examples/PyCaret_2_HousePrice_Regresion.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I76BhvxwrMfn",
        "colab_type": "text"
      },
      "source": [
        "# PyCaret 2 House Price Prediction Example"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wSSQFNvlrMfp",
        "colab_type": "text"
      },
      "source": [
        "This notebook is created using PyCaret 2.0. Last updated : 04-08-2020"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "gobl5HA-juwP"
      },
      "source": [
        "House Price Prediction data set from Kaggle https://www.kaggle.com/c/house-prices-advanced-regression-techniques <br>\n",
        "Train Dataset consists of 1460 Samples with 81 features including the SalePrice<br>\n",
        "Test Dataset consists of 1459 Samples wit 80 features"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ICXiqtC_TacA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "49a1f1f6-c4e7-499a-eb34-4d19bceb4562"
      },
      "source": [
        "# Mount Google Drive \n",
        "# Skip this step if using on local hardware \n",
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "pD-STV05yakD",
        "colab": {}
      },
      "source": [
        "# Works with pycaret and pycaret 2\n",
        "#!pip install pycaret==2.0\n",
        "from pycaret.regression import *\n",
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y0qd3_m7rMfu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "eff3c677-6bf6-4e21-de39-2c1e901254ce"
      },
      "source": [
        "# check version\n",
        "from pycaret.utils import version\n",
        "version()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "IVl3sVtl32im",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5c427692-f3ce-400f-a5ac-ae916ad6d11c"
      },
      "source": [
        "# Chane path as per your file structure\n",
        "# Remove root_path if using local hardware\n",
        "\n",
        "root_path = 'gdrive/My Drive/Colab Notebooks/'\n",
        "\n",
        "data = pd.read_csv('gdrive/My Drive/Colab Notebooks/HousePrice/train.csv')\n",
        "\n",
        "test_data = pd.read_csv('gdrive/My Drive/Colab Notebooks/HousePrice/test.csv')\n",
        "\n",
        "print(data.shape, test_data.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1460, 81) (1459, 80)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "kpCdQOa9ZZnH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 256
        },
        "outputId": "7faadb2f-8e76-4a34-a85e-e24f285a5113"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
              "      <th>Id</th>\n",
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              "      <th>RoofStyle</th>\n",
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              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>Heating</th>\n",
              "      <th>...</th>\n",
              "      <th>CentralAir</th>\n",
              "      <th>Electrical</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
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              "      <th>TotRmsAbvGrd</th>\n",
              "      <th>Functional</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>FireplaceQu</th>\n",
              "      <th>GarageType</th>\n",
              "      <th>GarageYrBlt</th>\n",
              "      <th>GarageFinish</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>GarageQual</th>\n",
              "      <th>GarageCond</th>\n",
              "      <th>PavedDrive</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
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              "      <th>MiscVal</th>\n",
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              "      <th>SaleType</th>\n",
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              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>181500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>11250</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>CollgCr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2001</td>\n",
              "      <td>2002</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>162.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Mn</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>486</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>434</td>\n",
              "      <td>920</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>920</td>\n",
              "      <td>866</td>\n",
              "      <td>0</td>\n",
              "      <td>1786</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>608</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>42</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>223500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9550</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Crawfor</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1915</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>Wd Shng</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>BrkTil</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>216</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>540</td>\n",
              "      <td>756</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>961</td>\n",
              "      <td>756</td>\n",
              "      <td>0</td>\n",
              "      <td>1717</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>1998.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>3</td>\n",
              "      <td>642</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>35</td>\n",
              "      <td>272</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>140000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>84.0</td>\n",
              "      <td>14260</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NoRidge</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2000</td>\n",
              "      <td>2000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>350.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Av</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>655</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>490</td>\n",
              "      <td>1145</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1145</td>\n",
              "      <td>1053</td>\n",
              "      <td>0</td>\n",
              "      <td>2198</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>3</td>\n",
              "      <td>836</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>192</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>250000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 81 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   Id  MSSubClass MSZoning  ...  SaleType  SaleCondition SalePrice\n",
              "0   1          60       RL  ...        WD         Normal    208500\n",
              "1   2          20       RL  ...        WD         Normal    181500\n",
              "2   3          60       RL  ...        WD         Normal    223500\n",
              "3   4          70       RL  ...        WD        Abnorml    140000\n",
              "4   5          60       RL  ...        WD         Normal    250000\n",
              "\n",
              "[5 rows x 81 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "hRT-l3CUYvgW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 973,
