regression.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/nice_tree.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary Search Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/bstree.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## YES/NO `questions`\n",
    "\n",
    "A node asks the following question: `Is the number you're looking for greater than me?`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Simple questions\n",
    "- Space partitioning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xRtuiBiphuigbiCPDUbuaz1bHEp62+5OuUODN6PCSx18FYbowD1XmVRqeHFMEzpGw1Zbamy5yy62IMMV0NDgJT6AsV53KdO1+Te9n56XL55ZbFWEKAMiSwGxBQzgiwhRDaVfz7N3NgGc9qkdZn7YakYNUEKZw6erApLvkRhbjOF7LeUgw2pYTPUgFlxN0QHcepWOAni4nqCHXq6JMQ1QfRy4nCOSc2aWVdvaf9l2TXU5wa5tkmtDp6X3s7bPzUrl5MyltB2E6WPopPBeoHsNU9A5Uu/5P1+b9Pz99wvbvx4Co666+nk//wrV51d42pdPlttpah1W7nEqXV3v39yx93VKE6WBHdh6rhekWb2EKX3qGqWc37saXVXqPcMx0sNmrmTuDFBhFdqKeG8ajMp0IX8FGZYq8XpUpQGUKAEBnU4SpHFfUBqyI/4GxpCrx3DDeFN286Q5k1VGTdPOu281r/wcYNbyv62hex4eoZN9w4658ScX3yOvMW8MUuIow/fILvkOYohd3YfrywgCkLY/kIgUvlXnx7XJPrs+Fa0HOp2MAEvYQpuil9B5hAJITNjxrgxQA4ANh6oiEKEEKoAWppLbsTS+5spxtURGmk9MAJoQBpEaHlzy+dI3aFjVQCVMACGp0eMnjr4IwBYCFSdhqS+1NF7nlVkSYojkuLgD4katOZbp2v6b3s/PS5XPLbZH52uT+ERGm6CZSoPIBASu7GoBHgndWhCmaih44BCpm1CPEbLUJwhSN2avz9LxSz52VIgEKfM9Wm9JWR5iiOQnRuy55d0fQ3fUBAeipR3Wq9ta7UtXK5QQDeTzWuJzgT//+/Um1hNw97IcXj695z8sJepc+/71tSqfbbdtah1W7nJVbx0zS1y1FZYrppDtxgvQeK3d3y07Ue0ttTRPp9NI69ubvTU/Z+5XuOzPCFFOSANWGe/BaA/sIU2BhUm1qq8GHGGDbqTBN+8Dltm0AAKzkcJhuBWnaJ06gAohECwXPDWMdHs2rfzRdTG6nq9iaJmT6XaN57Zdmr/KNKquM5uXLwbGn52jev378+cstf/7w9OOp7Ua90nvkUGVaWhkAACu6bQCSBLF42JIRtzgywASYzeP58bUBo1SH6dWqVJd9uanPdeUvy7bhaUOUQEVELx9evjZglNsq0xEkUFcPVU5hANakvYGpveklZ5ezWqzDq6ow1RdAftrf4c9W9cm5gcCaPO2no2dGVZhKF61tOg3+2MCcPTzlg4E2AMfJfprC5x6Xu3n1j2UbQTtWxCq0R6AS1sBbj6O01N50kVsuJfeJngunwjR9UeS2bagjA5sjDm7uEVCtPxwQoFiF7JNzgWj33fZ+dl66fG65VYUegORZ1DOEbEhdDSytsHtU2dEqd6AnCcyzNHijI0yxrJ5hDXjSo3qU9WkDYYrGbDARUkBc2sWrbYsGrQ3dqOFLmA4Q/SJQVHuAPz2qU7W33q3A1Z/RHL7Q/RXygt91oXvvbKC2urAEF7qfU3psmQ8i5/W80L136fPf26Z0ut22rXVYtcvt2XtOMyg9dyrTwVa+QhMwC9mJem+prWkinV5ax978vek5R+47G8J0kNUvdYg3HGcG5keYXqDniUY/Bor+rhxnlm5izpsFxiJMGyFQMULL83oBnEeYNkKXLRCXDD7x3jAWo3kP0grUY3ieHc2rFc0Mx+sijua9aqa/X289R/P+4+Nfvtzy57dPfww9uMeD0nuEyvQA25UbpVuXrsH5XTneCqANwhRfEawAcA5heoDt2o1yjNRWNFQ39eSDh22AN3vHUfeml1xZLm0REaYHSYhGG2xENyF64QPHWF6CS4412hYRYQqcQEWPGUhwRa0EvSFMgZNmqeipDpGT637dmy5yyymZF7USTRGmWN7dYUOw4U656lTDTpu9n52XLp9bLiXzbIuKMMXSRobaCoGq1Ttd4XOTwDzLhm4peGdGmGJpd+/kqUgxQo8Qq6k25XFX4f4KSPbiCNFG0bbG95nOQQOVaq09roD0Jt0mvW2n790n/V3k5h1xZdmRSs97qsqUi8kjAro9MYIEgQRCD3vr7fV4Hk0VphErU/mAwIcEAHdIKysNWG12fjrPyi1npffL3Xd2XOh+oDREr35YoJsXq+vZzetZ1IDypPQeYQDSTbQCtQHKMWBgDrIT9dwwHmE6wFa3rtdglcEy2gAA2wjTAWxwyu+egxQAUEaY3kRD02twbmHEKQDUYQBSICsNQLJVM6Hfzuyv66oDkATHTvsqvkdeZxKmQawSpkDOmV1aTZh6HkV+9kME6hGmC1klTOVKNM9mENeHzvu4Ox9rtFHb2upxt64EVIMwRUnpPcLHfExJdrjaZiUBos2LCK8rMAJhCgThMZwxjlRSW/aml1xZzraoCFMcpuedcuqMX7MFKhVxH6PDSx5fukZtixqohGnG1lWL8K07AnV0eM+yo7fPj1CC8Bhe8pwiIkx3EKB1OC3lvB4h3Xp9iE/CVltqb7rILbciwnTHTBdXuJsEqDYAvuWqU5mu3a/p/ey8dPnccltkvraoCNOMGa9aFBHhDYwlgXnW0eCdFWEKAMH1CDGtNEvrvRLEMyFMgUVw6gxastXmKoGZQ5gCwAIk8Hp1sfZa70y4nGAgK11OEMfZijTqiN+elxP0Ln3+e9uUTrfbtrUOq3Y5K7eOmaSvW6q6MpUV2Wbl5qEtznvFWXraDKfOHCc7Ue8ttTVNpNNL69ibvzc9Ze9Xuu/MqsJUAjJ9QTQ0c/PQFiEKAD5VhakEJHwhWAHADwYgTcSe78q5rwDgx+kBSNq9qz+tvWmf/fQaBHGTwFaMd28mA5Cwomdz0eb/+vP/nupJ29pnWW/7L7/ObDfqFd8jrzMP/wXsSrceYO9BZXr00bzewtReHD7CFYQI0/vMOPq365eD/83vi/D0e74cvLfSe+RwN29phXjj7bjmnd+6ot/ycudjAsAoh8J0tiCVMBsdaJ4C9a7KlAAFsJrqMJ25Ir0z0KRr19Mh4REXibePVfO4VLE+cV4qUK8qTCVI9adtQgI2nU438JtZx1pdDbjaACdAYXHt4HZ0H53am15yZjnNhLRFVBWmEo5bTe1NX5m3CtWrOytm+GZDlEBtY3RwbWVD1Iw4PABpJhpohJpvWsUSrEBbElxRK0FvQocpziPYcDd7bJbjtPfJdb/uTRe55bbI/aJWpYIwxS6qRdyNAU/t5apTDTht9n52Xrp8brlVEaYAgCwJzCs0fCMjTAEguB7Vo6xPGwhTAMAJ2sWrbc8KVakgTAFgARJovapIqtPX1+D1Bb7tI4O84NEvdD8S3xqD1fW80L136fPf26Z0ut22rXVYtctZe89jNqXtoDIFgALZiXpvqa1pIp1eWsfe/L3pqdL8KAhTAAAuIkwBALiIMAUmpheG51q2wFiEKRAEgdqPDD7x3jAWo3kDYTTvemyAchm+vqN5f3H8jRk/PB7LDPQZpfQeoTIFJqbXsiVIgbEIUwAALiJMASCgveOoe9NLrixnW1SEKQAENTq85PHlOKNtUQOVMAWAoCKHlzeEKQAsTMJWW2pvusgttyLCFAACy1WnMn2vC9bOS5fPLWfpPNtkWkSEKQAg62wAanjaJtMiIkwBILgeIaaVZtRwPIowBQAcllacqyNMAWABPapTRXVKmALAMtIKUgNWm52fzrNyy1np/XL3nR0Xug/E64XuH8+ff758+PzzCi50j5yeF7r3LmpIeVF6j1CZoisNUmF/B2YiO1HvDWMRpujKVqMtKlPMgy8ux0oIU3wiVaO21iRECVIAkRGmmA7VDnqQY2I02l4rIUwBdFH7xeUeuoO3jkHSaGnLIUzxCd2wGIEeBkRBmOIrjm3ibrZqLVWwgGeEKaZT03WI8+7ucuXviQgIUwCb6IIF6hGmaK7naTYA4BFhiqYIUAArIkzRFAOY5qfHMDmOCdQjTNGcjgqeIVh1sA3HBwFc0SRMj14pAhiJAAXQ2uUwlfBMrxLhLVAfrztNacBegNKlCeCK8N28NkQJVNjQHH1skAoZiGOpY6YvVB94NTJAFQEKxHJbmGrX7+Pm8pAAhUejwzyS58fz1waM8v5XOch5gR4ztbamCZn+8vLxyy209ng8vXv5e+zX9/G7p3f/+PiXL7eAb/326Y+b+x6gt6W6eQEA6IEwBQDgIsIUAICLLoepHJ+QY6G2ccwCALCSJpWphKdtAACshG5eAAAuIkwBALiIMAUA4CLXYXr31ZJ6irQt4hHoeniRrpzDtgBjUJkCAHDR5csJ1pJTZgCgJ84mwCi3hSkAAFHRzQsAwEWEKQAAFxGmAABcRJgCAHARYQoAwEWEKQAAF7k8NSY9J3Wms3dyz33m7RLp1+vNtj2R/jZRtkWea/r8Iv2dsA53Ybr3zzXDP03uuc+8XUKeq9DnO9v25J4v2zKGPC9hn1uUbcN66OZtiH/qufD3GocQRDSEKYrY8aE13k+IhjDFUuSDgbZZSRDZ7ZBGOAFjEaYdRdjJRdpR67Zok9szSrdj5m0BoiBMO4kUQlHw9wDQC2HaQZQg1WpHftrfAQDfIkwbixKkQrbDNp0GAPgWF21oaK9q0+c/63ap9IPCbNuTe75syxjyXNPnF+nvhHXw5eAAAFxENy8AABcRpgAAXESYAgBwEWEKAMAl7979P9tiQbRnI9WlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/kdtree.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decision Trees\n",
