Assignment-1 - House Price Prediction with Linear Regresssion.ipynb

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      "source": [
        "# House Price Prediction with Linear Regression\n",
        "\n",
        "![](https://i.imgur.com/3sw1fY9.jpg)\n",
        "\n",
        "In this assignment, you're going to predict the price of a house using information like its location, area, no. of rooms etc. You'll use the dataset from the [House Prices - Advanced Regression Techniques](https://www.kaggle.com/c/house-prices-advanced-regression-techniques) competition on [Kaggle](https://kaggle.com). We'll follow a step-by-step process to train our model:\n",
        "\n",
        "1. Download and explore the data\n",
        "2. Prepare the dataset for training\n",
        "3. Train a linear regression model\n",
        "4. Make predictions and evaluate the model\n",
        "\n",
        "As you go through this notebook, you will find a **???** in certain places. Your job is to replace the **???** with appropriate code or values, to ensure that the notebook runs properly end-to-end and your machine learning model is trained properly without errors.\n",
        "\n",
        "**Guidelines**\n",
        "\n",
        "1. Make sure to run all the code cells in order. Otherwise, you may get errors like `NameError` for undefined variables.\n",
        "2. Do not change variable names, delete cells, or disturb other existing code. It may cause problems during evaluation.\n",
        "3. In some cases, you may need to add some code cells or new statements before or after the line of code containing the **???**.\n",
        "4. Since you'll be using a temporary online service for code execution, save your work by running `jovian.commit` at regular intervals.\n",
        "5. Review the \"Evaluation Criteria\" for the assignment carefully and make sure your submission meets all the criteria.\n",
        "6. Questions marked **(Optional)** will not be considered for evaluation and can be skipped. They are for your learning.\n",
        "7. It's okay to ask for help & discuss ideas on the [community forum](https://jovian.ai/forum/c/zero-to-gbms/gbms-assignment-1/100), but please don't post full working code, to give everyone an opportunity to solve the assignment on their own.\n",
        "\n",
        "\n",
        "**Important Links**:\n",
        "\n",
        "- Make a submission here: https://jovian.ai/learn/machine-learning-with-python-zero-to-gbms/assignment/assignment-1-train-your-first-ml-model\n",
        "- Ask questions, discuss ideas and get help here: https://jovian.ai/forum/c/zero-to-gbms/gbms-assignment-1/100\n",
        "- Review the following notebooks:\n",
        "    - https://jovian.ai/aakashns/python-sklearn-linear-regression\n",
        "    - https://jovian.ai/aakashns/python-sklearn-logistic-regression\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "modern-preparation",
      "metadata": {
        "id": "modern-preparation"
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      "source": [
        "## How to Run the Code and Save Your Work\n",
        "\n",
        "\n",
        "**Option 1: Running using free online resources (1-click, recommended):** The easiest way to start executing the code is to click the **Run** button at the top of this page and select **Run on Binder**. This will set up a cloud-based Jupyter notebook server and allow you to modify/execute the code.\n",
        "\n",
        "\n",
        "**Option 2: Running on your computer locally:** To run the code on your computer locally, you'll need to set up [Python](https://www.python.org), download the notebook and install the required libraries. Click the **Run** button at the top of this page, select the **Run Locally** option, and follow the instructions.\n",
        "\n",
        "**Saving your work**: You can save a snapshot of the assignment to your [Jovian](https://jovian.ai) profile, so that you can access it later and continue your work. Keep saving your work by running `jovian.commit` from time to time."
      ]
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            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/68.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m68.6/68.6 kB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for uuid (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install jovian scikit-learn --upgrade --quiet"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "stainless-macintosh",
      "metadata": {
        "id": "stainless-macintosh"
      },
      "outputs": [],
      "source": [
        "import jovian"
      ]
    },
    {
      "cell_type": "code",
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      "id": "external-pitch",
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        "colab": {
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        "outputId": "99676c2d-b0cb-4654-839d-d620e3876d15",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit(project='python-sklearn-assignment', privacy='secret')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "freelance-teaching",
      "metadata": {
        "id": "freelance-teaching"
      },
      "source": [
        "Let's begin by installing the required libraries:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "exposed-southwest",
      "metadata": {
        "id": "exposed-southwest"
      },
      "outputs": [],
      "source": [
        "!pip install numpy pandas matplotlib seaborn plotly opendatasets jovian --quiet"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "contrary-inside",
      "metadata": {
        "id": "contrary-inside"
      },
      "source": [
        "## Step 1 - Download and Explore the Data\n",
        "\n",
        "The dataset is available as a ZIP file at the following url:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "seasonal-senate",
      "metadata": {
        "id": "seasonal-senate"
      },
      "outputs": [],
      "source": [
        "dataset_url = 'https://github.com/JovianML/opendatasets/raw/master/data/house-prices-advanced-regression-techniques.zip'"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dried-output",
      "metadata": {
        "id": "dried-output"
      },
      "source": [
        "We'll use the `urlretrieve` function from the module [`urllib.request`](https://docs.python.org/3/library/urllib.request.html) to dowload the dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "protecting-pasta",
      "metadata": {
        "id": "protecting-pasta"
      },
      "outputs": [],
      "source": [
        "from urllib.request import urlretrieve"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "vital-large",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vital-large",
        "outputId": "c909ba32-e3c8-4768-9666-ed037a620e5a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "('house-prices.zip', <http.client.HTTPMessage at 0x7f1c96cf6140>)"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "urlretrieve(dataset_url, 'house-prices.zip')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ancient-cardiff",
      "metadata": {
        "id": "ancient-cardiff"
      },
      "source": [
        "The file `housing-prices.zip` has been downloaded. Let's unzip it using the [`zipfile`](https://docs.python.org/3/library/zipfile.html) module."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "frequent-orange",
      "metadata": {
        "id": "frequent-orange"
      },
      "outputs": [],
      "source": [
        "from zipfile import ZipFile"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "stylish-concentration",
      "metadata": {
        "id": "stylish-concentration"
      },
      "outputs": [],
      "source": [
        "with ZipFile('house-prices.zip') as f:\n",
        "    f.extractall(path='house-prices')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "assumed-auction",
      "metadata": {
        "id": "assumed-auction"
      },
      "source": [
        "The dataset is extracted to the folder `house-prices`. Let's view the contents of the folder using the [`os`](https://docs.python.org/3/library/os.html) module."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "commercial-float",
      "metadata": {
        "id": "commercial-float"
      },
      "outputs": [],
      "source": [
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "international-england",
      "metadata": {
        "id": "international-england"
      },
      "outputs": [],
      "source": [
        "data_dir = 'house-prices'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fixed-corruption",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fixed-corruption",
        "outputId": "1992b1ad-66d4-4a71-b851-562f4fe2057f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['train.csv', 'test.csv', 'data_description.txt', 'sample_submission.csv']"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "os.listdir(data_dir)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "hindu-tulsa",
      "metadata": {
        "id": "hindu-tulsa"
      },
      "source": [
        "Use the \"File\" > \"Open\" menu option to browse the contents of each file. You can also check out the [dataset description](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data) on Kaggle to learn more.\n",
        "\n",
        "We'll use the data in the file `train.csv` for training our model. We can load the for processing using the [Pandas](https://pandas.pydata.org/pandas-docs/stable/user_guide/index.html) library."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "brutal-peter",
      "metadata": {
        "id": "brutal-peter"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "pd.options.display.max_columns = 200\n",
        "pd.options.display.max_rows = 200"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "prepared-simon",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "prepared-simon",
        "outputId": "4f8fe02c-1608-4e1a-e1ea-ea35240ba759"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'house-prices/train.csv'"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_csv_path = data_dir + '/train.csv'\n",
        "train_csv_path"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "insured-deployment",
      "metadata": {
        "id": "insured-deployment"
      },
      "source": [
        "> **QUESTION 1**: Load the data from the file `train.csv` into a Pandas data frame."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "collected-witness",
      "metadata": {
        "id": "collected-witness"
      },
      "outputs": [],
      "source": [
        "prices_df = pd.read_csv(train_csv_path)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "constitutional-concrete",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "constitutional-concrete",
        "outputId": "9f18aa8c-cfdb-469d-e2f6-a305a852bfb8"
      },
      "outputs": [
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              "      <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>Ex</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>Ex</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>Gd</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>Ex</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",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>1456</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>7917</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>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1999</td>\n",
              "      <td>2000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</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>953</td>\n",
              "      <td>953</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>953</td>\n",
              "      <td>694</td>\n",
              "      <td>0</td>\n",
              "      <td>1647</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>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1999.0</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>0</td>\n",
              "      <td>40</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>8</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>175000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>1457</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>85.0</td>\n",
              "      <td>13175</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>NWAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1978</td>\n",
              "      <td>1988</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Stone</td>\n",
              "      <td>119.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>790</td>\n",
              "      <td>Rec</td>\n",
              "      <td>163</td>\n",
              "      <td>589</td>\n",
              "      <td>1542</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>2073</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2073</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Min1</td>\n",
              "      <td>2</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1978.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2</td>\n",