          "referenced_widgets": [
            "84cd4922236448a3a306a3f6e7e43c88",
            "47375cce9026442183ab428080b82e11",
            "fefbae2c76574bf7b31541e5f1e022ef",
            "562caa85cf7d4a2fbf4decac3fc6983b",
            "30410561071f463ab76e219406f2fa9c",
            "55e0f67422e244a9842b8dcc917d493d"
          ]
        },
        "outputId": "6834803b-b97a-478b-e92b-e262e6bdf6a6"
      },
      "source": [
        "# Ignoring features with high null values \n",
        "\n",
        "demo = setup(data = data, target = 'SalePrice', \n",
        "                   ignore_features = ['Alley','PoolQC','MiscFeature','Fence','FireplaceQu','Utilities'],normalize = True,\n",
        "                   transformation= True, transformation_method = 'yeo-johnson', \n",
        "                   transform_target = True, remove_outliers= True,\n",
        "                   remove_multicollinearity = True,\n",
        "                   ignore_low_variance = True, combine_rare_levels = True) "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " \n",
            "Setup Succesfully Completed.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "    #T_57310f60_d609_11ea_a5ac_0242ac1c0002row1_col1 {\n",
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              "            background-color:  yellow;\n",
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              "            background-color:  yellow;\n",
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              "            background-color:  yellow;\n",
              "        }</style><table id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Description</th>        <th class=\"col_heading level0 col1\" >Value</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row0_col1\" class=\"data row0 col1\" >2553</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row1_col0\" class=\"data row1 col0\" >Transform Target </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row1_col1\" class=\"data row1 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row2_col0\" class=\"data row2 col0\" >Transform Target Method</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row2_col1\" class=\"data row2 col1\" >box-cox</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row3_col0\" class=\"data row3 col0\" >Original Data</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row3_col1\" class=\"data row3 col1\" >(1460, 81)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row4_col0\" class=\"data row4 col0\" >Missing Values </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row4_col1\" class=\"data row4 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row5_col0\" class=\"data row5 col0\" >Numeric Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row5_col1\" class=\"data row5 col1\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row6_col0\" class=\"data row6 col0\" >Categorical Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row6_col1\" class=\"data row6 col1\" >59</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row7_col0\" class=\"data row7 col0\" >Ordinal Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row7_col1\" class=\"data row7 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row8_col0\" class=\"data row8 col0\" >High Cardinality Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row8_col1\" class=\"data row8 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row9_col0\" class=\"data row9 col0\" >High Cardinality Method </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row9_col1\" class=\"data row9 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row10_col0\" class=\"data row10 col0\" >Sampled Data</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row10_col1\" class=\"data row10 col1\" >(1387, 81)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row11_col0\" class=\"data row11 col0\" >Transformed Train Set</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row11_col1\" class=\"data row11 col1\" >(970, 244)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row12_col0\" class=\"data row12 col0\" >Transformed Test Set</td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row12_col1\" class=\"data row12 col1\" >(417, 244)</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row13_col0\" class=\"data row13 col0\" >Numeric Imputer </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row13_col1\" class=\"data row13 col1\" >mean</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row14_col0\" class=\"data row14 col0\" >Categorical Imputer </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row14_col1\" class=\"data row14 col1\" >constant</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row15_col0\" class=\"data row15 col0\" >Normalize </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row15_col1\" class=\"data row15 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row16_col0\" class=\"data row16 col0\" >Normalize Method </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row16_col1\" class=\"data row16 col1\" >zscore</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row17_col0\" class=\"data row17 col0\" >Transformation </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row17_col1\" class=\"data row17 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row18_col0\" class=\"data row18 col0\" >Transformation Method </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row18_col1\" class=\"data row18 col1\" >yeo-johnson</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row19_col0\" class=\"data row19 col0\" >PCA </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row19_col1\" class=\"data row19 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row20_col0\" class=\"data row20 col0\" >PCA Method </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row20_col1\" class=\"data row20 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row21_col0\" class=\"data row21 col0\" >PCA Components </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row21_col1\" class=\"data row21 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row22_col0\" class=\"data row22 col0\" >Ignore Low Variance </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row22_col1\" class=\"data row22 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row23_col0\" class=\"data row23 col0\" >Combine Rare Levels </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row23_col1\" class=\"data row23 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row24_col0\" class=\"data row24 col0\" >Rare Level Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row24_col1\" class=\"data row24 col1\" >0.100000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row25_col0\" class=\"data row25 col0\" >Numeric Binning </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row25_col1\" class=\"data row25 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row26_col0\" class=\"data row26 col0\" >Remove Outliers </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row26_col1\" class=\"data row26 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row27_col0\" class=\"data row27 col0\" >Outliers Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row27_col1\" class=\"data row27 