mushroom_using_pca_and_using decision_trees.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8124 entries, 0 to 8123\n",
      "Data columns (total 23 columns):\n",
      "class                       8124 non-null object\n",
      "cap-shape                   8124 non-null object\n",
      "cap-surface                 8124 non-null object\n",
      "cap-color                   8124 non-null object\n",
      "bruises                     8124 non-null object\n",
      "odor                        8124 non-null object\n",
      "gill-attachment             8124 non-null object\n",
      "gill-spacing                8124 non-null object\n",
      "gill-size                   8124 non-null object\n",
      "gill-color                  8124 non-null object\n",
      "stalk-shape                 8124 non-null object\n",
      "stalk-root                  8124 non-null object\n",
      "stalk-surface-above-ring    8124 non-null object\n",
      "stalk-surface-below-ring    8124 non-null object\n",
      "stalk-color-above-ring      8124 non-null object\n",
      "stalk-color-below-ring      8124 non-null object\n",
      "veil-type                   8124 non-null object\n",
      "veil-color                  8124 non-null object\n",
      "ring-number                 8124 non-null object\n",
      "ring-type                   8124 non-null object\n",
      "spore-print-color           8124 non-null object\n",
      "population                  8124 non-null object\n",
      "habitat                     8124 non-null object\n",
      "dtypes: object(23)\n",
      "memory usage: 1.4+ MB\n"
     ]
    },
    {
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       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
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       "      <td>e</td>\n",
       "      <td>b</td>\n",
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       "      <td>t</td>\n",
       "      <td>a</td>\n",
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       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>s</td>\n",
       "      <td>g</td>\n",
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       "    <tr>\n",
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       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
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       "      <td>n</td>\n",
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       "      <td>w</td>\n",
       "      <td>w</td>\n",
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       "      <td>o</td>\n",
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       "      <td>u</td>\n",
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       "      <td>e</td>\n",
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       "      <td>g</td>\n",
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       "      <td>n</td>\n",
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       "      <td>w</td>\n",
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       "      <td>w</td>\n",
       "      <td>p</td>\n",
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       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>g</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
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       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>g</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
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       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>s</td>\n",
       "      <td>u</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
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       "      <td>w</td>\n",
       "      <td>p</td>\n",
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       "      <td>o</td>\n",
       "      <td>p</td>\n",
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       "      <td>u</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
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       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>k</td>\n",
       "      <td>...</td>\n",
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       "      <td>w</td>\n",
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       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>s</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>l</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>k</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>s</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>w</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>l</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>g</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>l</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>w</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>k</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>u</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>y</td>\n",
       "      <td>t</td>\n",
       "      <td>a</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8094</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>s</td>\n",
       "      <td>g</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>g</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8095</th>\n",
       "      <td>p</td>\n",
       "      <td>x</td>\n",
       "      <td>y</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>y</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>c</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8096</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>w</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8097</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>p</td>\n",
       "      <td>p</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8098</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8099</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>w</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>s</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8100</th>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>o</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>b</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8101</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>p</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8102</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8103</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8104</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8105</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>y</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8106</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>o</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8107</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8108</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8109</th>\n",
       "      <td>e</td>\n",
       "      <td>b</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>w</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8110</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>o</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8111</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>w</td>\n",
       "      <td>b</td>\n",
       "      <td>p</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>t</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8112</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>o</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>b</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8113</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>p</td>\n",
       "      <td>p</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114</th>\n",
       "      <td>p</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>y</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>c</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8115</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8116</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8117</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8118</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8119</th>\n",
       "      <td>e</td>\n",
       "      <td>k</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>b</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8120</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>n</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>b</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8121</th>\n",
       "      <td>e</td>\n",
       "      <td>f</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>b</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8122</th>\n",
       "      <td>p</td>\n",
       "      <td>k</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>y</td>\n",
       "      <td>f</td>\n",
       "      <td>c</td>\n",
       "      <td>n</td>\n",
       "      <td>b</td>\n",
       "      <td>...</td>\n",
       "      <td>k</td>\n",
       "      <td>w</td>\n",
       "      <td>w</td>\n",
       "      <td>p</td>\n",
       "      <td>w</td>\n",
       "      <td>o</td>\n",
       "      <td>e</td>\n",
       "      <td>w</td>\n",
       "      <td>v</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8123</th>\n",
       "      <td>e</td>\n",
       "      <td>x</td>\n",
       "      <td>s</td>\n",
       "      <td>n</td>\n",
       "      <td>f</td>\n",
       "      <td>n</td>\n",
       "      <td>a</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>s</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>o</td>\n",
       "      <td>p</td>\n",
       "      <td>o</td>\n",
       "      <td>c</td>\n",
       "      <td>l</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8124 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     class cap-shape cap-surface cap-color bruises odor gill-attachment  \\\n",
       "0        p         x           s         n       t    p               f   \n",
       "1        e         x           s         y       t    a               f   \n",
       "2        e         b           s         w       t    l               f   \n",
       "3        p         x           y         w       t    p               f   \n",
       "4        e         x           s         g       f    n               f   \n",
       "5        e         x           y         y       t    a               f   \n",
       "6        e         b           s         w       t    a               f   \n",
       "7        e         b           y         w       t    l               f   \n",
       "8        p         x           y         w       t    p               f   \n",
       "9        e         b           s         y       t    a               f   \n",
       "10       e         x           y         y       t    l               f   \n",
       "11       e         x           y         y       t    a               f   \n",
       "12       e         b           s         y       t    a               f   \n",
       "13       p         x           y         w       t    p               f   \n",