              "      <td>500</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>349</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>2</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>210000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>1458</td>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>66.0</td>\n",
              "      <td>9042</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>7</td>\n",
              "      <td>9</td>\n",
              "      <td>1941</td>\n",
              "      <td>2006</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Stone</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>275</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>877</td>\n",
              "      <td>1152</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1188</td>\n",
              "      <td>1152</td>\n",
              "      <td>0</td>\n",
              "      <td>2340</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>2</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1941.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>1</td>\n",
              "      <td>252</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GdPrv</td>\n",
              "      <td>Shed</td>\n",
              "      <td>2500</td>\n",
              "      <td>5</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>266500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>1459</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>9717</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>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1950</td>\n",
              "      <td>1996</td>\n",
              "      <td>Hip</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>Mn</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>49</td>\n",
              "      <td>Rec</td>\n",
              "      <td>1029</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>FuseA</td>\n",
              "      <td>1078</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</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>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1950.0</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>366</td>\n",
              "      <td>0</td>\n",
              "      <td>112</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>4</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>142125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1459</th>\n",
              "      <td>1460</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>75.0</td>\n",
              "      <td>9937</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>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1965</td>\n",
              "      <td>1965</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>Gd</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>830</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>290</td>\n",
              "      <td>136</td>\n",
              "      <td>1256</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1256</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1256</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</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>Attchd</td>\n",
              "      <td>1965.0</td>\n",
              "      <td>Fin</td>\n",
              "      <td>1</td>\n",
              "      <td>276</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>736</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>6</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>147500</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1460 rows × 81 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f5ada364-39c8-4108-a50c-555a6667b5a5')\"\n",
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            "text/plain": [
              "        Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
              "0        1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
              "1        2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
              "2        3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
              "3        4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
              "4        5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
              "...    ...         ...      ...          ...      ...    ...   ...      ...   \n",
              "1455  1456          60       RL         62.0     7917   Pave   NaN      Reg   \n",
              "1456  1457          20       RL         85.0    13175   Pave   NaN      Reg   \n",
              "1457  1458          70       RL         66.0     9042   Pave   NaN      Reg   \n",
              "1458  1459          20       RL         68.0     9717   Pave   NaN      Reg   \n",
              "1459  1460          20       RL         75.0     9937   Pave   NaN      Reg   \n",
              "\n",
              "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
              "0            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "1            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
              "2            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "3            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
              "4            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
              "...          ...       ...       ...       ...          ...        ...   \n",
              "1455         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
              "1456         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
              "1457         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
              "1458         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
              "1459         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
              "\n",
              "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
              "0          Norm     1Fam     2Story            7            5       2003   \n",
              "1          Norm     1Fam     1Story            6            8       1976   \n",
              "2          Norm     1Fam     2Story            7            5       2001   \n",
              "3          Norm     1Fam     2Story            7            5       1915   \n",
              "4          Norm     1Fam     2Story            8            5       2000   \n",
              "...         ...      ...        ...          ...          ...        ...   \n",
              "1455       Norm     1Fam     2Story            6            5       1999   \n",
              "1456       Norm     1Fam     1Story            6            6       1978   \n",
              "1457       Norm     1Fam     2Story            7            9       1941   \n",
              "1458       Norm     1Fam     1Story            5            6       1950   \n",
              "1459       Norm     1Fam     1Story            5            6       1965   \n",
              "\n",
              "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
              "0             2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "1             1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
              "2             2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "3             1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
              "4             2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "...            ...       ...      ...         ...         ...        ...   \n",
              "1455          2000     Gable  CompShg     VinylSd     VinylSd       None   \n",
              "1456          1988     Gable  CompShg     Plywood     Plywood      Stone   \n",
              "1457          2006     Gable  CompShg     CemntBd     CmentBd       None   \n",
              "1458          1996       Hip  CompShg     MetalSd     MetalSd       None   \n",
              "1459          1965     Gable  CompShg     HdBoard     HdBoard       None   \n",
              "\n",
              "      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond  \\\n",
              "0          196.0        Gd        TA      PConc       Gd       TA   \n",
              "1            0.0        TA        TA     CBlock       Gd       TA   \n",
              "2          162.0        Gd        TA      PConc       Gd       TA   \n",
              "3            0.0        TA        TA     BrkTil       TA       Gd   \n",
              "4          350.0        Gd        TA      PConc       Gd       TA   \n",
              "...          ...       ...       ...        ...      ...      ...   \n",
              "1455         0.0        TA        TA      PConc       Gd       TA   \n",
              "1456       119.0        TA        TA     CBlock       Gd       TA   \n",
              "1457         0.0        Ex        Gd      Stone       TA       Gd   \n",
              "1458         0.0        TA        TA     CBlock       TA       TA   \n",
              "1459         0.0        Gd        TA     CBlock       TA       TA   \n",
              "\n",
              "     BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  \\\n",
              "0              No          GLQ         706          Unf           0   \n",
              "1              Gd          ALQ         978          Unf           0   \n",
              "2              Mn          GLQ         486          Unf           0   \n",
              "3              No          ALQ         216          Unf           0   \n",
              "4              Av          GLQ         655          Unf           0   \n",
              "...           ...          ...         ...          ...         ...   \n",
              "1455           No          Unf           0          Unf           0   \n",
              "1456           No          ALQ         790          Rec         163   \n",
              "1457           No          GLQ         275          Unf           0   \n",
              "1458           Mn          GLQ          49          Rec        1029   \n",
              "1459           No          BLQ         830          LwQ         290   \n",
              "\n",
              "      BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  \\\n",
              "0           150          856    GasA        Ex          Y      SBrkr   \n",
              "1           284         1262    GasA        Ex          Y      SBrkr   \n",
              "2           434          920    GasA        Ex          Y      SBrkr   \n",
              "3           540          756    GasA        Gd          Y      SBrkr   \n",
              "4           490         1145    GasA        Ex          Y      SBrkr   \n",
              "...         ...          ...     ...       ...        ...        ...   \n",
              "1455        953          953    GasA        Ex          Y      SBrkr   \n",
              "1456        589         1542    GasA        TA          Y      SBrkr   \n",
              "1457        877         1152    GasA        Ex          Y      SBrkr   \n",
              "1458          0         1078    GasA        Gd          Y      FuseA   \n",
              "1459        136         1256    GasA        Gd          Y      SBrkr   \n",
              "\n",
              "      1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "0          856       854             0       1710             1             0   \n",
              "1         1262         0             0       1262             0             1   \n",
              "2          920       866             0       1786             1             0   \n",
              "3          961       756             0       1717             1             0   \n",
              "4         1145      1053             0       2198             1             0   \n",
              "...        ...       ...           ...        ...           ...           ...   \n",
              "1455       953       694             0       1647             0             0   \n",
              "1456      2073         0             0       2073             1             0   \n",
              "1457      1188      1152             0       2340             0             0   \n",
              "1458      1078         0             0       1078             1             0   \n",
              "1459      1256         0             0       1256             1             0   \n",
              "\n",
              "      FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  \\\n",
              "0            2         1             3             1          Gd   \n",
              "1            2         0             3             1          TA   \n",
              "2            2         1             3             1          Gd   \n",
              "3            1         0             3             1          Gd   \n",
              "4            2         1             4             1          Gd   \n",
              "...        ...       ...           ...           ...         ...   \n",