col1\" >0.050000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row28_col0\" class=\"data row28 col0\" >Remove Multicollinearity </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row28_col1\" class=\"data row28 col1\" >True</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row29_col0\" class=\"data row29 col0\" >Multicollinearity Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row29_col1\" class=\"data row29 col1\" >0.900000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row30_col0\" class=\"data row30 col0\" >Clustering </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row30_col1\" class=\"data row30 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row31_col0\" class=\"data row31 col0\" >Clustering Iteration </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row31_col1\" class=\"data row31 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row32_col0\" class=\"data row32 col0\" >Polynomial Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row32_col1\" class=\"data row32 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row33_col0\" class=\"data row33 col0\" >Polynomial Degree </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row33_col1\" class=\"data row33 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row34_col0\" class=\"data row34 col0\" >Trignometry Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row34_col1\" class=\"data row34 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row35_col0\" class=\"data row35 col0\" >Polynomial Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row35_col1\" class=\"data row35 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row36_col0\" class=\"data row36 col0\" >Group Features </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row36_col1\" class=\"data row36 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row37_col0\" class=\"data row37 col0\" >Feature Selection </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row37_col1\" class=\"data row37 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row38_col0\" class=\"data row38 col0\" >Features Selection Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row38_col1\" class=\"data row38 col1\" >None</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row39_col0\" class=\"data row39 col0\" >Feature Interaction </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row39_col1\" class=\"data row39 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row40_col0\" class=\"data row40 col0\" >Feature Ratio </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row40_col1\" class=\"data row40 col1\" >False</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row41_col0\" class=\"data row41 col0\" >Interaction Threshold </td>\n",
              "                        <td id=\"T_57310f60_d609_11ea_a5ac_0242ac1c0002row41_col1\" class=\"data row41 col1\" >None</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4ec42a05f8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "v8tsvaw4aHHp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "cd5ab1a14de5402985b82653a139d818",
            "6e28825ce0c1497287c54a26ed64fb9b",
            "c45d6e58845e4a7e860c7fde14ed94d2"
          ]
        },
        "outputId": "1708f0d0-a5ff-4841-a3f5-634598ee507a"
      },
      "source": [
        "# Blacklist Theil–Sen Regressor \n",
        "# Auto sort on R2 \n",
        "compare_models(blacklist = ['tr'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col2 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
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              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
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              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
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              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col0 {\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
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              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col0 {\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col1 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
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              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col3 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col4 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col5 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col6 {\n",
              "            : ;\n",
              "            text-align:  left;\n",
              "        }    #T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col7 {\n",
              "            background-color:  lightgrey;\n",
              "            text-align:  left;\n",
              "        }</style><table id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Model</th>        <th class=\"col_heading level0 col1\" >MAE</th>        <th class=\"col_heading level0 col2\" >MSE</th>        <th class=\"col_heading level0 col3\" >RMSE</th>        <th class=\"col_heading level0 col4\" >R2</th>        <th class=\"col_heading level0 col5\" >RMSLE</th>        <th class=\"col_heading level0 col6\" >MAPE</th>        <th class=\"col_heading level0 col7\" >TT (Sec)</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col0\" class=\"data row0 col0\" >CatBoost Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col1\" class=\"data row0 col1\" >15313.6607</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col2\" class=\"data row0 col2\" >776434230.5449</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col3\" class=\"data row0 col3\" >25574.6520</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.8966</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0.1216</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0.0854</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row0_col7\" class=\"data row0 col7\" >6.0545</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col0\" class=\"data row1 col0\" >Huber Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col1\" class=\"data row1 col1\" >14604.9714</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col2\" class=\"data row1 col2\" >912236241.9322</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col3\" class=\"data row1 col3\" >25213.0988</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.8939</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.1190</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0.0833</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0.1802</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col0\" class=\"data row2 col0\" >Support Vector Machine</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col1\" class=\"data row2 col1\" >15387.0710</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col2\" class=\"data row2 col2\" >795925878.7054</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col3\" class=\"data row2 col3\" >26206.2707</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.8893</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.1252</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0.0865</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row2_col7\" class=\"data row2 col7\" >0.2447</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col0\" class=\"data