       "14       e         x           f         n       f    n               f   \n",
       "15       e         s           f         g       f    n               f   \n",
       "16       e         f           f         w       f    n               f   \n",
       "17       p         x           s         n       t    p               f   \n",
       "18       p         x           y         w       t    p               f   \n",
       "19       p         x           s         n       t    p               f   \n",
       "20       e         b           s         y       t    a               f   \n",
       "21       p         x           y         n       t    p               f   \n",
       "22       e         b           y         y       t    l               f   \n",
       "23       e         b           y         w       t    a               f   \n",
       "24       e         b           s         w       t    l               f   \n",
       "25       p         f           s         w       t    p               f   \n",
       "26       e         x           y         y       t    a               f   \n",
       "27       e         x           y         w       t    l               f   \n",
       "28       e         f           f         n       f    n               f   \n",
       "29       e         x           s         y       t    a               f   \n",
       "...    ...       ...         ...       ...     ...  ...             ...   \n",
       "8094     e         b           s         g       f    n               f   \n",
       "8095     p         x           y         c       f    m               f   \n",
       "8096     e         k           f         w       f    n               f   \n",
       "8097     p         k           y         n       f    s               f   \n",
       "8098     p         k           s         e       f    y               f   \n",
       "8099     e         k           f         w       f    n               f   \n",
       "8100     e         f           s         n       f    n               a   \n",
       "8101     p         k           s         e       f    s               f   \n",
       "8102     e         x           s         n       f    n               a   \n",
       "8103     e         k           s         n       f    n               a   \n",
       "8104     e         k           s         n       f    n               a   \n",
       "8105     e         k           s         n       f    n               a   \n",
       "8106     e         k           s         n       f    n               a   \n",
       "8107     e         x           s         n       f    n               a   \n",
       "8108     p         k           y         e       f    y               f   \n",
       "8109     e         b           s         w       f    n               f   \n",
       "8110     e         x           s         n       f    n               a   \n",
       "8111     e         k           s         w       f    n               f   \n",
       "8112     e         k           s         n       f    n               a   \n",
       "8113     p         k           y         e       f    y               f   \n",
       "8114     p         f           y         c       f    m               a   \n",
       "8115     e         x           s         n       f    n               a   \n",
       "8116     p         k           y         n       f    s               f   \n",
       "8117     p         k           s         e       f    y               f   \n",
       "8118     p         k           y         n       f    f               f   \n",
       "8119     e         k           s         n       f    n               a   \n",
       "8120     e         x           s         n       f    n               a   \n",
       "8121     e         f           s         n       f    n               a   \n",
       "8122     p         k           y         n       f    y               f   \n",
       "8123     e         x           s         n       f    n               a   \n",
       "\n",
       "     gill-spacing gill-size gill-color   ...   stalk-surface-below-ring  \\\n",
       "0               c         n          k   ...                          s   \n",
       "1               c         b          k   ...                          s   \n",
       "2               c         b          n   ...                          s   \n",
       "3               c         n          n   ...                          s   \n",
       "4               w         b          k   ...                          s   \n",
       "5               c         b          n   ...                          s   \n",
       "6               c         b          g   ...                          s   \n",
       "7               c         b          n   ...                          s   \n",
       "8               c         n          p   ...                          s   \n",
       "9               c         b          g   ...                          s   \n",
       "10              c         b          g   ...                          s   \n",
       "11              c         b          n   ...                          s   \n",
       "12              c         b          w   ...                          s   \n",
       "13              c         n          k   ...                          s   \n",
       "14              w         b          n   ...                          f   \n",
       "15              c         n          k   ...                          s   \n",
       "16              w         b          k   ...                          s   \n",
       "17              c         n          n   ...                          s   \n",
       "18              c         n          n   ...                          s   \n",
       "19              c         n          k   ...                          s   \n",
       "20              c         b          k   ...                          s   \n",
       "21              c         n          n   ...                          s   \n",
       "22              c         b          k   ...                          s   \n",
       "23              c         b          w   ...                          s   \n",
       "24              c         b          g   ...                          s   \n",
       "25              c         n          n   ...                          s   \n",
       "26              c         b          n   ...                          s   \n",
       "27              c         b          w   ...                          s   \n",
       "28              c         n          k   ...                          s   \n",
       "29              w         n          n   ...                          s   \n",
       "...           ...       ...        ...   ...                        ...   \n",
       "8094            w         b          g   ...                          s   \n",
       "8095            c         b          y   ...                          y   \n",
       "8096            w         b          w   ...                          s   \n",
       "8097            c         n          b   ...                          k   \n",
       "8098            c         n          b   ...                          k   \n",
       "8099            w         b          w   ...                          k   \n",
       "8100            c         b          o   ...                          s   \n",
       "8101            c         n          b   ...                          s   \n",
       "8102            c         b          y   ...                          s   \n",
       "8103            c         b          y   ...                          s   \n",
       "8104            c         b          y   ...                          s   \n",
       "8105            c         b          y   ...                          s   \n",
       "8106            c         b          o   ...                          s   \n",
       "8107            c         b          y   ...                          s   \n",
       "8108            c         n          b   ...                          s   \n",
       "8109            w         b          w   ...                          s   \n",
       "8110            c         b          o   ...                          s   \n",
       "8111            w         b          p   ...                          s   \n",
       "8112            c         b          o   ...                          s   \n",
       "8113            c         n          b   ...                          k   \n",
       "8114            c         b          y   ...                          y   \n",
       "8115            c         b          y   ...                          s   \n",
       "8116            c         n          b   ...                          k   \n",
       "8117            c         n          b   ...                          s   \n",
       "8118            c         n          b   ...                          s   \n",
       "8119            c         b          y   ...                          s   \n",
       "8120            c         b          y   ...                          s   \n",
       "8121            c         b          n   ...                          s   \n",
       "8122            c         n          b   ...                          k   \n",
       "8123            c         b          y   ...                          s   \n",
       "\n",
       "     stalk-color-above-ring stalk-color-below-ring veil-type veil-color  \\\n",
       "0                         w                      w         p          w   \n",
       "1                         w                      w         p          w   \n",
       "2                         w                      w         p          w   \n",
       "3                         w                      w         p          w   \n",
       "4                         w                      w         p          w   \n",
       "5                         w                      w         p          w   \n",
       "6                         w                      w         p          w   \n",
       "7                         w                      w         p          w   \n",
       "8                         w                      w         p          w   \n",
       "9                         w                      w         p          w   \n",
       "10                        w                      w         p          w   \n",
       "11                        w                      w         p          w   \n",
       "12                        w                      w         p          w   \n",
       "13                        w                      w         p          w   \n",
       "14                        w                      w         p          w   \n",
       "15                        w                      w         p          w   \n",