              "1455         2         1             3             1          TA   \n",
              "1456         2         0             3             1          TA   \n",
              "1457         2         0             4             1          Gd   \n",
              "1458         1         0             2             1          Gd   \n",
              "1459         1         1             3             1          TA   \n",
              "\n",
              "      TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt  \\\n",
              "0                8        Typ           0         NaN     Attchd       2003.0   \n",
              "1                6        Typ           1          TA     Attchd       1976.0   \n",
              "2                6        Typ           1          TA     Attchd       2001.0   \n",
              "3                7        Typ           1          Gd     Detchd       1998.0   \n",
              "4                9        Typ           1          TA     Attchd       2000.0   \n",
              "...            ...        ...         ...         ...        ...          ...   \n",
              "1455             7        Typ           1          TA     Attchd       1999.0   \n",
              "1456             7       Min1           2          TA     Attchd       1978.0   \n",
              "1457             9        Typ           2          Gd     Attchd       1941.0   \n",
              "1458             5        Typ           0         NaN     Attchd       1950.0   \n",
              "1459             6        Typ           0         NaN     Attchd       1965.0   \n",
              "\n",
              "     GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  \\\n",
              "0             RFn           2         548         TA         TA          Y   \n",
              "1             RFn           2         460         TA         TA          Y   \n",
              "2             RFn           2         608         TA         TA          Y   \n",
              "3             Unf           3         642         TA         TA          Y   \n",
              "4             RFn           3         836         TA         TA          Y   \n",
              "...           ...         ...         ...        ...        ...        ...   \n",
              "1455          RFn           2         460         TA         TA          Y   \n",
              "1456          Unf           2         500         TA         TA          Y   \n",
              "1457          RFn           1         252         TA         TA          Y   \n",
              "1458          Unf           1         240         TA         TA          Y   \n",
              "1459          Fin           1         276         TA         TA          Y   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "0              0           61              0          0            0   \n",
              "1            298            0              0          0            0   \n",
              "2              0           42              0          0            0   \n",
              "3              0           35            272          0            0   \n",
              "4            192           84              0          0            0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "1455           0           40              0          0            0   \n",
              "1456         349            0              0          0            0   \n",
              "1457           0           60              0          0            0   \n",
              "1458         366            0            112          0            0   \n",
              "1459         736           68              0          0            0   \n",
              "\n",
              "      PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0            0    NaN    NaN         NaN        0       2    2008       WD   \n",
              "1            0    NaN    NaN         NaN        0       5    2007       WD   \n",
              "2            0    NaN    NaN         NaN        0       9    2008       WD   \n",
              "3            0    NaN    NaN         NaN        0       2    2006       WD   \n",
              "4            0    NaN    NaN         NaN        0      12    2008       WD   \n",
              "...        ...    ...    ...         ...      ...     ...     ...      ...   \n",
              "1455         0    NaN    NaN         NaN        0       8    2007       WD   \n",
              "1456         0    NaN  MnPrv         NaN        0       2    2010       WD   \n",
              "1457         0    NaN  GdPrv        Shed     2500       5    2010       WD   \n",
              "1458         0    NaN    NaN         NaN        0       4    2010       WD   \n",
              "1459         0    NaN    NaN         NaN        0       6    2008       WD   \n",
              "\n",
              "     SaleCondition  SalePrice  \n",
              "0           Normal     208500  \n",
              "1           Normal     181500  \n",
              "2           Normal     223500  \n",
              "3          Abnorml     140000  \n",
              "4           Normal     250000  \n",
              "...            ...        ...  \n",
              "1455        Normal     175000  \n",
              "1456        Normal     210000  \n",
              "1457        Normal     266500  \n",
              "1458        Normal     142125  \n",
              "1459        Normal     147500  \n",
              "\n",
              "[1460 rows x 81 columns]"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "prices_df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "mental-oxide",
      "metadata": {
        "id": "mental-oxide"
      },
      "source": [
        "Let's explore the columns and data types within the dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "particular-worth",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "particular-worth",
        "outputId": "1616a3dd-2913-4e63-bb90-52b243fa2e38"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1460 entries, 0 to 1459\n",
            "Data columns (total 81 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   Id             1460 non-null   int64  \n",
            " 1   MSSubClass     1460 non-null   int64  \n",
            " 2   MSZoning       1460 non-null   object \n",
            " 3   LotFrontage    1201 non-null   float64\n",
            " 4   LotArea        1460 non-null   int64  \n",
            " 5   Street         1460 non-null   object \n",
            " 6   Alley          91 non-null     object \n",
            " 7   LotShape       1460 non-null   object \n",
            " 8   LandContour    1460 non-null   object \n",
            " 9   Utilities      1460 non-null   object \n",
            " 10  LotConfig      1460 non-null   object \n",
            " 11  LandSlope      1460 non-null   object \n",
            " 12  Neighborhood   1460 non-null   object \n",
            " 13  Condition1     1460 non-null   object \n",
            " 14  Condition2     1460 non-null   object \n",
            " 15  BldgType       1460 non-null   object \n",
            " 16  HouseStyle     1460 non-null   object \n",
            " 17  OverallQual    1460 non-null   int64  \n",
            " 18  OverallCond    1460 non-null   int64  \n",
            " 19  YearBuilt      1460 non-null   int64  \n",
            " 20  YearRemodAdd   1460 non-null   int64  \n",
            " 21  RoofStyle      1460 non-null   object \n",
            " 22  RoofMatl       1460 non-null   object \n",
            " 23  Exterior1st    1460 non-null   object \n",
            " 24  Exterior2nd    1460 non-null   object \n",
            " 25  MasVnrType     1452 non-null   object \n",
            " 26  MasVnrArea     1452 non-null   float64\n",
            " 27  ExterQual      1460 non-null   object \n",
            " 28  ExterCond      1460 non-null   object \n",
            " 29  Foundation     1460 non-null   object \n",
            " 30  BsmtQual       1423 non-null   object \n",
            " 31  BsmtCond       1423 non-null   object \n",
            " 32  BsmtExposure   1422 non-null   object \n",
            " 33  BsmtFinType1   1423 non-null   object \n",
            " 34  BsmtFinSF1     1460 non-null   int64  \n",
            " 35  BsmtFinType2   1422 non-null   object \n",
            " 36  BsmtFinSF2     1460 non-null   int64  \n",
            " 37  BsmtUnfSF      1460 non-null   int64  \n",
            " 38  TotalBsmtSF    1460 non-null   int64  \n",
            " 39  Heating        1460 non-null   object \n",
            " 40  HeatingQC      1460 non-null   object \n",
            " 41  CentralAir     1460 non-null   object \n",
            " 42  Electrical     1459 non-null   object \n",
            " 43  1stFlrSF       1460 non-null   int64  \n",
            " 44  2ndFlrSF       1460 non-null   int64  \n",
            " 45  LowQualFinSF   1460 non-null   int64  \n",
            " 46  GrLivArea      1460 non-null   int64  \n",
            " 47  BsmtFullBath   1460 non-null   int64  \n",
            " 48  BsmtHalfBath   1460 non-null   int64  \n",
            " 49  FullBath       1460 non-null   int64  \n",
            " 50  HalfBath       1460 non-null   int64  \n",
            " 51  BedroomAbvGr   1460 non-null   int64  \n",
            " 52  KitchenAbvGr   1460 non-null   int64  \n",
            " 53  KitchenQual    1460 non-null   object \n",
            " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
            " 55  Functional     1460 non-null   object \n",
            " 56  Fireplaces     1460 non-null   int64  \n",
            " 57  FireplaceQu    770 non-null    object \n",
            " 58  GarageType     1379 non-null   object \n",
            " 59  GarageYrBlt    1379 non-null   float64\n",
            " 60  GarageFinish   1379 non-null   object \n",
            " 61  GarageCars     1460 non-null   int64  \n",
            " 62  GarageArea     1460 non-null   int64  \n",
            " 63  GarageQual     1379 non-null   object \n",
            " 64  GarageCond     1379 non-null   object \n",
            " 65  PavedDrive     1460 non-null   object \n",
            " 66  WoodDeckSF     1460 non-null   int64  \n",
            " 67  OpenPorchSF    1460 non-null   int64  \n",
            " 68  EnclosedPorch  1460 non-null   int64  \n",
            " 69  3SsnPorch      1460 non-null   int64  \n",
            " 70  ScreenPorch    1460 non-null   int64  \n",
            " 71  PoolArea       1460 non-null   int64  \n",
            " 72  PoolQC         7 non-null      object \n",
            " 73  Fence          281 non-null    object \n",
            " 74  MiscFeature    54 non-null     object \n",
            " 75  MiscVal        1460 non-null   int64  \n",
            " 76  MoSold         1460 non-null   int64  \n",
            " 77  YrSold         1460 non-null   int64  \n",
            " 78  SaleType       1460 non-null   object \n",
            " 79  SaleCondition  1460 non-null   object \n",
            " 80  SalePrice      1460 non-null   int64  \n",
            "dtypes: float64(3), int64(35), object(43)\n",
            "memory usage: 924.0+ KB\n"
          ]
        }
      ],
      "source": [
        "prices_df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "renewable-tomorrow",
      "metadata": {
        "id": "renewable-tomorrow"
      },
      "source": [
        "> **QUESTION 2**: How many rows and columns does the dataset contain?"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "personalized-honor",
      "metadata": {
        "id": "personalized-honor"
      },
      "outputs": [],
      "source": [
        "n_rows = prices_df.shape[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "compound-parish",
      "metadata": {
        "id": "compound-parish"
      },
      "outputs": [],
      "source": [
        "n_cols = prices_df.shape[1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "instant-providence",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "instant-providence",
        "outputId": "016fc190-9cfe-4074-ae66-72356fba47b4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The dataset contains 1460 rows and 81 columns.\n"
          ]
        }
      ],
      "source": [
        "print('The dataset contains {} rows and {} columns.'.format(n_rows, n_cols))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "coupled-mayor",
      "metadata": {
        "id": "coupled-mayor"
      },
      "source": [
        "> **(OPTIONAL) QUESTION**: Before training the model, you may want to explore and visualize data from the various columns within the dataset, and study their relationship with the price of the house (using scatter plot and correlations). Create some graphs and summarize your insights using the empty cells below."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "MoIgsgdXl2BA",
      "metadata": {