row3 col0\" >Bayesian Ridge</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col1\" class=\"data row3 col1\" >15381.1023</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col2\" class=\"data row3 col2\" >920602470.6363</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col3\" class=\"data row3 col3\" >26383.7903</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.8880</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.1212</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0.0855</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0.0722</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col0\" class=\"data row4 col0\" >Light Gradient Boosting Machine</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col1\" class=\"data row4 col1\" >16799.0399</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col2\" class=\"data row4 col2\" >837267455.9643</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col3\" class=\"data row4 col3\" >27326.6238</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.8817</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.1303</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0.0925</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row4_col7\" class=\"data row4 col7\" >0.2839</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col0\" class=\"data row5 col0\" >Gradient Boosting Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col1\" class=\"data row5 col1\" >16988.6879</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col2\" class=\"data row5 col2\" >900162869.8805</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col3\" class=\"data row5 col3\" >27414.7745</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.8814</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.1312</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0.0943</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row5_col7\" class=\"data row5 col7\" >0.7129</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col0\" class=\"data row6 col0\" >Extreme Gradient Boosting</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col1\" class=\"data row6 col1\" >17203.8522</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col2\" class=\"data row6 col2\" >890529209.3684</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col3\" class=\"data row6 col3\" >27723.6269</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.8793</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.1338</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col6\" class=\"data row6 col6\" >0.0964</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row6_col7\" class=\"data row6 col7\" >0.4334</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col0\" class=\"data row7 col0\" >Ridge Regression</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col1\" class=\"data row7 col1\" >16198.3462</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col2\" class=\"data row7 col2\" >996008412.4994</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col3\" class=\"data row7 col3\" >27658.9915</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0.8776</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.1255</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0.0893</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row7_col7\" class=\"data row7 col7\" >0.0130</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col0\" class=\"data row8 col0\" >Random Forest</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col1\" class=\"data row8 col1\" >17884.1543</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col2\" class=\"data row8 col2\" >918488672.4057</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col3\" class=\"data row8 col3\" >28876.3710</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0.8683</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.1407</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col6\" class=\"data row8 col6\" >0.0996</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row8_col7\" class=\"data row8 col7\" >1.5661</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col0\" class=\"data row9 col0\" >Orthogonal Matching Pursuit</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col1\" class=\"data row9 col1\" >17525.4920</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col2\" class=\"data row9 col2\" >1180290533.4058</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col3\" class=\"data row9 col3\" >30383.1262</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.8544</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.1384</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col6\" class=\"data row9 col6\" >0.0986</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row9_col7\" class=\"data row9 col7\" >0.0142</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col0\" class=\"data row10 col0\" >K Neighbors Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col1\" class=\"data row10 col1\" >20935.8666</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col2\" class=\"data row10 col2\" >1263777102.8334</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col3\" class=\"data row10 col3\" >33958.8645</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.8201</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.1578</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col6\" class=\"data row10 col6\" >0.1129</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row10_col7\" class=\"data row10 col7\" >0.0197</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col0\" class=\"data row11 col0\" >Linear Regression</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col1\" class=\"data row11 col1\" >18579.5821</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col2\" class=\"data row11 col2\" >1412999991.7642</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col3\" class=\"data row11 col3\" >34303.1362</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.8149</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.8875</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col6\" class=\"data row11 col6\" >0.1016</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row11_col7\" class=\"data row11 col7\" >0.0375</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col0\" class=\"data row12 col0\" >Extra Trees Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col1\" class=\"data row12 col1\" >21077.7765</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col2\" class=\"data row12 col2\" >1450475526.5097</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col3\" class=\"data row12 col3\" >37113.8801</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col4\" class=\"data row12 col4\" >0.7864</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col5\" class=\"data row12 col5\" >0.1648</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col6\" class=\"data row12 col6\" >0.1114</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row12_col7\" class=\"data row12 col7\" >1.5526</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col0\" class=\"data row13 col0\" >Passive Aggressive Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col1\" class=\"data row13 col1\" >23476.6379</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col2\" class=\"data