Data_Analysis_and_Data_Validation_using_TFX.ipynb

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  "metadata": {
    "colab": {
      "name": "Data Analysis and Data Validation using TFX.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/srivatsan88/YouTubeLI/blob/master/Data_Analysis_and_Data_Validation_using_TFX.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RaV3fiO1iI81",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from __future__ import print_function\n",
        "import sys,tempfile, urllib, os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "thBVd_M3g4yD",
        "colab_type": "code",
        "outputId": "69dea6ae-a3a3-4b22-931c-5d469cc430bb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "sys.version_info.major"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SMuKQiWHidND",
        "colab_type": "code",
        "outputId": "381aa88a-4b8b-4a82-82d3-6beeb5e1f4da",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!pip install tfx==0.21.0 tensorflow==2.1 tensorboard==2.1\n"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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            "Requirement already satisfied: tornado>=4 in /usr/local/lib/python3.6/dist-packages (from notebook->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (4.5.3)\n",
            "Requirement already satisfied: testpath in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (0.4.4)\n",
            "Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (1.4.2)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (3.1.0)\n",
            "Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (0.8.4)\n",
            "Requirement already satisfied: defusedxml in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (0.6.0)\n",
            "Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (0.3)\n",
            "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2.0->ipywidgets<8,>=7->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (2.6.0)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.6/dist-packages (from pexpect; sys_platform != \"win32\"->ipython>=5->tensorflow-data-validation<0.22,>=0.21->tfx==0.21.0) (0.6.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.6/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->ipython>=5->tensorflow-data-validation<0.22,>=0.21->tfx==0.21.0) (0.1.8)\n",
            "Requirement already satisfied: monotonic>=0.1 in /usr/local/lib/python3.6/dist-packages (from fasteners>=0.14->google-apitools<0.5.29,>=0.5.28; extra == \"gcp\"->apache-beam[gcp]<2.18,>=2.17->tfx==0.21.0) (1.5)\n",
            "Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.6/dist-packages (from jupyter-client->notebook->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (17.0.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert->jupyter<2,>=1->tensorflow-model-analysis<0.22,>=0.21.1->tfx==0.21.0) (0.5.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "CYNfSh6lvloh",
        "colab": {}
      },
      "source": [
        "BASE_DIR = tempfile.mkdtemp(prefix='tfx-data')\n",
        "OUTPUT_FILE = os.path.join(BASE_DIR, 'house_price.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TneiMKdtvvL4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bank_data=urllib.request.urlretrieve('https://raw.githubusercontent.com/srivatsan88/YouTubeLI/master/dataset/train_hprice.csv', OUTPUT_FILE)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pgCFo6DnjJF5",
        "colab_type": "code",
        "outputId": "c4a634b0-3423-4699-8f41-b3ff0698b848",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        }
      },
      "source": [
        "import tensorflow_data_validation as tfdv\n",
        "\n",
        "train_stats = tfdv.generate_statistics_from_csv(data_location=OUTPUT_FILE)"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow_data_validation/arrow/arrow_util.py:236: FutureWarning: Calling .data on ChunkedArray is provided for compatibility after Column was removed, simply drop this attribute\n",
            "  types.FeaturePath([column_name]), column.data.chunk(0), weights):\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oq1xUU_WjYD9",
        "colab_type": "code",
        "outputId": "87732ca0-9b6d-4543-dc09-e4f620796f2e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "tfdv.visualize_statistics(train_stats)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5So12bBPl47g",
        "colab_type": "code",
        "outputId": "39df0a48-ba97-477e-d98c-9512836101e9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "schema = tfdv.infer_schema(statistics=train_stats)\n",
        "tfdv.display_schema(schema=schema)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Type</th>\n",
              "      <th>Presence</th>\n",
              "      <th>Valency</th>\n",
              "      <th>Domain</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Feature name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'Id'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MSSubClass'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MSZoning'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'MSZoning'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotFrontage'</th>\n",
              "      <td>BYTES</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotArea'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MoSold'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'YrSold'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SaleType'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'SaleType'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SaleCondition'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'SaleCondition'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SalePrice'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>81 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   Type  Presence Valency           Domain\n",
