type2_2.ipynb

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  "metadata": {
    "colab": {
      "name": "type2_2.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMdSbZUKtORbGUjYvAJnD4w",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/kmouleejunhyuk/bigdata_analysist_practical/blob/main/type2_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JnmPTJzyzG99"
      },
      "source": [
        "# Attribute Information: (classes: edible=e, poisonous=p)\n",
        "\n",
        "# cap-shape: bell=b,conical=c,convex=x,flat=f, knobbed=k,sunken=s\n",
        "# cap-surface: fibrous=f,grooves=g,scaly=y,smooth=s\n",
        "# cap-color: brown=n,buff=b,cinnamon=c,gray=g,green=r,pink=p,purple=u,red=e,white=w,yellow=y\n",
        "\n",
        "# bruises: bruises=t,no=f\n",
        "# odor: almond=a,anise=l,creosote=c,fishy=y,foul=f,musty=m,none=n,pungent=p,spicy=s\n",
        "\n",
        "# gill-attachment: attached=a,descending=d,free=f,notched=n\n",
        "# gill-spacing: close=c,crowded=w,distant=d\n",
        "# gill-size: broad=b,narrow=n\n",
        "# gill-color: black=k,brown=n,buff=b,chocolate=h,gray=g, green=r,orange=o,pink=p,purple=u,red=e,white=w,yellow=y\n",
        "\n",
        "# stalk-shape: enlarging=e,tapering=t\n",
        "# stalk-root: bulbous=b,club=c,cup=u,equal=e,rhizomorphs=z,rooted=r,missing=?\n",
        "# stalk-surface-above-ring: fibrous=f,scaly=y,silky=k,smooth=s\n",
        "# stalk-surface-below-ring: fibrous=f,scaly=y,silky=k,smooth=s\n",
        "# stalk-color-above-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o,pink=p,red=e,white=w,yellow=y\n",
        "# stalk-color-below-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o,pink=p,red=e,white=w,yellow=y\n",
        "\n",
        "# veil-type: partial=p,universal=u\n",
        "# veil-color: brown=n,orange=o,white=w,yellow=y\n",
        "\n",
        "# ring-number: none=n,one=o,two=t\n",
        "# ring-type: cobwebby=c,evanescent=e,flaring=f,large=l,none=n,pendant=p,sheathing=s,zone=z\n",
        "\n",
        "# spore-print-color: black=k,brown=n,buff=b,chocolate=h,green=r,orange=o,purple=u,white=w,yellow=y\n",
        "# population: abundant=a,clustered=c,numerous=n,scattered=s,several=v,solitary=y\n",
        "# habitat: grasses=g,leaves=l,meadows=m,paths=p,urban=u,waste=w,woods=d"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rV3EwHSY1zmS"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "rawdata = pd.read_csv('https://raw.githubusercontent.com/kmouleejunhyuk/bigdata_analysist_practical/main/mushrooms.csv')"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MFpS6bOz9NhR"
      },
      "source": [
        "#Q: 데이터를 기반으로 class를 예측하라"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qNrfqaJs4M-B"
      },
      "source": [
        "##EDA"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "id": "1GOE2Bkl3_zh",
        "outputId": "7b0f4037-c30e-4550-ac9f-6776caa133e3"
      },
      "source": [
        "rawdata.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>class</th>\n",
              "      <th>cap-shape</th>\n",
              "      <th>cap-surface</th>\n",
              "      <th>cap-color</th>\n",
              "      <th>bruises</th>\n",
              "      <th>odor</th>\n",
              "      <th>gill-attachment</th>\n",
              "      <th>gill-spacing</th>\n",
              "      <th>gill-size</th>\n",
              "      <th>gill-color</th>\n",
              "      <th>stalk-shape</th>\n",
              "      <th>stalk-root</th>\n",
              "      <th>stalk-surface-above-ring</th>\n",
              "      <th>stalk-surface-below-ring</th>\n",
              "      <th>stalk-color-above-ring</th>\n",
              "      <th>stalk-color-below-ring</th>\n",
              "      <th>veil-type</th>\n",
              "      <th>veil-color</th>\n",
              "      <th>ring-number</th>\n",
              "      <th>ring-type</th>\n",
              "      <th>spore-print-color</th>\n",
              "      <th>population</th>\n",
              "      <th>habitat</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>e</td>\n",
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              "      <td>t</td>\n",
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              "      <td>b</td>\n",
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              "      <td>g</td>\n",
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              "    <tr>\n",
              "      <th>2</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",
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              "      <td>b</td>\n",
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              "      <td>e</td>\n",
              "      <td>c</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>n</td>\n",
              "      <td>m</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>p</td>\n",
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              "      <th>4</th>\n",
              "      <td>e</td>\n",
              "      <td>x</td>\n",
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              "      <td>w</td>\n",
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              "      <td>k</td>\n",
              "      <td>t</td>\n",
              "      <td>e</td>\n",
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              "      <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>e</td>\n",
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              "      <td>a</td>\n",
              "      <td>g</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  class cap-shape cap-surface  ... spore-print-color population habitat\n",
              "0     p         x           s  ...                 k          s       u\n",
              "1     e         x           s  ...                 n          n       g\n",
              "2     e         b           s  ...                 n          n       m\n",
              "3     p         x           y  ...                 k          s       u\n",
              "4     e         x           s  ...                 n          a       g\n",
              "\n",
              "[5 rows x 23 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 240
        },
        "id": "M8zAgLY44RSM",
        "outputId": "7b3353ee-9bdf-4a6b-a69f-d62fd7ea8284"
      },
      "source": [
        "rawdata.describe()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>class</th>\n",
              "      <th>cap-shape</th>\n",
              "      <th>cap-surface</th>\n",
              "      <th>cap-color</th>\n",
              "      <th>bruises</th>\n",
              "      <th>odor</th>\n",
              "      <th>gill-attachment</th>\n",
              "      <th>gill-spacing</th>\n",
              "      <th>gill-size</th>\n",
              "      <th>gill-color</th>\n",
              "      <th>stalk-shape</th>\n",
              "      <th>stalk-root</th>\n",
              "      <th>stalk-surface-above-ring</th>\n",
              "      <th>stalk-surface-below-ring</th>\n",
              "      <th>stalk-color-above-ring</th>\n",
              "      <th>stalk-color-below-ring</th>\n",
              "      <th>veil-type</th>\n",
              "      <th>veil-color</th>\n",
              "      <th>ring-number</th>\n",
              "      <th>ring-type</th>\n",
              "      <th>spore-print-color</th>\n",
              "      <th>population</th>\n",
              "      <th>habitat</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "      <td>8124</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>unique</th>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>top</th>\n",
              "      <td>e</td>\n",
              "      <td>x</td>\n",
              "      <td>y</td>\n",
              "      <td>n</td>\n",
              "      <td>f</td>\n",
              "      <td>n</td>\n",
              "      <td>f</td>\n",
              "      <td>c</td>\n",
              "      <td>b</td>\n",
              "      <td>b</td>\n",
              "      <td>t</td>\n",
              "      <td>b</td>\n",
              "      <td>s</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>w</td>\n",
              "      <td>v</td>\n",
              "      <td>d</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>freq</th>\n",
              "      <td>4208</td>\n",
              "      <td>3656</td>\n",
              "      <td>3244</td>\n",
              "      <td>2284</td>\n",
              "      <td>4748</td>\n",
              "      <td>3528</td>\n",
              "      <td>7914</td>\n",
              "      <td>6812</td>\n",
              "      <td>5612</td>\n",
              "      <td>1728</td>\n",
              "      <td>4608</td>\n",
              "      <td>3776</td>\n",
              "      <td>5176</td>\n",
              "      <td>4936</td>\n",
              "      <td>4464</td>\n",
              "      <td>4384</td>\n",
              "      <td>8124</td>\n",
              "      <td>7924</td>\n",
              "      <td>7488</td>\n",
              "      <td>3968</td>\n",
              "      <td>2388</td>\n",
              "      <td>4040</td>\n",
              "      <td>3148</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       class cap-shape cap-surface  ... spore-print-color population habitat\n",
              "count   8124      8124        8124  ...              8124       8124    8124\n",
              "unique     2         6           4  ...                 9          6       7\n",
              "top        e         x           y  ...                 w          v       d\n",
              "freq    4208      3656        3244  ...              2388       4040    3148\n",
              "\n",
              "[4 rows x 23 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xG1RKXPiWThU",
        "outputId": "aa382e22-9204-4408-c360-279bf9b2501c"
      },
      "source": [
        "rawdata.dtypes"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "class                       object\n",
              "cap-shape                   object\n",
              "cap-surface                 object\n",
              "cap-color                   object\n",
              "bruises                     object\n",
              "odor                        object\n",
              "gill-attachment             object\n",
              "gill-spacing                object\n",
              "gill-size                   object\n",
              "gill-color                  object\n",
              "stalk-shape                 object\n",
              "stalk-root                  object\n",
              "stalk-surface-above-ring    object\n",
              "stalk-surface-below-ring    object\n",
              "stalk-color-above-ring      object\n",
              "stalk-color-below-ring      object\n",
              "veil-type                   object\n",
              "veil-color                  object\n",
              "ring-number                 object\n",
              "ring-type                   object\n",
              "spore-print-color           object\n",
              "population                  object\n",
              "habitat                     object\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bT2jrVaCWkYN",
        "outputId": "4fa1c9e8-ab6a-48c7-a4ef-826ff4e436ff"
      },
      "source": [
        "rawdata.isnull().sum()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "class                       0\n",
              "cap-shape                   0\n",
              "cap-surface                 0\n",
              "cap-color                   0\n",
              "bruises                     0\n",
              "odor                        0\n",
              "gill-attachment             0\n",
              "gill-spacing                0\n",
              "gill-size                   0\n",
              "gill-color                  0\n",
              "stalk-shape                 0\n",
              "stalk-root                  0\n",
              "stalk-surface-above-ring    0\n",
              "stalk-surface-below-ring    0\n",
              "stalk-color-above-ring      0\n",
              "stalk-color-below-ring      0\n",
              "veil-type                   0\n",
              "veil-color                  0\n",
              "ring-number                 0\n",
              "ring-type                   0\n",
              "spore-print-color           0\n",
              "population                  0\n",
              "habitat                     0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "15IzZzaAWnEF",
        "outputId": "1f3cba37-1c41-4705-ef17-0ce81813d882"
      },
      "source": [
        "rawdata.duplicated().sum()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4cPP4zLu4Ue2",
        "outputId": "45d970b3-8570-47da-ed46-08cfa29a5518"
      },
      "source": [
        "#변수가 모두 범주형이므로 컬럼 별 비율을 확인\n",
        "s = rawdata.shape\n",
        "print(s)\n",
        "\n",
        "for c in rawdata.columns:\n",
        "    tmp = rawdata[c].value_counts()\n",
        "\n",
        "    r_list = []\n",
        "    index = tmp.index\n",
        "    for ind in index:\n",
        "        r_list.append(round(tmp[ind] / s[0], ndigits = 3))\n",
        "\n",
        "    tmp = pd.DataFrame(tmp.values, columns = ['count'])\n",
        "    tmp['ratio'] = r_list\n",
        "    tmp.index = index\n",
        "\n",
        "    print(c)\n",
        "    print(tmp, end = '\\n\\n')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(8124, 23)\n",
            "class\n",
            "   count  ratio\n",
            "e   4208  0.518\n",
            "p   3916  0.482\n",
