ylim((0, 1.1))\n",
    "_ = ax.axvline(x=0.5, color='red', linestyle='--', label='maximum onzuiver\\nbij kans 50%')\n",
    "_ = ax.set_ylabel('Entropie')\n",
    "_ = ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We moeten nu op één of andere manier de informatie die deze entropie-berekening ons geeft kunnen gebruiken om via een aantal belissingen te komen tot steeds 'zuiverwordende' subtabellen van Tabel 1 totdat deze subtabellen helemaal zuiver zijn en enkel nog maar óf 'No' óf 'Yes' hebben staan bij hun 'Play'-attribuut (je kan dit zelf al testen door de beslissingsboom uit Figuur 1 toepassen op de weergegevens en dan zal je zien dat je na een aantal belissingen inderdaad overblijft met zuivere subtabellen). Hoe we dat aanpakken, bekijken we in de volgende paragraaf met het begrip **information gain**.\n",
    "\n",
    "### Information Gain\n",
    "\n",
    "Met de **information gain (IG)** zullen voor elk attribuut kunnen quantificeren wat de winst zal zijn qua *'zuiverheidstoename'* als we de gegevens zouden splitsen op basis van de waarden van dat attribuut. Hoe hoger de information gain voor een bepaald attribuut des te beter. We geven eerst de formele definitie van information gain van een attribuut A.\n",
    "\n",
    "**Definitie:**\n",
    "\n",
    "$$IG(A)=E(S_{ouder})-\\sum_{v\\in A}\\frac{\\left|S_{kind,v}\\right|}{\\left|S_{ouder}\\right|}\\cdot E(S_{kind,v})$$\n",
    "\n",
    "Deze formule ziet er wederom een beetje indrukwekkend uit, maar ook hier geldt weer dat het eigenlijk allemaal niet zo moeilijk is. Deze formule heeft een **intuitieve betekenis** die het makkelijker maakt om ze te begrijpen: de information gain is gelijk aan de onzuiverheid $E(S_{ouder})$ van de originele tabel $S_{ouder}$ verminderd met\n",
    "het **gewogen gemiddelde** van de onzuiverheden $E(S_{kind,v})$ van de ontstane kindtabellen $S_{kind,v}$. Het gewogen gemiddelde ontstaat doordat je het aantal rijen $|S_{kind,v}|$ van elke kindtabel afweegt t.o.v. van het totaal aantal rijen $|S_{ouder}|$ in de oudertabel.\n",
    "\n",
    "In de volgende paragraaf zullen we dit **helemaal wiskundig uitspitten**, en zal bovenstaande formule duidelijker worden, maar om de berekeningswijze van information gain en het nut ervan goed te begrijpen is het belangrijk dat je nu goed begrijpt wat het ID3 algoritme inhoudt. We willen een tabel $S$ met gegevens gebruiken om een beslissingsboom op te stellen.\n",
    "Omdat het een recursief algoritme is, zullen we bij **elke recursieve oproep** te maken hebben met een oudertabel $S_{ouder}$ en een aantal kindtabellen $S_{kind,v}$ (bekijk het ID3-Algoritme nog eens op pagina ).\n",
    "\n",
    "De *eerste* oudertabel is de uiteraard de originele tabel $S$ met gegevens zoals bijvoorbeeld die uit Tabel 1. Voor elk attribuut $A$ waarvoor je de information gain gaat berekenen zullen kindtabellen ontstaan:  één kindtabel per waarde $v$ die het attribuut $A$ kan aannemen. *Pas* wanneer **alle information gains** berekend zijn, kan de splitsing van de tabel gebeuren op basis van het attribuut met de grootste information gain. Na al die berekeningen hebben enkel nog maar 'stap 1' uit het ID3-algoritme uitgevoerd!\n",
    "\n",
    "De kindtabellen $S_{kind,v}$ die dan ontstaan zullen op hun beurt gaan dienen als oudertabel (regel 10) en het algoritme stopt pas als alle kindtabellen zuiver zijn. Met andere woorden zolang er nog één kindtabel niet zuiver is, wordt het een oudertabel en gaat het splitsen door (regel 9 en 10)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# ID3 toegepast\n",
    "We beschikken nu over alle **puzzelstukjes** om het ID3-algoritme te gaan toepassen op de tabel met de weergegevens (Tabel 1). Zoals je zal merken vergt dit heel veel berekeningen, die wel gelukkig door onze (voorlopige) trouwe slaaf, de computer, kunnen laten oplossen, maar het is belangrijk dat je ook goed begrijpt hoe dit allemaal in zijn werk gaat.\n",
    "\n",
    "De stappen die we hieronder beschrijven zijn de stappen uit het ID3-algoritme. We gaan ervan uit dat we een lege boomstructuur hebben zonder 'root node'.\n",
    "\n",
    "We beginnen bij stap 1.\n",
    "\n",
    "## Stap 1\n",
    "\n",
    "We moeten in deze stap bepalen welke node we bovenaan in de de boomstructuur zullen plaatsen. Daarom berekenen we de information gains voor attributen Outlook, Temperature, Humidity en Wind.\n",
    "\n",
    "### Outlook\n",
    "\n",
    "Op basis van de weergegevens kan je voor het attribuut 'Outlook' drie kindtabellen construeren: één voor elke waarde die het attribuut 'Outlook' kan aannemen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Uew92kg75e0Ce86orPNt4EcuyKMYBosTiQKkX/GqeihFTF6Q4bgT2tbEfhkmP5nt0oYTNsmzevHF7aQA54LX96dWCOmlylmtDpY9lWSQouXfSPMsR71tYlkW/Au3cmQp9Vp63+nrVEq6bGBDRBFly7NhhVzRLMRsFTKqhEKF0k4knNHPKTXthqJqe4z3lroVFLRr6uKBzIwHhTrFUTVT7d3K0264xEtZCjaUT8nvTVws2oFNmyt7eAcvmjcde/oE/6nlTrTqpDbdD5aRG9H6fcVg5bs8ghhLVsyX7TVQKIIT321BfzCqvetxIWZCy5l6+X8g/blgp7WLbx6rzXMetlSpQIQUbC8d1OoGFlEK/YpGyQxdXaKb7pdqyZnnKCYH6/W0EeK4+LmzuezEf33HDStn3d6H9gmWtNZ5W36r4jaFPuKzsbmw1Uq459eZZMm889qL6N989blgpx+Bc+5aMw9JxW8EjIX9f/17R22LIn1r4PZB0gLVGyL8c7YXtNMmOLcaN1ML+FLHYunVNaKYPlB+bavA9G31+s5YSJXttYVl9KqUDZwWMxVhs+ZxlbfErj2YpxnPUtYfKFpMKFR012Fu/4uwzeyXiMd32aJZipU2z9y78pa2xajw9RGPE2yNG9u/eWugX32Oiacm8eUCFhO7epNfEmfxx8o0UpZ45P+7BOKwct5dRBErgiboWZ2cRaAZ0vTUEtc1o5FNs9igBlf41/vq35Dy/qqo75NoAFfrXWQKXU8/TSZULSm0gTxtPVJThbFdPn0QslnIEVnghcfINk4NQiFDoAPrF92IG/gQ0b6KxOKmV3tVmx60PHKzYHyO46bpSUKOJLCmYry5mz5UL1Z6dOZoAJnWliD7nTWhWV+RQzSoHyjWlMd6cAZq5umMIoxFtvzytXiTmx/hVtKwcIJ6nYVZJj96unsYTFUoHdp50Qq8Zn3sWwguZNDkbFeee7NwRm4zebV56rXmzQDSRBft5CmD2TLKJ6PJxWDZuAREHKjheaByv19oDEkFd7NEUis5/Alal4s2F9itOTimV8uZN7Tyq33ne6v1yVAG/YjJuWI2+k6P11u/OEVXUMamy9ff2sZWGs39puZN7HDdSwb5Wtn4nPfk+z2toC7lp95h7c4EbGPt3y3rjOR/LVMMaW24bs88be+ykUfGzwTfKynljl/+9VV4yD7x2t2oc/MbtkbYtyWP2XXX0F/ZVlhxXWVLXc3KoT3sP9Qk3IuWawA8ebn1k+v23P1GEzTBuWA3PzR9bjYZYw6M8Z9yCEsEgN+tFD6VWEM1SrEA7t0MoFGIn1ybV+L4k1/qRmNAcvd1wX9gsZj2nHqzYTHqoF6uFVXykcdvY3/LHi94no9cfWk3td+zOkITk5yWeb2AeuN6lFHNYi480bvKdUoIgvD/kO6UEQRA+NiKogiAIASGCKgiCEBAiqIIgCAEhgioIghAQIqiCIAgB8SuAX375ZdvtEARBWJtfb7sBSxAPVRAEISBEUAVBEAJCBFUQBCEgRFAFQRACQgRVEAQhIERQBUEQAkIEVRAEISCeJqiDGuFwmNog2EZMW6eEw2G1nbaYBlv9wjVqDKYtaq1NXGWbTGmdhlfcH2f/aWuqP5/Smjpj8+A8fb9PP9xYrYMzXs7YeMsWx3F1PTUCnjYbxt3XGgMG1MLuz4CrbD1N2PxYpIGQ/rlOedBs30Md1NjPdyh3Z8yGdZKdPPvBKzbneYPubMZsdsjtfv6dGfc6RMhcDqkn4aLmsyhNb7gnSbI+5DIT0cdfkolAJPONetKnSqPA0HfHZ8AZz3J3RsGwy2Z0y6pscRyX19Ol/GrtDgq73UnqwwIGBoVhneT8M6DLyvWhHp9169wc18AYaOP9auhroKF/bpJHBdXtPdZuH+zkNLy4YvucV1vu2U7vBkCS3T0gsqdu1OAueC81ucseYBvBWvf/PWKUKXPFzcIATm9g92Q7TRLeKwaH5Q73d/pj5IiTxfX1DnaPlq4mW6MB5IDJYwcGzGpBnbY4z3eg3GU2m3HIhXsnrfM8RnfGbKZW7U7+XIU+K8/zEjk6IYm+adM7BkDy5IhAb1HkiBPy7NuhRiRDIRNhHrKctph6whGnfGAvDLWB53hPuWthUYuGPi5oT3stdvlSMMj/cF97wI/7PY7cJbUw4fCyUNUO5WrcbLax757FcVSfXZvbBnQKZVNprU1gHJa5uLX7EOHoBK5cq/XgDo4ieOaA41j5pQkc5k7XBsYjhhLVsyX7TVQKIARUA7zuSkGd3lzRIUn9i3bwD93Ougp/CntqII8vFs+D8qHfeQtEMlx2y1wchwnv52EekgaJHb5dcOwxcoNCt+w6xg5HdHjTyVPjG7NZl/LFLYNl5ZEMl8M6yWQdNVQGh90us/XioOAxDnV7NYM7dr9422IUloVeU1qnNXaHKj1yn+9stq3vgItjr0i6bd0zjtMWtUGd4UynryjTndvABce3h8xmQ+o+EcSbxWNLU27ugasbLYAD7jgiwoDa/j2F2YzZrIuhHatpq8agPtQO1wW3HkWdcnN/osbqMhOsA6XJor4w008wqzjfI23iTQ+8hBfkUPXqs3/FyXDmk2vTYfyj1dQIH1+oHOqsi5Hf35BnpxYAJYLHzjX2dlmaJUzW+eYn7n7lkQwFI88P7aGy1aSCwZf6YP7gbe5FrMP0hitO9PEGXz5tDtWhrKMwe+su8w8iexide+7s3721uMT1PWFwaIvh9AYOv3FiLwhT2DuK6MhSOyvhYy50xBnJXHKZgdapdxGCAbXTc/iyGSF1UwRKKNG0MfF+M3GRVxVUVw7FzeCWC6DcXZaQX3Leg2ougDKHtmdXBtzeVRB4nuprLzPoa+AKj7atp0AkU8C4umE6bXFLwCkUYQlqIbOFhW5h22YQCHu7SQZ3U6Y3sGdE2DM6XN1Mmd7cMTespPbM9VYw0CmOc/j2cBEyDG/qYJP0gYMV+2ME99XvKwVV5TeZ51CU+Gm0Zze4mwIDfrhCQ+95U1q15TnUvd0kYIcDA24vcD1ACo5B/ocjoHf3dPyuoReJ+TF+FS0rBzC+UB/UOL3bup4CBodGnvNzOHxKCiWyh9GxPe0pN1cS8q/NtMX5fcErKjB/NvBeiRydwNUPftzDHspx6Fz94AfaC/fYDDCoURsovXjgcE3vGGBwWPjGydX5itfNgiMOVHC80Dher7UHJIK6mGVZ1mw2W751y3aqwSqX1e/lrtrXLc/TEFYymfTsG9aTS89b3Nz1QNnqrmrPc7Zh3ap3u1bZ9xpDq57U5eWyOib5j9bf2ceW687+peV1azhz+r2sn5vdhg/bM6xbyXL34b2qD53Pybr1f+b3So/L/J4nrXI5aUHSqg+30adtbq7xnNuut2xxHIczt43Z53nvS73sZ4NvfVN9SNaH+rPqp8fOh3Uridf+3Bqgtt9b//2/OMd0F+3uCZsFvlvfdb3+wr7KkuMqS+p68mZZVsiyLCvwfzA9bXHqesA0bZ2iPq56X++DMBgwMIw34KEKr860ResuQ2Z+86e0WndkMmINQfPrcHjbTXiIZW3oxf5IhkIZOvl9wuEw+/kOyfq3jy+mTGm9iXBf2AaDH3nu3QUq6bit5ghbYGN/KWUUvE9Gg38V6i1hv8N6DkcygT4rxpc6A/crVmIOn47NhPyCIAgb5HOF/IIgCJ8QEVRBEISAEEEVBEEICBFUQRCEgBBBFQRBCAgRVEEQhID4FcCvf/3rbbdDEARhbUJft92Ch1iIhyoIghAYIqiCIAgBIYIqCIIQECKogiAIASGCKgiCEBAiqIIgCAEhgioIghAQTxNUs0ooFKJqPn7oU5g004RCIbUFXfmDa1QxJ02qzclGrvMWcI9nujlh0qzynO7a9WzolrxtJk3SrjF8tHzT7Xj1mzChmQ45cwaTasj9GXCVrdc8u84qG+vNT8BXvf2rLvvZVfbTpi6s2L6HalbZybWp9C2scYNU6SB4Q500OcvF6VsWlpWgt5Pb3A3dMmY1xE4zy9iysCyL75yxk3teb6PZ7zRSATfwvRDNcm1ZjBsp2rkzZ0GKZrm2+jQaY66z0Vdpx/et3IQo2es+FVI0xkXixCmOG6TmnwFdVmmMKa71taF2nRvktyjhBPid/vlXwAnwB71/gzwqqG5vp9p7sHO+Wi+u2J7zqss9W7NXAiok4kA0QTYF7WaPwNf+VIwYYBtBUF8b+6aYNKmWUjS+Z7GnejR7jdWPMxpts2HvmSyNBuTOmsHb5JsnTqLSdmxHz08PI4glXmFheSp/i9dDBSWsG2a1oE6anOXaUOljWRYJSu6dNM9yxPvKE+pXcFbyleetIkosDrRHjJ7XnyXVJsiSY8cONaJZitko85Al3WTiCUecctNeGKqm53hPuWthUYuGPu6Vw7RJr0k7leWBfceLcw9iMR0wP3dJuQCx7Hca5DhbMi5m1XEqPPc/XaWaDhFK/5F/WLCbdHMyT6Ep+wNvmJ1+VpomaOKJCqWebcdREllo9pyGmSOUvfmmQvzSBA5zm0tvYLH6DfAXlJiO8HqmX/FPCfzkKnsmKwV10mvSJkUjrx38hNtZj5K9tijG1EAelBbPg0rC7zwval+JnjbE3rra+ySiZK/HNFIlDjxCF6fYr7iOscMRHd60c1T5jmX1qZR6mMvKo1muxw1SqQZqqOIk+n2s9eKg12PS5GxUxLIsLKtPPLejBGBZuaBRtuE7LmaVamysxm7cwDxI05zYdmIS+25hXf8j/8ttN+MG5HYI9RLKhtpNehPArJOLKydk3PAK19aIJ7TtA0zojYB5BGkyIkEUk+rOiOLcfpRjNWlWMRtj7XDZc9xmQm+kU1PXTkQVKL8DOsBfu8qaqND/K0pw/4IS3D/o/X952SVfkEPVq89Ok+xY5Zq8pIjF1qgmXmTcSFE60KtYCld4HiRqAVAieOCIaizG0gxVqsF3vzyZX3k0SzGeo64XBt5gUmHSa+LclDj5RopSz1xaLrhRi2/pwOtpmb0S8Zi2hWiWYqXtCOFitGDbTTRGnAr9YhyIEbMNMF7EKsZVHjzX3nyX1iJOwhbDSQ8S38miF4CJDvcnI0y0sxI6oIRKE0Sz11xnoZn2OlxgUk2fQX5DQmrzG+DP+qfNn4E/oQT1z8C/oQT3T/pn9mWXXENQ2/75N7NHCaj0r/HPzS85z4do9lp7R9drJrefiOepvvYe5qtucMzDoy3paTSRJWV7O24mTZo+nY3G4qR8Vr1l5Z+eeJF+pcTBg4cJDrFYyhHYp6LD5l7Cz0HZHrFYCnM0YdKDWDxKLK4WjUlvxFwRU435g1DLstQ8NquEQmfwXaUE3cTjW/TAv7q236IE9yvKU22+rOqVghpNZEnB3Fsx3fG49uzM0QQwqbtWVO95E5rVFXG851UsFfJXisGvXGau7gjoaETbzwvWi8T8GL+KlpUDxPM0zCrp0Zb8U+0heR+gmFTPIBFX9wXXE2uzZ5JNRJeWCw+JF/tUSqX5vIsn3F7rhF4zTsLv5q+yG82k14S1n5i/HtFEFpp16iOIofrcbtapE1N2Ho0Rb9vRGSoNYiq9eOBwTUaYxEkUv5Ntnr1+nvhvcF6d+ln//hMq1P8dSlx/9j91LazH6Fcs1L/6syoV9Xulb+9ivi+VSnn2jRupped5GVuNlKuexvjRJj2ZccNq9PtWBfs6Fctpiuv6lYo6JlW2/t4+ttJw9i8tb1jj+aVSS/r5erjvi7ev3vviHmu/cqfMW8dnwRnHhf6PG1bFNXbu8Vb33mVrlf7C54rze6phNdzXcM21eX2dhpXy1L0N1Bxx7EX1p+I1rHk77fngtim1/Vfrf/w355j+C+yLr6ze/uAdR/7g2ucu/4rFCRa/159//0i9KzbLsqyQZVnWC/TYn0mT9E4O9Lt6k2Ya9XFZeuADYZqY8fgbzKAKwsch9D9D227CA6x/stR/7A+caJZiJcdBbodQThWlGuOPL6ZMaI4gK2oqCJ+Sjf2lVLzoJKgty3qdvyrZGvb7gzpZKQjCp2QzIb8gCMIGeash//b/ll8QBOGDIIIqCIIQECKogiAIASGCKgiCEBAiqIIgCAEhgioIghAQvwL45Zdftt0OQRCEd494qIIgCAEhgioIghAQIqiCIAgBIYIqCIIQECKogiAIASGCKgiCEBAiqIIgCAHxNEEd1AiHw9QGm2jKgFo4TPhB5cvKn8a0dUo4HCYcrjGYtqi1pi+q7+0xpXUaXnF/nP2nran+fEpr6ozNw6GvuY7/ZExbnIbDD/u/rHzT7djMpFvj8u9s3vyE8wV8/6rLfnaV/eRzToC8DQ912uI0fMzFuuXPqP88b9CdzZjNDrndz7Md89wkETKXQ+pJuKi1eGD20xvuSZKsD7nMRPTxl2QiEMl8o570qdIoMPTd8QmIZLiczRjWk3Ty58x1JJLhctalPh/Hzbfj27buwcp5M6XlZ2fb5rco4QT1pXsAfwWcAH/Q+zfIo4LqrFBharcPds5X68UV23NebYVnO21xup+ns275c0nusgeAQWFYxwiq3reGUabMFTcLlj69gd2T7TTpfXNCvQ758zcoHq/BsnkzveHqLXslf4vXQwUlrBtmtaBOW5znO1DuMpvNOPT4ilNa53mM7ozZbEa3jLOSrzzPh3KX2bDOg3V4WflTiRxxQp79cE2tsJEMhUyEeTrhtMV0HhLXGLjKB/bCUBt4jveUuxYWtWgEk6Z4Hrt8KRjkf7ivPeDH/R5H7pJamHD4FP8ITrc/XONms419F+xlvlEnz/mScFeNpc/9P61ROw0TPq3ydcFuTlvTeUpF2R+40zLL780rsmze2M5OJ89++CtVPW9qNXv+eB0qJ8Wk9z/ot3cMw0HMnd+gvhr6Z2CE1zP9in9K4CdX2TNZKajTmys6JKl/UeuScVh27Y2QuZxR2FNicnyxeB6UD/3OWyCS4bLg4y8uK38Wdjh8wbHnZhkUumXXMV3KdvmwTrKTp8Y3ZrMu5YtbBsvKIxkuh3WSyTpqqAwOu11mgbX/iRiHur2awR27X7xtMQp2XxeZ0jqtsTtUYd59PrAY4R2jbMPI7/vmmWu7Q2azGbNhncHxKa2pbScDdr/NmF0W+eq2m2Ed8vuEbw+VDXV0RDH4Qd5QTsiwDleLYcars2TeuOx9OPtK8bJLmQs4nDGbFTCmLc7vC2pMZva42fPrguPbQ2azIXU7kpq2qA3qDPUYJinTDWLu/A7oAH/tKmuiQv+vKMH9C0pw/6D3/+Vll3xBDlWvwvtXnAxnPrm2JLt7L2pbwKgFQIngsWMce7vLPeBknW9+eTK/8kiGgpHnh/ZQ2GpSweBLfTB/gDC4g6N1033TG6440ccbfPmsOdQHqMX34rjmyb8Pbi8w9vTgRjIUyh1HCJMn3nG37SayhzEXjT127SE2CswKBoNamP03s5AtmTcPKKP9J6Y3VziTX9nQxe1gftwDsYzsYXTuubN/D6rpvwH+rH/a/Bn4E0pQ/wz8G0pw/6R/Zl92yTUEtcP9nU/x4JYLoNxVDzbWPm8beJ5Oau/B7cEFhHFYVoazbT0FIpkCxtUN02mLW454hccnHx+jQLd8wfGDhwkOe7tJR2Cfik4d3R76OShbIKB5E9kzSK70rpQDcBwOEw4fQ7ew2enz1bX9FiW4X1GeavNlVa8U1MjRCUmYry6DW1dcrz27wd0UGPDDtaJ6z5vSqr34Of2LGeR/OIZwd09nnmx3H3TrZHvv7v0fiC0rBzC+UB/UOL3bup4CBodGnvNzOHzK0+jIHkbH9rSn3Fy9FU/pbWAUupQvLriyPx+6vdYpN1fG3FPzsMpuNNObK6gP2VamyI+15s0CkaMTcL0ZMbgdcHIUgemdvxh7UgSzzfb/b3BenfpZ//4TKtT/HUpcf/Y/dR1+tXJvJMNl957w8THhCyiXy2BLTiRDoZznOL9POA/JZBI62is1MnyrX9HJu87rbFdUT7qH3IbDHANQpjvLKK8tcsQJ++yH81AuqxzP6b/zd50/ArBfg/ogr3q9tHyX4WWGCBGOTuB+bxszYkrrdJ98BxjA8DKD8aUOqBBqULPz3B1OGVK416+jnbf4zydX6rxOjcNZgUK3TPg4zAVJymX92tDRskjk4zIfs/w93ZntNSlPrWY/rTMKdMthjsPKvsvdGRkG1PQbKp3aHrMC1PRDhv3aPeWLi7nd1I38fOy7XYPOsZpPig61/1hnoA6gdrhhsfFh+bzZw+gcsx/+v/xj8p/5o+7P8DJDJKLm//5+mDyoV/UiU1qnekwW+r03O8S4UFphU+6+sK8/o8J4UN7nH1BP+bP685Vr308o7/RfgN/zorcBQpZlWYH/g2n9FBD9rt60dYr6+Akm5WDAwDDegIcqCO+EaYvWXYaM804WrdYdmczyWRT+5/CrNO0pWP9kbejF/kiGQhk6+X3CYZVgT9a/fXwxZUrrTYT7gvB+GPzIc+8umN7AVqK8l7Oxv5QyCrN5TmQ2m73OX5VsDfsdu3M4ep+GIAjbwvhSZ3Dsegf1HU+jzYT8giAIG+RzhfyCIAifEBFUQRCEgBBBFQRBCAgRVEEQhIAQQRUEQQgIEVRBEISACFmWZW27EYIgCB8B8VAFQRACQgT1E2NWQ4Sq5sOyUJrmZEIzHWJh96NMmmlC6SYTXVe6OXnsjGddB7M6v45PI0iHQoTsbdlxghAwq//blPCpMKshDswGYytLFOD6HWaDJk3SOznifYvruCoyqyF20jC+1v0ShA0hHqoAKM/ywGy4RMflOU6apENVqlXH6/N4lGZVl6epj1TR/2umOShBO7cz91InzbTjNYbSeJzXkeNVerxaj7dZ5VFHdjSiTYVE3CmK5xuk2k16Ex54tpNmWnvpur/VqtNGu5NL+//Quzarz/C2hQ+DCKrApJlmJxenv9KDK2HGxliWRb8CpaoWpUmT9EGJSt/Csr4TM9sA/KfsNf0KpBpjrrNRMKvqGpal62iTqzvKU8qNKFoW1rgBuTMttiZV7W2qc0ocPBa+xxNUKHHgFuxolmvrmuwa7mnJjDG2LCzVSZfo+/U/SiKbotSz+2HSK3nFXPhciKB+dkoH7OTaaxyYIptQihRPVJzi0Yh2qkE+DhAlW6z4nk28iGUVsbUmFkt5a2/k1b5olmKlTbM3AbNHyeVtKk9zxGhlO+MULYtxA3I7S7zhVb3MJtSiEk/g7Yl//6OJLClzpETe7FGqJBA9/byIoH56KvTX8v7ixHw8vMlo3fhWhcd2yLwo4nG/ygEocWCH4Ds52piM1hDHaPYaS3vDVj9ObmeNdMHKdvj3n2iCLCqdYPZKVMQ9/dSIoH52tEcVL45pkONsXVdOE42tJyCT5hk5GiqctizGDa+Has5VcoJHo1POOWpbHbpPmumHbxbEE1SWCPFotI53voooiSw0e00J9wURVMEmSvZ7A3I7T3uoEk9Qaeeo2w9pqqU1TjKpL3io7WZP52R7NNs6vPbUbT/UWu1pRhNZVw7WPq9Kye1h2g+oMOmt09xHUNfMSbgviKAKLqJZvjdSlA6e8qQ6TrFfoXQQIhTaYZRtYPuesVhq/pQ/mi1SaefYCYUIhXok+hWwc49AJQtnOqyP920vNE5x3MA8sNME0BgXV4tWNMv1OEtzx51eiNO387fxonogtqPaEVvwlJ9FNEE2hYT7gvzpqSC8mEmT9M6IovWI2AsfHvFQBeElmFXtVYuYCuKhCoIgBMb/B1zRLcqW1FyBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display_child_tables(weergegevens, 