    "Start with observations, reach a conclusion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/decision_tree.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further reading:\n",
    "- KD Trees: same concept, generalized to K Dimensions\n",
    "- K Nearest Neighbors - supervized learning using KD Trees\n",
    "- K Means - unsupervized learning, used for clustering  \n",
    "\n",
    "Video introduction to identification trees:\n",
    "- https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/lecture-11-learning-identification-trees-disorder/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression using trees - predicting a real number\n",
    "\n",
    "https://www.kaggle.com/c/house-prices-advanced-regression-techniques"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from IPython.display import Image\n",
    "from sklearn.metrics import mean_squared_error, mean_squared_log_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = 16, 9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 81)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./data/train.csv')\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simplest model - predicting the mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "180921.19589041095"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.SalePrice.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding more information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "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>YrSold</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2006</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YrSold  SalePrice\n",
       "0    2008     208500\n",
       "1    2007     181500\n",
       "2    2008     223500\n",
       "3    2006     140000\n",
       "4    2008     250000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['YrSold', 'SalePrice']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22006cb2fd0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=2)\n",
    "sns.boxplot('YrSold', 'SalePrice', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simplest regression tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "import graphviz\n",
    "from sklearn.tree import export_graphviz\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<!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: Tree Pages: 1 -->\r\n",
       "<svg width=\"669pt\" height=\"373pt\"\r\n",
       " viewBox=\"0.00 0.00 669.00 373.00\" 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(4 369)\">\r\n",
       "<title>Tree</title>\r\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-369 665,-369 665,4 -4,4\"/>\r\n",
       "<!-- 0 -->\r\n",
       "<g id=\"node1\" class=\"node\"><title>0</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.407843\" stroke=\"black\" points=\"359,-365 226,-365 226,-297 359,-297 359,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"292.5\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">YrSold &lt;= 2007.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"292.5\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6306788585.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"292.5\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1460</text>\r\n",
       "<text text-anchor=\"middle\" x=\"292.5\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 180921.2</text>\r\n",
       "</g>\r\n",
       "<!-- 1 -->\r\n",
       "<g id=\"node2\" class=\"node\"><title>1</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.803922\" stroke=\"black\" points=\"284,-261 151,-261 151,-193 284,-193 284,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">YrSold &lt;= 2006.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6826452950.6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 643</text>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 184347.3</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=\"M268.15,-296.884C261.731,-288.154 254.724,-278.625 248.025,-269.514\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"250.729,-267.283 241.985,-261.299 245.089,-271.429 250.729,-267.283\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"238.215\" y=\"-282.313\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">True</text>\r\n",