        "id": "MoIgsgdXl2BA"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import plotly.express as px"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "surface-mother",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "surface-mother",
        "outputId": "a7e6d46d-4b31-4385-c8d6-bfe832656b33"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.xlabel('Area')\n",
        "plt.ylabel('Price')\n",
        "plt.title('Price vs Area')\n",
        "sns.scatterplot(prices_df, x = 'LotArea', y = 'SalePrice');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "reduced-sussex",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "reduced-sussex",
        "outputId": "a9a9d331-80e8-4790-de7e-44404bec4c8c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.xlabel('House Style')\n",
        "plt.ylabel('Price')\n",
        "plt.title('Price vs House Style')\n",
        "sns.barplot(prices_df, x = 'HouseStyle', y = 'SalePrice');"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "distant-civilian",
      "metadata": {
        "id": "distant-civilian"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "polish-chosen",
      "metadata": {
        "id": "polish-chosen"
      },
      "outputs": [],
      "source": [
        "import jovian"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cellular-announcement",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cellular-announcement",
        "outputId": "adc67c30-909f-4926-d5ab-047c23d4ec4a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "informative-ceremony",
      "metadata": {
        "id": "informative-ceremony"
      },
      "source": [
        "## Step 2 - Prepare the Dataset for Training\n",
        "\n",
        "Before we can train the model, we need to prepare the dataset. Here are the steps we'll follow:\n",
        "\n",
        "1. Identify the input and target column(s) for training the model.\n",
        "2. Identify numeric and categorical input columns.\n",
        "3. [Impute](https://scikit-learn.org/stable/modules/impute.html) (fill) missing values in numeric columns\n",
        "4. [Scale](https://scikit-learn.org/stable/modules/preprocessing.html#scaling-features-to-a-range) values in numeric columns to a $(0,1)$ range.\n",
        "5. [Encode](https://scikit-learn.org/stable/modules/preprocessing.html#encoding-categorical-features) categorical data into one-hot vectors.\n",
        "6. Split the dataset into training and validation sets.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "amazing-organ",
      "metadata": {
        "id": "amazing-organ"
      },
      "source": [
        "### Identify Inputs and Targets\n",
        "\n",
        "While the dataset contains 81 columns, not all of them are useful for modeling. Note the following:\n",
        "\n",
        "- The first column `Id` is a unique ID for each house and isn't useful for training the model.\n",
        "- The last column `SalePrice` contains the value we need to predict i.e. it's the target column.\n",
        "- Data from all the other columns (except the first and the last column) can be used as inputs to the model.\n",
        ""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "north-thanksgiving",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "north-thanksgiving",
        "outputId": "a228113a-0d52-4a3d-8fbc-5d988f984c78"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-b92672c6-dd66-4cf3-9411-d2abf7693ef0\">\n",
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              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
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              "<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>HeatingQC</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>Ex</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>Ex</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>Ex</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>Gd</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>Ex</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",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>1456</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>7917</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>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1999</td>\n",
              "      <td>2000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</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>953</td>\n",
              "      <td>953</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>953</td>\n",
              "      <td>694</td>\n",
              "      <td>0</td>\n",
              "      <td>1647</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>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1999.0</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>0</td>\n",
              "      <td>40</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>8</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>175000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>1457</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>85.0</td>\n",
              "      <td>13175</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>NWAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1978</td>\n",
              "      <td>1988</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Stone</td>\n",
              "      <td>119.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>790</td>\n",
              "      <td>Rec</td>\n",
              "      <td>163</td>\n",
              "      <td>589</td>\n",
              "      <td>1542</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>2073</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2073</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Min1</td>\n",
              "      <td>2</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1978.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2</td>\n",
              "      <td>500</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>349</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>2</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>210000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>1458</td>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>66.0</td>\n",
              "      <td>9042</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>7</td>\n",
              "      <td>9</td>\n",
              "      <td>1941</td>\n",
              "      <td>2006</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Stone</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>275</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>877</td>\n",
              "      <td>1152</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1188</td>\n",
              "      <td>1152</td>\n",
              "      <td>0</td>\n",
              "      <td>2340</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>2</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1941.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>1</td>\n",
              "      <td>252</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GdPrv</td>\n",
              "      <td>Shed</td>\n",
              "      <td>2500</td>\n",
              "      <td>5</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>266500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>1459</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>9717</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>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1950</td>\n",
              "      <td>1996</td>\n",
              "      <td>Hip</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>Mn</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>49</td>\n",
              "      <td>Rec</td>\n",
              "      <td>1029</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>FuseA</td>\n",
              "      <td>1078</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</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>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1950.0</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>366</td>\n",
              "      <td>0</td>\n",
              "      <td>112</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>4</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>142125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1459</th>\n",
              "      <td>1460</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>75.0</td>\n",
              "      <td>9937</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>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1965</td>\n",
              "      <td>1965</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>Gd</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>830</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>290</td>\n",
              "      <td>136</td>\n",
              "      <td>1256</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1256</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1256</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</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>Attchd</td>\n",
              "      <td>1965.0</td>\n",
              "      <td>Fin</td>\n",
              "      <td>1</td>\n",
              "      <td>276</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>736</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>6</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>147500</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1460 rows × 81 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b92672c6-dd66-4cf3-9411-d2abf7693ef0')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "  "
            ],
            "text/plain": [
              "        Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
              "0        1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
              "1        2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
              "2        3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
              "3        4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
              "4        5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
              "...    ...         ...      ...          ...      ...    ...   ...      ...   \n",
              "1455  1456          60       RL         62.0     7917   Pave   NaN      Reg   \n",
              "1456  1457          20       RL         85.0    13175   Pave   NaN      Reg   \n",
              "1457  1458          70       RL         66.0     9042   Pave   NaN      Reg   \n",
              "1458  1459          20       RL         68.0     9717   Pave   NaN      Reg   \n",
              "1459  1460          20       RL         75.0     9937   Pave   NaN      Reg   \n",
              "\n",
              "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
              "0            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "1            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
              "2            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "3            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
              "4            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
              "...          ...       ...       ...       ...          ...        ...   \n",
              "1455         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
              "1456         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
              "1457         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
              "1458         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
              "1459         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
              "\n",
              "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
              "0          Norm     1Fam     2Story            7            5       2003   \n",
              "1          Norm     1Fam     1Story            6            8       1976   \n",
              "2          Norm     1Fam     2Story            7            5       2001   \n",
              "3          Norm     1Fam     2Story            7            5       1915   \n",
              "4          Norm     1Fam     2Story            8            5       2000   \n",
              "...         ...      ...        ...          ...          ...        ...   \n",
              "1455       Norm     1Fam     2Story            6            5       1999   \n",
              "1456       Norm     1Fam     1Story            6            6       1978   \n",
              "1457       Norm     1Fam     2Story            7            9       1941   \n",
              "1458       Norm     1Fam     1Story            5            6       1950   \n",
              "1459       Norm     1Fam     1Story            5            6       1965   \n",
              "\n",
              "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
              "0             2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "1             1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