'Outlook')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We moeten in deze stap bepalen welke node we bovenaan in de de boomstructuur zullen plaatsen. Daarom berekenen we de information gains voor attributen $Outlook$, $Temperature$, $Humidity$ en $Wind$.\n",
    "\n",
    "Om de information gain $IG(Outlook)$ van het attribuut $Outlook$ te kunnen bereken en moeten nu eerst voor elk van deze kindtabellen de entropie $E(S_{kind,v})$ berekenen met formule van de entropie. We berekenen dus de entropie-waarden voor alle kindtabellen als volgt:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "$E(S_{kind,Sunny})  =  \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Sunny})}   = -\\frac{2}{5}\\cdot log_{2}\\frac{2}{5}-\\frac{3}{5}\\cdot log_{2}\\frac{3}{5}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Sunny})}   = 0.971$\n",
    "\n",
    "$E(S_{kind,Overcast}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Overcast})} = -\\frac{4}{4}\\cdot log_{2}\\frac{4}{4}-\\frac{0}{4}\\cdot log_{2}\\frac{0}{4}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Overcast})} = 0$\n",
    "\n",
    "\n",
    "$E(S_{kind,Rainy}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Rainy}) }= -\\frac{3}{5}\\cdot log_{2}\\frac{3}{5}-\\frac{2}{5}\\cdot log_{2}\\frac{2}{5}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Rainy}) }= 0.971$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Eerder berekenden we al de entropie van de oudertabel $E(S_{ouder})$, die we ook nodig hebben voor de berekening van $IG(Outlook)$. Onze oudertabel is redelijk onzuiver ($E=0.940$) en na splitsing op het attribuut 'Outlook' bekomen we drie kindtabellen waarvan er twee nog erg onzuiver zijn, $E(S_{kind,Sunny})=E(S_{kind,Rainy})=0.971$, en ééntje die perfect zuiver is $E(S_{kind,Overcast})=0$.\n",
    "\n",
    "Door het **gewogen gemiddelde van deze entropies** te berekenen van de bekomen kindtabellen bekomen we dus één getal dat de kwaliteit van deze splitsing karateriseert in termen van zuiverheid.\n",
    "\n",
    "Wat is nu die 'zuiverheidsgraad-verbetering' die we zouden bekomen door de originele tabel op te splitsen in deze drie kindtabellen? Wel, dat hangt natuurlijk af van hoe groot elke kindtabel is. Je voelt intuitief aan dat elke kindtabel een **groter aandeel** zou moeten krijgen in de totale 'zuiverheidsgraad-verbetering' wanneer dit een grote deeltabel is dan wanneer het maar een klein tabelletje is van één rij. En de grootte van de kindtabel is natuurlijk relatief ten opzichte van de grootte $|S_{ouder}|$van de originele oudertabel $S_{ouder}$. Vandaar dat we formule in de formule van de information gain het aantal elementen van elke kindtabel $|S_{kind,v}|$ verhouden tot het aantal elementen in de ouder tabel $|S_{ouder}|$.\n",
    "\n",
    "$E_{gem\\_kindtabel} = \\frac{5}{14} \\cdot E(S_{kind,Sunny}) + \\frac{4}{14} \\cdot E(S_{kind,Overcast}) +  \\frac{5}{14} \\cdot E(S_{kind,Rainy})$\n",
    "\n",
    "\n",
    "Door het **verschil** te maken van de originele zuiverheid $E(S_{ouder})$ en de gewogen samengestelde zuiverheid $E_{gem\\_kindtabel}$ van de kindtabellen, bekomen we dus inderdaad een getal dat ons meedeelt hoeveel 'zuiverheidsverbetering' er zal plaats optreden als we zouden splitsen op dat attribuut.\n",
    "\n",
    "$IG(Outlook) =  \\text{zuiverheid oudertabel - gewogen zuiverheid van de kindtabellen}$\n",
    "\n",
    "$\\phantom{IG(Outlook)} =  E(S_{ouder})-\\sum_{v\\in\\{Sunny,Overcast,rain\\}}\\frac{\\left|S_{kind,v}\\right|}{\\left|S_{ouder}\\right|}\\cdot E(S_{kind,v})$\n",
    "\n",
    "$\\phantom{IG(Outlook)} =  E(S_{ouder})-\\frac{5}{14}\\cdot E(S_{kind,Sunny})-\\frac{4}{14}\\cdot E(S_{kind,Overcast})-\\frac{4}{14}\\cdot E(S_{kind,Rainy})$\n",
    "\n",
    "$\\phantom{IG(Outlook)} =  0.940-\\frac{5}{14}\\cdot0.971-\\frac{4}{14}\\cdot0-\\frac{5}{14}\\cdot0.971$\n",
    "\n",
    "$\\phantom{IG(Outlook)} =  0.246$\n",
    "\n",
    "We moeten al deze berekeningen nu herhalen voor de resterende attributen $Temperature$, $Humidity$ en $Wind$ en dat is behoorlijk wat werk waar met een Python library gelukkig wel een mouw kunnen aan aanpassen."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Temperature\n",
    "\n",
    "We creeëren eerst de kindtabellen voor het attribuut $Temperature$ door ze te groeperen naar de drie waarden $Hot$, $Mild$ en $Cool$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display_child_tables(weergegevens, 'Temperature')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Nu berekenen we de entropiewaarden voor deze kindtabellen. Deze zijn een maat voor hoe zuiver het attribuut $Temperature$ de originele gegevens kan krijgen.\n",
    "\n",
    "$E(S_{kind,hot}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,hot})} = -\\frac{2}{4}\\cdot log_{2}\\frac{2}{4}-\\frac{2}{4}\\cdot log_{2}\\frac{2}{4}$\n",
    "\n",
    "$\\phantom{E(S_{kind,hot})} = 1$\n",
    "\n",
    "$E(S_{kind,mild}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,mild})} = -\\frac{4}{6}\\cdot log_{2}\\frac{4}{6}-\\frac{2}{6}\\cdot log_{2}\\frac{2}{6}$\n",
    "\n",
    "$\\phantom{E(S_{kind,mild})} = 0.918$\n",
    "\n",
    "$E(S_{kind,cool}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,cool})} = -\\frac{3}{4}\\cdot log_{2}\\frac{3}{4}-\\frac{1}{4}\\cdot log_{2}\\frac{1}{4}$\n",
    "\n",
    "$\\phantom{E(S_{kind,cool})} = 0.811$\n",
    "\n",
    "Nu we de entropiewaarden van de kindtabellen kennen, kunnen we de information gain van $Temperature$, $IG(Temperature)$, gaan berekenen.\n",
    "\n",
    "Nu kunnen we ook de Information Gain voor $Temperature$ berekenen:\n",
    "\n",
    "$IG(Temperature) = E(S_{ouder})-\\sum_{v\\in\\{hot,,mild,cool\\}}\\frac{\\left|S_{kind,v}\\right|}{\\left|S_{ouder}\\right|}\\cdot E(S_{kind,v})$\n",
    "\n",