            "\n",
            "cap-shape\n",
            "   count  ratio\n",
            "x   3656  0.450\n",
            "f   3152  0.388\n",
            "k    828  0.102\n",
            "b    452  0.056\n",
            "s     32  0.004\n",
            "c      4  0.000\n",
            "\n",
            "cap-surface\n",
            "   count  ratio\n",
            "y   3244  0.399\n",
            "s   2556  0.315\n",
            "f   2320  0.286\n",
            "g      4  0.000\n",
            "\n",
            "cap-color\n",
            "   count  ratio\n",
            "n   2284  0.281\n",
            "g   1840  0.226\n",
            "e   1500  0.185\n",
            "y   1072  0.132\n",
            "w   1040  0.128\n",
            "b    168  0.021\n",
            "p    144  0.018\n",
            "c     44  0.005\n",
            "r     16  0.002\n",
            "u     16  0.002\n",
            "\n",
            "bruises\n",
            "   count  ratio\n",
            "f   4748  0.584\n",
            "t   3376  0.416\n",
            "\n",
            "odor\n",
            "   count  ratio\n",
            "n   3528  0.434\n",
            "f   2160  0.266\n",
            "y    576  0.071\n",
            "s    576  0.071\n",
            "a    400  0.049\n",
            "l    400  0.049\n",
            "p    256  0.032\n",
            "c    192  0.024\n",
            "m     36  0.004\n",
            "\n",
            "gill-attachment\n",
            "   count  ratio\n",
            "f   7914  0.974\n",
            "a    210  0.026\n",
            "\n",
            "gill-spacing\n",
            "   count  ratio\n",
            "c   6812  0.839\n",
            "w   1312  0.161\n",
            "\n",
            "gill-size\n",
            "   count  ratio\n",
            "b   5612  0.691\n",
            "n   2512  0.309\n",
            "\n",
            "gill-color\n",
            "   count  ratio\n",
            "b   1728  0.213\n",
            "p   1492  0.184\n",
            "w   1202  0.148\n",
            "n   1048  0.129\n",
            "g    752  0.093\n",
            "h    732  0.090\n",
            "u    492  0.061\n",
            "k    408  0.050\n",
            "e     96  0.012\n",
            "y     86  0.011\n",
            "o     64  0.008\n",
            "r     24  0.003\n",
            "\n",
            "stalk-shape\n",
            "   count  ratio\n",
            "t   4608  0.567\n",
            "e   3516  0.433\n",
            "\n",
            "stalk-root\n",
            "   count  ratio\n",
            "b   3776  0.465\n",
            "?   2480  0.305\n",
            "e   1120  0.138\n",
            "c    556  0.068\n",
            "r    192  0.024\n",
            "\n",
            "stalk-surface-above-ring\n",
            "   count  ratio\n",
            "s   5176  0.637\n",
            "k   2372  0.292\n",
            "f    552  0.068\n",
            "y     24  0.003\n",
            "\n",
            "stalk-surface-below-ring\n",
            "   count  ratio\n",
            "s   4936  0.608\n",
            "k   2304  0.284\n",
            "f    600  0.074\n",
            "y    284  0.035\n",
            "\n",
            "stalk-color-above-ring\n",
            "   count  ratio\n",
            "w   4464  0.549\n",
            "p   1872  0.230\n",
            "g    576  0.071\n",
            "n    448  0.055\n",
            "b    432  0.053\n",
            "o    192  0.024\n",
            "e     96  0.012\n",
            "c     36  0.004\n",
            "y      8  0.001\n",
            "\n",
            "stalk-color-below-ring\n",
            "   count  ratio\n",
            "w   4384  0.540\n",
            "p   1872  0.230\n",
            "g    576  0.071\n",
            "n    512  0.063\n",
            "b    432  0.053\n",
            "o    192  0.024\n",
            "e     96  0.012\n",
            "c     36  0.004\n",
            "y     24  0.003\n",
            "\n",
            "veil-type\n",
            "   count  ratio\n",
            "p   8124    1.0\n",
            "\n",
            "veil-color\n",
            "   count  ratio\n",
            "w   7924  0.975\n",
            "n     96  0.012\n",
            "o     96  0.012\n",
            "y      8  0.001\n",
            "\n",
            "ring-number\n",
            "   count  ratio\n",
            "o   7488  0.922\n",
            "t    600  0.074\n",
            "n     36  0.004\n",
            "\n",
            "ring-type\n",
            "   count  ratio\n",
            "p   3968  0.488\n",
            "e   2776  0.342\n",
            "l   1296  0.160\n",
            "f     48  0.006\n",
            "n     36  0.004\n",
            "\n",
            "spore-print-color\n",
            "   count  ratio\n",
            "w   2388  0.294\n",
            "n   1968  0.242\n",
            "k   1872  0.230\n",
            "h   1632  0.201\n",
            "r     72  0.009\n",
            "y     48  0.006\n",
            "b     48  0.006\n",
            "o     48  0.006\n",
            "u     48  0.006\n",
            "\n",
            "population\n",
            "   count  ratio\n",
            "v   4040  0.497\n",
            "y   1712  0.211\n",
            "s   1248  0.154\n",
            "n    400  0.049\n",
            "a    384  0.047\n",
            "c    340  0.042\n",
            "\n",
            "habitat\n",
            "   count  ratio\n",
            "d   3148  0.387\n",
            "g   2148  0.264\n",
            "p   1144  0.141\n",
            "l    832  0.102\n",
            "u    368  0.045\n",
            "m    292  0.036\n",
            "w    192  0.024\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "KRt5Bt-_TbQW",
        "outputId": "cb4b63c1-8fa5-4928-9a4a-d518072a17a3"
      },
      "source": [
        "#veil 값이 단일값이기 때문에, 삭제\n",
        "droped_data = rawdata.copy()\n",
        "droped_data.drop(['veil-type'], axis = 1, inplace = True)\n",
        "droped_data"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>class</th>\n",
              "      <th>cap-shape</th>\n",
              "      <th>cap-surface</th>\n",
              "      <th>cap-color</th>\n",
              "      <th>bruises</th>\n",
              "      <th>odor</th>\n",
              "      <th>gill-attachment</th>\n",
              "      <th>gill-spacing</th>\n",
              "      <th>gill-size</th>\n",
              "      <th>gill-color</th>\n",
              "      <th>stalk-shape</th>\n",
              "      <th>stalk-root</th>\n",
              "      <th>stalk-surface-above-ring</th>\n",
              "      <th>stalk-surface-below-ring</th>\n",
              "      <th>stalk-color-above-ring</th>\n",
              "      <th>stalk-color-below-ring</th>\n",
              "      <th>veil-color</th>\n",
              "      <th>ring-number</th>\n",
              "      <th>ring-type</th>\n",
              "      <th>spore-print-color</th>\n",
              "      <th>population</th>\n",
              "      <th>habitat</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</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>k</td>\n",
              "      <td>e</td>\n",
              "      <td>e</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>o</td>\n",
              "      <td>p</td>\n",
              "      <td>k</td>\n",
              "      <td>s</td>\n",
              "      <td>u</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</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>c</td>\n",
              "      <td>b</td>\n",
              "      <td>k</td>\n",
              "      <td>e</td>\n",
              "      <td>c</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>o</td>\n",
              "      <td>p</td>\n",
              "      <td>n</td>\n",
              "      <td>n</td>\n",
              "      <td>g</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</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>n</td>\n",
              "      <td>e</td>\n",
              "      <td>c</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>w</td>\n",
              "      <td>w</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>3</th>\n",
              "      <td>p</td>\n",
              "      <td>x</td>\n",
              "      <td>y</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>e</td>\n",
              "      <td>e</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>o</td>\n",
              "      <td>p</td>\n",
              "      <td>k</td>\n",
              "      <td>s</td>\n",
              "      <td>u</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>e</td>\n",
              "      <td>x</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>k</td>\n",
              "      <td>t</td>\n",
              "      <td>e</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>w</td>\n",
              "      <td>o</td>\n",
              "      <td>e</td>\n",
              "      <td>n</td>\n",
              "      <td>a</td>\n",
              "      <td>g</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",
              "      <td>...</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>e</td>\n",
              "      <td>?</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>o</td>\n",
              "      <td>o</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>e</td>\n",
              "      <td>?</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>o</td>\n",
              "      <td>o</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>e</td>\n",
              "      <td>?</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>o</td>\n",
              "      <td>o</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>t</td>\n",
              "      <td>?</td>\n",
              "      <td>s</td>\n",
              "      <td>k</td>\n",
              "      <td>w</td>\n",
              "      <td>w</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>e</td>\n",
              "      <td>?</td>\n",
              "      <td>s</td>\n",
              "      <td>s</td>\n",
              "      <td>o</td>\n",
              "      <td>o</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 × 22 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     class cap-shape cap-surface  ... spore-print-color population habitat\n",
              "0        p         x           s  ...                 k          s       u\n",
              "1        e         x           s  ...                 n          n       g\n",
              "2        e         b           s  ...                 n          n       m\n",
              "3        p         x           y  ...                 k          s       u\n",
              "4        e         x           s  ...                 n          a       g\n",
              "...    ...       ...         ...  ...               ...        ...     ...\n",
              "8119     e         k           s  ...                 b          c       l\n",
              "8120     e         x           s  ...                 b          v       l\n",
              "8121     e         f           s  ...                 b          c       l\n",
              "8122     p         k           y  ...                 w          v       l\n",
              "8123     e         x           s  ...                 o          c       l\n",
              "\n",
              "[8124 rows x 22 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gCklBJw--8bp"
      },
      "source": [
        "##preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DjOgaeTA4mec"
      },
      "source": [
        "import sklearn\n",
        "from sklearn.preprocessing import LabelEncoder"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UsY6CBwy_Iq8"
      },
      "source": [
        "#레이블을 숫자로 인코딩(원래는 레이블만 해야 하지만, 연습 겸 전체 인코딩. 실제 사용은 class컬럼만)\n",
        "\n",
        "encoded_data = droped_data.copy()\n",
        "\n",
        "labelencoder_dict = {}\n",
        "for c in encoded_data.columns:\n",
        "    LE = LabelEncoder()\n",
        "    encoded_data[c] = LE.fit_transform(encoded_data[c])\n",
        "    labelencoder_dict[c] = labelencoder_dict.get(c, []) + [LE]\n"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Uhn-KefRATSE",
        "outputId": "2bee7d4b-587c-49fa-8eb4-6aea2740f2ab"
      },
      "source": [
        "labelencoder_dict"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'bruises': [LabelEncoder()],\n",
              " 'cap-color': [LabelEncoder()],\n",
              " 'cap-shape': [LabelEncoder()],\n",
              " 'cap-surface': [LabelEncoder()],\n",
              " 'class': [LabelEncoder()],\n",
              " 'gill-attachment': [LabelEncoder()],\n",
              " 'gill-color': [LabelEncoder()],\n",
              " 'gill-size': [LabelEncoder()],\n",
              " 'gill-spacing': [LabelEncoder()],\n",
              " 'habitat': [LabelEncoder()],\n",
              " 'odor': [LabelEncoder()],\n",
              " 'population': [LabelEncoder()],\n",
              " 'ring-number': [LabelEncoder()],\n",
              " 'ring-type': [LabelEncoder()],\n",
              " 'spore-print-color': [LabelEncoder()],\n",
              " 'stalk-color-above-ring': [LabelEncoder()],\n",
              " 'stalk-color-below-ring': [LabelEncoder()],\n",
              " 'stalk-root': [LabelEncoder()],\n",
              " 'stalk-shape': [LabelEncoder()],\n",
              " 'stalk-surface-above-ring': [LabelEncoder()],\n",
              " 'stalk-surface-below-ring': [LabelEncoder()],\n",
              " 'veil-color': [LabelEncoder()]}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "t8C96uLnBDsv",
        "outputId": "ca7bf335-e5d9-493f-a80a-c6136a38a3c5"
      },
      "source": [