              "Feature name                                              \n",
              "'Id'                INT  required                        -\n",
              "'MSSubClass'        INT  required                        -\n",
              "'MSZoning'       STRING  required               'MSZoning'\n",
              "'LotFrontage'     BYTES  required                        -\n",
              "'LotArea'           INT  required                        -\n",
              "...                 ...       ...     ...              ...\n",
              "'MoSold'            INT  required                        -\n",
              "'YrSold'            INT  required                        -\n",
              "'SaleType'       STRING  required               'SaleType'\n",
              "'SaleCondition'  STRING  required          'SaleCondition'\n",
              "'SalePrice'         INT  required                        -\n",
              "\n",
              "[81 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Values</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Domain</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'MSZoning'</th>\n",
              "      <td>'C (all)', 'FV', 'RH', 'RL', 'RM'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Street'</th>\n",
              "      <td>'Grvl', 'Pave'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Alley'</th>\n",
              "      <td>'Grvl', 'NA', 'Pave'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotShape'</th>\n",
              "      <td>'IR1', 'IR2', 'IR3', 'Reg'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LandContour'</th>\n",
              "      <td>'Bnk', 'HLS', 'Low', 'Lvl'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Utilities'</th>\n",
              "      <td>'AllPub', 'NoSeWa'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotConfig'</th>\n",
              "      <td>'Corner', 'CulDSac', 'FR2', 'FR3', 'Inside'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LandSlope'</th>\n",
              "      <td>'Gtl', 'Mod', 'Sev'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Neighborhood'</th>\n",
              "      <td>'Blmngtn', 'Blueste', 'BrDale', 'BrkSide', 'ClearCr', 'CollgCr', 'Crawfor', 'Edwards', 'Gilbert', 'IDOTRR', 'MeadowV', 'Mitchel', 'NAmes', 'NPkVill', 'NWAmes', 'NoRidge', 'NridgHt', 'OldTown', 'SWISU', 'Sawyer', 'SawyerW', 'Somerst', 'StoneBr', 'Timber', 'Veenker'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Condition1'</th>\n",
              "      <td>'Artery', 'Feedr', 'Norm', 'PosA', 'PosN', 'RRAe', 'RRAn', 'RRNe', 'RRNn'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Condition2'</th>\n",
              "      <td>'Artery', 'Feedr', 'Norm', 'PosA', 'PosN', 'RRAe', 'RRAn', 'RRNn'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BldgType'</th>\n",
              "      <td>'1Fam', '2fmCon', 'Duplex', 'Twnhs', 'TwnhsE'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'HouseStyle'</th>\n",
              "      <td>'1.5Fin', '1.5Unf', '1Story', '2.5Fin', '2.5Unf', '2Story', 'SFoyer', 'SLvl'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'RoofStyle'</th>\n",
              "      <td>'Flat', 'Gable', 'Gambrel', 'Hip', 'Mansard', 'Shed'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'RoofMatl'</th>\n",
              "      <td>'ClyTile', 'CompShg', 'Membran', 'Metal', 'Roll', 'Tar&amp;Grv', 'WdShake', 'WdShngl'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Exterior1st'</th>\n",
              "      <td>'AsbShng', 'AsphShn', 'BrkComm', 'BrkFace', 'CBlock', 'CemntBd', 'HdBoard', 'ImStucc', 'MetalSd', 'Plywood', 'Stone', 'Stucco', 'VinylSd', 'Wd Sdng', 'WdShing'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Exterior2nd'</th>\n",
              "      <td>'AsbShng', 'AsphShn', 'Brk Cmn', 'BrkFace', 'CBlock', 'CmentBd', 'HdBoard', 'ImStucc', 'MetalSd', 'Other', 'Plywood', 'Stone', 'Stucco', 'VinylSd', 'Wd Sdng', 'Wd Shng'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MasVnrType'</th>\n",
              "      <td>'BrkCmn', 'BrkFace', 'NA', 'None', 'Stone'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'ExterQual'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'ExterCond'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Foundation'</th>\n",
              "      <td>'BrkTil', 'CBlock', 'PConc', 'Slab', 'Stone', 'Wood'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtQual'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'NA', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtCond'</th>\n",
              "      <td>'Fa', 'Gd', 'NA', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtExposure'</th>\n",
              "      <td>'Av', 'Gd', 'Mn', 'NA', 'No'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType1'</th>\n",
              "      <td>'ALQ', 'BLQ', 'GLQ', 'LwQ', 'NA', 'Rec', 'Unf'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType2'</th>\n",
              "      <td>'ALQ', 'BLQ', 'GLQ', 'LwQ', 'NA', 'Rec', 'Unf'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Heating'</th>\n",
              "      <td>'Floor', 'GasA', 'GasW', 'Grav', 'OthW', 'Wall'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'HeatingQC'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'CentralAir'</th>\n",
              "      <td>'N', 'Y'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Electrical'</th>\n",