    "$\\phantom{IG(Temperature)} = E(S_{ouder})-\\frac{4}{14}\\cdot E(S_{kind,hot})-\\frac{6}{14}\\cdot E(S_{kind,mild})-\\frac{4}{14}\\cdot E(S_{kind,cool})$\n",
    "\n",
    "$\\phantom{IG(Temperature)} = 0.940-\\frac{4}{14}\\cdot1-\\frac{6}{14}\\cdot0.918-\\frac{4}{14}\\cdot0.811$\n",
    "\n",
    "$\\phantom{IG(Temperature)} = 0.029$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "De $IG(Temperature)$ is minder goed dan dan de $IG(Outlook)$. Voorlopig blijft $Outlook$ dus het attribuut waarop we eerst zouden splitsen. We onderzoeken nu het volgende attribuut $Humidity$.\n",
    "\n",
    "### Humidity\n",
    "\n",
    "We construeren weer eerst de twee kindtabellen op basis van de waarden $High$ en $Normal$ van het attribuut $Humidity$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display_child_tables(weergegevens, 'Humidity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "En de bijhorende entropiewaarden zijn:\n",
    "\n",
    "$E(S_{kind,high}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,high})} = -\\frac{3}{7}\\cdot log_{2}\\frac{3}{7}-\\frac{4}{7}\\cdot log_{2}\\frac{4}{7}$\n",
    "\n",
    "$\\phantom{E(S_{kind,high})} = 0.985$\n",
    "\n",
    "$E(S_{kind,normal}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,normal})} = -\\frac{6}{7}\\cdot log_{2}\\frac{6}{7}-\\frac{1}{7}\\cdot log_{2}\\frac{1}{7}$\n",
    "\n",
    "$\\phantom{E(S_{kind,normal})} = 0.592$\n",
    "\n",
    "$IG(Humidity) = E(S_{ouder})-\\sum_{v\\in\\{high,normal\\}}\\frac{\\left|S_{kind,v}\\right|}{\\left|S_{ouder}\\right|}\\cdot E(S_{kind,v})$\n",
    "\n",
    "$\\phantom{IG(Humidity)} = E(S_{ouder})-\\frac{7}{14}\\cdot E(S_{kind,high})-\\frac{7}{14}\\cdot E(S_{kind,normal})$\n",
    "\n",
    "$\\phantom{IG(Humidity)} = 0.940-\\frac{7}{14}\\cdot0.985-\\frac{7}{14}\\cdot0.592$\n",
    "\n",
    "$\\phantom{IG(Humidity)} = 0.152$\n",
    "\n",
    "Nog steeds blijft de IG van $Outlook$ de beste tot nog toe. We controleren tenslotte voor het laatste attribuut $Wind$ of dit nog een betere IG kan opleveren."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Wind\n",
    "We maken weer voor elke waarde die $Wind$ kan aannemen een kindtabel. Dat zijn er dus twee, voor $Weak$ en $Strong$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XkaJUNaE7utWml47TOqNrDqjqYYlO1R9jM3qT3mYcpG0bs5blQc7+K0BPqw6ZKl0yMOflTr+25oynJw2YgPUE995oVB0rSw0De+zjf03jdBd2knVsxr6PP7YxqJENtG7jeVEmIxxAH7VmxvlxFNfBytbAPGFme6Ipglk75mHXpF0I6hcOGKp8NrAEg4Y67ulCtX4NzBN9qTxFqVoKluBdTg3Mz11dLsAJ1YFJLbtGLpM2BW2VHmhYltKrP/xxWX8snDClFtX7FXr4lOgnJrXsPC2nV6voKL3P1lD7/vgHlR6wLAqzFN4KfQraVmg7t9sdlaEWT7qjilqWep0UC8xTArF21/W+9XLYszpkHpiRZWXNwfy8bULtIFR9tPA/siTtYtgy9m0jvO/AN2chzmLYpdqq9o1tYxYWDczI9cYDf/BksbKS/aaQbGDO2zO2jZns15VL+D/w7Wj4O9PVMPwf+7YxD4kH5rzPRD/Pvgf6oz4rmY9tIzhuOz18dGZ9Z7EOUb1f0Bl/vT4t9PGBuSCr8FrRlMNGNoThdiTkJ/gbDf/tyOfBilTBHsP/9YQjcZYBvj/AXD5AT7NtFD8L/9M60KXd35ObZ9iM/TG2YZBOR3ekKF1eUqJNQcuyKagxB1WW/UC9bONYgYcygvTe0xcPxaFf02f1S5WqmN02/cm68qer6XMkVfqKzRmfoi7UpE+bNOngq162MWr9mXe0HDWE+pNOGxj2V0qpUO/hPnr4qOhVfN9nbMPZwXoPMuzH6/UsOC5od5R02sAZTWaf4yIF2MCnpfI2zJ8ZYBDfBNbdRtVZlYub0G93lZGqLpuYTectkUovGqh0mvjEufamlL6WaH9azPE6lob2Cb6uGiDuvOQJJdr0JxNGbD+YxI/OiQm1/m31cNqrctpp0oa+YhBYV/7WSVH6asPZJ1qjdYek0Y25kb0vO+nhHojO9quc6kOcnrv1KVWqop8doGkaB+0SX2OcWCkFf1sbjtHhwc9smQ1GVXVQwhFm0qc9y42mUE6lmuiZtK3IqLp0ntPibF1ONTi2e9bCASb9Nl0MSid77s2pEl9L7YjH4dCvmQwuSxsM4oTR2qEsRamqc/ap9eRuqvKUFidVJu0C/XSJFDon5jz3zaRPWz9BX1su3CJV4qsNtdoo+H5CKeq9On2cmccWZZP+hGyjh49NDWvWT1Qb9Dt1fL0+jUarjYFjWaTHPr7v4++h/V9hwfMvsei9OhDfPTcnLYJ8KPgYpm9Gc6NhPjTItRgLedPB7JWGW+dtuscd+cAHE82nLud6wTfsPy/UITzuypx//rNtzPNKtrmivgPffC65x4Vns5yfijyb6OsxK8vnZVvluF4bETkut39gRmQXlfdC7nApbxp8N01jrj929B536+FjP4WBbfsD21ipS2GbjMY/ru4Py/oU6YeL7R5H5HOPtq7Ja86uu1Q+YPGVqmgfGceYU93Lj1SrmUGTgV9Fx8HSstTMAf66VMGrYILjgK4/Hx9DEF4KTrtNuhTxUJ027XRp8+uVb+lHqvVy8IqVpqFpWWqYDF61QQWcPiNJQgrC/Zm0sdqLRc4I9p0F3Bf7+d//VIlLP8iP+D6+f3vG/NUQvlfYTz/CPy0IwiskVaKqn3EQeU9VzQG8TGSNKkEQXiZvKfwXBEF4q4hRFQRBiBExqoIgCDEiRlUQBCFGxKgKgiDEiBhVQRCEGPkVwC+//PLU9RAEQbgXiZ+fuga38RFPVRAEIVbEqAqCIMSIGFVBEIQYEaMqCIIQI2JUBUEQYkSMqiAIQoyIURUEQYiRexjVKZ3TBInTDtO47j7tcJpIkFjaTjux3WEJl2b0Xk13T/d5aqLtbOLi0nxQW4PrxPnMXxBuMyrDu8v3W49T9tYtNt99pkunnSlu83HavBM/R7b/CMr+FCnbM0/rqSaLnHsenufheUNaeYAGlWIy/ntNO5wmctAL7+fRI/dMDMaUTjOmetxq5zuuEznqD7pYhkqvEUetXiSZiofn9WhQJxcZlDIVj2GrRc+rkHmUevR4qqfgNnO4rSGe5/GFz+TqCzt5ln7Jz8CHYPs/g7KfgN/xHIxqxOM5/caP5b3NqIcZHcGi5zVpbuPhut8oX0Gjtx9Fdb+VuWr0qEQunqn0aFyV+fbUijH9zkVMdbjdzgwVb0iLm2cweLxMDlstGvXc8zQgj0DmSDk5yeI50THWvX7YUP0o/Bb4C4ue6k+Pc+uNRtVt5qiTpzX08L4c4l4t7CTnthh6Ht6wRT4ymm88byVTOs065Ft83MvQ73Jdh8a75YtneNeA+rXLtHO6MDiE35vqyyxNcdqZgttUn5tNTmfpiuhAEg4gy2F4UJtm8N1t0vzvHU6Py1xdlTneOZxc184kxUqR5IY6rS8X4D2VXoN6bo1comms4NnP9KepdOVnK9SnUM5N3DClFuoZzHTruaSnMu8a1HPzlFymopwet5kgV0fts37e3B9CfQr7Tce93e5bqcAY0h0/Af+GMqzpSPlfWJ8e+Guw7cCv1u9SHZRGBRWNv+dDHmb2MVPBO1fCPa6vOC//gferzlvF9DsXV5BvvWcPgf9WJIvn9H4kuH4XeMrFL/SOvpDJuDQTP6h4Hue4NBOf6QzPGbZcji8OGXoeSaZ0ToOQOzOlc3rMN7fIx5umCp2KSdxmgmu3Qibjck0Pz4NmEKafD+H0M3w5L+69/W6zyeHQw0uqjn982mF4XuRmTflTPY9nR6bCsDWXy5wpnc+hfgT9oXmEV1H6lOMdnucB8F//U4Jc7pqe59FrJsglXFpDj+GHU46vXSqZIzpNVVZMujQT17iVzKOkGNaSqeD1IJE7JlHO0xqeU0yqFEiPBNfvPCoZmP6X/xnpD+A2P6/Qp4rqN+UmH4YeXqVJ4tqlksngfiuT6XmcZ5QMm4df2DkL+BuUsYS5l/pX4G/MDegVUAr2/Rxsf7/bbR+cUw1H4hy9IO+0ROZo6w45/X7BFXk+vH/aLpx516B+HQyd0xs4SsL0Bpc6uUSCRCJHnSt+3KhD8h/CQeCGH4RedpLiuVK0ZPGc8yJ0ThORXNQRh26OxOkNHz1vIR2xf1yu6xmCaI5ksULj6oLv03Xlj1m350+y+IUWZT5HXajpdy445Cj4mvnYIl+/nnm0y1FDmN46OsyTbynDkTwKj0lSPD+niMqLP5vgOlPB8zyGLSgfr/cg5/1hsz6F7Y5ydJjHvZnOPsfGb4FfR77/DfhXlPH8F+Dfg/K/Au2g/De73fJuo+quysVN+a5cS4brrMLK81YRXiv0bPfBPMxfZClczryjEXSI0KYCqp3efIJrZZOvfnCzXOY2SSQ+wxcvkotSRtf7Ap+j4U8srGsnuJ1VOe0jDvNz5b+7/K2TpPilBeXPfFueYJgdckQmPzey98VtJlAq83STU1Gis/0qp3rFxb1H27v1KVmskCkfk0gkOL74wJd9TFaHfGDxDQFQ3mqeuQe7AxuMquqghCNMEKIrkhxlmBmSaacZGVWXzgsmoNZzw48r7uXZPgTlQSxONrjNHPWFPG6Gjy2Xa9fl+01Qn+QRmehk1soZzyMO83Wa4RA+7dDsTHGv6zR650ujskvztMM0WeR82MJdYQDjbue0c8r1UZEkGd41IjPZ0+9cZN6RWVsu3CJZ5EsL6vXAqibf8yHqvbrXuB9WpbGm3Nz5qF2u6w16zyrtEtHroA2ZO0fb9fp082O1MZilpTwPb5/t/zVwEfkepgfaqDcFfg+MdrvFhpwqZCpDWu4x5eME5XyDRiQ3qjpvmVyiDuTJ5+HKvWFKRs2q13ML5z15KJMscu4dqeR5WNbo4Z0vmo7k+w+4x00Oh+dBSYbKsMXpcXBevsWw0uS4fAVc0TzyqGSSFM97/EgckygDNOh5SY46eXK5RKTtpxwOKxxmfvA5keAKlaMiCZmrHMeJH7u/ppMsqhzt8byd+daQsJmZSo9GIkeiHtazuKHcpRnkLT533nO+T+/hOTINJhGBC4az9qv8ezM4SHmvF8fBs8+3GJ4nmXZOg5TPKYfDc95//6yci6tTaEC9HugPLdyykvHp4f/Ph3w96FMBp4f8f5my0qHPHd4/tsE9bFHhM4mE6vlRXTo6VPrt/tM/cPXHaH9Yo09uM5DJ8VK7h3w5hNxxgnJ433xr95z+n1ChPqiw/ydUaB96qgSfCcrDst/vclPQfN/34/6RajUz2AgMhEszkaPe6OE9bgJREIQXgtvpcFSMGFG3Q+eouHGyKvHfEut3PhH+P/v7efk/8zF4xWo2udOgJwZVEIRVTDs0LxaL3Bv2OMeyXzaG/w8mWeTcK959nCAIQrJIJZPgWOXOAGj0vBeb099L+C8IgrBv3lT4LwiC8FYRoyoIghAjYlQFQRBiRIyqIAhCjIhRFQRBiBExqoIgCDHyK4C/+7u/e+p6CIIgvArEUxUEQYgRMaqCIAgxIkZVEAQhRsSoCoIgxIgYVUEQhBgRoyoIghAjYlQFQRBi5B5GdUK7oKEV2kz2UJFJu4CmFWhPtiu/Pw6WpqFpGoX2BMeycHa95HPDsdC0Dc8o3K8FbXcsNMthJptb5wXPXHuFstoCx9IW5XVH+X7rEUcfeNDdX16/+Tmy/UdQ9icWF/rbI8/CU3UsjYOz7tblD7tHFsce4/s+X/lEthbLZZ8XehV/YEL3jNYKzXdGDgYmA7+KHh5f1QGd6sBcccEUpcsBq/a8BfSqj+8PMKmRtZyF8rFtz+W493o83TPY2G8cC+s5WtifUWtPfUAt5gdqfarf8RyM6nyU0gqtW4sMzkfs5VE7ep6FtcHDdSxtpYFbV74LejoFQKp0yUob8kowTZNaf1nbHUaUHsUIvDbSto1Zyz5PA/IIrOs3Tv8Zeya/Bf7Coqf60+PceqNRdawsNQzssY//NY3TXdhJ1rEZ+z7+2MaIjOYbz7uFOu62kVtX/jD0E5NaVoUwAHpVeRkqvaCpDhOEx4X2JFIeDhAq/FpXPhtggsEjvrTFAzgpYzvWwr0n7T6cpKMFFDQtCP9vE7az0B7ts6YvhBOqA5Nadk3oG8ry1vPXsCylU3/447LeWDiz9Io2N9izFM36Z/OYrOs3odNTy2oU/vgHpSuWRUELj404VtF0k6ZRaDu32x2VoRZTuuMn4N9QhjUdKf8L69MDfw22HdiwRpVDvwaYVUopgBNKBszso17FvwxC9NqK84wSJ6vOW0KvXqqHtGX5g9Gr+APQsgdoZwb2+JJSClKlr9jtrvLC9Spj2+ETwag80shm+wx8n3G7wKf+hNKa8suqzwCN/kkJ1ewqg7GOnoqrAfchxUmJoL4pYEKfE0opsGaHlPhqt+mOVpzuWByMqvj+JZN2gQN0Bo9W92eKXmVsFzgotBlfliI7JrQ/jaj6PpcE/cFK41cDPeEE3/cB+H/+01xvBpZGVnOwxz7jUoGDvkNVT9O2VFkp5WBpfZyq/rTRxZp+o8/03aeqw+T//h8ctNOMfZ8U4FifSI99/JQaYJTcVP86OLMojX38qoXWd6jqOk7rDH3gc6krGVrpr4Hd2YHfoIwlzL3Uv6KWq/45+HwFhI/z52D7+91u++CcajgSZxkEeacl9DRPYk82oVfxfZ+xDWcH4UiYIr1Ba83B6rzZqnK9bONYgacygvQTCiBVqqKftdSgNOmzsZFLOP0a5ok+u84rzpTci1TpKzZnfFoIAfq0Sc8cIb1sY9T6M2cglGNIqDfptIFhK8ORmj2bFKXLS0q0KWhZnk1wvbLf3MYonQR93qFf02f6nypVMbtt+sF5YbujpNMGzmgy+xwbvwV+Hfn+N+BfUcbzX4B/D8r/CrSD8t/sdsu7jaozWpELndBvd8GwGVfXdNaV5z0d0VlLlRvq0u7HXMPUCSXa9CcTRjz1oKJTth36Djit0X1sqrCWFKWvNpx9ojVad0ga3UgvRJv3wbE0tE/wdZWj8gTE02/SpA19o5OhnIADNE3joF3i685u6gY+sPiGAChvNc/cg92BDUZV58QEwhFm0qc9i+ED7647YgRM2lZkVF06z2kR0wT+jtSwZkPshJEzT8DPCQaLyDG3WVcOkKJU1Tn71HpaNzWszUkJxyrQT5fvFUKm0wa1wOPG6T8fj+k5kCrx1YZabRR8P6EU9V6dPs7MY4uySW9CHPo1k8Fl6RlFedv0m2V0TszIGxOTPm39BB0YjVYbA8eyVLrA9/H32f5fAxeR72F6oI16U+D3cGtG/r74Gxn7toEP+Bimbxr4GLY/9n3fH9u+QbAPwzei+/yBb7LmvDUMTHUde7xd+X0Z2LY/sI2gvvhG9IIDc9YO01TH/GPDmJXZtjk7b125OZhdzDfvaOveGNyuz8AMZLfwvEx/EPluDubPS8kl8txNU+2bN/DtEJGRsaSAA9P0ByuOC/V8bEf0ZLz4PdQxwDft6D3+PJd75HpX5uK1H5NN/SZsk9H4x9X9IKpvvr+on/aibMeRe2zbVn5m8/a7yPV+Fyn/ECn/sOLY399x3Q2b7/u+5vtBFj1G1Mxg+D6kg6VlqZmD4J3I184ExwH9aWaoBOFF4rTbpEsRD9Vp006XNk5Waf+v9hhVuxf+P/v7eflfLwevWGkampalhsngTRhUwOkzegahvyC8GCZtrPZikTMieHvo5bGf/6hKlbj0g/yI7+M/0n+ePCnh+4X99O6vggjCWyJVoqqfcRB5T7Wffk555fuxl/BfEARh37yp8F8QBOGtIkZVEAQhRsSoCoIgxIgYVUEQhBgRoyoIghAjYlQFQRBi5FcAv/zyy1PXQxAE4VUgnqogCEKMiFEVBEGIETGqgiAIMSJGVRAEIUbEqAqCIMSIGFVBEIQYEaMqCIIQI/cwqlM6pwkSpx2me6jItHNKInFKJ3Jxt5kgkQi3Ju7Od3FpJiLXbO5+xWeF21TtWveMwv2hLN1mIINALrfOC555LLJ/gczkFZFNtOyWHDdf57Szj56zb+Z95rQzxW2+AF34ObL9R1D2JxYX+tsjz8JTdZsJjstXy4Xk6tDoeXjekFa+Tm4XIzjtcJrIQc/D89TWI7e3QeKelaPTjKEemQperwFXZb6tEJV745KnQc+rkAmPr2SADJVeY8UFkxTPe6za8yYI5ZlvMTwvkgzLhi3y+RbDW3Jcf51hK/84dY4Zt5nDbQ3xPI8vfCZXX9jJs/RLfkatmPoBtZgfwE/A73gORjXi2Z1+48fy3rWeZPS8Js0NHq7bTCw+qJBMBc/zULqa5CgD1K8fPEq638pcNXpEdT9T6dFYY4Aelel3LmKsQ6PRoH69fEGXGz6woesLwkoyR0kAksVzomOve72q4z4Tfgv8hUVP9afHufVGo+o2c9TJ0xp6eF8Oca8WdpJzWww9T43czD3JjefdQh230lEKmXZo1oH8IUfbtmyxJVzXofFu2aRkeNeA+rUbpB/mg0P4vam+cBoJgWbhXLPJ6Sysiw4k4QASTTfMBx01GDVx3SbN/97h9LjM1VWZ47jC7HcfabnNhVTKtHMN74+iBapNa1yNsP2nnZs4avR6WZZjRFfUFk1p3QTplMTz9PBWkHnXoJ6bpy4yFeWdh85QPZfg1Pp5c3+IpkkSCU477m05bJTbA/kJ+DeUYU1Hyv/C+vTAX4NtBzYYVWWIaFQoJoHkez5EI5hMBe+8yE0zQeK4zNXyefkPvF913hKZyrm6/oZ6NIPr5z+8Z+OhOxCOwo2eUppk8Qu93pBKxqV5/IOK5+F5PTLlz3SOVDh35R7yxfM4L0LnNEwtDGmhvN9ppzkLnXqNOsp5dLmmh+e94zpXh/+ryPlyOLl7a3j/AS6+h1o55TvvFuWcLPJlXUjqNjn+UQlCvguesT/yOFyVOY52+Ki+L8nR/VYmE6SYVObgy0zuV+UmfPHweqsiiWdKkAK5Kh8vGLpMxQv6i8d59eel/pDEbTY5HCo5DFsuudMO0yANskoOm+T2YH6DMpD/Fnwm+P43lAH9eyDq8P0M/MuO92SHnGroyeTo4Xkr8m6ZoxgM4JTOaU516nyLLztLeTOZdxFln97AURKmN7jUySUSJBI56lzxI3De5kb+hh+0+BikKornKm2RLJ4HBjea4jji0M2ROL3h4yy9ET/JYoVM+ZvyEKbfUfmT7XCv6zOvPlmsvN2cakg+iMjCbdhinZ9wdJjHvZnOPi9eJgZD8RQEqbhhC8rH6z3IeX9wua5nCLIGSoeuLgjH+FVy2CS3nfgt8OvI978B/8rcgP57UP5XoB2U/4aduNuoujcrcqFTvl9cKWVbZxVWnnc/3OYxav6qQS+cKHgQ8zB/6Q6LaYHMOxpB3ja0qcCtTrWyyVc/uBUou00Sic/wJZreUEbX+wKf9xoGZvjYcrl2wf324z42VdgBNZgdk0gkOL74sHdHYN9EZ/tVNHcViYC25YjD/NzIruJR5faBxTcEAEpAnnkKYAc2GFVliAhHmOl3LuYxj+qkgSGZdpqREHHpPPcbyxP7WxHM/quc6+5hceZji3w9t2DE3GaOej70MFXdlSFy+X4TeNrJIzLRyayVM55HHObrNMMhfNqh2Zkqj6+3nN5waZ52mCZV2O/uMQxMvv+A2zzl+vDjveR3dJinHr6N4F5L+H8PomGvF3EEbn48pBM8ByJ6zZQbdz5xtZ4M7xqRt3Wm37nIvCPDejmsk1vs/Bq4iHz/U/C3jXpT4PfAaLdb/GrTzkxlSMs9pnycoJxv0MjPUxDKSJXJJepAnnwertwbpmTUrHo9t3DefTvmfGbxSl0HIPo60H1JFjn3jlTyPCxr9PDOF6+WfP8B97jJ4fA8bCmVYYvT4+C8fIthpRm8AnZF88ijklGvHv1IHJMoh/VMctTJk8slIm0/5XBY4TDzg8+JBFfkaQ3PIQmZqxzHiR8Pbx8ozzhXB+rQ86hkilQyF9y8T6qJgDAXmIDe8JBm2IZ3PcL8xOfOe86LX2hdHHOcKEOjQYM6uea7za8NvUZm8oTjU9RrVZGyq8SPJTl6fDyE3ExfCfTlRyDeY5q0cMvq/NPDIefP3ZM9bFHhM4mE6vn51pCwyxwdKv12/+kfuPpjtD8Eb9YkciTqoPpDMeIo3ZbDl1Vy29W4/gkV6oMK+39Chfahp0rwmaA8LPv9LjcFzfd9P+4fqVYzg6EBdGkmctQbvbfXKYU3h9vpcFSMGAO3Q+eo+DJzqY/IQ+SW+G+J9TufCP+f/f28/J/5GLxiNZvcadATgyq8dqYdmheLRe4N6i0YYT2vTG4bw/8Hkyxy7hX3cmlBeLYki1QyCZU2CWj0PPmHi7t4ZXLbS/gvCIKwb95U+C8IgvBWEaMqCIIQI2JUBUEQYkSMqiAIQoyIURUEQYgRMaqCIAgxovm+7z91JQRBEO6Npj11DW7jyytVgiAIsSJGVRAEIUbEqAqCIMSIGFVBEIQYEaMqCIIQI2JUBUEQYkSMqiAIQozcw6hOaBc0tEKbyR4qMmkX0LQC7RUXdyxt7b6tcCw0TVvaLJy7a0W7sMN9H5uwneue0UwOQdsdC81yAAdr5XnBM99KVq+QqN6EslnQpWU5br5O4cUoUpRAN4L6O9bz1gUH0ILN2aJ8L/hbM/ZtAx/D9sfbn7QVAxMf8MHw7eWLj23fWLfvfjeJ1H1/bXlyBqYP+OZgxS7b8A1Mf8WuJfks7PDNdee8BVbJZWz7xj11Z2wbvrGTAj8NA5NZvce24RPVhYG5Us8eDVi7mSibEi0bgz/YcE4sm+/7d3iq81FKK7RuLTKoPMhVnl/0PAtrg4frWBrZ2rr7T2h/OqO75QCxPSlKVRO6o10XTnyWmKZJrb88HjuMKKE/SY2El4yeTgGQKl0yMOflTn9tx31y0oAJWE9w741G1bGy1DCwxz7+1zROd2EnWcdm7Pv4YxuDGtkgBNp43i3UcdGHFTJpf+Ksa2Lbxv1bthEHK1sD82RuZKJh3awd87SDSk9oWE44YKjy2cASDBqb0hiPxkkZ27EW6jBp9+EkHS2gEGnrMmF7C+3RPmv68lmWY/h9tkV1YRSkUzQ2ZQueE/qJSS07T13o1So6c2eoltUo/PEPSlcsi8IszRFxrKJpEk2j0HZuy2Gj3B5GFaixPtwvME8JxNpd1/vWA+VCz/z71SHzPHQPjw3Ou2eora4TDfHVdQx7HIQdMYT/zOu6GLaMfdsIrx8Ndwe+GbmvqqPaFw3nBmbkeuOBP3jKKC8IyRbDzbFv2+GzmYdvY9uYP99omDswZ+W3Qr63xpLezLaIPkflGNWF26FzoEsR+b4IZjJY7IPRto5tY0EmA3N+bHTfOjmsk9tGNoThdiTkJ/gbDf/tyOfBilTBHsP/9YSeTJYBvj/glqOpp0k99OIE3q5h87W0y1WWMGzG/hjbMEinoztSlC4vKdGmoGXZFNSYg+qtEFov2zhW4KmOIB1jlR9KqlRFP2upUXrSh/T2gb/Tr2Ge6LPrrAgi3hZGEJGF29hmXeyUThs4o8ns8+JlvhKnOj8aehXf9xnbcHaw3oM0SidBn3fo1/RZP0iVqpjdNv3gvFVy2CS3XUgBNvBpqbyNShEA6IBBfBNYdxtVZ7TCNZ7Qb3eVslXXdNaV522LQ78GdM840DQOzrpAd+MD3Z4Upa8l2p8Wc7yOpaF9gq+rBog7L3lCiTb9yYQRuw0m8aFTth36Djit0X1sqrADajA7QNM0DtqleJ2CJyA6269yql3a/ft2wjRpQ9/obOxTbqXgb2vDMTpzI7srG4yqzokJhCPMpE97lhtNqU4aTPRM2lbEu1s6z2lxdu+ZJp1qxDMY2wYq93oZz0ifKvG11ObTzEI79Gsmg8vSBoM4YbR2KEtRquqcfWo9Dzc1IHVSwrEK9NPle01QpdMGNSt8hai/0XMXFnEsi/Q40N2IPo1G8U+3Pg41rFk/UX1Av1PHdU7M+RwLkz5tXc1frJPDOrnFxVdY0OMSi96rA/Hdc3PSIsiHgo9h+mY0Nzp71UnlWoyFvOlg9krDrfPWcDunGqnFrjnVaF5sOdcLvmH/ed7OyHFX5vzzn21jnley59ebp8YGvvnUr2gNbtdrlttaeF6mP4h8Nwfz56VyWZHnbppLufU3xCq9WcixLssx1NWl3Gv0udjz41/CK1YD2/YHkTZF6xy21Wj84+r+EJWT7y/q55IcVsrtrsqtyWvOrrtUPmDxlSojcr9xjDnVe7ynuj3RCZ3bE16vlbE/eNIZKuE5MLCXjMHA3m2C9Y3wILnFZQjj3PwdJqo2oZeDV6w0DU3LUsNksC73+lpw+oyeUegvPAGTNlZ7scgZwYmoxWZemdz287//qRKX0dlS//aM+ashfL+1n36ZM7