        "encoded_data"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>class</th>\n",
              "      <th>cap-shape</th>\n",
              "      <th>cap-surface</th>\n",
              "      <th>cap-color</th>\n",
              "      <th>bruises</th>\n",
              "      <th>odor</th>\n",
              "      <th>gill-attachment</th>\n",
              "      <th>gill-spacing</th>\n",
              "      <th>gill-size</th>\n",
              "      <th>gill-color</th>\n",
              "      <th>stalk-shape</th>\n",
              "      <th>stalk-root</th>\n",
              "      <th>stalk-surface-above-ring</th>\n",
              "      <th>stalk-surface-below-ring</th>\n",
              "      <th>stalk-color-above-ring</th>\n",
              "      <th>stalk-color-below-ring</th>\n",
              "      <th>veil-color</th>\n",
              "      <th>ring-number</th>\n",
              "      <th>ring-type</th>\n",
              "      <th>spore-print-color</th>\n",
              "      <th>population</th>\n",
              "      <th>habitat</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\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>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>1</th>\n",
              "      <td>0</td>\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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>2</th>\n",
              "      <td>0</td>\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>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>1</td>\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>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>0</td>\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>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>...</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",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8119</th>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8120</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8121</th>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8122</th>\n",
              "      <td>1</td>\n",
              "      <td>3</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>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>7</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>8123</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8124 rows × 22 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      class  cap-shape  cap-surface  ...  spore-print-color  population  habitat\n",
              "0         1          5            2  ...                  2           3        5\n",
              "1         0          5            2  ...                  3           2        1\n",
              "2         0          0            2  ...                  3           2        3\n",
              "3         1          5            3  ...                  2           3        5\n",
              "4         0          5            2  ...                  3           0        1\n",
              "...     ...        ...          ...  ...                ...         ...      ...\n",
              "8119      0          3            2  ...                  0           1        2\n",
              "8120      0          5            2  ...                  0           4        2\n",
              "8121      0          2            2  ...                  0           1        2\n",
              "8122      1          3            3  ...                  7           4        2\n",
              "8123      0          5            2  ...                  4           1        2\n",
              "\n",
              "[8124 rows x 22 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Tn2VbZf6WXtu",
        "outputId": "60594e80-90fa-4007-da5a-0ade98c507d4"
      },
      "source": [
        "encoded_data.dtypes"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "class                       int64\n",
              "cap-shape                   int64\n",
              "cap-surface                 int64\n",
              "cap-color                   int64\n",
              "bruises                     int64\n",
              "odor                        int64\n",
              "gill-attachment             int64\n",
              "gill-spacing                int64\n",
              "gill-size                   int64\n",
              "gill-color                  int64\n",
              "stalk-shape                 int64\n",
              "stalk-root                  int64\n",
              "stalk-surface-above-ring    int64\n",
              "stalk-surface-below-ring    int64\n",
              "stalk-color-above-ring      int64\n",
              "stalk-color-below-ring      int64\n",
              "veil-color                  int64\n",
              "ring-number                 int64\n",
              "ring-type                   int64\n",
              "spore-print-color           int64\n",
              "population                  int64\n",
              "habitat                     int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "id": "VhnMUxmLBFzg",
        "outputId": "c26a75fd-265a-49d7-c085-9f45ade4136a"
      },
      "source": [
        "corr = encoded_data.corr()\n",
        "corr.style.background_gradient()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col15{\n",
              "            background-color:  #fff7fb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col12{\n",
              "            background-color:  #d9d8ea;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col13{\n",
              "            background-color:  #d2d3e7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col0{\n",
              "            background-color:  #ede8f3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col8{\n",
              "            background-color:  #197db7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col7{\n",
              "            background-color:  #d2d2e7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col6{\n",
              "            background-color:  #f0eaf4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col1{\n",
              "            background-color:  #f5eef6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col21{\n",
              "            background-color:  #f4edf6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col0{\n",
              "            background-color:  #d0d1e6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col17{\n",
              "            background-color:  #f6eff7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col21{\n",
              "            background-color:  #f8f1f8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col0{\n",
              "            background-color:  #83afd3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col0{\n",
              "            background-color:  #60a1ca;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col15{\n",
              "            background-color:  #a2bcda;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col2{\n",
              "            background-color:  #a4bcda;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col21{\n",
              "            background-color:  #e0dded;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col14{\n",
              "            background-color:  #c6cce3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col12{\n",
              "            background-color:  #bcc7e1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col20{\n",
              "            background-color:  #cccfe5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col3{\n",
              "            background-color:  #dcdaeb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col7{\n",
              "            background-color:  #adc1dd;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col7{\n",
              "            background-color:  #a5bddb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col3{\n",
              "            background-color:  #b1c2de;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col10{\n",
              "            background-color:  #a8bedc;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col15{\n",
              "            background-color:  #d5d5e8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col0{\n",
              "            background-color:  #dad9ea;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col13{\n",
              "            background-color:  #e2dfee;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col20{\n",
              "            background-color:  #dedcec;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col18{\n",
              "            background-color:  #bfc9e1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col4{\n",
              "            background-color:  #a1bbda;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col21{\n",
              "            background-color:  #e0deed;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col9{\n",
              "            background-color:  #c0c9e2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col1{\n",
              "            background-color:  #e4e1ef;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col8{\n",
              "            background-color:  #7dacd1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col19{\n",
              "            background-color:  #cacee5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col3{\n",
              "            background-color:  #b9c6e0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col13{\n",
              "            background-color:  #bbc7e0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col6,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col5{\n",
              "            background-color:  #d1d2e6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col3{\n",
              "            background-color:  #eee9f3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col17{\n",
              "            background-color:  #ced0e6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col4{\n",
              "            background-color:  #75a9cf;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col5{\n",
              "            background-color:  #abbfdc;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col9{\n",
              "            background-color:  #b7c5df;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col1{\n",
              "            background-color:  #f7f0f7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col14{\n",
              "            background-color:  #b4c4df;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col8{\n",
              "            background-color:  #8cb3d5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col15{\n",
              "            background-color:  #9cb9d9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col11{\n",
              "            background-color:  #589ec8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col10{\n",
              "            background-color:  #dddbec;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col13{\n",
              "            background-color:  #dbdaeb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col16{\n",
              "            background-color:  #e5e1ef;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col17{\n",
              "            background-color:  #d7d6e9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col19{\n",
              "            background-color:  #8eb3d5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col6{\n",
              "            background-color:  #fdf5fa;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col13{\n",
              "            background-color:  #f5eff6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col2{\n",
              "            background-color:  #c8cde4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col16{\n",
              "            background-color:  #d3d4e7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col11{\n",
              "            background-color:  #e7e3f0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col2{\n",
              "            background-color:  #f1ebf4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col9{\n",
              "            background-color:  #1c7fb8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col11{\n",
              "            background-color:  #6fa7ce;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col12{\n",
              "            background-color:  #4496c3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col13{\n",
              "            background-color:  #4a98c5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col5{\n",
              "            background-color:  #cdd0e5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col6{\n",
              "            background-color:  #c9cee4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col4{\n",
              "            background-color:  #0568a3;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col5{\n",
              "            background-color:  #9ab8d8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col1{\n",
              "            background-color:  #e6e2ef;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col0{\n",
              "            background-color:  #c4cbe3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col12{\n",
              "            background-color:  #5ea0ca;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col10{\n",
              "            background-color:  #348ebf;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col7{\n",