       "</g>\r\n",
       "<!-- 4 -->\r\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.098039\" stroke=\"black\" points=\"435,-261 302,-261 302,-193 435,-193 435,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"368.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">YrSold &lt;= 2008.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"368.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 5881290473.7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"368.5\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 817</text>\r\n",
       "<text text-anchor=\"middle\" x=\"368.5\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 178224.8</text>\r\n",
       "</g>\r\n",
       "<!-- 0&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>0&#45;&gt;4</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M317.175,-296.884C323.679,-288.154 330.78,-278.625 337.568,-269.514\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"340.52,-271.409 343.689,-261.299 334.907,-267.227 340.52,-271.409\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"347.302\" y=\"-282.337\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">False</text>\r\n",
       "</g>\r\n",
       "<!-- 2 -->\r\n",
       "<g id=\"node3\" class=\"node\"><title>2</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.596078\" stroke=\"black\" points=\"133,-149.5 0,-149.5 0,-96.5 133,-96.5 133,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"66.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6288531575.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"66.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 314</text>\r\n",
       "<text text-anchor=\"middle\" x=\"66.5\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 182549.5</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;2 -->\r\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M168.475,-192.884C150.565,-180.786 130.38,-167.151 112.723,-155.224\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"114.525,-152.217 104.28,-149.52 110.607,-158.018 114.525,-152.217\"/>\r\n",
       "</g>\r\n",
       "<!-- 3 -->\r\n",
       "<g id=\"node4\" class=\"node\"><title>3</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"284,-149.5 151,-149.5 151,-96.5 284,-96.5 284,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 7333820019.7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 329</text>\r\n",
       "<text text-anchor=\"middle\" x=\"217.5\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 186063.2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"519.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">YrSold &lt;= 2009.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"519.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6493464273.9</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"594.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6435423276.0</text>\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x1d97dc3a7f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestRegressor(n_estimators=1, bootstrap=False)\n",
    "rf.fit(df.YrSold.values.reshape(-1, 1), df.SalePrice)\n",
    "s = export_graphviz(rf.estimators_[0], feature_names=['YrSold'], out_file='simple.dot', filled=True, precision=True)\n",
    "path = 'simple.dot'\n",
    "graphviz.Source.from_file(path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding another column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text text-anchor=\"middle\" x=\"795\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 116</text>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 163454.5</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;10 -->\r\n",
       "<g id=\"edge10\" class=\"edge\"><title>9&#45;&gt;10</title>\r\n",
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       "<!-- 13 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"946\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 10773.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 3909970880.6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 341</text>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 180535.4</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>9&#45;&gt;13</title>\r\n",