              "      <td>'FuseA', 'FuseF', 'FuseP', 'Mix', 'NA', 'SBrkr'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'KitchenQual'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Functional'</th>\n",
              "      <td>'Maj1', 'Maj2', 'Min1', 'Min2', 'Mod', 'Sev', 'Typ'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'FireplaceQu'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageType'</th>\n",
              "      <td>'2Types', 'Attchd', 'Basment', 'BuiltIn', 'CarPort', 'Detchd', 'NA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageYrBlt'</th>\n",
              "      <td>'1900', '1906', '1908', '1910', '1914', '1915', '1916', '1918', '1920', '1921', '1922', '1923', '1924', '1925', '1926', '1927', '1928', '1929', '1930', '1931', '1932', '1933', '1934', '1935', '1936', '1937', '1938', '1939', '1940', '1941', '1942', '1945', '1946', '1947', '1948', '1949', '1950', '1951', '1952', '1953', '1954', '1955', '1956', '1957', '1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', 'NA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageFinish'</th>\n",
              "      <td>'Fin', 'NA', 'RFn', 'Unf'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageQual'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageCond'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PavedDrive'</th>\n",
              "      <td>'N', 'P', 'Y'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PoolQC'</th>\n",
              "      <td>'Ex', 'Fa', 'Gd', 'NA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Fence'</th>\n",
              "      <td>'GdPrv', 'GdWo', 'MnPrv', 'MnWw', 'NA'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MiscFeature'</th>\n",
              "      <td>'Gar2', 'NA', 'Othr', 'Shed', 'TenC'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SaleType'</th>\n",
              "      <td>'COD', 'CWD', 'Con', 'ConLD', 'ConLI', 'ConLw', 'New', 'Oth', 'WD'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'SaleCondition'</th>\n",
              "      <td>'Abnorml', 'AdjLand', 'Alloca', 'Family', 'Normal', 'Partial'</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Values\n",
              "Domain                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n",
              "'MSZoning'       'C (all)', 'FV', 'RH', 'RL', 'RM'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
              "'Street'         'Grvl', 'Pave'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
              "'Alley'          'Grvl', 'NA', 'Pave'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
              "'LotShape'       'IR1', 'IR2', 'IR3', 'Reg'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
              "'LandContour'    'Bnk', 'HLS', 'Low', 'Lvl'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
              "'Utilities'      'AllPub', 'NoSeWa'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
              "'LotConfig'      'Corner', 'CulDSac', 'FR2', 'FR3', 'Inside'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \n",
              "'LandSlope'      'Gtl', 'Mod', 'Sev'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
              "'Neighborhood'   'Blmngtn', 'Blueste', 'BrDale', 'BrkSide', 'ClearCr', 'CollgCr', 'Crawfor', 'Edwards', 'Gilbert', 'IDOTRR', 'MeadowV', 'Mitchel', 'NAmes', 'NPkVill', 'NWAmes', 'NoRidge', 'NridgHt', 'OldTown', 'SWISU', 'Sawyer', 'SawyerW', 'Somerst', 'StoneBr', 'Timber', 'Veenker'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
              "'Condition1'     'Artery', 'Feedr', 'Norm', 'PosA', 'PosN', 'RRAe', 'RRAn', 'RRNe', 'RRNn'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
              "'Condition2'     'Artery', 'Feedr', 'Norm', 'PosA', 'PosN', 'RRAe', 'RRAn', 'RRNn'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
              "'BldgType'       '1Fam', '2fmCon', 'Duplex', 'Twnhs', 'TwnhsE'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
              "'HouseStyle'     '1.5Fin', '1.5Unf', '1Story', '2.5Fin', '2.5Unf', '2Story', 'SFoyer', 'SLvl'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'RoofStyle'      'Flat', 'Gable', 'Gambrel', 'Hip', 'Mansard', 'Shed'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
              "'RoofMatl'       'ClyTile', 'CompShg', 'Membran', 'Metal', 'Roll', 'Tar&Grv', 'WdShake', 'WdShngl'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
              "'Exterior1st'    'AsbShng', 'AsphShn', 'BrkComm', 'BrkFace', 'CBlock', 'CemntBd', 'HdBoard', 'ImStucc', 'MetalSd', 'Plywood', 'Stone', 'Stucco', 'VinylSd', 'Wd Sdng', 'WdShing'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
              "'Exterior2nd'    'AsbShng', 'AsphShn', 'Brk Cmn', 'BrkFace', 'CBlock', 'CmentBd', 'HdBoard', 'ImStucc', 'MetalSd', 'Other', 'Plywood', 'Stone', 'Stucco', 'VinylSd', 'Wd Sdng', 'Wd Shng'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
              "'MasVnrType'     'BrkCmn', 'BrkFace', 'NA', 'None', 'Stone'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
              "'ExterQual'      'Ex', 'Fa', 'Gd', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
              "'ExterCond'      'Ex', 'Fa', 'Gd', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'Foundation'     'BrkTil', 'CBlock', 'PConc', 'Slab', 'Stone', 'Wood'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
              "'BsmtQual'       'Ex', 'Fa', 'Gd', 'NA', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'BsmtCond'       'Fa', 'Gd', 'NA', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'BsmtExposure'   'Av', 'Gd', 'Mn', 'NA', 'No'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'BsmtFinType1'   'ALQ', 'BLQ', 'GLQ', 'LwQ', 'NA', 'Rec', 'Unf'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