              "2             2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "3             1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
              "4             2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "...            ...       ...      ...         ...         ...        ...   \n",
              "1455          2000     Gable  CompShg     VinylSd     VinylSd       None   \n",
              "1456          1988     Gable  CompShg     Plywood     Plywood      Stone   \n",
              "1457          2006     Gable  CompShg     CemntBd     CmentBd       None   \n",
              "1458          1996       Hip  CompShg     MetalSd     MetalSd       None   \n",
              "1459          1965     Gable  CompShg     HdBoard     HdBoard       None   \n",
              "\n",
              "      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond  \\\n",
              "0          196.0        Gd        TA      PConc       Gd       TA   \n",
              "1            0.0        TA        TA     CBlock       Gd       TA   \n",
              "2          162.0        Gd        TA      PConc       Gd       TA   \n",
              "3            0.0        TA        TA     BrkTil       TA       Gd   \n",
              "4          350.0        Gd        TA      PConc       Gd       TA   \n",
              "...          ...       ...       ...        ...      ...      ...   \n",
              "1455         0.0        TA        TA      PConc       Gd       TA   \n",
              "1456       119.0        TA        TA     CBlock       Gd       TA   \n",
              "1457         0.0        Ex        Gd      Stone       TA       Gd   \n",
              "1458         0.0        TA        TA     CBlock       TA       TA   \n",
              "1459         0.0        Gd        TA     CBlock       TA       TA   \n",
              "\n",
              "     BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  \\\n",
              "0              No          GLQ         706          Unf           0   \n",
              "1              Gd          ALQ         978          Unf           0   \n",
              "2              Mn          GLQ         486          Unf           0   \n",
              "3              No          ALQ         216          Unf           0   \n",
              "4              Av          GLQ         655          Unf           0   \n",
              "...           ...          ...         ...          ...         ...   \n",
              "1455           No          Unf           0          Unf           0   \n",
              "1456           No          ALQ         790          Rec         163   \n",
              "1457           No          GLQ         275          Unf           0   \n",
              "1458           Mn          GLQ          49          Rec        1029   \n",
              "1459           No          BLQ         830          LwQ         290   \n",
              "\n",
              "      BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  \\\n",
              "0           150          856    GasA        Ex          Y      SBrkr   \n",
              "1           284         1262    GasA        Ex          Y      SBrkr   \n",
              "2           434          920    GasA        Ex          Y      SBrkr   \n",
              "3           540          756    GasA        Gd          Y      SBrkr   \n",
              "4           490         1145    GasA        Ex          Y      SBrkr   \n",
              "...         ...          ...     ...       ...        ...        ...   \n",
              "1455        953          953    GasA        Ex          Y      SBrkr   \n",
              "1456        589         1542    GasA        TA          Y      SBrkr   \n",
              "1457        877         1152    GasA        Ex          Y      SBrkr   \n",
              "1458          0         1078    GasA        Gd          Y      FuseA   \n",
              "1459        136         1256    GasA        Gd          Y      SBrkr   \n",
              "\n",
              "      1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "0          856       854             0       1710             1             0   \n",
              "1         1262         0             0       1262             0             1   \n",
              "2          920       866             0       1786             1             0   \n",
              "3          961       756             0       1717             1             0   \n",
              "4         1145      1053             0       2198             1             0   \n",
              "...        ...       ...           ...        ...           ...           ...   \n",
              "1455       953       694             0       1647             0             0   \n",
              "1456      2073         0             0       2073             1             0   \n",
              "1457      1188      1152             0       2340             0             0   \n",
              "1458      1078         0             0       1078             1             0   \n",
              "1459      1256         0             0       1256             1             0   \n",
              "\n",
              "      FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  \\\n",
              "0            2         1             3             1          Gd   \n",
              "1            2         0             3             1          TA   \n",
              "2            2         1             3             1          Gd   \n",
              "3            1         0             3             1          Gd   \n",
              "4            2         1             4             1          Gd   \n",
              "...        ...       ...           ...           ...         ...   \n",
              "1455         2         1             3             1          TA   \n",
              "1456         2         0             3             1          TA   \n",
              "1457         2         0             4             1          Gd   \n",
              "1458         1         0             2             1          Gd   \n",
              "1459         1         1             3             1          TA   \n",
              "\n",
              "      TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt  \\\n",
              "0                8        Typ           0         NaN     Attchd       2003.0   \n",
              "1                6        Typ           1          TA     Attchd       1976.0   \n",
              "2                6        Typ           1          TA     Attchd       2001.0   \n",
              "3                7        Typ           1          Gd     Detchd       1998.0   \n",
              "4                9        Typ           1          TA     Attchd       2000.0   \n",
              "...            ...        ...         ...         ...        ...          ...   \n",
              "1455             7        Typ           1          TA     Attchd       1999.0   \n",
              "1456             7       Min1           2          TA     Attchd       1978.0   \n",
              "1457             9        Typ           2          Gd     Attchd       1941.0   \n",
              "1458             5        Typ           0         NaN     Attchd       1950.0   \n",
              "1459             6        Typ           0         NaN     Attchd       1965.0   \n",
              "\n",
              "     GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  \\\n",
              "0             RFn           2         548         TA         TA          Y   \n",
              "1             RFn           2         460         TA         TA          Y   \n",
              "2             RFn           2         608         TA         TA          Y   \n",
              "3             Unf           3         642         TA         TA          Y   \n",
              "4             RFn           3         836         TA         TA          Y   \n",
              "...           ...         ...         ...        ...        ...        ...   \n",
              "1455          RFn           2         460         TA         TA          Y   \n",
              "1456          Unf           2         500         TA         TA          Y   \n",
              "1457          RFn           1         252         TA         TA          Y   \n",
              "1458          Unf           1         240         TA         TA          Y   \n",
              "1459          Fin           1         276         TA         TA          Y   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "0              0           61              0          0            0   \n",
              "1            298            0              0          0            0   \n",
              "2              0           42              0          0            0   \n",
              "3              0           35            272          0            0   \n",
              "4            192           84              0          0            0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "1455           0           40              0          0            0   \n",
              "1456         349            0              0          0            0   \n",
              "1457           0           60              0          0            0   \n",
              "1458         366            0            112          0            0   \n",
              "1459         736           68              0          0            0   \n",
              "\n",
              "      PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0            0    NaN    NaN         NaN        0       2    2008       WD   \n",
              "1            0    NaN    NaN         NaN        0       5    2007       WD   \n",
              "2            0    NaN    NaN         NaN        0       9    2008       WD   \n",
              "3            0    NaN    NaN         NaN        0       2    2006       WD   \n",
              "4            0    NaN    NaN         NaN        0      12    2008       WD   \n",
              "...        ...    ...    ...         ...      ...     ...     ...      ...   \n",
              "1455         0    NaN    NaN         NaN        0       8    2007       WD   \n",
              "1456         0    NaN  MnPrv         NaN        0       2    2010       WD   \n",
              "1457         0    NaN  GdPrv        Shed     2500       5    2010       WD   \n",
              "1458         0    NaN    NaN         NaN        0       4    2010       WD   \n",
              "1459         0    NaN    NaN         NaN        0       6    2008       WD   \n",
              "\n",
              "     SaleCondition  SalePrice  \n",
              "0           Normal     208500  \n",
              "1           Normal     181500  \n",
              "2           Normal     223500  \n",
              "3          Abnorml     140000  \n",
              "4           Normal     250000  \n",
              "...            ...        ...  \n",
              "1455        Normal     175000  \n",
              "1456        Normal     210000  \n",
              "1457        Normal     266500  \n",
              "1458        Normal     142125  \n",
              "1459        Normal     147500  \n",
              "\n",
              "[1460 rows x 81 columns]"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "prices_df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fatty-regression",
      "metadata": {
        "id": "fatty-regression"
      },
      "source": [
        "> **QUESTION 3**: Create a list `input_cols` of column names containing data that can be used as input to train the model, and identify the target column as the variable `target_col`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "august-acquisition",
      "metadata": {
        "id": "august-acquisition"
      },
      "outputs": [],
      "source": [
        "# Identify the input columns (a list of column names)\n",
        "input_cols = prices_df.columns[1:-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "established-actor",
      "metadata": {
        "id": "established-actor"
      },
      "outputs": [],
      "source": [
        "# Identify the name of the target column (a single string, not a list)\n",
        "target_col = 'SalePrice'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "enhanced-campaign",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "enhanced-campaign",
        "outputId": "db8b8923-9001-4ee1-e600-8661069f024f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType', 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC', 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType', 'SaleCondition']\n"
          ]
        }
      ],
      "source": [
        "print(list(input_cols))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "attractive-variety",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "attractive-variety",