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       "<!-- 11 -->\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.349020\" stroke=\"black\" points=\"710,-53 584,-53 584,-0 710,-0 710,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"647\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 965558242.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"647\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"647\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 223319.0</text>\r\n",
       "</g>\r\n",
       "<!-- 10&#45;&gt;11 -->\r\n",
       "<g id=\"edge11\" class=\"edge\"><title>10&#45;&gt;11</title>\r\n",
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       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.192157\" stroke=\"black\" points=\"861.5,-53 728.5,-53 728.5,-0 861.5,-0 861.5,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 3483079837.6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 110</text>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 160189.2</text>\r\n",
       "</g>\r\n",
       "<!-- 10&#45;&gt;12 -->\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"798.5,-63.2367 795,-53.2367 791.5,-63.2367 798.5,-63.2367\"/>\r\n",
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       "<!-- 14 -->\r\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.247059\" stroke=\"black\" points=\"1012.5,-53 879.5,-53 879.5,-0 1012.5,-0 1012.5,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 3918555373.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 311</text>\r\n",
       "<text text-anchor=\"middle\" x=\"946\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 182194.8</text>\r\n",
       "</g>\r\n",
       "<!-- 13&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>13&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M946,-88.9485C946,-80.7153 946,-71.848 946,-63.4814\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"949.5,-63.2367 946,-53.2367 942.5,-63.2367 949.5,-63.2367\"/>\r\n",
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       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.200000\" stroke=\"black\" points=\"1163.5,-53 1030.5,-53 1030.5,-0 1163.5,-0 1163.5,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1097\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 3496522222.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1097\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1097\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 163333.3</text>\r\n",
       "</g>\r\n",
       "<!-- 13&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>13&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M998.812,-88.9485C1014.45,-79.1601 1031.53,-68.4756 1046.98,-58.8015\"/>\r\n",
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       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1459\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 13522.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1459\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6687252825.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1459\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 267</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1459\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 214277.5</text>\r\n",
       "</g>\r\n",
       "<!-- 16&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>16&#45;&gt;17</title>\r\n",
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       "<!-- 24 -->\r\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.423529\" stroke=\"black\" points=\"1962,-261 1822,-261 1822,-193 1962,-193 1962,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 13694.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 12892218512.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 188</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 252308.1</text>\r\n",
       "</g>\r\n",
       "<!-- 16&#45;&gt;24 -->\r\n",
       "<g id=\"edge24\" class=\"edge\"><title>16&#45;&gt;24</title>\r\n",
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       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\" points=\"1450.5,-157 1317.5,-157 1317.5,-89 1450.5,-89 1450.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1384\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 13517.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1384\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6726644873.9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1384\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 258</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1384\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 216333.7</text>\r\n",
       "</g>\r\n",
       "<!-- 17&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>17&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1434.65,-192.884C1428.23,-184.154 1421.22,-174.625 1414.52,-165.514\"/>\r\n",