              "'BsmtFinType2'   'ALQ', 'BLQ', 'GLQ', 'LwQ', 'NA', 'Rec', 'Unf'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
              "'Heating'        'Floor', 'GasA', 'GasW', 'Grav', 'OthW', 'Wall'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
              "'HeatingQC'      'Ex', 'Fa', 'Gd', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
              "'CentralAir'     'N', 'Y'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
              "'Electrical'     'FuseA', 'FuseF', 'FuseP', 'Mix', 'NA', 'SBrkr'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
              "'KitchenQual'    'Ex', 'Fa', 'Gd', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
              "'Functional'     'Maj1', 'Maj2', 'Min1', 'Min2', 'Mod', 'Sev', 'Typ'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
              "'FireplaceQu'    'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
              "'GarageType'     '2Types', 'Attchd', 'Basment', 'BuiltIn', 'CarPort', 'Detchd', 'NA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         \n",
              "'GarageYrBlt'    '1900', '1906', '1908', '1910', '1914', '1915', '1916', '1918', '1920', '1921', '1922', '1923', '1924', '1925', '1926', '1927', '1928', '1929', '1930', '1931', '1932', '1933', '1934', '1935', '1936', '1937', '1938', '1939', '1940', '1941', '1942', '1945', '1946', '1947', '1948', '1949', '1950', '1951', '1952', '1953', '1954', '1955', '1956', '1957', '1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '2010', 'NA'\n",
              "'GarageFinish'   'Fin', 'NA', 'RFn', 'Unf'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   \n",
              "'GarageQual'     'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
              "'GarageCond'     'Ex', 'Fa', 'Gd', 'NA', 'Po', 'TA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
              "'PavedDrive'     'N', 'P', 'Y'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \n",
              "'PoolQC'         'Ex', 'Fa', 'Gd', 'NA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
              "'Fence'          'GdPrv', 'GdWo', 'MnPrv', 'MnWw', 'NA'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
              "'MiscFeature'    'Gar2', 'NA', 'Othr', 'Shed', 'TenC'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n",
              "'SaleType'       'COD', 'CWD', 'Con', 'ConLD', 'ConLI', 'ConLw', 'New', 'Oth', 'WD'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
              "'SaleCondition'  'Abnorml', 'AdjLand', 'Alloca', 'Family', 'Normal', 'Partial'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dvf5K8yCqJiT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow_data_validation.statistics import stats_options as options"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f4h4k2031D0d",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "house_df = pd.read_csv(OUTPUT_FILE)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V2Vd9sIe1cUE",
        "colab_type": "code",
        "outputId": "cafbfcfa-6a12-4b88-daab-6e66ba2781be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        }
      },
      "source": [
        "house_df.head()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Id</th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>Alley</th>\n",
              "      <th>LotShape</th>\n",
              "      <th>LandContour</th>\n",
              "      <th>Utilities</th>\n",
              "      <th>LotConfig</th>\n",
              "      <th>LandSlope</th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Condition1</th>\n",
              "      <th>Condition2</th>\n",
              "      <th>BldgType</th>\n",
              "      <th>HouseStyle</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>RoofStyle</th>\n",
              "      <th>RoofMatl</th>\n",
              "      <th>Exterior1st</th>\n",
              "      <th>Exterior2nd</th>\n",
              "      <th>MasVnrType</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>ExterQual</th>\n",
              "      <th>ExterCond</th>\n",
              "      <th>Foundation</th>\n",
              "      <th>BsmtQual</th>\n",
              "      <th>BsmtCond</th>\n",
              "      <th>BsmtExposure</th>\n",
              "      <th>BsmtFinType1</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinType2</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <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",
              "      <th>GrLivArea</th>\n",
              "      <th>BsmtFullBath</th>\n",
              "      <th>BsmtHalfBath</th>\n",
              "      <th>FullBath</th>\n",
              "      <th>HalfBath</th>\n",
              "      <th>BedroomAbvGr</th>\n",
              "      <th>KitchenAbvGr</th>\n",
              "      <th>KitchenQual</th>\n",
              "      <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",
              "      <th>PoolQC</th>\n",
              "      <th>Fence</th>\n",
              "      <th>MiscFeature</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "      <th>SalePrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8450</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</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>2003</td>\n",
              "      <td>2003</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>196.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>706</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>150</td>\n",
              "      <td>856</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>856</td>\n",