              "            background-color:  #d8d7e9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col3{\n",
              "            background-color:  #b3c3de;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col13{\n",
              "            background-color:  #b5c4df;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col2{\n",
              "            background-color:  #e9e5f1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col19{\n",
              "            background-color:  #2a88bc;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col14{\n",
              "            background-color:  #8fb4d6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col15{\n",
              "            background-color:  #e3e0ee;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col3{\n",
              "            background-color:  #93b5d6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col4{\n",
              "            background-color:  #9fbad9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col14{\n",
              "            background-color:  #97b7d7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col0{\n",
              "            background-color:  #8bb2d4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col18{\n",
              "            background-color:  #dfddec;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col6{\n",
              "            background-color:  #034f7d;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col11{\n",
              "            background-color:  #86b0d3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col1{\n",
              "            background-color:  #efe9f3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col15{\n",
              "            background-color:  #eae6f1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col7{\n",
              "            background-color:  #4e9ac6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col21,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col16{\n",
              "            background-color:  #f1ebf5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col19{\n",
              "            background-color:  #96b6d7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col0{\n",
              "            background-color:  #187cb6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col4{\n",
              "            background-color:  #f2ecf5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col5{\n",
              "            background-color:  #73a9cf;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col6{\n",
              "            background-color:  #d6d6e9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col9{\n",
              "            background-color:  #fef6fa;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col0{\n",
              "            background-color:  #84b0d3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col0,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col10{\n",
              "            background-color:  #ece7f2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col12{\n",
              "            background-color:  #94b6d7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col19{\n",
              "            background-color:  #056fae;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col10{\n",
              "            background-color:  #a7bddb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col4{\n",
              "            background-color:  #1e80b8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col9{\n",
              "            background-color:  #5a9ec9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col20{\n",
              "            background-color:  #91b5d6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col16,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col17{\n",
              "            background-color:  #f9f2f8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col8{\n",
              "            background-color:  #056faf;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col19{\n",
              "            background-color:  #f3edf5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col14,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col5{\n",
              "            background-color:  #b8c6e0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col5{\n",
              "            background-color:  #3d93c2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col8{\n",
              "            background-color:  #7bacd1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col20{\n",
              "            background-color:  #d4d4e8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col5{\n",
              "            background-color:  #ebe6f2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col19{\n",
              "            background-color:  #6ba5cd;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col1,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col2,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col16{\n",
              "            background-color:  #ede7f2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col3,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col13{\n",
              "            background-color:  #63a2cb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col10{\n",
              "            background-color:  #eee8f3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col8{\n",
              "            background-color:  #faf2f8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col19{\n",
              "            background-color:  #80aed2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col4{\n",
              "            background-color:  #2f8bbe;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col5,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col18{\n",
              "            background-color:  #a9bfdc;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col9{\n",
              "            background-color:  #76aad0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col13,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col19{\n",
              "            background-color:  #529bc7;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col14{\n",
              "            background-color:  #4697c4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col20,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col4,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col21{\n",
              "            background-color:  #9ebad9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col4{\n",
              "            background-color:  #308cbe;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col6{\n",
              "            background-color:  #fbf4f9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col12,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col2{\n",
              "            background-color:  #afc1dd;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col19{\n",
              "            background-color:  #6da6cd;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col8,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col17{\n",
              "            background-color:  #99b8d8;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col12{\n",
              "            background-color:  #4c99c5;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col15,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col9,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col4{\n",
              "            background-color:  #c5cce3;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col7,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col8{\n",
              "            background-color:  #67a4cc;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col8{\n",
              "            background-color:  #62a2cb;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col9{\n",
              "            background-color:  #bdc8e1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col10{\n",
              "            background-color:  #81aed2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col11{\n",
              "            background-color:  #88b1d4;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col18,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col17{\n",
              "            background-color:  #c1cae2;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col10{\n",
              "            background-color:  #7eadd1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col19,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col11{\n",
              "            background-color:  #b0c2de;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col7{\n",
              "            background-color:  #71a8ce;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col1{\n",
              "            background-color:  #f4eef6;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col9{\n",
              "            background-color:  #056ead;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col11,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col20{\n",
              "            background-color:  #79abd0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col19{\n",
              "            background-color:  #faf3f9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col1{\n",
              "            background-color:  #fbf3f9;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col5{\n",
              "            background-color:  #3991c1;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col10,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col17,#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col0{\n",
              "            background-color:  #78abd0;\n",
              "            color:  #000000;\n",
              "        }#T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col8{\n",
              "            background-color:  #89b1d4;\n",
              "            color:  #000000;\n",
              "        }</style><table id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >class</th>        <th class=\"col_heading level0 col1\" >cap-shape</th>        <th class=\"col_heading level0 col2\" >cap-surface</th>        <th class=\"col_heading level0 col3\" >cap-color</th>        <th class=\"col_heading level0 col4\" >bruises</th>        <th class=\"col_heading level0 col5\" >odor</th>        <th class=\"col_heading level0 col6\" >gill-attachment</th>        <th class=\"col_heading level0 col7\" >gill-spacing</th>        <th class=\"col_heading level0 col8\" >gill-size</th>        <th class=\"col_heading level0 col9\" >gill-color</th>        <th class=\"col_heading level0 col10\" >stalk-shape</th>        <th class=\"col_heading level0 col11\" >stalk-root</th>        <th class=\"col_heading level0 col12\" >stalk-surface-above-ring</th>        <th class=\"col_heading level0 col13\" >stalk-surface-below-ring</th>        <th class=\"col_heading level0 col14\" >stalk-color-above-ring</th>        <th class=\"col_heading level0 col15\" >stalk-color-below-ring</th>        <th class=\"col_heading level0 col16\" >veil-color</th>        <th class=\"col_heading level0 col17\" >ring-number</th>        <th class=\"col_heading level0 col18\" >ring-type</th>        <th class=\"col_heading level0 col19\" >spore-print-color</th>        <th class=\"col_heading level0 col20\" >population</th>        <th class=\"col_heading level0 col21\" >habitat</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >class</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0.052951</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.178446</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col3\" class=\"data row0 col3\" >-0.031384</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col4\" class=\"data row0 col4\" >-0.501530</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col5\" class=\"data row0 col5\" >-0.093552</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0.129200</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col7\" class=\"data row0 col7\" >-0.348387</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col8\" class=\"data row0 col8\" >0.540024</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col9\" class=\"data row0 col9\" >-0.530566</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col10\" class=\"data row0 col10\" >-0.102019</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col11\" class=\"data row0 col11\" >-0.379361</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col12\" class=\"data row0 col12\" >-0.334593</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col13\" class=\"data row0 col13\" >-0.298801</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col14\" class=\"data row0 col14\" >-0.154003</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col15\" class=\"data row0 col15\" >-0.146730</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col16\" class=\"data row0 col16\" >0.145142</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col17\" class=\"data row0 col17\" >-0.214366</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col18\" class=\"data row0 col18\" >-0.411771</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col19\" class=\"data row0 col19\" >0.171961</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col20\" class=\"data row0 col20\" >0.298686</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row0_col21\" class=\"data row0 col21\" >0.217179</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >cap-shape</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0.052951</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col2\" class=\"data row1 