row13 col2\" >1455925010.0713</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col3\" class=\"data row13 col3\" >34983.9284</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col4\" class=\"data row13 col4\" >0.7832</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col5\" class=\"data row13 col5\" >0.1663</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col6\" class=\"data row13 col6\" >0.1258</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row13_col7\" class=\"data row13 col7\" >0.0310</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col0\" class=\"data row14 col0\" >AdaBoost Regressor</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col1\" class=\"data row14 col1\" >24871.3695</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col2\" class=\"data row14 col2\" >1596338786.3069</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col3\" class=\"data row14 col3\" >38377.7193</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col4\" class=\"data row14 col4\" >0.7702</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col5\" class=\"data row14 col5\" >0.1783</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col6\" class=\"data row14 col6\" >0.1330</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row14_col7\" class=\"data row14 col7\" >0.4744</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col0\" class=\"data row15 col0\" >Random Sample Consensus</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col1\" class=\"data row15 col1\" >20436.4470</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col2\" class=\"data row15 col2\" >2024540158.8414</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col3\" class=\"data row15 col3\" >42271.7509</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col4\" class=\"data row15 col4\" >0.7199</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col5\" class=\"data row15 col5\" >1.8876</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col6\" class=\"data row15 col6\" >0.1166</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row15_col7\" class=\"data row15 col7\" >2.4091</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col0\" class=\"data row16 col0\" >Decision Tree</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col1\" class=\"data row16 col1\" >28313.9691</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col2\" class=\"data row16 col2\" >2362204385.5155</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col3\" class=\"data row16 col3\" >46922.6999</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col4\" class=\"data row16 col4\" >0.6505</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col5\" class=\"data row16 col5\" >0.2193</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col6\" class=\"data row16 col6\" >0.1556</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row16_col7\" class=\"data row16 col7\" >0.0383</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col0\" class=\"data row17 col0\" >Elastic Net</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col1\" class=\"data row17 col1\" >48540.7327</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col2\" class=\"data row17 col2\" >5644074263.3008</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col3\" class=\"data row17 col3\" >73662.8744</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col4\" class=\"data row17 col4\" >0.1642</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col5\" class=\"data row17 col5\" >0.3367</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col6\" class=\"data row17 col6\" >0.2630</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row17_col7\" class=\"data row17 col7\" >0.0100</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col0\" class=\"data row18 col0\" >Lasso Regression</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col1\" class=\"data row18 col1\" >55943.9350</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col2\" class=\"data row18 col2\" >6918562280.5182</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col3\" class=\"data row18 col3\" >81883.4356</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col4\" class=\"data row18 col4\" >-0.0385</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col5\" class=\"data row18 col5\" >0.3877</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col6\" class=\"data row18 col6\" >0.3102</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row18_col7\" class=\"data row18 col7\" >0.0097</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col0\" class=\"data row19 col0\" >Lasso Least Angle Regression</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col1\" class=\"data row19 col1\" >55943.9350</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col2\" class=\"data row19 col2\" >6918562280.5182</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col3\" class=\"data row19 col3\" >81883.4356</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col4\" class=\"data row19 col4\" >-0.0385</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col5\" class=\"data row19 col5\" >0.3877</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col6\" class=\"data row19 col6\" >0.3102</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row19_col7\" class=\"data row19 col7\" >0.0123</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col0\" class=\"data row20 col0\" >Least Angle Regression</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col1\" class=\"data row20 col1\" >5993932134656973907951616.0000</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col2\" class=\"data row20 col2\" >34849194485222397251019231724335227216317654899884032.0000</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col3\" class=\"data row20 col3\" >59033380261709037822803968.0000</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col4\" class=\"data row20 col4\" >-5421370651881711978246612473249811579011072.0000</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col5\" class=\"data row20 col5\" >9.7590</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col6\" class=\"data row20 col6\" >31547047712188772352.0000</td>\n",
              "                        <td id=\"T_dfcb2f9a_d609_11ea_a5ac_0242ac1c0002row20_col7\" class=\"data row20 col7\" >0.1863</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4ec2d57780>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<catboost.core.CatBoostRegressor at 0x7f4ec3e38748>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "wXxDMgpWe_nj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297,
          "referenced_widgets": [
            "3c29f19233864b53ba8da01af51d572a",
            "c59e1582725c43f282f196e76d7f8883",
            "629dd21d247a4a63a3705add599b59dd",
            "5ea1974eab714e209d781a04564f38aa",
            "51b30e1917584733bcc1ad280f657a6f",
            "e3c23703d9304ea09d7233dadc0b067f",
            "3d8c5beac0da40168f86729f70acbb79",
            "08c8a60ba9e94046bd2d98afe7cc741a",
            "367ad9468f49427ca8475e5301a95ddb"
          ]
        },
        "outputId": "1e60ba0d-cf32-4c8e-cb9b-a084e6a0106d"
      },
      "source": [
        "# Creating models for the best estimators \n",
        "huber = create_model('huber')\n",
        "bayesian_ridge = create_model('br')\n",