              "      <td>854</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</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>8</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2003.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>548</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>61</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>2</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>208500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9600</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Veenker</td>\n",
              "      <td>Feedr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>1976</td>\n",
              "      <td>1976</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>978</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>284</td>\n",
              "      <td>1262</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1262</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1262</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1976.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>460</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>298</td>\n",
              "      <td>0</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>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": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kN8T410O1lmg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "house_train, house_eval = train_test_split(house_df, test_size=0.2)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_Y_a4Kbp6iMm",
        "colab_type": "code",
        "outputId": "59eec1ca-dc42-4b0e-97b7-fec4f3894175",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        }
      },
      "source": [
        "house_eval.head()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Id</th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>Alley</th>\n",
              "      <th>LotShape</th>\n",
              "      <th>LandContour</th>\n",
              "      <th>Utilities</th>\n",
              "      <th>LotConfig</th>\n",
              "      <th>LandSlope</th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Condition1</th>\n",
              "      <th>Condition2</th>\n",
              "      <th>BldgType</th>\n",
              "      <th>HouseStyle</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>RoofStyle</th>\n",
              "      <th>RoofMatl</th>\n",
              "      <th>Exterior1st</th>\n",
              "      <th>Exterior2nd</th>\n",
              "      <th>MasVnrType</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>ExterQual</th>\n",
              "      <th>ExterCond</th>\n",
              "      <th>Foundation</th>\n",
              "      <th>BsmtQual</th>\n",
              "      <th>BsmtCond</th>\n",
              "      <th>BsmtExposure</th>\n",
              "      <th>BsmtFinType1</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinType2</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <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",
              "      <th>GrLivArea</th>\n",
              "      <th>BsmtFullBath</th>\n",
              "      <th>BsmtHalfBath</th>\n",
              "      <th>FullBath</th>\n",
              "      <th>HalfBath</th>\n",
              "      <th>BedroomAbvGr</th>\n",
              "      <th>KitchenAbvGr</th>\n",
              "      <th>KitchenQual</th>\n",
              "      <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",
              "      <th>PoolQC</th>\n",
              "      <th>Fence</th>\n",
              "      <th>MiscFeature</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "      <th>SalePrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>839</th>\n",
              "      <td>840</td>\n",
              "      <td>50</td>\n",
              "      <td>RL</td>\n",
              "      <td>70.0</td>\n",
              "      <td>11767</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Edwards</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1.5Fin</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1946</td>\n",
              "      <td>1995</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>BLQ</td>\n",
              "      <td>352</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>416</td>\n",
              "      <td>768</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>768</td>\n",
              "      <td>432</td>\n",
              "      <td>0</td>\n",
              "      <td>1200</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>1946.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1</td>\n",
              "      <td>240</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>130500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1188</th>\n",
              "      <td>1189</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>8935</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>2002</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>95.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>831</td>\n",
              "      <td>831</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>831</td>\n",
              "      <td>829</td>\n",
              "      <td>0</td>\n",
              "      <td>1660</td>\n",
              "      <td>0</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>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2002.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>493</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>144</td>\n",
              "      <td>68</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>7</td>\n",