        "outputId": "90e2ca0e-cbf2-44f3-9521-e58f461e97bc"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "79"
            ]
          },
          "execution_count": 47,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(input_cols)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "stock-sunset",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "stock-sunset",
        "outputId": "7be73841-dd4f-4e82-855f-3b231bfecb6e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SalePrice\n"
          ]
        }
      ],
      "source": [
        "print(target_col)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "loving-border",
      "metadata": {
        "id": "loving-border"
      },
      "source": [
        "Make sure that the `Id` and `SalePrice` columns are not included in `input_cols`.\n",
        "\n",
        "Now that we've identified the input and target columns, we can separate input & target data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "labeled-dining",
      "metadata": {
        "id": "labeled-dining"
      },
      "outputs": [],
      "source": [
        "inputs_df = prices_df[input_cols].copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "divine-madagascar",
      "metadata": {
        "id": "divine-madagascar"
      },
      "outputs": [],
      "source": [
        "targets = prices_df[target_col]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "interpreted-cable",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "interpreted-cable",
        "outputId": "d1cc4c3e-d78b-450f-8bac-488b27564eee"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-7560ff12-eba4-4ed2-88af-014a9248cedb\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>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>HeatingQC</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\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>Ex</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\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>Ex</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\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>Ex</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\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>Gd</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\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>Ex</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>7917</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>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1999</td>\n",
              "      <td>2000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</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>953</td>\n",
              "      <td>953</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>953</td>\n",
              "      <td>694</td>\n",
              "      <td>0</td>\n",
              "      <td>1647</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>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1999.0</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>0</td>\n",
              "      <td>40</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>8</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>85.0</td>\n",
              "      <td>13175</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>NWAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1978</td>\n",
              "      <td>1988</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Stone</td>\n",
              "      <td>119.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>790</td>\n",
              "      <td>Rec</td>\n",
              "      <td>163</td>\n",
              "      <td>589</td>\n",
              "      <td>1542</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>2073</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2073</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Min1</td>\n",
              "      <td>2</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1978.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2</td>\n",
              "      <td>500</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>349</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>2</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>66.0</td>\n",
              "      <td>9042</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>7</td>\n",
              "      <td>9</td>\n",
              "      <td>1941</td>\n",
              "      <td>2006</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Stone</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>275</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>877</td>\n",
              "      <td>1152</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1188</td>\n",
              "      <td>1152</td>\n",
              "      <td>0</td>\n",
              "      <td>2340</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>2</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1941.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>1</td>\n",
              "      <td>252</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GdPrv</td>\n",
              "      <td>Shed</td>\n",
              "      <td>2500</td>\n",
              "      <td>5</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>9717</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>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1950</td>\n",
              "      <td>1996</td>\n",
              "      <td>Hip</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>Mn</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>49</td>\n",
              "      <td>Rec</td>\n",
              "      <td>1029</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>FuseA</td>\n",
              "      <td>1078</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1078</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>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>1950.0</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>366</td>\n",
              "      <td>0</td>\n",
              "      <td>112</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>4</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1459</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>75.0</td>\n",
              "      <td>9937</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>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1965</td>\n",
              "      <td>1965</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>Gd</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>830</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>290</td>\n",
              "      <td>136</td>\n",
              "      <td>1256</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1256</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1256</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</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>Attchd</td>\n",
              "      <td>1965.0</td>\n",
              "      <td>Fin</td>\n",
              "      <td>1</td>\n",
              "      <td>276</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>736</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>6</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1460 rows × 79 columns</p>\n",
              "</div>\n",
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            "text/plain": [
              "      MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
              "0             60       RL         65.0     8450   Pave   NaN      Reg   \n",
              "1             20       RL         80.0     9600   Pave   NaN      Reg   \n",
              "2             60       RL         68.0    11250   Pave   NaN      IR1   \n",
              "3             70       RL         60.0     9550   Pave   NaN      IR1   \n",
              "4             60       RL         84.0    14260   Pave   NaN      IR1   \n",
              "...          ...      ...          ...      ...    ...   ...      ...   \n",
              "1455          60       RL         62.0     7917   Pave   NaN      Reg   \n",
              "1456          20       RL         85.0    13175   Pave   NaN      Reg   \n",
              "1457          70       RL         66.0     9042   Pave   NaN      Reg   \n",
              "1458          20       RL         68.0     9717   Pave   NaN      Reg   \n",
              "1459          20       RL         75.0     9937   Pave   NaN      Reg   \n",
              "\n",
              "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
              "0            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "1            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
              "2            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "3            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
              "4            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
              "...          ...       ...       ...       ...          ...        ...   \n",
              "1455         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
              "1456         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
              "1457         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
              "1458         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
              "1459         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
              "\n",
              "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
              "0          Norm     1Fam     2Story            7            5       2003   \n",
              "1          Norm     1Fam     1Story            6            8       1976   \n",
              "2          Norm     1Fam     2Story            7            5       2001   \n",
              "3          Norm     1Fam     2Story            7            5       1915   \n",
              "4          Norm     1Fam     2Story            8            5       2000   \n",
              "...         ...      ...        ...          ...          ...        ...   \n",
              "1455       Norm     1Fam     2Story            6            5       1999   \n",
              "1456       Norm     1Fam     1Story            6            6       1978   \n",
              "1457       Norm     1Fam     2Story            7            9       1941   \n",
              "1458       Norm     1Fam     1Story            5            6       1950   \n",
              "1459       Norm     1Fam     1Story            5            6       1965   \n",
              "\n",
              "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
              "0             2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "1             1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
              "2             2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "3             1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
              "4             2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "...            ...       ...      ...         ...         ...        ...   \n",
              "1455          2000     Gable  CompShg     VinylSd     VinylSd       None   \n",
              "1456          1988     Gable  CompShg     Plywood     Plywood      Stone   \n",
              "1457          2006     Gable  CompShg     CemntBd     CmentBd       None   \n",
              "1458          1996       Hip  CompShg     MetalSd     MetalSd       None   \n",
              "1459          1965     Gable  CompShg     HdBoard     HdBoard       None   \n",
              "\n",
              "      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond  \\\n",
              "0          196.0        Gd        TA      PConc       Gd       TA   \n",
              "1            0.0        TA        TA     CBlock       Gd       TA   \n",
              "2          162.0        Gd        TA      PConc       Gd       TA   \n",
              "3            0.0        TA        TA     BrkTil       TA       Gd   \n",
              "4          350.0        Gd        TA      PConc       Gd       TA   \n",
              "...          ...       ...       ...        ...      ...      ...   \n",
              "1455         0.0        TA        TA      PConc       Gd       TA   \n",
              "1456       119.0        TA        TA     CBlock       Gd       TA   \n",
              "1457         0.0        Ex        Gd      Stone       TA       Gd   \n",
              "1458         0.0        TA        TA     CBlock       TA       TA   \n",
              "1459         0.0        Gd        TA     CBlock       TA       TA   \n",
              "\n",
              "     BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  \\\n",
              "0              No          GLQ         706          Unf           0   \n",
              "1              Gd          ALQ         978          Unf           0   \n",
              "2              Mn          GLQ         486          Unf           0   \n",
              "3              No          ALQ         216          Unf           0   \n",