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       "<g id=\"node22\" class=\"node\"><title>21</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.180392\" stroke=\"black\" points=\"1601.5,-157 1468.5,-157 1468.5,-89 1601.5,-89 1601.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1535\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 13625.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1535\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 1962402222.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1535\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1535\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 155333.3</text>\r\n",
       "</g>\r\n",
       "<!-- 17&#45;&gt;21 -->\r\n",
       "<g id=\"edge21\" class=\"edge\"><title>17&#45;&gt;21</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1483.68,-192.884C1490.18,-184.154 1497.28,-174.625 1504.07,-165.514\"/>\r\n",
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       "<!-- 19 -->\r\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.329412\" stroke=\"black\" points=\"1314.5,-53 1181.5,-53 1181.5,-0 1314.5,-0 1314.5,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1248\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 6470863480.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1248\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 257</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1248\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 215288.3</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>18&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1336.43,-88.9485C1322.48,-79.2516 1307.26,-68.6752 1293.44,-59.073\"/>\r\n",
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       "<!-- 20 -->\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1445,-53 1333,-53 1333,-0 1445,-0 1445,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1389\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1389\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1389\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 485000.0</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;20 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M1385.75,-88.9485C1386.18,-80.7153 1386.65,-71.848 1387.1,-63.4814\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1530\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 1577840000.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1530\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1530\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 139600.0</text>\r\n",
       "</g>\r\n",
       "<!-- 21&#45;&gt;22 -->\r\n",
       "<g id=\"edge22\" class=\"edge\"><title>21&#45;&gt;22</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1533.25,-88.9485C1532.82,-80.7153 1532.35,-71.848 1531.9,-63.4814\"/>\r\n",
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       "<!-- 23 -->\r\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1681\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 1746905000.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1681\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1681\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 175000.0</text>\r\n",
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       "<!-- 21&#45;&gt;23 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M1586.06,-88.9485C1601.19,-79.1601 1617.69,-68.4756 1632.64,-58.8015\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1892\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 13690.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 577997422.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1892\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2110\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LotArea &lt;= 16272.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 12679904856.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 185</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1829\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 172659600.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1829\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1966\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1966\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1966\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 380000.0</text>\r\n",
       "</g>\r\n",
       "<!-- 25&#45;&gt;27 -->\r\n",