       "16                        w                      w         p          w   \n",
       "17                        w                      w         p          w   \n",
       "18                        w                      w         p          w   \n",
       "19                        w                      w         p          w   \n",
       "20                        w                      w         p          w   \n",
       "21                        w                      w         p          w   \n",
       "22                        w                      w         p          w   \n",
       "23                        w                      w         p          w   \n",
       "24                        w                      w         p          w   \n",
       "25                        w                      w         p          w   \n",
       "26                        w                      w         p          w   \n",
       "27                        w                      w         p          w   \n",
       "28                        w                      w         p          w   \n",
       "29                        w                      w         p          w   \n",
       "...                     ...                    ...       ...        ...   \n",
       "8094                      w                      w         p          w   \n",
       "8095                      c                      c         p          w   \n",
       "8096                      w                      w         p          w   \n",
       "8097                      p                      p         p          w   \n",
       "8098                      w                      p         p          w   \n",
       "8099                      w                      w         p          w   \n",
       "8100                      o                      o         p          n   \n",
       "8101                      p                      w         p          w   \n",
       "8102                      o                      o         p          n   \n",
       "8103                      o                      o         p          n   \n",
       "8104                      o                      o         p          o   \n",
       "8105                      o                      o         p          n   \n",
       "8106                      o                      o         p          o   \n",
       "8107                      o                      o         p          o   \n",
       "8108                      p                      w         p          w   \n",
       "8109                      w                      w         p          w   \n",
       "8110                      o                      o         p          o   \n",
       "8111                      w                      w         p          w   \n",
       "8112                      o                      o         p          n   \n",
       "8113                      p                      p         p          w   \n",
       "8114                      c                      c         p          w   \n",
       "8115                      o                      o         p          o   \n",
       "8116                      p                      w         p          w   \n",
       "8117                      p                      w         p          w   \n",
       "8118                      p                      w         p          w   \n",
       "8119                      o                      o         p          o   \n",
       "8120                      o                      o         p          n   \n",
       "8121                      o                      o         p          o   \n",
       "8122                      w                      w         p          w   \n",
       "8123                      o                      o         p          o   \n",
       "\n",
       "     ring-number ring-type spore-print-color population habitat  \n",
       "0              o         p                 k          s       u  \n",
       "1              o         p                 n          n       g  \n",
       "2              o         p                 n          n       m  \n",
       "3              o         p                 k          s       u  \n",
       "4              o         e                 n          a       g  \n",
       "5              o         p                 k          n       g  \n",
       "6              o         p                 k          n       m  \n",
       "7              o         p                 n          s       m  \n",
       "8              o         p                 k          v       g  \n",
       "9              o         p                 k          s       m  \n",
       "10             o         p                 n          n       g  \n",
       "11             o         p                 k          s       m  \n",
       "12             o         p                 n          s       g  \n",
       "13             o         p                 n          v       u  \n",
       "14             o         e                 k          a       g  \n",
       "15             o         p                 n          y       u  \n",
       "16             o         e                 n          a       g  \n",
       "17             o         p                 k          s       g  \n",
       "18             o         p                 n          s       u  \n",
       "19             o         p                 n          s       u  \n",
       "20             o         p                 n          s       m  \n",
       "21             o         p                 n          v       g  \n",
       "22             o         p                 n          s       m  \n",
       "23             o         p                 n          n       m  \n",
       "24             o         p                 k          s       m  \n",
       "25             o         p                 n          v       g  \n",
       "26             o         p                 n          n       m  \n",
       "27             o         p                 n          n       m  \n",
       "28             o         p                 k          y       u  \n",
       "29             o         p                 n          v       d  \n",
       "...          ...       ...               ...        ...     ...  \n",
       "8094           t         p                 w          n       g  \n",
       "8095           n         n                 w          c       d  \n",
       "8096           t         p                 w          n       g  \n",
       "8097           o         e                 w          v       l  \n",
       "8098           o         e                 w          v       d  \n",
       "8099           t         p                 w          s       g  \n",
       "8100           o         p                 b          v       l  \n",
       "8101           o         e                 w          v       p  \n",
       "8102           o         p                 n          c       l  \n",
       "8103           o         p                 o          c       l  \n",
       "8104           o         p                 n          v       l  \n",
       "8105           o         p                 y          v       l  \n",
       "8106           o         p                 n          v       l  \n",
       "8107           o         p                 n          c       l  \n",
       "8108           o         e                 w          v       l  \n",
       "8109           t         p                 w          n       g  \n",
       "8110           o         p                 n          v       l  \n",
       "8111           t         p                 w          n       g  \n",
       "8112           o         p                 b          v       l  \n",
       "8113           o         e                 w          v       d  \n",
       "8114           n         n                 w          c       d  \n",
       "8115           o         p                 o          v       l  \n",
       "8116           o         e                 w          v       l  \n",
       "8117           o         e                 w          v       d  \n",
       "8118           o         e                 w          v       d  \n",
       "8119           o         p                 b          c       l  \n",
       "8120           o         p                 b          v       l  \n",
       "8121           o         p                 b          c       l  \n",
       "8122           o         e                 w          v       l  \n",
       "8123           o         p                 o          c       l  \n",
       "\n",
       "[8124 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This command gives us the mushrooms dataset as a pandas dataframe\n",
    "ds = pd.read_csv('mushrooms.csv')\n",
    "ds.info()\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Using labelencoder to convert characters in columns to numbers.\n",
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "le = preprocessing.LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ds = ds.apply(le.fit_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Deciding the split for training and testing data\n",
    "split = int(0.8 * ds.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "ytrain = ds[['class']][:split]\n",
    "ytest = ds[['class']][split:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       "</table>\n",
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       "</div>"
      ],
      "text/plain": [
       "      class\n",
       "0         1\n",
       "1         0\n",
       "2         0\n",
       "3         1\n",
       "4         0\n",
       "5         0\n",
       "6         0\n",
       "7         0\n",
       "8         1\n",
       "9         0\n",
       "10        0\n",
       "11        0\n",
       "12        0\n",
       "13        1\n",
       "14        0\n",
       "15        0\n",
       "16        0\n",
       "17        1\n",
       "18        1\n",
       "19        1\n",
       "20        0\n",
       "21        1\n",
       "22        0\n",
       "23        0\n",
       "24        0\n",
       "25        1\n",
       "26        0\n",
       "27        0\n",
       "28        0\n",
       "29        0\n",
       "...     ...\n",
       "6469      1\n",
       "6470      1\n",
       "6471      1\n",
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       "6474      1\n",
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       "6479      1\n",
       "6480      1\n",
       "6481      1\n",
       "6482      1\n",
       "6483      1\n",
       "6484      1\n",
       "6485      1\n",
       "6486      1\n",
       "6487      1\n",
       "6488      1\n",
       "6489      1\n",
       "6490      1\n",
       "6491      1\n",
       "6492      1\n",
       "6493      1\n",
       "6494      1\n",
       "6495      1\n",
       "6496      1\n",