              "4              Av          GLQ         655          Unf           0   \n",
              "...           ...          ...         ...          ...         ...   \n",
              "1455           No          Unf           0          Unf           0   \n",
              "1456           No          ALQ         790          Rec         163   \n",
              "1457           No          GLQ         275          Unf           0   \n",
              "1458           Mn          GLQ          49          Rec        1029   \n",
              "1459           No          BLQ         830          LwQ         290   \n",
              "\n",
              "      BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  \\\n",
              "0           150          856    GasA        Ex          Y      SBrkr   \n",
              "1           284         1262    GasA        Ex          Y      SBrkr   \n",
              "2           434          920    GasA        Ex          Y      SBrkr   \n",
              "3           540          756    GasA        Gd          Y      SBrkr   \n",
              "4           490         1145    GasA        Ex          Y      SBrkr   \n",
              "...         ...          ...     ...       ...        ...        ...   \n",
              "1455        953          953    GasA        Ex          Y      SBrkr   \n",
              "1456        589         1542    GasA        TA          Y      SBrkr   \n",
              "1457        877         1152    GasA        Ex          Y      SBrkr   \n",
              "1458          0         1078    GasA        Gd          Y      FuseA   \n",
              "1459        136         1256    GasA        Gd          Y      SBrkr   \n",
              "\n",
              "      1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "0          856       854             0       1710             1             0   \n",
              "1         1262         0             0       1262             0             1   \n",
              "2          920       866             0       1786             1             0   \n",
              "3          961       756             0       1717             1             0   \n",
              "4         1145      1053             0       2198             1             0   \n",
              "...        ...       ...           ...        ...           ...           ...   \n",
              "1455       953       694             0       1647             0             0   \n",
              "1456      2073         0             0       2073             1             0   \n",
              "1457      1188      1152             0       2340             0             0   \n",
              "1458      1078         0             0       1078             1             0   \n",
              "1459      1256         0             0       1256             1             0   \n",
              "\n",
              "      FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  \\\n",
              "0            2         1             3             1          Gd   \n",
              "1            2         0             3             1          TA   \n",
              "2            2         1             3             1          Gd   \n",
              "3            1         0             3             1          Gd   \n",
              "4            2         1             4             1          Gd   \n",
              "...        ...       ...           ...           ...         ...   \n",
              "1455         2         1             3             1          TA   \n",
              "1456         2         0             3             1          TA   \n",
              "1457         2         0             4             1          Gd   \n",
              "1458         1         0             2             1          Gd   \n",
              "1459         1         1             3             1          TA   \n",
              "\n",
              "      TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt  \\\n",
              "0                8        Typ           0         NaN     Attchd       2003.0   \n",
              "1                6        Typ           1          TA     Attchd       1976.0   \n",
              "2                6        Typ           1          TA     Attchd       2001.0   \n",
              "3                7        Typ           1          Gd     Detchd       1998.0   \n",
              "4                9        Typ           1          TA     Attchd       2000.0   \n",
              "...            ...        ...         ...         ...        ...          ...   \n",
              "1455             7        Typ           1          TA     Attchd       1999.0   \n",
              "1456             7       Min1           2          TA     Attchd       1978.0   \n",
              "1457             9        Typ           2          Gd     Attchd       1941.0   \n",
              "1458             5        Typ           0         NaN     Attchd       1950.0   \n",
              "1459             6        Typ           0         NaN     Attchd       1965.0   \n",
              "\n",
              "     GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  \\\n",
              "0             RFn           2         548         TA         TA          Y   \n",
              "1             RFn           2         460         TA         TA          Y   \n",
              "2             RFn           2         608         TA         TA          Y   \n",
              "3             Unf           3         642         TA         TA          Y   \n",
              "4             RFn           3         836         TA         TA          Y   \n",
              "...           ...         ...         ...        ...        ...        ...   \n",
              "1455          RFn           2         460         TA         TA          Y   \n",
              "1456          Unf           2         500         TA         TA          Y   \n",
              "1457          RFn           1         252         TA         TA          Y   \n",
              "1458          Unf           1         240         TA         TA          Y   \n",
              "1459          Fin           1         276         TA         TA          Y   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "0              0           61              0          0            0   \n",
              "1            298            0              0          0            0   \n",
              "2              0           42              0          0            0   \n",
              "3              0           35            272          0            0   \n",
              "4            192           84              0          0            0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "1455           0           40              0          0            0   \n",
              "1456         349            0              0          0            0   \n",
              "1457           0           60              0          0            0   \n",
              "1458         366            0            112          0            0   \n",
              "1459         736           68              0          0            0   \n",
              "\n",
              "      PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0            0    NaN    NaN         NaN        0       2    2008       WD   \n",
              "1            0    NaN    NaN         NaN        0       5    2007       WD   \n",
              "2            0    NaN    NaN         NaN        0       9    2008       WD   \n",
              "3            0    NaN    NaN         NaN        0       2    2006       WD   \n",
              "4            0    NaN    NaN         NaN        0      12    2008       WD   \n",
              "...        ...    ...    ...         ...      ...     ...     ...      ...   \n",
              "1455         0    NaN    NaN         NaN        0       8    2007       WD   \n",
              "1456         0    NaN  MnPrv         NaN        0       2    2010       WD   \n",
              "1457         0    NaN  GdPrv        Shed     2500       5    2010       WD   \n",
              "1458         0    NaN    NaN         NaN        0       4    2010       WD   \n",
              "1459         0    NaN    NaN         NaN        0       6    2008       WD   \n",
              "\n",
              "     SaleCondition  \n",
              "0           Normal  \n",
              "1           Normal  \n",
              "2           Normal  \n",
              "3          Abnorml  \n",
              "4           Normal  \n",
              "...            ...  \n",
              "1455        Normal  \n",
              "1456        Normal  \n",
              "1457        Normal  \n",
              "1458        Normal  \n",
              "1459        Normal  \n",
              "\n",
              "[1460 rows x 79 columns]"
            ]
          },
          "execution_count": 51,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "coordinated-islam",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "coordinated-islam",
        "outputId": "2c30e3fe-25ae-4062-84b3-4249bfdf3366"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0       208500\n",
              "1       181500\n",
              "2       223500\n",
              "3       140000\n",
              "4       250000\n",
              "         ...  \n",
              "1455    175000\n",
              "1456    210000\n",
              "1457    266500\n",
              "1458    142125\n",
              "1459    147500\n",
              "Name: SalePrice, Length: 1460, dtype: int64"
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "targets"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "following-distributor",
      "metadata": {
        "id": "following-distributor"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "functional-conclusion",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "functional-conclusion",
        "outputId": "854d8500-d841-4ed9-a028-906e1d649d31",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "unlimited-adjustment",
      "metadata": {
        "id": "unlimited-adjustment"
      },
      "source": [
        "### Identify Numeric and Categorical Data\n",
        "\n",
        "The next step in data preparation is to identify numeric and categorical columns. We can do this by looking at the data type of each column."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "level-emergency",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "level-emergency",
        "outputId": "8710c283-e6c0-45cb-fc6d-c5bac55f1bda"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1460 entries, 0 to 1459\n",
            "Data columns (total 81 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   Id             1460 non-null   int64  \n",
            " 1   MSSubClass     1460 non-null   int64  \n",
            " 2   MSZoning       1460 non-null   object \n",
            " 3   LotFrontage    1201 non-null   float64\n",
            " 4   LotArea        1460 non-null   int64  \n",
            " 5   Street         1460 non-null   object \n",
            " 6   Alley          91 non-null     object \n",
            " 7   LotShape       1460 non-null   object \n",
            " 8   LandContour    1460 non-null   object \n",
            " 9   Utilities      1460 non-null   object \n",
            " 10  LotConfig      1460 non-null   object \n",
            " 11  LandSlope      1460 non-null   object \n",
            " 12  Neighborhood   1460 non-null   object \n",
            " 13  Condition1     1460 non-null   object \n",
            " 14  Condition2     1460 non-null   object \n",
            " 15  BldgType       1460 non-null   object \n",
            " 16  HouseStyle     1460 non-null   object \n",
            " 17  OverallQual    1460 non-null   int64  \n",
            " 18  OverallCond    1460 non-null   int64  \n",
            " 19  YearBuilt      1460 non-null   int64  \n",
            " 20  YearRemodAdd   1460 non-null   int64  \n",
            " 21  RoofStyle      1460 non-null   object \n",
            " 22  RoofMatl       1460 non-null   object \n",
            " 23  Exterior1st    1460 non-null   object \n",
            " 24  Exterior2nd    1460 non-null   object \n",
            " 25  MasVnrType     1452 non-null   object \n",
            " 26  MasVnrArea     1452 non-null   float64\n",
            " 27  ExterQual      1460 non-null   object \n",
            " 28  ExterCond      1460 non-null   object \n",
            " 29  Foundation     1460 non-null   object \n",
            " 30  BsmtQual       1423 non-null   object \n",
            " 31  BsmtCond       1423 non-null   object \n",
            " 32  BsmtExposure   1422 non-null   object \n",
            " 33  BsmtFinType1   1423 non-null   object \n",
            " 34  BsmtFinSF1     1460 non-null   int64  \n",