              "      <td>2009</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>195000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1012</th>\n",
              "      <td>1013</td>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>55.0</td>\n",
              "      <td>10592</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</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>6</td>\n",
              "      <td>7</td>\n",
              "      <td>1923</td>\n",
              "      <td>1996</td>\n",
              "      <td>Hip</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>PConc</td>\n",
              "      <td>TA</td>\n",
              "      <td>Fa</td>\n",
              "      <td>No</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>602</td>\n",
              "      <td>602</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>900</td>\n",
              "      <td>602</td>\n",
              "      <td>0</td>\n",
              "      <td>1502</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>2</td>\n",
              "      <td>TA</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>1923.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1</td>\n",
              "      <td>180</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>96</td>\n",
              "      <td>0</td>\n",
              "      <td>112</td>\n",
              "      <td>0</td>\n",
              "      <td>53</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>165000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1384</th>\n",
              "      <td>1385</td>\n",
              "      <td>50</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9060</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Edwards</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1.5Fin</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1939</td>\n",
              "      <td>1950</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>WdShing</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>TA</td>\n",
              "      <td>Mn</td>\n",
              "      <td>Rec</td>\n",
              "      <td>204</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>356</td>\n",
              "      <td>560</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>698</td>\n",
              "      <td>560</td>\n",
              "      <td>0</td>\n",
              "      <td>1258</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>1939.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1</td>\n",
              "      <td>280</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>P</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MnPrv</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>2009</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>105000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>592</th>\n",
              "      <td>593</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>6600</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>8</td>\n",
              "      <td>1982</td>\n",
              "      <td>2003</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>PConc</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>816</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>816</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>816</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>816</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>4</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>1985.0</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2</td>\n",
              "      <td>816</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>138000</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",
              "839   840   50          RL       ...  WD        Normal         130500  \n",
              "1188  1189  60          RL       ...  WD        Normal         195000  \n",
              "1012  1013  70          RL       ...  WD        Normal         165000  \n",
              "1384  1385  50          RL       ...  WD        Normal         105000  \n",
              "592   593   20          RL       ...  WD        Normal         138000  \n",
              "\n",
              "[5 rows x 81 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6jbYyCyQ2n2D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "b65bab88-bfe9-4c85-815c-4823d2430a93"
      },
      "source": [
        "train_df_stats=tfdv.generate_statistics_from_dataframe(house_train,stats_options=options.StatsOptions())"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow_data_validation/arrow/arrow_util.py:236: FutureWarning: Calling .data on ChunkedArray is provided for compatibility after Column was removed, simply drop this attribute\n",
            "  types.FeaturePath([column_name]), column.data.chunk(0), weights):\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-a4gE9E361k",
        "colab_type": "code",
        "outputId": "2e8b4c10-fd0d-449d-8d8e-4a2b76343090",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "tfdv.visualize_statistics(train_df_stats)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_rCi3UR-4Owz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "c70866f9-e17a-4d04-b5d5-d5369ba8f76c"
      },
      "source": [
        "eval_df_stats=tfdv.generate_statistics_from_dataframe(house_eval,stats_options=options.StatsOptions())"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow_data_validation/arrow/arrow_util.py:236: FutureWarning: Calling .data on ChunkedArray is provided for compatibility after Column was removed, simply drop this attribute\n",