       "6497      1\n",
       "6498      1\n",
       "\n",
       "[6499 rows x 1 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ytrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ds = ds.drop('class',1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "xtrain = ds[:split]\n",
    "xtest = ds[split:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6469</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6470</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6471</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6472</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6473</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6474</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6475</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6476</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6477</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6478</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6479</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6480</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6481</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6482</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6483</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6484</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6485</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6486</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6487</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6488</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6489</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6490</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6491</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6492</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6493</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6494</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6495</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6496</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6497</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6498</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6499 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      cap-shape  cap-surface  cap-color  bruises  odor  gill-attachment  \\\n",
       "0             5            2          4        1     6                1   \n",
       "1             5            2          9        1     0                1   \n",
       "2             0            2          8        1     3                1   \n",
       "3             5            3          8        1     6                1   \n",
       "4             5            2          3        0     5                1   \n",
       "5             5            3          9        1     0                1   \n",
       "6             0            2          8        1     0                1   \n",
       "7             0            3          8        1     3                1   \n",
       "8             5            3          8        1     6                1   \n",
       "9             0            2          9        1     0                1   \n",
       "10            5            3          9        1     3                1   \n",
       "11            5            3          9        1     0                1   \n",
       "12            0            2          9        1     0                1   \n",
       "13            5            3          8        1     6                1   \n",
       "14            5            0          4        0     5                1   \n",
       "15            4            0          3        0     5                1   \n",
       "16            2            0          8        0     5                1   \n",
       "17            5            2          4        1     6                1   \n",
       "18            5            3          8        1     6                1   \n",
       "19            5            2          4        1     6                1   \n",
       "20            0            2          9        1     0                1   \n",
       "21            5            3          4        1     6                1   \n",
       "22            0            3          9        1     3                1   \n",
       "23            0            3          8        1     0                1   \n",
       "24            0            2          8        1     3                1   \n",
       "25            2            2          8        1     6                1   \n",
       "26            5            3          9        1     0                1   \n",
       "27            5            3          8        1     3                1   \n",
       "28            2            0          4        0     5                1   \n",
       "29            5            2          9        1     0                1   \n",
       "...         ...          ...        ...      ...   ...              ...   \n",
       "6469          3            2          4        0     2                1   \n",
       "6470          5            2          2        0     2                1   \n",
       "6471          2            2          4        0     2                1   \n",
       "6472          5            2          2        0     7                1   \n",
       "6473          2            2          4        0     8                1   \n",
       "6474          5            2          4        0     2                1   \n",
       "6475          2            3          2        0     8                1   \n",
       "6476          5            2          4        0     2                1   \n",
       "6477          5            2          2        0     8                1   \n",
       "6478          5            2          2        0     7                1   \n",
       "6479          5            2          4        0     7                1   \n",
       "6480          5            3          2        0     7                1   \n",
       "6481          2            3          2        0     8                1   \n",
       "6482          2            2          2        0     7                1   \n",
       "6483          5            2          2        0     8                1   \n",
       "6484          2            3          2        0     8                1   \n",
       "6485          2            2          2        0     8                1   \n",
       "6486          2            2          2        0     7                1   \n",
       "6487          2            3          4        0     2                1   \n",
       "6488          2            2          4        0     7                1   \n",
       "6489          5            2          2        0     2                1   \n",
       "6490          2            3          4        0     7                1   \n",
       "6491          2            2          4        0     7                1   \n",
       "6492          2            3          4        0     2                1   \n",
       "6493          2            2          2        0     7                1   \n",
       "6494          2            3          2        0     2                1   \n",
       "6495          2            3          4        0     8                1   \n",
       "6496          2            2          2        0     8                1   \n",
       "6497          2            2          2        0     2                1   \n",
       "6498          2            3          4        0     7                1   \n",
       "\n",
       "      gill-spacing  gill-size  gill-color  stalk-shape   ...     \\\n",
       "0                0          1           4            0   ...      \n",
       "1                0          0           4            0   ...      \n",
       "2                0          0           5            0   ...      \n",
       "3                0          1           5            0   ...      \n",
       "4                1          0           4            1   ...      \n",
       "5                0          0           5            0   ...      \n",
       "6                0          0           2            0   ...      \n",
       "7                0          0           5            0   ...      \n",
       "8                0          1           7            0   ...      \n",
       "9                0          0           2            0   ...      \n",
       "10               0          0           2            0   ...      \n",
       "11               0          0           5            0   ...      \n",
       "12               0          0          10            0   ...      \n",
       "13               0          1           4            0   ...      \n",
       "14               1          0           5            1   ...      \n",
       "15               0          1           4            0   ...      \n",
       "16               1          0           4            1   ...      \n",
       "17               0          1           5            0   ...      \n",
       "18               0          1           5            0   ...      \n",
       "19               0          1           4            0   ...      \n",
       "20               0          0           4            0   ...      \n",
       "21               0          1           5            0   ...      \n",
       "22               0          0           4            0   ...      \n",
       "23               0          0          10            0   ...      \n",
       "24               0          0           2            0   ...      \n",
       "25               0          1           5            0   ...      \n",
       "26               0          0           5            0   ...      \n",
       "27               0          0          10            0   ...      \n",
       "28               0          1           4            0   ...      \n",
       "29               1          1           5            1   ...      \n",
       "...            ...        ...         ...          ...   ...      \n",
       "6469             0          1           0            1   ...      \n",
       "6470             0          1           0            1   ...      \n",
       "6471             0          1           0            1   ...      \n",
       "6472             0          1           0            1   ...      \n",
       "6473             0          1           0            1   ...      \n",
       "6474             0          1           0            1   ...      \n",
       "6475             0          1           0            1   ...      \n",
       "6476             0          1           0            1   ...      \n",
       "6477             0          1           0            1   ...      \n",
       "6478             0          1           0            1   ...      \n",
       "6479             0          1           0            1   ...      \n",
       "6480             0          1           0            1   ...      \n",