col2\" >-0.050454</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col3\" class=\"data row1 col3\" >-0.048203</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col4\" class=\"data row1 col4\" >-0.035374</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col5\" class=\"data row1 col5\" >-0.021935</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0.078865</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0.013196</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col8\" class=\"data row1 col8\" >0.054050</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col9\" class=\"data row1 col9\" >-0.006039</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col10\" class=\"data row1 col10\" >0.063794</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col11\" class=\"data row1 col11\" >0.030191</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col12\" class=\"data row1 col12\" >-0.030417</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col13\" class=\"data row1 col13\" >-0.032591</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col14\" class=\"data row1 col14\" >-0.031659</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col15\" class=\"data row1 col15\" >-0.030390</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col16\" class=\"data row1 col16\" >0.072560</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col17\" class=\"data row1 col17\" >-0.106534</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col18\" class=\"data row1 col18\" >-0.025457</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col19\" class=\"data row1 col19\" >-0.073416</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col20\" class=\"data row1 col20\" >0.063413</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row1_col21\" class=\"data row1 col21\" >-0.042221</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >cap-surface</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0.178446</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col1\" class=\"data row2 col1\" >-0.050454</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col3\" class=\"data row2 col3\" >-0.019402</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.070228</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.045233</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col6\" class=\"data row2 col6\" >-0.034180</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col7\" class=\"data row2 col7\" >-0.282306</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col8\" class=\"data row2 col8\" >0.208100</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col9\" class=\"data row2 col9\" >-0.161017</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col10\" class=\"data row2 col10\" >-0.014123</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col11\" class=\"data row2 col11\" >-0.126245</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col12\" class=\"data row2 col12\" >0.089090</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col13\" class=\"data row2 col13\" >0.107965</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col14\" class=\"data row2 col14\" >0.066050</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col15\" class=\"data row2 col15\" >0.068885</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col16\" class=\"data row2 col16\" >-0.016603</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col17\" class=\"data row2 col17\" >-0.026147</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col18\" class=\"data row2 col18\" >-0.106407</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col19\" class=\"data row2 col19\" >0.230364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col20\" class=\"data row2 col20\" >0.021555</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row2_col21\" class=\"data row2 col21\" >0.163887</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >cap-color</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col0\" class=\"data row3 col0\" >-0.031384</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col1\" class=\"data row3 col1\" >-0.048203</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col2\" class=\"data row3 col2\" >-0.019402</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col4\" class=\"data row3 col4\" >-0.000764</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col5\" class=\"data row3 col5\" >-0.387121</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0.041436</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0.144259</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col8\" class=\"data row3 col8\" >-0.169464</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col9\" class=\"data row3 col9\" >0.084659</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col10\" class=\"data row3 col10\" >-0.456496</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col11\" class=\"data row3 col11\" >0.321274</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col12\" class=\"data row3 col12\" >-0.060837</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col13\" class=\"data row3 col13\" >-0.047710</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col14\" class=\"data row3 col14\" >0.002364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col15\" class=\"data row3 col15\" >0.008057</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col16\" class=\"data row3 col16\" >0.036130</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col17\" class=\"data row3 col17\" >-0.005822</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col18\" class=\"data row3 col18\" >0.162513</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col19\" class=\"data row3 col19\" >-0.293523</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col20\" class=\"data row3 col20\" >-0.144770</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row3_col21\" class=\"data row3 col21\" >0.033925</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >bruises</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col0\" class=\"data row4 col0\" >-0.501530</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col1\" class=\"data row4 col1\" >-0.035374</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0.070228</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col3\" class=\"data row4 col3\" >-0.000764</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col5\" class=\"data row4 col5\" >-0.061825</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0.137359</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col7\" class=\"data row4 col7\" >-0.299473</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col8\" class=\"data row4 col8\" >-0.369596</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col9\" class=\"data row4 col9\" >0.527120</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col10\" class=\"data row4 col10\" >0.099364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col11\" class=\"data row4 col11\" >0.244188</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col12\" class=\"data row4 col12\" >0.460824</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col13\" class=\"data row4 col13\" >0.458983</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col14\" class=\"data row4 col14\" >0.083538</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col15\" class=\"data row4 col15\" >0.092874</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col16\" class=\"data row4 col16\" >0.119770</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col17\" class=\"data row4 col17\" >0.056788</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col18\" class=\"data row4 col18\" >0.692973</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col19\" class=\"data row4 col19\" >-0.285008</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col20\" class=\"data row4 col20\" >0.088137</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row4_col21\" class=\"data row4 col21\" >-0.075095</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >odor</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col0\" class=\"data row5 col0\" >-0.093552</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col1\" class=\"data row5 col1\" >-0.021935</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0.045233</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col3\" class=\"data row5 col3\" >-0.387121</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col4\" class=\"data row5 col4\" >-0.061825</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col6\" class=\"data row5 col6\" >-0.059590</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col7\" class=\"data row5 col7\" >0.063936</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col8\" class=\"data row5 col8\" >0.310495</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col9\" class=\"data row5 col9\" >-0.129213</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col10\" class=\"data row5 col10\" >0.459766</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col11\" class=\"data row5 col11\" >-0.205215</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col12\" class=\"data row5 col12\" >0.118617</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col13\" class=\"data row5 col13\" >0.061820</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col14\" class=\"data row5 col14\" >0.174532</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col15\" class=\"data row5 col15\" >0.169407</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col16\" class=\"data row5 col16\" >-0.057747</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col17\" class=\"data row5 col17\" >0.111905</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col18\" class=\"data row5 col18\" >-0.281387</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col19\" class=\"data row5 col19\" >0.469055</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col20\" class=\"data row5 col20\" >-0.043623</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row5_col21\" class=\"data row5 col21\" >-0.026610</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >gill-attachment</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col0\" class=\"data row6 col0\" >0.129200</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0.078865</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col2\" class=\"data row6 col2\" >-0.034180</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.041436</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.137359</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col5\" class=\"data row6 col5\" >-0.059590</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col7\" class=\"data row6 col7\" >0.071489</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col8\" class=\"data row6 col8\" >0.108984</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col9\" class=\"data row6 col9\" >-0.128567</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col10\" class=\"data row6 col10\" >0.186485</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col11\" class=\"data row6 col11\" >0.144063</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col12\" class=\"data row6 col12\" >-0.088916</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col13\" class=\"data row6 col13\" >-0.116177</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col14\" class=\"data row6 col14\" >0.099299</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col15\" class=\"data row6 col15\" >0.097160</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col16\" class=\"data row6 col16\" >0.897518</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col17\" class=\"data row6 col17\" >0.093236</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col18\" class=\"data row6 col18\" >-0.146689</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col19\" class=\"data row6 col19\" >-0.029524</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col20\" class=\"data row6 col20\" >0.165575</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row6_col21\" class=\"data row6 col21\" >-0.030304</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >gill-spacing</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col0\" class=\"data row7 col0\" >-0.348387</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0.013196</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col2\" class=\"data row7 col2\" >-0.282306</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.144259</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col4\" class=\"data row7 col4\" >-0.299473</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.063936</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0.071489</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col8\" class=\"data row7 col8\" >-0.108333</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col9\" class=\"data row7 col9\" >0.100193</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col10\" class=\"data row7 col10\" >0.080895</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col11\" class=\"data row7 col11\" >0.350548</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col12\" class=\"data row7 col12\" >-0.212359</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col13\" class=\"data row7 col13\" >-0.213775</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col14\" class=\"data row7 col14\" >0.274574</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col15\" class=\"data row7 col15\" >0.253505</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col16\" class=\"data row7 col16\" >0.073363</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col17\" class=\"data row7 col17\" >0.243014</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col18\" class=\"data row7 col18\" >-0.195897</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col19\" class=\"data row7 col19\" >0.047323</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col20\" class=\"data