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       "<g id=\"node30\" class=\"node\"><title>29</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"2110\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 12354189374.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 91</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 266964.3</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;29 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"2268\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mse = 12430239617.9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2268\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2268\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = 233073.4</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>28&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2165.26,-88.9485C2181.85,-79.0237 2199.99,-68.1776 2216.34,-58.3977\"/>\r\n",
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       "</g>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x1d970dd1240>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestRegressor(n_estimators=1, max_depth=4, bootstrap=False)\n",
    "rf.fit(df[['YrSold', 'LotArea']], df.SalePrice)\n",
    "s = export_graphviz(rf.estimators_[0], feature_names=['YrSold', 'LotArea'], out_file='tree.dot', filled=True, precision=True)\n",
    "path = 'tree.dot'\n",
    "graphviz.Source.from_file(path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Asking the right questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align}\n",
    "MSE = \\frac{\\sum{(\\text{expected} - \\text{predicted})}^2}{\\text{number of samples}}\n",
    "\\\\\n",
    "\\\\\n",
    "LOSS = \\frac{MSE(\\text{left}) * len(\\text{left}) + MSE(\\text{right}) * len(\\text{right})}{\\text{number of samples}}\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "chosen_columns = ['YrSold', 'LotArea', 'YearBuilt', 'OverallCond', 'OverallQual']\n",
    "X_raw = df[chosen_columns].values\n",
    "Y_raw = df.SalePrice.values\n",
    "\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X_raw, Y_raw, test_size=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating our own tree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cost functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mse(expected, predicted):\n",
    "    return np.mean(np.square(expected - predicted))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def loss(left, right):\n",
    "    return (mse(left, np.mean(left)) * left.size + mse(right, np.mean(right)) * right.size) / (left.size + right.size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_tree(X, Y, samples, feature_names, max_depth=2, min_samples=3, col_proc=0.5, depth=1):\n",
    "    \"\"\"\n",
    "    :param samples: training data\n",
    "    :param depth: current depth\n",
    "    :param max_depth: don't go bellow this level\n",
    "    :param min_samples: make a leaf for fewer samples than this\n",
    "    :param col_proc: percentage of columns to be used as features\n",
    "    \"\"\"\n",
    "    \n",
    "    # Default is the mean\n",
    "    node = dict(value=np.mean(Y[samples]), split=(), samples=len(samples), left=None, right=None)\n",
    "    \n",
    "    # Stop if the maximum depth was reached\n",
    "    if depth > max_depth:\n",
    "        return node\n",
    "\n",
    "    # Create a leaf if there are less than min_samples samples in this node\n",
    "    if len(samples) < min_samples:\n",
    "        return node\n",
    "    \n",
    "    best_cost = None\n",
    "    best_left = []\n",
    "    best_right = []\n",
    "    best_split = ()\n",
    "    \n",
    "    # Choose columns\n",
    "    columns = np.arange(X.shape[1])\n",
    "    np.random.shuffle(columns)\n",
    "    columns = columns[:int(X.shape[1] * col_proc)]\n",
    "    \n",
    "    # Try each column\n",
    "    for col in columns:\n",
    "        values = X[samples, col]\n",
    "        \n",
    "        # Try every possible value as a split point\n",
    "        for split_value in values:\n",
    "            left = []\n",
    "            right = []\n",
    "            \n",
    "            # Partition samples\n",
    "            for s in samples:\n",
    "                if X[s][col] < split_value:\n",
    "                    left.append(s)\n",
    "                else:\n",
    "                    right.append(s)\n",
    "\n",
    "            if len(left) == 0 or len(right) == 0:\n",
    "                continue\n",
    "\n",
    "            # Update best loss\n",
    "            cost = loss(Y[left], Y[right])\n",
    "            if best_cost is None or cost < best_cost:\n",
    "                best_cost = cost\n",
    "                best_left = left\n",
    "                best_right = right\n",
    "                best_split = (split_value, feature_names[col])\n",