        "cat_boost = create_model('catboost')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
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              "                <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row0_col0\" class=\"data row0 col0\" >14464.0462</td>\n",
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              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col0\" class=\"data row1 col0\" >12317.9481</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col1\" class=\"data row1 col1\" >486929512.7377</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col2\" class=\"data row1 col2\" >22066.4794</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.8870</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.1081</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.0685</td>\n",
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              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col0\" class=\"data row2 col0\" >15872.2935</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col1\" class=\"data row2 col1\" >582156173.3834</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col2\" class=\"data row2 col2\" >24127.9127</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.9094</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.1512</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.1058</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col0\" class=\"data row3 col0\" >16292.3554</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col1\" class=\"data row3 col1\" >623678424.8092</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col2\" class=\"data row3 col2\" >24973.5545</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0.9091</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.1106</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.0862</td>\n",
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              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col0\" class=\"data row4 col0\" >25111.9159</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col1\" class=\"data row4 col1\" >3283563129.2471</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col2\" class=\"data row4 col2\" >57302.3833</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.7460</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.1700</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.1107</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col0\" class=\"data row5 col0\" >12310.8000</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col1\" class=\"data row5 col1\" >301712699.9034</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col2\" class=\"data row5 col2\" >17369.8791</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0.9566</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.0936</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.0705</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col0\" class=\"data row6 col0\" >14194.3649</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col1\" class=\"data row6 col1\" >427569376.3631</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col2\" class=\"data row6 col2\" >20677.7508</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.9369</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.1294</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.0855</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col0\" class=\"data row7 col0\" >15042.6148</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col1\" class=\"data row7 col1\" >463198310.0888</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col2\" class=\"data row7 col2\" >21522.0424</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.8863</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0.1489</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.1021</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col0\" class=\"data row8 col0\" >15624.3454</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col1\" class=\"data row8 col1\" >522717385.2126</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col2\" class=\"data row8 col2\" >22863.0135</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0.9212</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0.1124</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.0843</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col0\" class=\"data row9 col0\" >11905.9229</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col1\" class=\"data row9 col1\" >276186153.5170</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col2\" class=\"data row9 col2\" >16618.8493</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0.9455</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.0864</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.0654</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Mean</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col0\" class=\"data row10 col0\" >15313.6607</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col1\" class=\"data row10 col1\" >776434230.5449</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col2\" class=\"data row10 col2\" >25574.6520</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col3\" class=\"data row10 col3\" >0.8966</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.1216</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.0854</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >SD</th>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col0\" class=\"data row11 col0\" >3591.9983</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col1\" class=\"data row11 col1\" >847985780.9750</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col2\" class=\"data row11 col2\" >11062.1610</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col3\" class=\"data row11 col3\" >0.0568</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.0259</td>\n",
              "                        <td id=\"T_0f00b640_d60a_11ea_a5ac_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.0154</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4ec42a0a58>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "RyfTEP0RhzAy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297,
          "referenced_widgets": [
            "838a3f746e6a4b6b9f3d05d6c3d506cb",
            "3a2d5a31c1d1444ab603e67934aa6acc",
            "11fdc00d65ad4d82950b754c7f5ef6b0",
            "3e621330c9144f568bdc0eef124afb1a",
            "ce93bca57c684aa3b46265d0c37eb746",
            "c485ec5deb47455fad921d447491bb7f",
            "5ff4ebf9ceed4072bf633bb282423dca",
            "17633bba196a4c1897ecce8482066c29",
            "583f1dc1beea4d75b9fe1c1f1de719e1"
          ]
        },
        "outputId": "65c8f299-4e28-4131-8d96-6523ab5edfca"
      },
      "source": [
        "# Tuning the created models \n",
        "huber = tune_model(huber)\n",
        "bayesian_ridge = tune_model(bayesian_ridge)\n",
        "cat_boost = tune_model(cat_boost)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col0 {\n",
              "            background:  yellow;\n",
              "        }    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col1 {\n",
              "            background:  yellow;\n",
              "        }    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col2 {\n",