row7 col20\" >-0.529253</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row7_col21\" class=\"data row7 col21\" >-0.154680</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >gill-size</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col0\" class=\"data row8 col0\" >0.540024</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col1\" class=\"data row8 col1\" >0.054050</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0.208100</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col3\" class=\"data row8 col3\" >-0.169464</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col4\" class=\"data row8 col4\" >-0.369596</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.310495</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col6\" class=\"data row8 col6\" >0.108984</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col7\" class=\"data row8 col7\" >-0.108333</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col9\" class=\"data row8 col9\" >-0.516736</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col10\" class=\"data row8 col10\" >0.214576</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col11\" class=\"data row8 col11\" >-0.344345</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col12\" class=\"data row8 col12\" >0.056310</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col13\" class=\"data row8 col13\" >0.010894</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col14\" class=\"data row8 col14\" >0.296548</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col15\" class=\"data row8 col15\" >0.278708</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col16\" class=\"data row8 col16\" >0.103809</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col17\" class=\"data row8 col17\" >-0.171362</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col18\" class=\"data row8 col18\" >-0.460872</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col19\" class=\"data row8 col19\" >0.622991</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col20\" class=\"data row8 col20\" >0.147682</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row8_col21\" class=\"data row8 col21\" >0.161418</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >gill-color</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col0\" class=\"data row9 col0\" >-0.530566</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col1\" class=\"data row9 col1\" >-0.006039</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col2\" class=\"data row9 col2\" >-0.161017</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0.084659</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.527120</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col5\" class=\"data row9 col5\" >-0.129213</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col6\" class=\"data row9 col6\" >-0.128567</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col7\" class=\"data row9 col7\" >0.100193</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col8\" class=\"data row9 col8\" >-0.516736</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col10\" class=\"data row9 col10\" >-0.175699</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col11\" class=\"data row9 col11\" >0.315080</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col12\" class=\"data row9 col12\" >0.224287</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col13\" class=\"data row9 col13\" >0.257224</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col14\" class=\"data row9 col14\" >-0.058299</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col15\" class=\"data row9 col15\" >-0.074781</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col16\" class=\"data row9 col16\" >-0.097583</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col17\" class=\"data row9 col17\" >0.096054</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col18\" class=\"data row9 col18\" >0.629398</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col19\" class=\"data row9 col19\" >-0.416135</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col20\" class=\"data row9 col20\" >-0.034090</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row9_col21\" class=\"data row9 col21\" >-0.202972</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >stalk-shape</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col0\" class=\"data row10 col0\" >-0.102019</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col1\" class=\"data row10 col1\" >0.063794</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col2\" class=\"data row10 col2\" >-0.014123</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col3\" class=\"data row10 col3\" >-0.456496</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.099364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.459766</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col6\" class=\"data row10 col6\" >0.186485</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col7\" class=\"data row10 col7\" >0.080895</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col8\" class=\"data row10 col8\" >0.214576</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col9\" class=\"data row10 col9\" >-0.175699</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col11\" class=\"data row10 col11\" >-0.163422</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col12\" class=\"data row10 col12\" >0.015193</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col13\" class=\"data row10 col13\" >-0.034399</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col14\" class=\"data row10 col14\" >0.223439</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col15\" class=\"data row10 col15\" >0.235794</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col16\" class=\"data row10 col16\" >0.162604</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col17\" class=\"data row10 col17\" >-0.293221</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col18\" class=\"data row10 col18\" >-0.291444</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col19\" class=\"data row10 col19\" >0.258831</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col20\" class=\"data row10 col20\" >0.087383</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row10_col21\" class=\"data row10 col21\" >-0.269216</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >stalk-root</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col0\" class=\"data row11 col0\" >-0.379361</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col1\" class=\"data row11 col1\" >0.030191</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col2\" class=\"data row11 col2\" >-0.126245</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col3\" class=\"data row11 col3\" >0.321274</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.244188</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col5\" class=\"data row11 col5\" >-0.205215</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col6\" class=\"data row11 col6\" >0.144063</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col7\" class=\"data row11 col7\" >0.350548</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col8\" class=\"data row11 col8\" >-0.344345</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col9\" class=\"data row11 col9\" >0.315080</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col10\" class=\"data row11 col10\" >-0.163422</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col12\" class=\"data row11 col12\" >-0.027065</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col13\" class=\"data row11 col13\" >0.087454</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col14\" class=\"data row11 col14\" >0.157140</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col15\" class=\"data row11 col15\" >0.159805</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col16\" class=\"data row11 col16\" >0.156213</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col17\" class=\"data row11 col17\" >-0.247357</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col18\" class=\"data row11 col18\" >0.210155</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col19\" class=\"data row11 col19\" >-0.536996</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col20\" class=\"data row11 col20\" >-0.306747</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row11_col21\" class=\"data row11 col21\" >-0.007668</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >stalk-surface-above-ring</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col0\" class=\"data row12 col0\" >-0.334593</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col1\" class=\"data row12 col1\" >-0.030417</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col2\" class=\"data row12 col2\" >0.089090</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col3\" class=\"data row12 col3\" >-0.060837</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col4\" class=\"data row12 col4\" >0.460824</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col5\" class=\"data row12 col5\" >0.118617</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col6\" class=\"data row12 col6\" >-0.088916</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col7\" class=\"data row12 col7\" >-0.212359</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col8\" class=\"data row12 col8\" >0.056310</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col9\" class=\"data row12 col9\" >0.224287</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col10\" class=\"data row12 col10\" >0.015193</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col11\" class=\"data row12 col11\" >-0.027065</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col13\" class=\"data row12 col13\" >0.437164</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col14\" class=\"data row12 col14\" >0.132708</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col15\" class=\"data row12 col15\" >0.142835</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col16\" class=\"data row12 col16\" >-0.090591</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col17\" class=\"data row12 col17\" >0.107904</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col18\" class=\"data row12 col18\" >0.390091</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col19\" class=\"data row12 col19\" >0.100764</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col20\" class=\"data row12 col20\" >0.079604</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row12_col21\" class=\"data row12 col21\" >-0.058076</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >stalk-surface-below-ring</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col0\" class=\"data row13 col0\" >-0.298801</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col1\" class=\"data row13 col1\" >-0.032591</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col2\" class=\"data row13 col2\" >0.107965</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col3\" class=\"data row13 col3\" >-0.047710</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col4\" class=\"data row13 col4\" >0.458983</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col5\" class=\"data row13 col5\" >0.061820</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col6\" class=\"data row13 col6\" >-0.116177</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col7\" class=\"data row13 col7\" >-0.213775</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col8\" class=\"data row13 col8\" >0.010894</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col9\" class=\"data row13 col9\" >0.257224</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col10\" class=\"data row13 col10\" >-0.034399</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col11\" class=\"data row13 col11\" >0.087454</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col12\" class=\"data row13 col12\" >0.437164</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col14\" class=\"data row13 col14\" >0.106933</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col15\" class=\"data row13 col15\" >0.110656</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col16\" class=\"data row13 col16\" >-0.077284</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col17\" class=\"data row13 col17\" >0.040006</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col18\" class=\"data row13 col18\" >0.394644</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col19\" class=\"data row13 col19\" >0.130974</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col20\" class=\"data row13 col20\" >0.046797</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row13_col21\" class=\"data row13 col21\" >-0.039628</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >stalk-color-above-ring</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col0\" class=\"data row14 col0\" >-0.154003</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col1\" class=\"data row14 col1\" >-0.031659</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col2\" class=\"data row14 col2\" >0.066050</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col3\" class=\"data row14 col3\" >0.002364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col4\" class=\"data row14 col4\" >0.083538</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col5\" class=\"data row14 col5\" >0.174532</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col6\" class=\"data row14 col6\" >0.099299</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col7\" class=\"data row14 col7\" >0.274574</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col8\" class=\"data row14 col8\" >0.296548</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col9\" class=\"data row14 col9\" >-0.058299</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col10\" class=\"data