tCfKRKVHU1uRq+b9lPx58ffHW8MrnJGlWCILxMZI0qQRCE148YVUEQhBgRoyoIghAjYlQFQRBiRIyqIAhCjIhRFQRBiJFfPXUFBEEQHsQzfRtUPFVBEIQYEaP6Vpm0KSz/unr0V+wd6/6LPDrW/FfeJ20K2ywY+JD7bLx29BfnVy3z84IWchReJGJUBcWkTeHgDH3g41d19cPEe/gJtv3iYGlZHHsc+dlIh+xbXQ1WeBLEqAqAgxUY1Nnv3sw8SLVMtWXdXsMLWFhbyOovXq9LbW7QlpYJX16jqW+t8iwns7WMtlrXaTLCwaAU+SUOtXJBjb4zoV3IUpv92Lm6dqFQiFx7zf0Cz9iyVtclXAVD0wpYVmHzctXCq0eM6ptn7t1t+iGxmpNWS4oMTKiFiwoq40ngGZ7MfgZYpzq2MTAZ+FX0SZtC1lELQQY/Oj77EWyA7hnttLrGwIwuIHnAmT5QXufApJa9I3RPnVAyupwdRI2e+sHzqp6idDnAXPqx826wVEhVD+6HPWvn4v1qOLM6Mq//pM2nM4K2VaH2Un+MWogLMapvmi5nB5vX5AqZrT+kn8yXm5mMcDCpBhZK/eTjClIlLv25IUvdWttl6Rq1Pk6wpE64VhZ6GdvoMhptqmWK0mVoELfzcI3ZYmXqV+3NapDyCO43Xzpk7gHrJ/MFdyb9Nl2zGrRNpxz7yr/CS0OM6hvHsMf4akW3jcZn5RIaoxHb+mVOJHTWsktm3EivXR9obhwPOOsyWxxuI4H36QeL9DkbPNx5u0YsrvSRWlrXa/UaSy93mRRhX4hRfdME3leqxOXApJa954ROOr12VdEFHItszWQQGrrB0tKKwVpnwJKhNmYpg3C73PSjtY51O58ZpAQ2e7igFqeLft+0JlnkrBhX/hReB2JUBYVeVfnM+7zelDqhZMwXhnNaZ1t4rhPa1nLCoUY/MGCOivnR0Tkxu5y1wsXj1ITYxjkg/QSzll08xmlx1l1eknxlY0jrkVxpcF7pjp+fT52UMCI55tb9V7kUXhliVIUZenWA2T3jYGvDmqL0VaUONE3DStvzfGsqjR7O/utlbCNcXucTVG2MqHdq2KT7KszPOvNlz/XqGNvJqvA/mBDbvCqPTtUfQDaaanAiE1Np0sb6pc716hib4BfoszXMwRar96ZKKBFoaFqftORU3zzyy/+CEBsT2oUD2qXx5jSF8KoRT1UQdmHh/Vv1CpgY1LeNeKqCIAgx8r8BjLRNMo8QY/AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display_child_tables(weergegevens, 'Wind')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "En de bijhorende entropiewaarden zijn:\n",
    "\n",
    "$E(S_{kind,Weak}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Weak})} = -\\frac{6}{8}\\cdot log_{2}\\frac{6}{8}-\\frac{2}{8}\\cdot log_{2}\\frac{2}{8}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Weak})} = 0.811$\n",
    "\n",
    "$E(S_{kind,Strong}) = \\sum_{v\\in\\{Yes,No\\}}-\\frac{|S_{A=v}|}{|S|}\\cdot log_{2}\\frac{|S_{A=v}|}{|S|}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Strong})} = -\\frac{3}{6}\\cdot log_{2}\\frac{3}{6}-\\frac{3}{6}\\cdot log_{2}\\frac{3}{6}$\n",
    "\n",
    "$\\phantom{E(S_{kind,Stong})} = 1$\n",
    "\n",
    "\n",
    "$IG(Wind) = E(S_{ouder})-\\sum_{v\\in\\{Weak,Strong\\}}\\frac{|S_{kind,v}|}{|S_{ouder}|}\\cdot E(S_{kind,v})$\n",
    "\n",
    "$\\phantom{IG(Wind)} = E(S_{ouder})-\\frac{8}{14}\\cdot E(S_{kind,Weak})-\\frac{6}{14}\\cdot E(S_{kind,Strong})$\n",
    "\n",
    "$\\phantom{IG(Wind)} = 0.940-\\frac{8}{14}\\cdot0.811-\\frac{6}{14}\\cdot1$\n",
    "\n",
    "$\\phantom{IG(Wind)} = 0.048$\n",
    "\n",
    "De information gain van $Wind$ blijft ook lager dan die van $Outlook$.\n",
    "\n",
    "### Resultaten van stap 1\n",
    "We hebben nu alle informations gains voor alle attributen berekend:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Outlook</th>\n",
       "      <td>0.246750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temperature</th>\n",
       "      <td>0.029223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humidity</th>\n",
       "      <td>0.151836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wind</th>\n",
       "      <td>0.048127</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   IG\n",
       "Outlook      0.246750\n",
       "Temperature  0.029223\n",
       "Humidity     0.151836\n",
       "Wind         0.048127"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NO CODE\n",
    "from scripts.beslissingsbomen import *\n",
    "\n",
    "pd.DataFrame([\n",
    "    information_gain(weergegevens, 'Outlook', 'Play'),\n",
    "    information_gain(weergegevens, 'Temperature', 'Play'),\n",
    "    information_gain(weergegevens, 'Humidity', 'Play'),\n",
    "    information_gain(weergegevens, 'Wind', 'Play')],\n",
    "    index=['Outlook', 'Temperature', 'Humidity', 'Wind'],\n",
    "    columns=['IG'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Hieruit blijkt dat we dus best eerst splitsen op het attribuut $Outlook$, want deze heeft de hoogte IG. In de volgende paragraaf werken we stap 2 van het ID3-algoritme verder uit waarin we deze splitsing doen."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Stap 2\n",
    "------\n",
    "\n",
    "Uit stap 1 hebben we geleerd dat het splitsen op attribuut $Outlook$ de meest informatiewinst oplevert. Nu pas kunnen een (eerste) node toevoegen aan onze beslissingsboom: een node gelabeled '$Outlook$' met drie uitgaande pijlen voor elk van de waarde die dat attribuut kan aannemen: $Sunny$, $Overcast$ en $Rainy$. Dit zijn stappen 2a en 2c uit het ID3-algoritme.\n",
    "\n",
    "In stap 2c wordt de originele tabel uiteengehaald en opgesplitst in de drie bijhorende kindtabellen: eentje met allemaal de waarde $Sunny$, met allemaal de waarde $Overcast$, en met allemaal $Rainy$ in die we reeds gebruikt hebben voor de berekening van $IG(Outlook)$ in stap 1. Het resultaat van stappen 2a t.e.m. 2c worden schematisch weergegeven in onderstaande figuur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "# NO CODE\n",
    "display_weather_nominal_tree(filename='images/weather.dot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       " -->\r\n",
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      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2b1823b4520>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NO CODE\n",
    "graphviz.Source.from_file('images/weather_1.dot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Dit is het moment waarop we **stap 2d** uit het algoritme op pagina gaan uitvoeren. We bekijken nu de kindtabellen die in bovenstaande figuur nog.\n",
    "\n",
    "We beginnen links in de figuur met de kindtabel $S_{kind,Overcast}$. Hiervoor hoeven we het ID3-algoritme\n",
    "*niet* recursief aangeroepen, want dit is reeds **een volledig zuivere tabel** met overal $Play=Yes$. We kunnen deze kindtabel niet verder op te splitsen, want ze bevat allemaal maar $Yes$. Dit vormt dan ook een eerst bladnode van onze beslissingsboom in wording."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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   "source": [
    "# NO CODE\n",
    "display_child_table(weergegevens, 'Outlook', 'Overcast')\n",
    "graphviz.Source.from_file('images/weather_2.dot')"
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   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
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   "source": [
    "Voor de overige twee kindtabellen, $S_{kind,Sunny}$ en $S_{kind,Rainy}$ moeten we het ID3-algoritme *wel* recursief gaan toepassen. Merk op dat beide kindtabellen nu gaan optreden als oudertabel.\n",
    "\n",
    "Opnieuw zullen er dus heel wat information gains berekend moeten worden. Als je alle berekening uitvoert zal je voor de kindtabel $S_{kind,Sunny}$ vinden dat $Humidity$ de hoogste information gain heeft en dat we daar dus moeten op splitsen."