       "6481             0          1           0            1   ...      \n",
       "6482             0          1           0            1   ...      \n",
       "6483             0          1           0            1   ...      \n",
       "6484             0          1           0            1   ...      \n",
       "6485             0          1           0            1   ...      \n",
       "6486             0          1           0            1   ...      \n",
       "6487             0          1           0            1   ...      \n",
       "6488             0          1           0            1   ...      \n",
       "6489             0          1           0            1   ...      \n",
       "6490             0          1           0            1   ...      \n",
       "6491             0          1           0            1   ...      \n",
       "6492             0          1           0            1   ...      \n",
       "6493             0          1           0            1   ...      \n",
       "6494             0          1           0            1   ...      \n",
       "6495             0          1           0            1   ...      \n",
       "6496             0          1           0            1   ...      \n",
       "6497             0          1           0            1   ...      \n",
       "6498             0          1           0            1   ...      \n",
       "\n",
       "      stalk-surface-below-ring  stalk-color-above-ring  \\\n",
       "0                            2                       7   \n",
       "1                            2                       7   \n",
       "2                            2                       7   \n",
       "3                            2                       7   \n",
       "4                            2                       7   \n",
       "5                            2                       7   \n",
       "6                            2                       7   \n",
       "7                            2                       7   \n",
       "8                            2                       7   \n",
       "9                            2                       7   \n",
       "10                           2                       7   \n",
       "11                           2                       7   \n",
       "12                           2                       7   \n",
       "13                           2                       7   \n",
       "14                           0                       7   \n",
       "15                           2                       7   \n",
       "16                           2                       7   \n",
       "17                           2                       7   \n",
       "18                           2                       7   \n",
       "19                           2                       7   \n",
       "20                           2                       7   \n",
       "21                           2                       7   \n",
       "22                           2                       7   \n",
       "23                           2                       7   \n",
       "24                           2                       7   \n",
       "25                           2                       7   \n",
       "26                           2                       7   \n",
       "27                           2                       7   \n",
       "28                           2                       7   \n",
       "29                           2                       7   \n",
       "...                        ...                     ...   \n",
       "6469                         2                       6   \n",
       "6470                         2                       6   \n",
       "6471                         1                       6   \n",
       "6472                         1                       7   \n",
       "6473                         1                       6   \n",
       "6474                         1                       7   \n",
       "6475                         1                       7   \n",
       "6476                         2                       7   \n",
       "6477                         2                       7   \n",
       "6478                         1                       7   \n",
       "6479                         1                       6   \n",
       "6480                         2                       7   \n",
       "6481                         1                       6   \n",
       "6482                         2                       6   \n",
       "6483                         1                       7   \n",
       "6484                         1                       7   \n",
       "6485                         2                       7   \n",
       "6486                         1                       6   \n",
       "6487                         1                       7   \n",
       "6488                         1                       7   \n",
       "6489                         1                       7   \n",
       "6490                         1                       6   \n",
       "6491                         1                       6   \n",
       "6492                         2                       6   \n",
       "6493                         1                       6   \n",
       "6494                         1                       6   \n",
       "6495                         2                       7   \n",
       "6496                         1                       7   \n",
       "6497                         1                       7   \n",
       "6498                         1                       6   \n",
       "\n",
       "      stalk-color-below-ring  veil-type  veil-color  ring-number  ring-type  \\\n",
       "0                          7          0           2            1          4   \n",
       "1                          7          0           2            1          4   \n",
       "2                          7          0           2            1          4   \n",
       "3                          7          0           2            1          4   \n",
       "4                          7          0           2            1          0   \n",
       "5                          7          0           2            1          4   \n",
       "6                          7          0           2            1          4   \n",
       "7                          7          0           2            1          4   \n",
       "8                          7          0           2            1          4   \n",
       "9                          7          0           2            1          4   \n",
       "10                         7          0           2            1          4   \n",
       "11                         7          0           2            1          4   \n",
       "12                         7          0           2            1          4   \n",
       "13                         7          0           2            1          4   \n",
       "14                         7          0           2            1          0   \n",
       "15                         7          0           2            1          4   \n",
       "16                         7          0           2            1          0   \n",
       "17                         7          0           2            1          4   \n",
       "18                         7          0           2            1          4   \n",
       "19                         7          0           2            1          4   \n",
       "20                         7          0           2            1          4   \n",
       "21                         7          0           2            1          4   \n",
       "22                         7          0           2            1          4   \n",
       "23                         7          0           2            1          4   \n",
       "24                         7          0           2            1          4   \n",
       "25                         7          0           2            1          4   \n",
       "26                         7          0           2            1          4   \n",
       "27                         7          0           2            1          4   \n",
       "28                         7          0           2            1          4   \n",
       "29                         7          0           2            1          4   \n",
       "...                      ...        ...         ...          ...        ...   \n",
       "6469                       7          0           2            1          0   \n",
       "6470                       6          0           2            1          0   \n",
       "6471                       7          0           2            1          0   \n",
       "6472                       7          0           2            1          0   \n",
       "6473                       7          0           2            1          0   \n",
       "6474                       6          0           2            1          0   \n",
       "6475                       6          0           2            1          0   \n",
       "6476                       6          0           2            1          0   \n",
       "6477                       7          0           2            1          0   \n",
       "6478                       7          0           2            1          0   \n",
       "6479                       6          0           2            1          0   \n",
       "6480                       7          0           2            1          0   \n",
       "6481                       7          0           2            1          0   \n",
       "6482                       7          0           2            1          0   \n",
       "6483                       7          0           2            1          0   \n",
       "6484                       7          0           2            1          0   \n",
       "6485                       7          0           2            1          0   \n",
       "6486                       7          0           2            1          0   \n",
       "6487                       6          0           2            1          0   \n",
       "6488                       7          0           2            1          0   \n",
       "6489                       6          0           2            1          0   \n",
       "6490                       6          0           2            1          0   \n",
       "6491                       6          0           2            1          0   \n",
       "6492                       6          0           2            1          0   \n",
       "6493                       7          0           2            1          0   \n",
       "6494                       7          0           2            1          0   \n",