    "   \n",
    "    # Expand subtrees\n",
    "    if len(best_left) > 0 and len(best_right) > 0:\n",
    "        node['split'] = best_split\n",
    "        node['left'] = create_tree(X, Y, best_left, feature_names, max_depth=max_depth, min_samples=min_samples, col_proc=col_proc, depth=depth+1)\n",
    "        node['right'] = create_tree(X, Y, best_right, feature_names, max_depth=max_depth, min_samples=min_samples, col_proc=col_proc, depth=depth+1)\n",
    "    \n",
    "    return node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/rf_partitioning.gif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from graphviz import Graph\n",
    "\n",
    "def plot_tree(tree, g=None):\n",
    "        g = g or Graph('G', filename='tree.gv')\n",
    "        node_name = str(tree['samples']) + ' ' + str(tree['split']) + ' ' + str(tree['value'])\n",
    "        for child in ('left', 'right'):\n",
    "            if tree[child] is not None:\n",
    "                child_name = str(tree[child]['samples']) + ' ' + str(tree[child]['split']) + ' ' + str(tree[child]['value'])\n",
    "                g.edge(node_name, child_name)\n",
    "        for child in ('left', 'right'):\n",
    "            if tree[child] is not None:\n",
    "                plot_tree(tree[child], g)\n",
    "        return g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = create_tree(X_train, Y_train, np.arange(X_train.shape[0]), feature_names=chosen_columns, max_depth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_tree(tree)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_tree(tree, features, sample):\n",
    "    if tree['left'] is None or tree['right'] is None:\n",
    "        return tree['value']\n",
    "    value, col = tree['split']\n",
    "    col = features.index(col)\n",
    "    if sample[col] < value:\n",
    "        return predict_tree(tree['left'], features, sample)\n",
    "    return predict_tree(tree['right'], features, sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3459105489.208344 8042005513.305056\n"
     ]
    }
   ],
   "source": [
    "predictions = np.array([predict_tree(tree, chosen_columns, sample) for sample in X_test])\n",
    "print(mse(Y_test, predictions), mse(Y_train, np.mean(Y_train)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Y_test, predictions)\n",
    "plt.xlabel(\"expected\", fontsize=21)\n",
    "plt.ylabel(\"predicted\", fontsize=21)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ensembles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/forest.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bagging - independent learners\n",
    "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boosting - sequential learners, each one learns from previous mistakes\n",
    "https://xgboost.readthedocs.io/en/latest/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gradient Boosting\n",
    "\n",
    "Best ever explanation of gradient boosting https://explained.ai/gradient-boosting  \n",
    "\n",
    "TL;DR http://blog.kaggle.com/2017/01/23/a-kaggle-master-explains-gradient-boosting/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./media/boosting.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_simple = df[['YrSold', 'YearBuilt', 'SalePrice']].head(n=10).copy()\n",
    "X = df_simple.drop('SalePrice', axis='columns').values\n",
    "Y = df_simple.SalePrice.values\n",
    "chosen_columns = list(df_simple.drop('SalePrice', axis='columns').columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "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>YrSold</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008</td>\n",
       "      <td>2003</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007</td>\n",
       "      <td>1976</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008</td>\n",
       "      <td>2001</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2006</td>\n",
       "      <td>1915</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008</td>\n",
       "      <td>2000</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2009</td>\n",
       "      <td>1993</td>\n",
       "      <td>143000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2007</td>\n",
       "      <td>2004</td>\n",
       "      <td>307000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009</td>\n",
       "      <td>1973</td>\n",
       "      <td>200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2008</td>\n",
       "      <td>1931</td>\n",
       "      <td>129900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2008</td>\n",
       "      <td>1939</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YrSold  YearBuilt  SalePrice\n",