   ]
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    "tags": [
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    "Voor kindtabel $S_{kind,rainy}$ zal dan weer $Wind$ geselecteerd worden."
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    "Alle overgebleven kindtabellen (vier in totaal, twee onder $Humidity$ en nog eens twee onder $Temperature$) zijn echter volledig zuiver en daarom stopt het ID3 algoritme. De oplossing is gevonden, eindelijk."
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       "</g>\r\n",
       "<!-- 0&#45;&gt;5 -->\r\n",
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       "</g>\r\n",
       "<!-- 2&#45;&gt;3 -->\r\n",
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       "<!-- 4 -->\r\n",
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       "</g>\r\n",
       "<!-- 2&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>2&#45;&gt;4</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"117.5\" y=\"-57.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Weak</text>\r\n",
       "</g>\r\n",
       "<!-- 6 -->\r\n",
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       "<polygon fill=\"red\" stroke=\"black\" points=\"204,-36 150,-36 150,-0 204,-0 204,-36\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"177\" y=\"-14.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">No(3)</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"191.5\" y=\"-57.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">High</text>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<polygon fill=\"green\" stroke=\"black\" points=\"276,-36 222,-36 222,-0 276,-0 276,-36\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"249\" y=\"-14.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Yes(2)</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M194.071,-86.6519C198.882,-81.0519 204.202,-74.7939 209,-69 215.631,-60.9935 222.755,-52.1645 229.127,-44.1822\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"231.958,-46.2456 235.443,-36.2403 226.479,-41.8885 231.958,-46.2456\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"242\" y=\"-57.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Normal</text>\r\n",
       "</g>\r\n",
       "</g>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2b1823b46d0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NO CODE\n",
    "graphviz.Source.from_file('images/weather_5.dot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Tekortkomingen en oplossingen\n",
    "\n",
    "Het ID3-algoritme heeft enkele tekortkomingen, waarvan sommige eerder al vermeld werden, die maken dat de toepasbaarheid ervan beperkter is dan ze op het eerste zicht lijkt. Hier is een overzicht van enkele **tekortkomingen** of gevaren:\n",
    "\n",
    "1.  ID3 werkt enkel met **discrete, kwalitatieve (nominaal of ordinaal)** gegevens: indien je gegevensset toch kwantitatieve (interval of ratio) attributen bevat, moeten deze eerst gediscretiseerd worden in categorieën. Bijvoorbeeld: stel dat het attribuut 'Temperature' niet de ordinale waarden 'Cool', 'Mild', 'Hot' had gehad, maar gewoon temperaturen in graden Celsius. Op basis van welke criteria ga je dan categorieën maken? Hoeveel categorieën ga je maken? Hier zijn technieken voor maar die zullen we hier niet behandelen.\n",
    "\n",
    "2.  ID3 kan niet omgaan met **ontbrekende waarden** (NA's): de enige oplossing bestaat erin deze rijen te verwijderen tijdens de data management stap van je proces of om de ontbrekende waarden te vervangen door redelijke alternatieve waarden zoals het gemiddelde, de median, of de meest voorkomende waarde in het geval van kwantitieve gegevens of nog beter door de meest waarschijnlijke waarde gegeven de andere niet-onbrekende waarden (Engels: value imputing). Toch blijven dit allemaal lapmiddeltjes.\n",
    "\n",
    "3.  ID3 van pagina kan niet omgaan met **inconsistenties** in de gegevens: stel dat onze dataset twee of meer rijen heeft waarin alle attributen exact dezelfde waarde hebben, behalve voor target attribuut 'Play' zoals de Tabel 2 hieronder. Het probleem met de onderstaande gegevens is dat er **geen beslissingsboom** van gemaakt kan worden volgens ons beschreven ID3-algoritme.\n",
    "\n",
    "4.  ID3 heeft (zoals veel andere algoritmes) geen verweer tegen **overfitting**: ook wanneer je een consistente trainingset hebt, kunnen er toch nog problemen optreden. Het probleem ontstaat omwille van de stopconditie die bepaalt dat het ID3-algoritme de gegevens blijft splitsen tot de subtabellen helemaal zuiver zijn. Voor een consistente trainingset zal dit ook altijd lukken. Dit zorgt ervoor dat de **beslissingsboom erg diep** kan worden, hetgeen een *meestal* een teken is dat hij te sterk geconditioneerd is op de instanties uit de trainingset. De beslissingsboom is als het ware een soort van 'custom-made' oplossing voor instanties uit de trainingset. Wanneer we de beslissingsboom zouden toepassen op onbekende instanties die niet in de trainingset zitten, zou de resultaten van de voorspelling daarom wel eens heel slecht kunnen zijn!\n",
    "\n",
    "5.  Information gain heeft een *voorkeur* (Engels: bias) voor **attributen met veel waarden**: om dit te begrijpen kan je best een kijkje nemen naar onderstaande trainingset:\n",
    "\n",
    "    | **Datum**  |  **Outlook** |  **Temperature** |  **Humidity**|  **Wind** |  **Play**|\n",
    "    |------------|------------- |----------------- |--------------|---------- |----------|\n",
    "    | 01/01/2018 |     Sunny    |        Hot       |      High    |    Weak   |     No|\n",
    "    | 02/01/2018 |     Sunny    |        Hot       |      High    |   String  |     No|\n",
    "    | 03/01/2018 |   Overcast   |        Hot       |      High    |    Weak   |    Yes|\n",
    "    | \\...       |              |                  |              |           |    \\...|\n",
    "\n",
    "    Tabel: Probleem met entropie\n",
    "\n",
    "    Information gain zal het attribuut 'Datum' selecteren als het meest informatieve attribuut omdat het alle instanties meteen correct classificieert. Het probleem hiermee is dat er beslissingsboom ontstaat met een root node 'Datum' met daaronder voor elke datum een tak die eindigt in een bladnode met exacte één instantie in, nl.: de instantie die hoort bij die datum. Hoewel deze beslissingsboom alle instanties uit de trainingset perfect kan classificeren, is deze beslissingsboom waardeloos bij het voorspellen van nieuwe, onbekende dagen (want er bestaat helemaal geen tak voor)!\n",
    "\n",
    "**Oplossingen**\n",
    "\n",
    "Voor elk van deze problemen bestaat er een oplossing. Sommige problemen worden opgelost m.b.v. een nieuwere en beter versie van het ID3-algoritme dat bekend geworden is onder de naam **C4.5** (en in sommige softwaretools wordt het ook **J48** genoemd). We sommen de oplossingen hieronder op:\n",
    "\n",
    "1.  Het C4.5 algoritme kan wel overweg met **continue, en kwantitatieve** gegevens door m.b.v. statistische technieken (die we hier niet behandelen) goede drempelwaarden te bereken die gebruikt kunnen worden in logische testen op attribuutwaarden. Zo kunnen nodes in C4.5 beslissingsboom takken hebben met vergelijkingsoperatoren (\\<, \\>) om te bepalen of een instantie al dan niet in die tak thuishoort.\n",
    "\n",
    "2.  Ook voor ontbrekende waarden heeft het C4.5 algoritme een oplossing, die bestaat uit twee delen:\n",
    "\n",
    "    *  elk attribuut van elke instantie krijgt een gewicht dat normaal gesproken gelijk is aan '1'.\n",
    "\n",
    "    *  bij een instantie met een ontbrekende waarde voor een attribuut A, maakt het algoritme een *v-tal* kopieën aan van deze instantie en vervangt in elke kopie de waarde van het ontbrekende attribuut door één van de mogelijke waarde v die het attribuut kan aannemen. De gewichten van die attributen worden aangepast naar de kans dat de waarde v voorkomt in de subtabellen die ontstaan op dat punt in beslissingsboom. Bij de berekening van entropie en information gain wordt rekening gehouden met het gewicht van het attribuut.\n",
    "\n",
    "3.  Het ID3 algoritme zoals beschreven op pagina kan niet omgaan met inconsitente gegevens maar dit kan op zich makkelijk opgelost worden. Voor alle inconsistente instanties kan er gekeken worden naar de meest voorkomende target attribuut value, zodat deze gebruikt wordt. Indien alle uitkomsten evenveel voorkomen, kan een willekeurige keuze gemaakt worden. In software pakketten zit deze functionaliteit wel ingebouwd in het ID3 en C4.5 algoritme.\n",
    "\n",
    "4.  Er bestaat een algemene techniek, genaamd **cross-validatie** die gebruikt kan worden om overfitting tegen te gaan: je houdt een deel van je trainingset apart onder de naam validatieset. Voor beslissingsbomen kan je deze techniek nu weer op twee manieren inzetten:\n",
    "\n",
    "    *  **pre-pruning:** tijdens het bouwen van je beslissingsboom test je de kwaliteit van je beslissingboom op je validatie-test. Zolang die blijft verbeteren, kan je doorgaan met het verfijnen en uitbreiden van je beslissingsboom anders stop je.\n",
    "\n",
    "    *  **post-pruning**: je bouwt eerst een belissingsboom met een maximale diepte. Vervolgens knip je takken weg en test de performantie van de geknipte beslissingsboom op je validatieset. Blijf knippen zolang de kwaliteit van je oplossing goed blijft werken op de validatieset. Je zal een algemenere oplossing overhouden.\n",
    "\n",
    "5.  **Gain Ratio** en **Gini** zijn verbeterde versies van Information Gain die een splitsing in zeer veel takken bestraffen waardoor betere keuzes gemaakt worden qua attribuutselectie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# ID3 in Python\n",
    "\n",
    "## Eigen implementatie\n",
    "\n",
    "Het is relatief eenvoudig om het ID3 - algoritme te programmeren in Python omdat Python een zeer goede ondersteuning biedt voor data management operaties en manipulaties. We tonen hier alvast de functie om de `entropy` van een Pandas Series te berekenen, en een functie om de information gain te berekenen:\n",
    "\n",
    "```python\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "def entropy(series: pd.Series, base=None):\n",
    "    # bepaal de verhoudingen\n",
    "    vc = series.value_counts(normalize=True, sort=False)\n",
    "    base = 2 if base is None else base\n",
    "    # gebruik Numpy broadcasting principe\n",
    "    return -(vc * np.log(vc) / np.log(base)).sum()\n",
    "\n",
    "\n",
    "def information_gain(parent_table: pd.DataFrame, attribute: str, target: str):\n",
    "    # bepaal entropie van parent table\n",