       "6495                       6          0           2            1          0   \n",
       "6496                       6          0           2            1          0   \n",
       "6497                       6          0           2            1          0   \n",
       "6498                       6          0           2            1          0   \n",
       "\n",
       "      spore-print-color  population  habitat  \n",
       "0                     2           3        5  \n",
       "1                     3           2        1  \n",
       "2                     3           2        3  \n",
       "3                     2           3        5  \n",
       "4                     3           0        1  \n",
       "5                     2           2        1  \n",
       "6                     2           2        3  \n",
       "7                     3           3        3  \n",
       "8                     2           4        1  \n",
       "9                     2           3        3  \n",
       "10                    3           2        1  \n",
       "11                    2           3        3  \n",
       "12                    3           3        1  \n",
       "13                    3           4        5  \n",
       "14                    2           0        1  \n",
       "15                    3           5        5  \n",
       "16                    3           0        1  \n",
       "17                    2           3        1  \n",
       "18                    3           3        5  \n",
       "19                    3           3        5  \n",
       "20                    3           3        3  \n",
       "21                    3           4        1  \n",
       "22                    3           3        3  \n",
       "23                    3           2        3  \n",
       "24                    2           3        3  \n",
       "25                    3           4        1  \n",
       "26                    3           2        3  \n",
       "27                    3           2        3  \n",
       "28                    2           5        5  \n",
       "29                    3           4        0  \n",
       "...                 ...         ...      ...  \n",
       "6469                  7           4        2  \n",
       "6470                  7           4        4  \n",
       "6471                  7           4        0  \n",
       "6472                  7           4        2  \n",
       "6473                  7           4        4  \n",
       "6474                  7           4        2  \n",
       "6475                  7           4        0  \n",
       "6476                  7           4        2  \n",
       "6477                  7           4        4  \n",
       "6478                  7           4        0  \n",
       "6479                  7           4        4  \n",
       "6480                  7           4        0  \n",
       "6481                  7           4        4  \n",
       "6482                  7           4        0  \n",
       "6483                  7           4        0  \n",
       "6484                  7           4        2  \n",
       "6485                  7           4        4  \n",
       "6486                  7           4        2  \n",
       "6487                  7           4        0  \n",
       "6488                  7           4        4  \n",
       "6489                  7           4        4  \n",
       "6490                  7           4        2  \n",
       "6491                  7           4        0  \n",
       "6492                  7           4        2  \n",
       "6493                  7           4        2  \n",
       "6494                  7           4        4  \n",
       "6495                  7           4        0  \n",
       "6496                  7           4        0  \n",
       "6497                  7           4        0  \n",
       "6498                  7           4        0  \n",
       "\n",
       "[6499 rows x 22 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6499, 22)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6499, 1)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ytrain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.dropna of       cap-shape  cap-surface  cap-color  bruises  odor  gill-attachment  \\\n",
       "0             5            2          4        1     6                1   \n",
       "1             5            2          9        1     0                1   \n",
       "2             0            2          8        1     3                1   \n",
       "3             5            3          8        1     6                1   \n",
       "4             5            2          3        0     5                1   \n",
       "5             5            3          9        1     0                1   \n",
       "6             0            2          8        1     0                1   \n",
       "7             0            3          8        1     3                1   \n",
       "8             5            3          8        1     6                1   \n",
       "9             0            2          9        1     0                1   \n",
       "10            5            3          9        1     3                1   \n",
       "11            5            3          9        1     0                1   \n",
       "12            0            2          9        1     0                1   \n",
       "13            5            3          8        1     6                1   \n",
       "14            5            0          4        0     5                1   \n",
       "15            4            0          3        0     5                1   \n",
       "16            2            0          8        0     5                1   \n",
       "17            5            2          4        1     6                1   \n",
       "18            5            3          8        1     6                1   \n",
       "19            5            2          4        1     6                1   \n",
       "20            0            2          9        1     0                1   \n",
       "21            5            3          4        1     6                1   \n",
       "22            0            3          9        1     3                1   \n",
       "23            0            3          8        1     0                1   \n",
       "24            0            2          8        1     3                1   \n",
       "25            2            2          8        1     6                1   \n",
       "26            5            3          9        1     0                1   \n",
       "27            5            3          8        1     3                1   \n",
       "28            2            0          4        0     5                1   \n",
       "29            5            2          9        1     0                1   \n",
       "...         ...          ...        ...      ...   ...              ...   \n",
       "6469          3            2          4        0     2                1   \n",
       "6470          5            2          2        0     2                1   \n",
       "6471          2            2          4        0     2                1   \n",
       "6472          5            2          2        0     7                1   \n",
       "6473          2            2          4        0     8                1   \n",
       "6474          5            2          4        0     2                1   \n",
       "6475          2            3          2        0     8                1   \n",
       "6476          5            2          4        0     2                1   \n",
       "6477          5            2          2        0     8                1   \n",
       "6478          5            2          2        0     7                1   \n",
       "6479          5            2          4        0     7                1   \n",
       "6480          5            3          2        0     7                1   \n",
       "6481          2            3          2        0     8                1   \n",
       "6482          2            2          2        0     7                1   \n",
       "6483          5            2          2        0     8                1   \n",
       "6484          2            3          2        0     8                1   \n",
       "6485          2            2          2        0     8                1   \n",
       "6486          2            2          2        0     7                1   \n",
       "6487          2            3          4        0     2                1   \n",
       "6488          2            2          4        0     7                1   \n",
       "6489          5            2          2        0     2                1   \n",
       "6490          2            3          4        0     7                1   \n",
       "6491          2            2          4        0     7                1   \n",
       "6492          2            3          4        0     2                1   \n",
       "6493          2            2          2        0     7                1   \n",
       "6494          2            3          2        0     2                1   \n",
       "6495          2            3          4        0     8                1   \n",
       "6496          2            2          2        0     8                1   \n",
       "6497          2            2          2        0     2                1   \n",
       "6498          2            3          4        0     7                1   \n",
       "\n",
       "      gill-spacing  gill-size  gill-color  stalk-shape   ...     \\\n",
       "0                0          1           4            0   ...      \n",
       "1                0          0           4            0   ...      \n",
       "2                0          0           5            0   ...      \n",
       "3                0          1           5            0   ...      \n",
       "4                1          0           4            1   ...      \n",
       "5                0          0           5            0   ...      \n",
       "6                0          0           2            0   ...      \n",
       "7                0          0           5            0   ...      \n",
       "8                0          1           7            0   ...      \n",
       "9                0          0           2            0   ...      \n",
       "10               0          0           2            0   ...      \n",
       "11               0          0           5            0   ...      \n",
       "12               0          0          10            0   ...      \n",
       "13               0          1           4            0   ...      \n",
       "14               1          0           5            1   ...      \n",