row14 col10\" >0.223439</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col11\" class=\"data row14 col11\" >0.157140</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col12\" class=\"data row14 col12\" >0.132708</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col13\" class=\"data row14 col13\" >0.106933</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col15\" class=\"data row14 col15\" >0.491510</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col16\" class=\"data row14 col16\" >0.067377</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col17\" class=\"data row14 col17\" >0.084917</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col18\" class=\"data row14 col18\" >-0.048878</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col19\" class=\"data row14 col19\" >0.271533</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col20\" class=\"data row14 col20\" >-0.240261</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row14_col21\" class=\"data row14 col21\" >0.042561</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >stalk-color-below-ring</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col0\" class=\"data row15 col0\" >-0.146730</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col1\" class=\"data row15 col1\" >-0.030390</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col2\" class=\"data row15 col2\" >0.068885</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col3\" class=\"data row15 col3\" >0.008057</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col4\" class=\"data row15 col4\" >0.092874</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col5\" class=\"data row15 col5\" >0.169407</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col6\" class=\"data row15 col6\" >0.097160</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col7\" class=\"data row15 col7\" >0.253505</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col8\" class=\"data row15 col8\" >0.278708</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col9\" class=\"data row15 col9\" >-0.074781</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col10\" class=\"data row15 col10\" >0.235794</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col11\" class=\"data row15 col11\" >0.159805</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col12\" class=\"data row15 col12\" >0.142835</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col13\" class=\"data row15 col13\" >0.110656</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col14\" class=\"data row15 col14\" >0.491510</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col16\" class=\"data row15 col16\" >0.065567</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col17\" class=\"data row15 col17\" >0.087580</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col18\" class=\"data row15 col18\" >-0.034284</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col19\" class=\"data row15 col19\" >0.254518</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col20\" class=\"data row15 col20\" >-0.242792</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row15_col21\" class=\"data row15 col21\" >0.041594</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >veil-color</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col0\" class=\"data row16 col0\" >0.145142</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col1\" class=\"data row16 col1\" >0.072560</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col2\" class=\"data row16 col2\" >-0.016603</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col3\" class=\"data row16 col3\" >0.036130</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col4\" class=\"data row16 col4\" >0.119770</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col5\" class=\"data row16 col5\" >-0.057747</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col6\" class=\"data row16 col6\" >0.897518</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col7\" class=\"data row16 col7\" >0.073363</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col8\" class=\"data row16 col8\" >0.103809</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col9\" class=\"data row16 col9\" >-0.097583</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col10\" class=\"data row16 col10\" >0.162604</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col11\" class=\"data row16 col11\" >0.156213</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col12\" class=\"data row16 col12\" >-0.090591</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col13\" class=\"data row16 col13\" >-0.077284</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col14\" class=\"data row16 col14\" >0.067377</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col15\" class=\"data row16 col15\" >0.065567</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col17\" class=\"data row16 col17\" >0.036380</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col18\" class=\"data row16 col18\" >-0.143673</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col19\" class=\"data row16 col19\" >-0.003600</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col20\" class=\"data row16 col20\" >0.124924</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row16_col21\" class=\"data row16 col21\" >-0.040581</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >ring-number</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col0\" class=\"data row17 col0\" >-0.214366</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col1\" class=\"data row17 col1\" >-0.106534</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col2\" class=\"data row17 col2\" >-0.026147</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col3\" class=\"data row17 col3\" >-0.005822</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col4\" class=\"data row17 col4\" >0.056788</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col5\" class=\"data row17 col5\" >0.111905</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col6\" class=\"data row17 col6\" >0.093236</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col7\" class=\"data row17 col7\" >0.243014</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col8\" class=\"data row17 col8\" >-0.171362</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col9\" class=\"data row17 col9\" >0.096054</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col10\" class=\"data row17 col10\" >-0.293221</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col11\" class=\"data row17 col11\" >-0.247357</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col12\" class=\"data row17 col12\" >0.107904</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col13\" class=\"data row17 col13\" >0.040006</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col14\" class=\"data row17 col14\" >0.084917</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col15\" class=\"data row17 col15\" >0.087580</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col16\" class=\"data row17 col16\" >0.036380</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col17\" class=\"data row17 col17\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col18\" class=\"data row17 col18\" >0.058312</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col19\" class=\"data row17 col19\" >0.338417</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col20\" class=\"data row17 col20\" >-0.242020</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row17_col21\" class=\"data row17 col21\" >0.235835</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >ring-type</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col0\" class=\"data row18 col0\" >-0.411771</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col1\" class=\"data row18 col1\" >-0.025457</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col2\" class=\"data row18 col2\" >-0.106407</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col3\" class=\"data row18 col3\" >0.162513</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col4\" class=\"data row18 col4\" >0.692973</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col5\" class=\"data row18 col5\" >-0.281387</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col6\" class=\"data row18 col6\" >-0.146689</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col7\" class=\"data row18 col7\" >-0.195897</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col8\" class=\"data row18 col8\" >-0.460872</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col9\" class=\"data row18 col9\" >0.629398</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col10\" class=\"data row18 col10\" >-0.291444</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col11\" class=\"data row18 col11\" >0.210155</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col12\" class=\"data row18 col12\" >0.390091</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col13\" class=\"data row18 col13\" >0.394644</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col14\" class=\"data row18 col14\" >-0.048878</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col15\" class=\"data row18 col15\" >-0.034284</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col16\" class=\"data row18 col16\" >-0.143673</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col17\" class=\"data row18 col17\" >0.058312</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col19\" class=\"data row18 col19\" >-0.487048</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col20\" class=\"data row18 col20\" >0.211763</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row18_col21\" class=\"data row18 col21\" >-0.212080</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >spore-print-color</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col0\" class=\"data row19 col0\" >0.171961</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col1\" class=\"data row19 col1\" >-0.073416</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col2\" class=\"data row19 col2\" >0.230364</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col3\" class=\"data row19 col3\" >-0.293523</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col4\" class=\"data row19 col4\" >-0.285008</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col5\" class=\"data row19 col5\" >0.469055</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col6\" class=\"data row19 col6\" >-0.029524</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col7\" class=\"data row19 col7\" >0.047323</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col8\" class=\"data row19 col8\" >0.622991</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col9\" class=\"data row19 col9\" >-0.416135</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col10\" class=\"data row19 col10\" >0.258831</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col11\" class=\"data row19 col11\" >-0.536996</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col12\" class=\"data row19 col12\" >0.100764</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col13\" class=\"data row19 col13\" >0.130974</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col14\" class=\"data row19 col14\" >0.271533</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col15\" class=\"data row19 col15\" >0.254518</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col16\" class=\"data row19 col16\" >-0.003600</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col17\" class=\"data row19 col17\" >0.338417</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col18\" class=\"data row19 col18\" >-0.487048</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col19\" class=\"data row19 col19\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col20\" class=\"data row19 col20\" >-0.126859</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row19_col21\" class=\"data row19 col21\" >0.185954</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >population</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col0\" class=\"data row20 col0\" >0.298686</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col1\" class=\"data row20 col1\" >0.063413</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col2\" class=\"data row20 col2\" >0.021555</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col3\" class=\"data row20 col3\" >-0.144770</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col4\" class=\"data row20 col4\" >0.088137</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col5\" class=\"data row20 col5\" >-0.043623</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col6\" class=\"data row20 col6\" >0.165575</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col7\" class=\"data row20 col7\" >-0.529253</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col8\" class=\"data row20 col8\" >0.147682</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col9\" class=\"data row20 col9\" >-0.034090</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col10\" class=\"data row20 col10\" >0.087383</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col11\" class=\"data row20 col11\" >-0.306747</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col12\" class=\"data row20 col12\" >0.079604</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col13\" class=\"data row20 col13\" >0.046797</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col14\" class=\"data row20 col14\" >-0.240261</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col15\" class=\"data row20 col15\" >-0.242792</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col16\" class=\"data row20 col16\" >0.124924</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col17\" class=\"data row20 col17\" >-0.242020</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col18\" class=\"data