       "0    2008       2003     208500\n",
       "1    2007       1976     181500\n",
       "2    2008       2001     223500\n",
       "3    2006       1915     140000\n",
       "4    2008       2000     250000\n",
       "5    2009       1993     143000\n",
       "6    2007       2004     307000\n",
       "7    2009       1973     200000\n",
       "8    2008       1931     129900\n",
       "9    2008       1939     118000"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_simple"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Fit a model - F(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "ensemble = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ensemble.append(create_tree(X, Y, np.arange(X.shape[0]), feature_names=chosen_columns, max_depth=1, col_proc=1))\n",
    "plot_tree(ensemble[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Y, [predict_tree(ensemble[0], chosen_columns, sample) for sample in X])\n",
    "plt.xlabel(\"expected\", fontsize=21)\n",
    "plt.ylabel(\"predicted\", fontsize=21)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "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>YrSold</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>P1</th>\n",
       "      <th>R1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008</td>\n",
       "      <td>2003</td>\n",
       "      <td>208500</td>\n",
       "      <td>247250.000000</td>\n",
       "      <td>-38750.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007</td>\n",
       "      <td>1976</td>\n",
       "      <td>181500</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>29433.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008</td>\n",
       "      <td>2001</td>\n",
       "      <td>223500</td>\n",
       "      <td>247250.000000</td>\n",
       "      <td>-23750.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2006</td>\n",
       "      <td>1915</td>\n",
       "      <td>140000</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>-12066.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008</td>\n",
       "      <td>2000</td>\n",
       "      <td>250000</td>\n",
       "      <td>247250.000000</td>\n",
       "      <td>2750.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2009</td>\n",
       "      <td>1993</td>\n",
       "      <td>143000</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>-9066.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2007</td>\n",
       "      <td>2004</td>\n",
       "      <td>307000</td>\n",
       "      <td>247250.000000</td>\n",
       "      <td>59750.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009</td>\n",
       "      <td>1973</td>\n",
       "      <td>200000</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>47933.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2008</td>\n",
       "      <td>1931</td>\n",
       "      <td>129900</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>-22166.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2008</td>\n",
       "      <td>1939</td>\n",
       "      <td>118000</td>\n",
       "      <td>152066.666667</td>\n",
       "      <td>-34066.666667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YrSold  YearBuilt  SalePrice             P1            R1\n",
       "0    2008       2003     208500  247250.000000 -38750.000000\n",
       "1    2007       1976     181500  152066.666667  29433.333333\n",
       "2    2008       2001     223500  247250.000000 -23750.000000\n",
       "3    2006       1915     140000  152066.666667 -12066.666667\n",
       "4    2008       2000     250000  247250.000000   2750.000000\n",
       "5    2009       1993     143000  152066.666667  -9066.666667\n",
       "6    2007       2004     307000  247250.000000  59750.000000\n",
       "7    2009       1973     200000  152066.666667  47933.333333\n",
       "8    2008       1931     129900  152066.666667 -22166.666667\n",
       "9    2008       1939     118000  152066.666667 -34066.666667"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions = np.array([predict_tree(ensemble[-1], chosen_columns, sample) for sample in X])\n",
    "df_simple['P1'] = predictions\n",
    "df_simple['R1'] = Y - predictions\n",
    "df_simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1068688333.3333334, 0.029237410094233335)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(Y, predictions), mean_squared_log_error(Y, predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit more learner on residuals - h(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/gif": 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