       "15               0          1           4            0   ...      \n",
       "16               1          0           4            1   ...      \n",
       "17               0          1           5            0   ...      \n",
       "18               0          1           5            0   ...      \n",
       "19               0          1           4            0   ...      \n",
       "20               0          0           4            0   ...      \n",
       "21               0          1           5            0   ...      \n",
       "22               0          0           4            0   ...      \n",
       "23               0          0          10            0   ...      \n",
       "24               0          0           2            0   ...      \n",
       "25               0          1           5            0   ...      \n",
       "26               0          0           5            0   ...      \n",
       "27               0          0          10            0   ...      \n",
       "28               0          1           4            0   ...      \n",
       "29               1          1           5            1   ...      \n",
       "...            ...        ...         ...          ...   ...      \n",
       "6469             0          1           0            1   ...      \n",
       "6470             0          1           0            1   ...      \n",
       "6471             0          1           0            1   ...      \n",
       "6472             0          1           0            1   ...      \n",
       "6473             0          1           0            1   ...      \n",
       "6474             0          1           0            1   ...      \n",
       "6475             0          1           0            1   ...      \n",
       "6476             0          1           0            1   ...      \n",
       "6477             0          1           0            1   ...      \n",
       "6478             0          1           0            1   ...      \n",
       "6479             0          1           0            1   ...      \n",
       "6480             0          1           0            1   ...      \n",
       "6481             0          1           0            1   ...      \n",
       "6482             0          1           0            1   ...      \n",
       "6483             0          1           0            1   ...      \n",
       "6484             0          1           0            1   ...      \n",
       "6485             0          1           0            1   ...      \n",
       "6486             0          1           0            1   ...      \n",
       "6487             0          1           0            1   ...      \n",
       "6488             0          1           0            1   ...      \n",
       "6489             0          1           0            1   ...      \n",
       "6490             0          1           0            1   ...      \n",
       "6491             0          1           0            1   ...      \n",
       "6492             0          1           0            1   ...      \n",
       "6493             0          1           0            1   ...      \n",
       "6494             0          1           0            1   ...      \n",
       "6495             0          1           0            1   ...      \n",
       "6496             0          1           0            1   ...      \n",
       "6497             0          1           0            1   ...      \n",
       "6498             0          1           0            1   ...      \n",
       "\n",
       "      stalk-surface-below-ring  stalk-color-above-ring  \\\n",
       "0                            2                       7   \n",
       "1                            2                       7   \n",
       "2                            2                       7   \n",
       "3                            2                       7   \n",
       "4                            2                       7   \n",
       "5                            2                       7   \n",
       "6                            2                       7   \n",
       "7                            2                       7   \n",
       "8                            2                       7   \n",
       "9                            2                       7   \n",
       "10                           2                       7   \n",
       "11                           2                       7   \n",
       "12                           2                       7   \n",
       "13                           2                       7   \n",
       "14                           0                       7   \n",
       "15                           2                       7   \n",
       "16                           2                       7   \n",
       "17                           2                       7   \n",
       "18                           2                       7   \n",
       "19                           2                       7   \n",
       "20                           2                       7   \n",
       "21                           2                       7   \n",
       "22                           2                       7   \n",
       "23                           2                       7   \n",
       "24                           2                       7   \n",
       "25                           2                       7   \n",
       "26                           2                       7   \n",
       "27                           2                       7   \n",
       "28                           2                       7   \n",
       "29                           2                       7   \n",
       "...                        ...                     ...   \n",
       "6469                         2                       6   \n",
       "6470                         2                       6   \n",
       "6471                         1                       6   \n",
       "6472                         1                       7   \n",
       "6473                         1                       6   \n",
       "6474                         1                       7   \n",
       "6475                         1                       7   \n",
       "6476                         2                       7   \n",
       "6477                         2                       7   \n",
       "6478                         1                       7   \n",
       "6479                         1                       6   \n",
       "6480                         2                       7   \n",
       "6481                         1                       6   \n",
       "6482                         2                       6   \n",
       "6483                         1                       7   \n",
       "6484                         1                       7   \n",
       "6485                         2                       7   \n",
       "6486                         1                       6   \n",
       "6487                         1                       7   \n",
       "6488                         1                       7   \n",
       "6489                         1                       7   \n",
       "6490                         1                       6   \n",
       "6491                         1                       6   \n",
       "6492                         2                       6   \n",
       "6493                         1                       6   \n",
       "6494                         1                       6   \n",
       "6495                         2                       7   \n",
       "6496                         1                       7   \n",
       "6497                         1                       7   \n",
       "6498                         1                       6   \n",
       "\n",
       "      stalk-color-below-ring  veil-type  veil-color  ring-number  ring-type  \\\n",
       "0                          7          0           2            1          4   \n",
       "1                          7          0           2            1          4   \n",
       "2                          7          0           2            1          4   \n",
       "3                          7          0           2            1          4   \n",
       "4                          7          0           2            1          0   \n",
       "5                          7          0           2            1          4   \n",
       "6                          7          0           2            1          4   \n",
       "7                          7          0           2            1          4   \n",
       "8                          7          0           2            1          4   \n",
       "9                          7          0           2            1          4   \n",
       "10                         7          0           2            1          4   \n",
       "11                         7          0           2            1          4   \n",
       "12                         7          0           2            1          4   \n",
       "13                         7          0           2            1          4   \n",
       "14                         7          0           2            1          0   \n",
       "15                         7          0           2            1          4   \n",
       "16                         7          0           2            1          0   \n",
       "17                         7          0           2            1          4   \n",
       "18                         7          0           2            1          4   \n",
       "19                         7          0           2            1          4   \n",
       "20                         7          0           2            1          4   \n",
       "21                         7          0           2            1          4   \n",
       "22                         7          0           2            1          4   \n",
       "23                         7          0           2            1          4   \n",
       "24                         7          0           2            1          4   \n",
       "25                         7          0           2            1          4   \n",
       "26                         7          0           2            1          4   \n",
       "27                         7          0           2            1          4   \n",
       "28                         7          0           2            1          4   \n",
       "29                         7          0           2            1          4   \n",
       "...                      ...        ...         ...          ...        ...   \n",
       "6469                       7          0           2            1          0   \n",
       "6470                       6          0           2            1          0   \n",