            "  types.FeaturePath([column_name]), column.data.chunk(0), weights):\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8wuM0gyV8KYx",
        "colab_type": "text"
      },
      "source": [
        "So far we've visualized dataset individually. It's important that our evaluation data is consistent with our training data, including that it uses the same schema. It's also important that the evaluation data includes examples of roughly the same ranges of values for our numerical features as our training data, so that our coverage of the loss surface during evaluation is roughly the same as during training. The same is true for categorical features. Otherwise, we may have training issues that are not identified during evaluation, because we didn't evaluate part of our loss surface.\n",
        "\n",
        "Notice in below graph each feature now includes statistics for both the training and evaluation datasets.\n",
        "Notice that the charts now have both the training and evaluation datasets overlaid, making it easy to compare them.\n",
        "Notice that the charts now include a percentages view, which can be combined with log or the default linear scales.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4xPKQUBe5cYl",
        "colab_type": "code",
        "outputId": "cfd9e036-d995-4765-ce97-db16d8da508f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "tfdv.visualize_statistics(lhs_statistics=eval_df_stats, rhs_statistics=train_df_stats,lhs_name='EVAL_DATASET', rhs_name='TRAIN_DATASET')"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pgEA3TnM5p14",
        "colab_type": "code",
        "outputId": "952a825a-c3bd-4ad8-8a36-69ab4712996a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        }
      },
      "source": [
        "eval_anomalies = tfdv.validate_statistics(statistics=eval_df_stats, schema=schema)\n",
        "tfdv.display_anomalies(eval_anomalies)"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Anomaly short description</th>\n",
              "      <th>Anomaly long description</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Feature name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'GarageFinish'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MasVnrType'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtCond'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtExposure'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PoolQC'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was not present in any examples.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Fence'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageType'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotFrontage'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageQual'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Alley'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MiscFeature'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageYrBlt'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MasVnrArea'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'FireplaceQu'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType1'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType2'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtQual'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageCond'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               Anomaly short description                                  Anomaly long description\n",
              "Feature name                                                                                      \n",
              "'GarageFinish'  Column dropped            The feature was present in fewer examples than expected.\n",
              "'MasVnrType'    Column dropped            The feature was present in fewer examples than expected.\n",
              "'BsmtCond'      Column dropped            The feature was present in fewer examples than expected.\n",
              "'BsmtExposure'  Column dropped            The feature was present in fewer examples than expected.\n",
              "'PoolQC'        Column dropped            The feature was not present in any examples.            \n",
              "'Fence'         Column dropped            The feature was present in fewer examples than expected.\n",
              "'GarageType'    Column dropped            The feature was present in fewer examples than expected.\n",
              "'LotFrontage'   Column dropped            The feature was present in fewer examples than expected.\n",
              "'GarageQual'    Column dropped            The feature was present in fewer examples than expected.\n",
              "'Alley'         Column dropped            The feature was present in fewer examples than expected.\n",
              "'MiscFeature'   Column dropped            The feature was present in fewer examples than expected.\n",
              "'GarageYrBlt'   Column dropped            The feature was present in fewer examples than expected.\n",
              "'MasVnrArea'    Column dropped            The feature was present in fewer examples than expected.\n",
              "'FireplaceQu'   Column dropped            The feature was present in fewer examples than expected.\n",
              "'BsmtFinType1'  Column dropped            The feature was present in fewer examples than expected.\n",
              "'BsmtFinType2'  Column dropped            The feature was present in fewer examples than expected.\n",
              "'BsmtQual'      Column dropped            The feature was present in fewer examples than expected.\n",
              "'GarageCond'    Column dropped            The feature was present in fewer examples than expected."