              "            background:  yellow;\n",
              "        }    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col3 {\n",
              "            background:  yellow;\n",
              "        }    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col4 {\n",
              "            background:  yellow;\n",
              "        }    #T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col5 {\n",
              "            background:  yellow;\n",
              "        }</style><table id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >MAE</th>        <th class=\"col_heading level0 col1\" >MSE</th>        <th class=\"col_heading level0 col2\" >RMSE</th>        <th class=\"col_heading level0 col3\" >R2</th>        <th class=\"col_heading level0 col4\" >RMSLE</th>        <th class=\"col_heading level0 col5\" >MAPE</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col0\" class=\"data row0 col0\" >15222.1797</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col1\" class=\"data row0 col1\" >670566500.0937</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col2\" class=\"data row0 col2\" >25895.2988</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.8887</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.1090</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0.0828</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col0\" class=\"data row1 col0\" >12700.3444</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col1\" class=\"data row1 col1\" >471383401.7861</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col2\" class=\"data row1 col2\" >21711.3657</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.8906</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.1074</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.0704</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col0\" class=\"data row2 col0\" >16694.3988</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col1\" class=\"data row2 col1\" >633569183.1174</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col2\" class=\"data row2 col2\" >25170.8002</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.9014</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.1566</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.1098</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col0\" class=\"data row3 col0\" >17282.1157</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col1\" class=\"data row3 col1\" >742530620.7051</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col2\" class=\"data row3 col2\" >27249.4151</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0.8918</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.1192</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.0909</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col0\" class=\"data row4 col0\" >27664.4349</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col1\" class=\"data row4 col1\" >3328893846.1072</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col2\" class=\"data row4 col2\" >57696.5670</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.7424</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.1762</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.1211</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col0\" class=\"data row5 col0\" >13631.0586</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col1\" class=\"data row5 col1\" >342263029.3862</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col2\" class=\"data row5 col2\" >18500.3521</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0.9508</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.1028</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.0786</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col0\" class=\"data row6 col0\" >14448.9475</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col1\" class=\"data row6 col1\" >421609729.3052</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col2\" class=\"data row6 col2\" >20533.1373</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.9378</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.1256</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.0870</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col0\" class=\"data row7 col0\" >16189.5874</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col1\" class=\"data row7 col1\" >533125793.0337</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col2\" class=\"data row7 col2\" >23089.5170</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.8691</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0.1575</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.1096</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col0\" class=\"data row8 col0\" >16572.7477</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col1\" class=\"data row8 col1\" >600491213.8336</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col2\" class=\"data row8 col2\" >24504.9222</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0.9094</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0.1163</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.0884</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col0\" class=\"data row9 col0\" >12919.5620</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col1\" class=\"data row9 col1\" >300757106.7155</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col2\" class=\"data row9 col2\" >17342.3501</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0.9406</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.0914</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.0709</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Mean</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col0\" class=\"data row10 col0\" >16332.5377</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col1\" class=\"data row10 col1\" >804519042.4084</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col2\" class=\"data row10 col2\" >26169.3726</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col3\" class=\"data row10 col3\" >0.8923</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.1262</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.0909</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >SD</th>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col0\" class=\"data row11 col0\" >4079.7390</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col1\" class=\"data row11 col1\" >852280183.3400</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col2\" class=\"data row11 col2\" >10939.9718</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col3\" class=\"data row11 col3\" >0.0559</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.0264</td>\n",
              "                        <td id=\"T_5b02f9ea_d60a_11ea_a5ac_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.0164</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4ec3e15080>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "rjXOLZR6lTRf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297,
          "referenced_widgets": [
            "47c66341f17d40de815a82eedaf43dba",
            "c77287c6a0dd4892b02f8e94f83360d6",
            "2656c119068c4faa86003a43ddb52453"
          ]