row20 col18\" >0.211763</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col19\" class=\"data row20 col19\" >-0.126859</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col20\" class=\"data row20 col20\" >1.000000</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row20_col21\" class=\"data row20 col21\" >-0.174529</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002level0_row21\" class=\"row_heading level0 row21\" >habitat</th>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col0\" class=\"data row21 col0\" >0.217179</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col1\" class=\"data row21 col1\" >-0.042221</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col2\" class=\"data row21 col2\" >0.163887</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col3\" class=\"data row21 col3\" >0.033925</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col4\" class=\"data row21 col4\" >-0.075095</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col5\" class=\"data row21 col5\" >-0.026610</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col6\" class=\"data row21 col6\" >-0.030304</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col7\" class=\"data row21 col7\" >-0.154680</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col8\" class=\"data row21 col8\" >0.161418</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col9\" class=\"data row21 col9\" >-0.202972</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col10\" class=\"data row21 col10\" >-0.269216</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col11\" class=\"data row21 col11\" >-0.007668</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col12\" class=\"data row21 col12\" >-0.058076</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col13\" class=\"data row21 col13\" >-0.039628</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col14\" class=\"data row21 col14\" >0.042561</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col15\" class=\"data row21 col15\" >0.041594</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col16\" class=\"data row21 col16\" >-0.040581</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col17\" class=\"data row21 col17\" >0.235835</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col18\" class=\"data row21 col18\" >-0.212080</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col19\" class=\"data row21 col19\" >0.185954</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col20\" class=\"data row21 col20\" >-0.174529</td>\n",
              "                        <td id=\"T_89682c1c_b8c0_11eb_952b_0242ac1c0002row21_col21\" class=\"data row21 col21\" >1.000000</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f167a387190>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O2Y7J7uRNv1e"
      },
      "source": [
        "##feature engineering\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NdKwublLNxyo"
      },
      "source": [
        "#get dummies(가변수화)\n",
        "dummified_data = droped_data.copy()\n",
        "x = dummified_data[[x for x in dummified_data.columns if x != 'class']]\n",
        "y = encoded_data['class']\n",
        "x = pd.get_dummies(x)\n",
        "\n",
        "dummified_data = pd.concat([y, x], axis = 1)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "gPMSZF9EXEtt",
        "outputId": "20a49d2c-32ac-42a2-f643-7cf783bb7615"
      },
      "source": [
        "dummified_data"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>class</th>\n",
              "      <th>cap-shape_b</th>\n",
              "      <th>cap-shape_c</th>\n",
              "      <th>cap-shape_f</th>\n",
              "      <th>cap-shape_k</th>\n",
              "      <th>cap-shape_s</th>\n",
              "      <th>cap-shape_x</th>\n",
              "      <th>cap-surface_f</th>\n",
              "      <th>cap-surface_g</th>\n",
              "      <th>cap-surface_s</th>\n",
              "      <th>cap-surface_y</th>\n",
              "      <th>cap-color_b</th>\n",
              "      <th>cap-color_c</th>\n",
              "      <th>cap-color_e</th>\n",
              "      <th>cap-color_g</th>\n",
              "      <th>cap-color_n</th>\n",
              "      <th>cap-color_p</th>\n",
              "      <th>cap-color_r</th>\n",
              "      <th>cap-color_u</th>\n",
              "      <th>cap-color_w</th>\n",
              "      <th>cap-color_y</th>\n",
              "      <th>bruises_f</th>\n",
              "      <th>bruises_t</th>\n",
              "      <th>odor_a</th>\n",
              "      <th>odor_c</th>\n",
              "      <th>odor_f</th>\n",
              "      <th>odor_l</th>\n",
              "      <th>odor_m</th>\n",
              "      <th>odor_n</th>\n",
              "      <th>odor_p</th>\n",
              "      <th>odor_s</th>\n",
              "      <th>odor_y</th>\n",
              "      <th>gill-attachment_a</th>\n",
              "      <th>gill-attachment_f</th>\n",
              "      <th>gill-spacing_c</th>\n",
              "      <th>gill-spacing_w</th>\n",
              "      <th>gill-size_b</th>\n",
              "      <th>gill-size_n</th>\n",
              "      <th>gill-color_b</th>\n",
              "      <th>gill-color_e</th>\n",
              "      <th>...</th>\n",
              "      <th>stalk-color-below-ring_g</th>\n",
              "      <th>stalk-color-below-ring_n</th>\n",
              "      <th>stalk-color-below-ring_o</th>\n",
              "      <th>stalk-color-below-ring_p</th>\n",
              "      <th>stalk-color-below-ring_w</th>\n",
              "      <th>stalk-color-below-ring_y</th>\n",
              "      <th>veil-color_n</th>\n",
              "      <th>veil-color_o</th>\n",
              "      <th>veil-color_w</th>\n",
              "      <th>veil-color_y</th>\n",
              "      <th>ring-number_n</th>\n",
              "      <th>ring-number_o</th>\n",
              "      <th>ring-number_t</th>\n",
              "      <th>ring-type_e</th>\n",
              "      <th>ring-type_f</th>\n",
              "      <th>ring-type_l</th>\n",
              "      <th>ring-type_n</th>\n",
              "      <th>ring-type_p</th>\n",
              "      <th>spore-print-color_b</th>\n",
              "      <th>spore-print-color_h</th>\n",
              "      <th>spore-print-color_k</th>\n",
              "      <th>spore-print-color_n</th>\n",
              "      <th>spore-print-color_o</th>\n",
              "      <th>spore-print-color_r</th>\n",
              "      <th>spore-print-color_u</th>\n",
              "      <th>spore-print-color_w</th>\n",
              "      <th>spore-print-color_y</th>\n",
              "      <th>population_a</th>\n",
              "      <th>population_c</th>\n",
              "      <th>population_n</th>\n",
              "      <th>population_s</th>\n",
              "      <th>population_v</th>\n",
              "      <th>population_y</th>\n",
              "      <th>habitat_d</th>\n",
              "      <th>habitat_g</th>\n",
              "      <th>habitat_l</th>\n",
              "      <th>habitat_m</th>\n",
              "      <th>habitat_p</th>\n",
              "      <th>habitat_u</th>\n",
              "      <th>habitat_w</th>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</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",
              "      <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",
              "      <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",
              "      <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>8119</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8120</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8121</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8122</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8123</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8124 rows × 117 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      class  cap-shape_b  cap-shape_c  ...  habitat_p  habitat_u  habitat_w\n",
              "0         1            0            0  ...          0          1          0\n",
              "1         0            0            0  ...          0          0          0\n",
              "2         0            1            0  ...          0          0          0\n",
              "3         1            0            0  ...          0          1          0\n",
              "4         0            0            0  ...          0          0          0\n",
              "...     ...          ...          ...  ...        ...        ...        ...\n",
              "8119      0            0            0  ...          0          0          0\n",
              "8120      0            0            0  ...          0          0          0\n",
              "8121      0            0            0  ...          0          0          0\n",
              "8122      1            0            0  ...          0          0          0\n",
              "8123      0            0            0  ...          0          0          0\n",
              "\n",
              "[8124 rows x 117 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3U6bm41jbhak"
      },
      "source": [
        "#분류 가능성 확인\n",
        "from sklearn.decomposition import PCA\n",
        "p = PCA(2)\n",
        "pca_result = p.fit_transform(dummified_data.loc[:, dummified_data.columns != 'class'])\n",
        "pca_result = pd.DataFrame(pca_result, columns = ['x1', 'x2'])\n",
        "pca_result = pd.concat([dummified_data['class'], pca_result], axis = 1)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "3NeLE5IYcoU8",
        "outputId": "dbd90cd0-49c6-446e-a146-ee5362f5832f"
      },
      "source": [
        "#시각화\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize = (20, 20))\n",
        "plt.xlim(pca_result['x1'].min() - 1, pca_result['x1'].max() + 1)\n",
        "plt.ylim(pca_result['x2'].min() - 1, pca_result['x2'].max() + 1)\n",
        "\n",
        "for i in range(pca_result.shape[0]):\n",
        "    if pca_result['class'][i] == 0:\n",
        "        plt.text(pca_result.iloc[i, 0], pca_result.iloc[i, 1], pca_result['class'][i], color = 'g')\n",
        "    else:\n",
        "        plt.text(pca_result.iloc[i, 0], pca_result.iloc[i, 1], pca_result['class'][i], color = 'r')\n",
        "\n",
        "plt.title('scatter of pca')\n",
        "plt.xlabel('1st primary component')\n",
        "plt.ylabel('2nd primary component')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, '2nd primary component')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZDqLH9gKeBGD"
      },
      "source": [
        "#거의 선형분류가 가능한 데이터라고 봐도 무방하다"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AxqPSgLxNyRO"
      },
      "source": [
        "##model training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NUXORwF6ZEu8"
      },
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l6_yfdyXYN7V",
        "outputId": "2fb223a3-937e-417d-8a64-d7be99439efd"
      },
      "source": [
        "x = dummified_data.loc[:, dummified_data.columns != 'class']\n",
        "y = dummified_data['class']\n",
        "\n",
        "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3)\n",
        "print(x_train.shape, x_test.shape, y_train.shape, y_test.shape)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(5686, 116) (2438, 116) (5686,) (2438,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ngdp9d7sN2in"
      },
      "source": [
        "#xgboost\n",
        "import xgboost"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9u8xzmN8YHZV",
        "outputId": "6f513adc-e6fa-47a5-b140-17a84cf1164b"
      },
      "source": [
        "model = xgboost.XGBClassifier()\n",
        "model.fit(x_train, y_train)"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
              "              colsample_bynode=1, colsample_bytree=1, gamma=0,\n",
              "              learning_rate=0.1, max_delta_step=0, max_depth=3,\n",
              "              min_child_weight=1, missing=None, n_estimators=100, n_jobs=1,\n",
              "              nthread=None, objective='binary:logistic', random_state=0,\n",
              "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
              "              silent=None, subsample=1, verbosity=1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mTeWMNRkZfmm"
      },
      "source": [
        "from sklearn.metrics import accuracy_score \n",
        "y_hat = model.predict(x_test)\n",
        "acc = accuracy_score(y_test, y_hat)\n",
        "proba = pd.DataFrame(model.predict_proba(x_test), columns = ['edible', 'poison'])"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EvtxP08pZ-7z",
        "outputId": "312a16ad-3c8a-4367-fcc0-31fb8afc329a"
      },
      "source": [
        "acc"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YInxklPDZ_ml",
        "outputId": "9f41f65e-9de1-4525-a664-edc4fefbd01c"
      },
      "source": [
        "proba['poison']"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       0.000385\n",
              "1       0.984983\n",
              "2       0.999583\n",
              "3       0.999827\n",
              "4       0.997819\n",
              "          ...   \n",
              "2433    0.000798\n",
              "2434    0.999827\n",
              "2435    0.999871\n",
              "2436    0.999154\n",
              "2437    0.999754\n",
              "Name: poison, Length: 2438, dtype: float32"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4HKauI-CaA2P"
      },
      "source": [
        "#100% 정확도로 분류 완료"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VfUcmQe2fB1r"
      },
      "source": [
        ""
      ],
      "execution_count": 28,
      "outputs": []
    }
  ]
}