    "    entropy_parent = entropy(parent_table[target])\n",
    "    child_entropies = []\n",
    "    child_weights = []\n",
    "\n",
    "    # bereken entropies of child tables\n",
    "    for (label, fraction) in parent_table[attribute].value_counts().items():\n",
    "        child_df = parent_table[parent_table[attribute] == label]\n",
    "        child_entropies.append(entropy(child_df[target]))\n",
    "        child_weights.append(int(fraction))\n",
    "\n",
    "    # bereken het verschil tussen ouder entropie and gewogen kind entropieën.\n",
    "    return entropy_parent - np.average(child_entropies, weights=child_weights)\n",
    "```\n",
    "\n",
    "We laten het effectief implementeren van het recursieve ID3 algoritme over als een oefening.\n",
    "\n",
    "## Bestaande implementaties\n",
    "\n",
    "Voor zowel het ID3 en C4.5 algoritme bestaan er reeds meerdere implementaties van de algoritmes.  Omdat het ID3 algoritme omwille van de eerdere vernoemde beperkingen een eerder didactische aard heeft gekregen in loop der jaren wordt het veel minder gebruikt.  Zo komt het dat de Scikit Learn library er geen implementatie van aanbiedt.  Daarom gebruiken we voor ID3 de `Id3Estimator` implementatie.\n",
    "\n",
    "### ID3\n",
    "Eerst moeten we `Id3Estimator` installeren. Er zijn enkele bugs in dit algoritme omdat het niet actief onderhouden wordt. Zo heeft het enkele dependencies op de Scikit Learn library die stuk zijn. Daarom moet je Scikit Learn momenteel (mei 2021) downgraden naar versie 0.22.\n",
    "\n",
    "```shell\n",
    "pip install sklearn==0.22     # downgrade Scikit Learn\n",
    "pip install decision-tree-id3 # install Id3Estimator\n",
    "```\n",
    "Met een kleine hack kan je het nu als volgt gebruiken, en dan nog zal je enkele warnings krijgen die je mag verwaarlozen.\n",
    "\n",
    "```python\n",
    "import graphviz\n",
    "import pandas as pd\n",
    "import six\n",
    "import sys\n",
    "\n",
    "# hack om Id3Estimator tevreden te stellen\n",
    "from id3.export import DotTree\n",
    "sys.modules['sklearn.externals.six'] = six\n",
    "from id3 import Id3Estimator, export_graphviz\n",
    "\n",
    "weather_nominal = pd.read_csv('datasets/weather_nominal.csv', dtype='category')\n",
    "\n",
    "attributen = weather_nominal.drop(columns=['Play'])\n",
    "target = weather_nominal.Play\n",
    "\n",
    "# X en y MOETEN gewone Python lists zijn, anders werkt het niet.\n",
    "X = attributen.to_numpy().tolist()\n",
    "y = target.to_numpy().tolist()\n",
    "\n",
    "# model bouwen en fitten op trainingsgegevens\n",
    "model = Id3Estimator()\n",
    "model.fit(X, y)\n",
    "\n",
    "# beslissingsboom visualiseren.\n",
    "model_tree = DotTree()\n",
    "export_graphviz(model.tree_,model_tree,feature_names=attributen.columns)\n",
    "graphviz.Source(model_tree.dot_tree)\n",
    "```\n",
    "We kunnen nu uiteraard ook voorspellingen doen met dit model.\n",
    "\n",
    "```python\n",
    "dag15en16 = [\n",
    "    ['Overcast','Hot','Normal','Weak'],\n",
    "    ['Rainy','Cool','High','Strong']\n",
    "]\n",
    "model.predict(dag15en16)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Yes', 'No'], dtype='<U3')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "# NO CODE\n",
    "\n",
    "model = create_weather_model(weergegevens)\n",
    "dag15en16 = [\n",
    "    ['Overcast', 'Hot', 'Normal', 'Weak'],\n",
    "    ['Rainy', 'Cool', 'High', 'Strong']\n",
    "]\n",
    "model.predict(dag15en16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### C4.5\n",
    "Scikit Learn biedt veel machine learning algoritmen aan, en dus ook een implementatie van C4.5, genaamd, `DecisionTreeClassifier`. Deze implementatie werkt echter **niet** met nominale of ordinale variabelen, en we kunnen het dan ook niet *rechstreeks* toepassen op de nominale dataset van hierboven. Daarom gebruiken we nu een andere dataset die enkele gegevens op de ratiomeetschaal bevat voor de attributen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "weather_ratio = pd.read_csv('datasets/weather_ratio.csv')\n",
    "weather_ratio.index = ['dag {}'.format(i) for i in range(1, len(weather_ratio) + 1)]\n",
    "\n",
    "display_table(weather_ratio, 'Tabel 2: observaties van het spelgedrag')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Op deze tabel kunnen we `DecisionTreeClassifier` loslaten. We verwijzen naar de documentatie voor alle mogelijkheden, maar hieronder zie je alvast een voorbeeld toegepast op de Tabel 2.\n",
    "\n",
    "```python\n",
    "import numpy as np\n",
    "from sklearn import tree\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "model = DecisionTreeClassifier(criterion='entropy')\n",
    "X = weather_ratio.drop(columns=['Play'])\n",
    "y = weather_ratio.Play\n",
    "model.fit(X, y)\n",
    "\n",
    "tree.plot_tree(model,\n",
    "               feature_names=X.columns,\n",
    "               class_names=np.unique(y),\n",
    "               filled=True, fontsize=12, rounded=True)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=None, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "from sklearn import tree\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 7))\n",
    "\n",
    "model = DecisionTreeClassifier(criterion='entropy')\n",
    "X = weather_ratio.drop(columns=['Play'])\n",
    "y = weather_ratio.Play\n",
    "model.fit(X, y)\n",
    "\n",
    "_ = tree.plot_tree(model,\n",
    "                   ax=ax,\n",
    "                   feature_names=X.columns,\n",
    "                   class_names=np.unique(y),\n",
    "                   filled=True, fontsize=10, rounded=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We kunnen ons tot slot afvragen hoe we een beslissingsboom kunnen bouwen voor datasets waarin **alle meetschalen** voorkomen. Dit is ook mogelijk mits we de nominale en ordinale gegevens coderen. Gelukkig bieden zowel Pandas als Scikit Learn hier mogelijkheden voor. We bekijken hoe Pandas ons kan helpen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "weather = pd.read_csv('datasets/weather.csv')\n",
    "weather.index = ['dag {}'.format(i) for i in range(1, len(weather) + 1)]\n",
    "\n",
    "display_table(weather, 'Tabel 2: observaties van het spelgedrag')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We kunnen de attributen omzetten met de Pandas functie `pd.get_dummies` zodat de nominale en ordinale variabele gecodeerd worden.\n",
    "\n",
    "```python\n",
    "import pandas as pd\n",
    "\n",
    "pd.get_dummies(weather.drop(columns=['Play']))\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "X = pd.get_dummies(weather.drop(columns=['Play']))\n",
    "display_table(X, 'Pandas get_dummies toepassen')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Pandas `get_dummies` zet $Outlook$ en $Windy$ om naar respectievelijk 3 en 2 extra kolommen, maar behoudt $Temperature$ en $Humidity$ zoals het hoort. Per waarde die een nominale of ordinale kolom kan aannemen wordt een extra kolommen gemaakt. Voor $Outlook$ zijn dat dus de kolommen $Outlook\\_Overcast$, $Outlook\\_Rainy$ en $Outlook\\_Sunny$.\n",
    "\n",
    "We kunnen deze nieuwe attributen nu gebruiken als input voor het model.\n",
    "\n",
    "```python\n",
    "model = DecisionTreeClassifier(criterion='entropy')\n",
    "X = pd.get_dummies(weather.drop(columns=['Play']))\n",
    "y = weather.Play\n",
    "\n",
    "model.fit(X, y)\n",
    "\n",
    "_ = tree.plot_tree(model,\n",
    "                   feature_names=X.columns,\n",
    "                   class_names=np.unique(y),\n",
    "                   filled=True, fontsize=10, rounded=True)\n",
    "```\n",
    "met als resultaat deze beslissingsboom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=None, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "fig, ax = plt.subplots(figsize=(10, 7))\n",
    "model = DecisionTreeClassifier(criterion='entropy')\n",
    "X = pd.get_dummies(weather.drop(columns=['Play']))\n",
    "y = weather.Play\n",
    "\n",
    "model.fit(X, y)\n",
    "\n",
    "_ = tree.plot_tree(model,\n",
    "                   ax=ax,\n",
    "                   feature_names=X.columns,\n",
    "                   class_names=np.unique(y),\n",
    "                   filled=True, fontsize=10, rounded=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Ensembles\n",
    "\n",
    "Alle machine learning technieken die meerdere modellen combineren worden **ensembles** genoemd. Een ensemble lijkt een beetje op een jury of een commissie die een beslissing moet nemen. Alle leden van de jury noteren hun beslissing en de meerderheidsstem wint.\n",
    "\n",
    "Waarom zouden we onze beslissing dus overlaten aan één beslissingsboom als we er ook meerdere kunnen gebruiken?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NO CODE\n",
    "display(Image(data='images/Random Forest.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Deze techniek staat bekend als **Random Forest** en **Gradient Boosted Trees**.  Ze leveren meestal zéér goede resultaten, vergelijkbaar met **neurale netwerken**, maar met het voordeel dat ze door een mens kunnen geïnterpreteerd worden.  Deze technieken worden gebruikt op grote datasets, en de verschillende bomen komen tot stand doordat er telkens op **random wijze** een nieuwe trainingsset gesampled wordt van de originele dataset. Omdat elke trainingsset anders opgebouwd is, krijgen we telkens ook een andere beslissingsboom.\n",
    "\n",
    "Met Scikit Learn kan je deze ensembles maken. Hier is een voorbeeld van de Scikit Learn website ter illustratie.\n",
    "\n",
    "```python\n",
    "from sklearn.datasets import make_hastie_10_2\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "\n",
    "X, y = make_hastie_10_2(random_state=0)\n",
    "X_train, X_test = X[:2000], X[2000:]\n",
    "y_train, y_test = y[:2000], y[2000:]\n",
    "\n",
    "model = GradientBoostingClassifier(n_estimators=100, learning_rate=1.0,\n",
    "                                    max_depth=1, random_state=0)\n",
    "\n",
    "model.fit(X_train, y_train)\n",
    "model.score(X_test, y_test)\n",
    "```\n",
    "Er worden 100 beslissingsbomen gebouwd die wel allemaal gelimiteerd worden tot een diepte van slechts 1 niveau, toch levert dit een nauwkeurigheid van 93%."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Referenties\n",
    "```{bibliography}\n",
    "```\n"
   ]
  }
 ],
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   "language": "python",
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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