        },
        "outputId": "da06d194-0efd-40e3-9b50-f35120d5e76c"
      },
      "source": [
        "# Blending models\n",
        "blender = blend_models(estimator_list = [huber, bayesian_ridge, cat_boost])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "            background:  yellow;\n",
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              "                <tr>\n",
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              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row0_col1\" class=\"data row0 col1\" >463761320.6194</td>\n",
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              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.9230</td>\n",
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              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col0\" class=\"data row1 col0\" >11504.8842</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col1\" class=\"data row1 col1\" >413827989.5399</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col2\" class=\"data row1 col2\" >20342.7626</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.9039</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.1018</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.0655</td>\n",
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              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col0\" class=\"data row2 col0\" >14194.1861</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col1\" class=\"data row2 col1\" >464560920.4938</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col2\" class=\"data row2 col2\" >21553.6753</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.9277</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0.1431</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.0960</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col0\" class=\"data row3 col0\" >14860.3248</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col1\" class=\"data row3 col1\" >579523794.9158</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col2\" class=\"data row3 col2\" >24073.3005</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0.9156</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.1046</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0.0793</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col0\" class=\"data row4 col0\" >25506.1659</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col1\" class=\"data row4 col1\" >4270880912.6006</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col2\" class=\"data row4 col2\" >65351.9771</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.6696</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0.1825</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.1149</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col0\" class=\"data row5 col0\" >12604.3339</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col1\" class=\"data row5 col1\" >295248634.9563</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col2\" class=\"data row5 col2\" >17182.8006</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0.9576</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.0916</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0.0708</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col0\" class=\"data row6 col0\" >12364.6512</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col1\" class=\"data row6 col1\" >352687304.7260</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col2\" class=\"data row6 col2\" >18779.9708</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0.9479</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0.1155</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.0750</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col0\" class=\"data row7 col0\" >14421.4822</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col1\" class=\"data row7 col1\" >438085842.0711</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col2\" class=\"data row7 col2\" >20930.5003</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.8924</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0.1395</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.0943</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col0\" class=\"data row8 col0\" >13692.8294</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col1\" class=\"data row8 col1\" >351155335.6424</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col2\" class=\"data row8 col2\" >18739.1391</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0.9470</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0.1016</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.0777</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col0\" class=\"data row9 col0\" >10979.4809</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col1\" class=\"data row9 col1\" >232445546.8403</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col2\" class=\"data row9 col2\" >15246.1650</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0.9541</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0.0821</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.0619</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Mean</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col0\" class=\"data row10 col0\" >14336.1935</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col1\" class=\"data row10 col1\" >786217760.2406</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col2\" class=\"data row10 col2\" >24373.5410</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col3\" class=\"data row10 col3\" >0.9039</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col4\" class=\"data row10 col4\" >0.1160</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.0807</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >SD</th>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col0\" class=\"data row11 col0\" >3909.8622</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col1\" class=\"data row11 col1\" >1165240457.9300</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col2\" class=\"data row11 col2\" >13861.7553</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col3\" class=\"data row11 col3\" >0.0808</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col4\" class=\"data row11 col4\" >0.0289</td>\n",
              "                        <td id=\"T_6ad6985e_d60a_11ea_a5ac_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.0155</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f4ec2d8c550>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "dT_dnYL1na25",
        "colab": {}
      },
      "source": [
        "# Finaliszing model for predictions \n",
        "model = finalize_model(blender)\n",
        "predictions = predict_model(model, data = test_data)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "_3lQxyHcoCzH",
        "colab": {}
      },
      "source": [
        "# Generating CSV for Kaggle Submissions \n",
        "sub = pd.DataFrame({\n",
        "        \"Id\": predictions['Id'],\n",
        "        \"SalePrice\": predictions['Label']\n",
        "    })\n",
        "\n",
        "sub.to_csv('gdrive/My Drive/Colab Notebooks/HousePrice/submission.csv', index=False)"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}