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iDmP-I1VVYPr",
        "colab_type": "text"
      },
      "source": [
        "We can update schema manually in case schema evolves over time or additional metadata needs to be fed in to schema"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "72AsaTXaWS3G",
        "colab_type": "text"
      },
      "source": [
        "Validate_statistics in addition to comparing schema can also be used to setup skew compartor and drift compator. Display_anomolies function will indicator features that have skewed or have drifted above the set threshold"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2OxwjZREcpOJ",
        "colab_type": "code",
        "outputId": "f7279bf2-26d4-468e-ac20-ae681add9513",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        }
      },
      "source": [
        "sf_skew = tfdv.get_feature(schema, '2ndFlrSF')\n",
        "sf_skew.skew_comparator.infinity_norm.threshold = 0.001\n",
        "\n",
        "f_comp =tfdv.get_feature(schema, 'Fence')\n",
        "f_comp.drift_comparator.infinity_norm.threshold = 0.001\n",
        "\n",
        "gc_comp =tfdv.get_feature(schema, 'GarageCond')\n",
        "gc_comp.drift_comparator.infinity_norm.threshold = 0.001\n",
        "\n",
        "skew_anomalies = tfdv.validate_statistics(eval_df_stats, schema,\n",
        "                                          previous_statistics=train_df_stats)\n",
        "tfdv.display_anomalies(skew_anomalies)"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Anomaly short description</th>\n",
              "      <th>Anomaly long description</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Feature name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'GarageYrBlt'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MasVnrArea'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'FireplaceQu'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType1'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtFinType2'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtQual'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageCond'</th>\n",
              "      <td>Multiple errors</td>\n",
              "      <td>The feature was present in fewer examples than expected. The Linfty distance between current and previous is 0.0113831 (up to six significant digits), above the threshold 0.001. The feature value with maximum difference is: TA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageFinish'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MasVnrType'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtCond'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'BsmtExposure'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'PoolQC'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was not present in any examples.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'LotFrontage'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageType'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Fence'</th>\n",
              "      <td>Multiple errors</td>\n",
              "      <td>The feature was present in fewer examples than expected. The Linfty distance between current and previous is 0.0821462 (up to six significant digits), above the threshold 0.001. The feature value with maximum difference is: GdWo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'GarageQual'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'Alley'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'MiscFeature'</th>\n",
              "      <td>Column dropped</td>\n",
              "      <td>The feature was present in fewer examples than expected.</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               Anomaly short description                                                                                                                                                                                                              Anomaly long description\n",
              "Feature name                                                                                                                                                                                                                                                                  \n",
              "'GarageYrBlt'   Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'MasVnrArea'    Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'FireplaceQu'   Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'BsmtFinType1'  Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'BsmtFinType2'  Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'BsmtQual'      Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'GarageCond'    Multiple errors           The feature was present in fewer examples than expected. The Linfty distance between current and previous is 0.0113831 (up to six significant digits), above the threshold 0.001. The feature value with maximum difference is: TA  \n",
              "'GarageFinish'  Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'MasVnrType'    Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'BsmtCond'      Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'BsmtExposure'  Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'PoolQC'        Column dropped            The feature was not present in any examples.                                                                                                                                                                                        \n",
              "'LotFrontage'   Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'GarageType'    Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'Fence'         Multiple errors           The feature was present in fewer examples than expected. The Linfty distance between current and previous is 0.0821462 (up to six significant digits), above the threshold 0.001. The feature value with maximum difference is: GdWo\n",
              "'GarageQual'    Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'Alley'         Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            \n",
              "'MiscFeature'   Column dropped            The feature was present in fewer examples than expected.                                                                                                                                                                            "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LLRwWtxL0Jud",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}