       "6471                       7          0           2            1          0   \n",
       "6472                       7          0           2            1          0   \n",
       "6473                       7          0           2            1          0   \n",
       "6474                       6          0           2            1          0   \n",
       "6475                       6          0           2            1          0   \n",
       "6476                       6          0           2            1          0   \n",
       "6477                       7          0           2            1          0   \n",
       "6478                       7          0           2            1          0   \n",
       "6479                       6          0           2            1          0   \n",
       "6480                       7          0           2            1          0   \n",
       "6481                       7          0           2            1          0   \n",
       "6482                       7          0           2            1          0   \n",
       "6483                       7          0           2            1          0   \n",
       "6484                       7          0           2            1          0   \n",
       "6485                       7          0           2            1          0   \n",
       "6486                       7          0           2            1          0   \n",
       "6487                       6          0           2            1          0   \n",
       "6488                       7          0           2            1          0   \n",
       "6489                       6          0           2            1          0   \n",
       "6490                       6          0           2            1          0   \n",
       "6491                       6          0           2            1          0   \n",
       "6492                       6          0           2            1          0   \n",
       "6493                       7          0           2            1          0   \n",
       "6494                       7          0           2            1          0   \n",
       "6495                       6          0           2            1          0   \n",
       "6496                       6          0           2            1          0   \n",
       "6497                       6          0           2            1          0   \n",
       "6498                       6          0           2            1          0   \n",
       "\n",
       "      spore-print-color  population  habitat  \n",
       "0                     2           3        5  \n",
       "1                     3           2        1  \n",
       "2                     3           2        3  \n",
       "3                     2           3        5  \n",
       "4                     3           0        1  \n",
       "5                     2           2        1  \n",
       "6                     2           2        3  \n",
       "7                     3           3        3  \n",
       "8                     2           4        1  \n",
       "9                     2           3        3  \n",
       "10                    3           2        1  \n",
       "11                    2           3        3  \n",
       "12                    3           3        1  \n",
       "13                    3           4        5  \n",
       "14                    2           0        1  \n",
       "15                    3           5        5  \n",
       "16                    3           0        1  \n",
       "17                    2           3        1  \n",
       "18                    3           3        5  \n",
       "19                    3           3        5  \n",
       "20                    3           3        3  \n",
       "21                    3           4        1  \n",
       "22                    3           3        3  \n",
       "23                    3           2        3  \n",
       "24                    2           3        3  \n",
       "25                    3           4        1  \n",
       "26                    3           2        3  \n",
       "27                    3           2        3  \n",
       "28                    2           5        5  \n",
       "29                    3           4        0  \n",
       "...                 ...         ...      ...  \n",
       "6469                  7           4        2  \n",
       "6470                  7           4        4  \n",
       "6471                  7           4        0  \n",
       "6472                  7           4        2  \n",
       "6473                  7           4        4  \n",
       "6474                  7           4        2  \n",
       "6475                  7           4        0  \n",
       "6476                  7           4        2  \n",
       "6477                  7           4        4  \n",
       "6478                  7           4        0  \n",
       "6479                  7           4        4  \n",
       "6480                  7           4        0  \n",
       "6481                  7           4        4  \n",
       "6482                  7           4        0  \n",
       "6483                  7           4        0  \n",
       "6484                  7           4        2  \n",
       "6485                  7           4        4  \n",
       "6486                  7           4        2  \n",
       "6487                  7           4        0  \n",
       "6488                  7           4        4  \n",
       "6489                  7           4        4  \n",
       "6490                  7           4        2  \n",
       "6491                  7           4        0  \n",
       "6492                  7           4        2  \n",
       "6493                  7           4        2  \n",
       "6494                  7           4        4  \n",
       "6495                  7           4        0  \n",
       "6496                  7           4        0  \n",
       "6497                  7           4        0  \n",
       "6498                  7           4        0  \n",
       "\n",
       "[6499 rows x 22 columns]>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.dropna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6499, 22)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Using decision trees and random forest to have a classification on basis of all features.\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_split=1e-07, min_samples_leaf=1,\n",
       "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "            presort=False, random_state=None, splitter='best')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = DecisionTreeClassifier()\n",
    "dt.fit(xtrain,ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.96553846153846157"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.score(xtest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/ipykernel_launcher.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.98523076923076924"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestClassifier(n_estimators=10)\n",
    "rf.fit(xtrain, ytrain)\n",
    "\n",
    "rf.score(xtest, ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now we are going to apply pca and see how much accuracy can we get from less features. You can change the number of features you want to keep in the n_components in PCA Classifier     \n",
    "df = pd.read_csv('mushrooms.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Done for trsnsforming characters in features to numbers\n",
    "df = df.apply(le.fit_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "dd = df[['class']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'class' is a classification feature we don't want to apply pca with it we want to remove it . We only want features that are pred func is going to take   \n",
    "df = df.drop('class',1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#This command converts our 22 features to 10 features\n",
    "df = pca.fit_transform(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.22820662, -0.34547209, -1.42442514, ...,  3.64358855,\n",
       "        -0.92581182,  0.36680766],\n",
       "       [-1.93656097,  4.79691211, -3.51166784, ..., -0.61776406,\n",
       "         0.23213088,  0.07507515],\n",
       "       [-1.65417317,  2.46436226, -3.88082715, ...,  0.66746969,\n",
       "        -0.18841658,  0.33120588],\n",
       "       ..., \n",
       "       [-1.86050705,  0.47024368,  1.19021189, ...,  1.09550111,\n",
       "        -0.23495457, -0.25898422],\n",
       "       [ 7.29306843, -1.25169255, -1.24197629, ...,  1.25810698,\n",
       "        -0.31653774, -0.58907278],\n",
       "       [-4.83553281, -3.58375805, -0.11250607, ..., -0.42149836,\n",
       "         0.42627554, -0.06795613]])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Splitting for testing and training data\n",
    "split = int(0.8 * df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "ytrain = dd[['class']][:split]\n",
    "ytest = dd[['class']][split:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "xtrain = df[:split]\n",
    "xtest = df[split:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.22820662, -0.34547209, -1.42442514, ...,  3.64358855,\n",
       "        -0.92581182,  0.36680766],\n",
       "       [-1.93656097,  4.79691211, -3.51166784, ..., -0.61776406,\n",
       "         0.23213088,  0.07507515],\n",
       "       [-1.65417317,  2.46436226, -3.88082715, ...,  0.66746969,\n",
       "        -0.18841658,  0.33120588],\n",
       "       ..., \n",
       "       [ 7.35046942, -2.46137643,  0.49477537, ..., -0.38693917,\n",
       "        -0.67264236, -0.10467585],\n",
       "       [ 6.08349829,  0.22676782,  0.71819111, ..., -3.03507662,\n",
       "        -0.01151176, -0.02535472],\n",
       "       [ 6.73310751, -0.59443982,  0.04763718, ..., -0.22789186,\n",
       "         0.04634641, -0.96754526]])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Using decision trees and random classifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_split=1e-07, min_samples_leaf=1,\n",
       "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "            presort=False, random_state=None, splitter='best')"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = DecisionTreeClassifier()\n",
    "dt.fit(xtrain,ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.92430769230769227"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.score(xtest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/ipykernel_launcher.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.89476923076923076"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestClassifier(n_estimators=100)\n",
    "rf.fit(xtrain, ytrain)\n",
    "\n",
    "rf.score(xtest, ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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