            " 35  BsmtFinType2   1422 non-null   object \n",
            " 36  BsmtFinSF2     1460 non-null   int64  \n",
            " 37  BsmtUnfSF      1460 non-null   int64  \n",
            " 38  TotalBsmtSF    1460 non-null   int64  \n",
            " 39  Heating        1460 non-null   object \n",
            " 40  HeatingQC      1460 non-null   object \n",
            " 41  CentralAir     1460 non-null   object \n",
            " 42  Electrical     1459 non-null   object \n",
            " 43  1stFlrSF       1460 non-null   int64  \n",
            " 44  2ndFlrSF       1460 non-null   int64  \n",
            " 45  LowQualFinSF   1460 non-null   int64  \n",
            " 46  GrLivArea      1460 non-null   int64  \n",
            " 47  BsmtFullBath   1460 non-null   int64  \n",
            " 48  BsmtHalfBath   1460 non-null   int64  \n",
            " 49  FullBath       1460 non-null   int64  \n",
            " 50  HalfBath       1460 non-null   int64  \n",
            " 51  BedroomAbvGr   1460 non-null   int64  \n",
            " 52  KitchenAbvGr   1460 non-null   int64  \n",
            " 53  KitchenQual    1460 non-null   object \n",
            " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
            " 55  Functional     1460 non-null   object \n",
            " 56  Fireplaces     1460 non-null   int64  \n",
            " 57  FireplaceQu    770 non-null    object \n",
            " 58  GarageType     1379 non-null   object \n",
            " 59  GarageYrBlt    1379 non-null   float64\n",
            " 60  GarageFinish   1379 non-null   object \n",
            " 61  GarageCars     1460 non-null   int64  \n",
            " 62  GarageArea     1460 non-null   int64  \n",
            " 63  GarageQual     1379 non-null   object \n",
            " 64  GarageCond     1379 non-null   object \n",
            " 65  PavedDrive     1460 non-null   object \n",
            " 66  WoodDeckSF     1460 non-null   int64  \n",
            " 67  OpenPorchSF    1460 non-null   int64  \n",
            " 68  EnclosedPorch  1460 non-null   int64  \n",
            " 69  3SsnPorch      1460 non-null   int64  \n",
            " 70  ScreenPorch    1460 non-null   int64  \n",
            " 71  PoolArea       1460 non-null   int64  \n",
            " 72  PoolQC         7 non-null      object \n",
            " 73  Fence          281 non-null    object \n",
            " 74  MiscFeature    54 non-null     object \n",
            " 75  MiscVal        1460 non-null   int64  \n",
            " 76  MoSold         1460 non-null   int64  \n",
            " 77  YrSold         1460 non-null   int64  \n",
            " 78  SaleType       1460 non-null   object \n",
            " 79  SaleCondition  1460 non-null   object \n",
            " 80  SalePrice      1460 non-null   int64  \n",
            "dtypes: float64(3), int64(35), object(43)\n",
            "memory usage: 924.0+ KB\n"
          ]
        }
      ],
      "source": [
        "prices_df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "received-afternoon",
      "metadata": {
        "id": "received-afternoon"
      },
      "source": [
        "> **QUESTION 4**: Crate two lists `numeric_cols` and `categorical_cols` containing names of numeric and categorical input columns within the dataframe respectively. Numeric columns have data types `int64` and `float64`, whereas categorical columns have the data type `object`.\n",
        ">\n",
        "> *Hint*: See this [StackOverflow question](https://stackoverflow.com/questions/25039626/how-do-i-find-numeric-columns-in-pandas)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "thirty-symphony",
      "metadata": {
        "id": "thirty-symphony"
      },
      "outputs": [],
      "source": [
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "unknown-hunger",
      "metadata": {
        "id": "unknown-hunger"
      },
      "outputs": [],
      "source": [
        "numeric_cols = inputs_df.select_dtypes(include=['int64', 'float64']).columns.tolist()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "adjusted-token",
      "metadata": {
        "id": "adjusted-token"
      },
      "outputs": [],
      "source": [
        "categorical_cols = inputs_df.select_dtypes(include=['object']).columns.tolist()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "compact-spectrum",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "compact-spectrum",
        "outputId": "ac688ef3-0733-49a9-faf7-029790589ad7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['MSSubClass', 'LotFrontage', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt', 'GarageCars', 'GarageArea', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold']\n"
          ]
        }
      ],
      "source": [
        "print(list(numeric_cols))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "sized-minnesota",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sized-minnesota",
        "outputId": "f6d75907-6bb5-41d3-cf4e-8bca2a091023"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual', 'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature', 'SaleType', 'SaleCondition']\n"
          ]
        }
      ],
      "source": [
        "print(list(categorical_cols))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "immediate-small",
      "metadata": {
        "id": "immediate-small"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "declared-acquisition",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "declared-acquisition",
        "outputId": "9e1a4533-ba4b-47cf-b16c-5289efdc2398",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "excellent-organ",
      "metadata": {
        "id": "excellent-organ"
      },
      "source": [
        "### Impute Numerical Data\n",
        "\n",
        "Some of the numeric columns in our dataset contain missing values (`nan`)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "animal-spiritual",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "animal-spiritual",
        "outputId": "55319356-e04c-45a0-fe85-454d9b5127ea"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "LotFrontage    259\n",
              "GarageYrBlt     81\n",
              "MasVnrArea       8\n",
              "dtype: int64"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "missing_counts = inputs_df[numeric_cols].isna().sum().sort_values(ascending=False)\n",
        "missing_counts[missing_counts > 0]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "separated-personality",
      "metadata": {
        "id": "separated-personality"
      },
      "source": [
        "Machine learning models can't work with missing data. The process of filling missing values is called [imputation](https://scikit-learn.org/stable/modules/impute.html).\n",
        "\n",
        "<img src=\"https://i.imgur.com/W7cfyOp.png\" width=\"480\">\n",
        "\n",
        "There are several techniques for imputation, but we'll use the most basic one: replacing missing values with the average value in the column using the `SimpleImputer` class from `sklearn.impute`.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "altered-computer",
      "metadata": {
        "id": "altered-computer"
      },
      "outputs": [],
      "source": [
        "from sklearn.impute import SimpleImputer"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "tutorial-animal",
      "metadata": {
        "id": "tutorial-animal"
      },
      "source": [
        "> **QUESTION 5**: Impute (fill) missing values in the numeric columns of `inputs_df` using a `SimpleImputer`.\n",
        ">\n",
        "> *Hint*: See [this notebook](https://jovian.ai/aakashns/python-sklearn-logistic-regression/v/66#C88)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "retired-marijuana",
      "metadata": {
        "id": "retired-marijuana"
      },
      "outputs": [],
      "source": [
        "# 1. Create the imputer\n",
        "imputer = SimpleImputer(strategy = 'mean')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "decreased-madonna",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "decreased-madonna",
        "outputId": "90552383-b360-4fa0-fe2f-86664797b612"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SimpleImputer()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SimpleImputer</label><div class=\"sk-toggleable__content\"><pre>SimpleImputer()</pre></div></div></div></div></div>"
            ],
            "text/plain": [
              "SimpleImputer()"
            ]
          },
          "execution_count": 65,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# 2. Fit the imputer to the numeric columns\n",
        "imputer.fit(inputs_df[numeric_cols])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "direct-management",
      "metadata": {
        "id": "direct-management"
      },
      "outputs": [],
      "source": [
        "# 3. Transform and replace the numeric columns\n",
        "inputs_df[numeric_cols] = imputer.transform(inputs_df[numeric_cols])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "difficult-graduate",
      "metadata": {
        "id": "difficult-graduate"
      },
      "source": [
        "After imputation, none of the numeric columns should contain any missing values."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "trained-company",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "trained-company",
        "outputId": "08c6d209-7c52-4032-8472-722165f3ec36"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Series([], dtype: int64)"
            ]
          },
          "execution_count": 67,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "missing_counts = inputs_df[numeric_cols].isna().sum().sort_values(ascending=False)\n",
        "missing_counts[missing_counts > 0] # should be an empty list"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "supported-summer",
      "metadata": {
        "id": "supported-summer"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "sublime-japanese",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sublime-japanese",
        "outputId": "f471f929-9187-45ce-a7b4-b058c83414de",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "viral-brand",
      "metadata": {
        "id": "viral-brand"
      },
      "source": [
        "### Scale Numerical Values\n",
        "\n",
        "The numeric columns in our dataset have varying ranges."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "detected-caribbean",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 176
        },
        "id": "detected-caribbean",
        "outputId": "9f9086a4-3e74-480d-ffd0-72cb4dd27f72"
      },
      "outputs": [
        {
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              "      <div>\n",
              "<style scoped>\n",
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              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
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              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageYrBlt</th>\n",
              "      <th>GarageCars</th>\n",
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              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
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              "      <th>MiscVal</th>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>334.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2006.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>190.0</td>\n",
              "      <td>313.0</td>\n",
              "      <td>215245.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>1600.0</td>\n",
              "      <td>5644.0</td>\n",
              "      <td>1474.0</td>\n",
              "      <td>2336.0</td>\n",
              "      <td>6110.0</td>\n",
              "      <td>4692.0</td>\n",
              "      <td>2065.0</td>\n",
              "      <td>572.0</td>\n",
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              "      <td>2.0</td>\n",
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              "      <td>738.0</td>\n",
              "      <td>15500.0</td>\n",
              "      <td>12.0</td>\n",
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              "  </tbody>\n",
              "</table>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b439ca3f-bc77-4ed9-bb0b-e6c5ebe3feae')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "\n",
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              "          const element = document.querySelector('#df-b439ca3f-bc77-4ed9-bb0b-e6c5ebe3feae');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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            "text/plain": [
              "     MSSubClass  LotFrontage   LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "min        20.0         21.0    1300.0          1.0          1.0     1872.0   \n",
              "max       190.0        313.0  215245.0         10.0          9.0     2010.0   \n",
              "\n",
              "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
              "min        1950.0         0.0         0.0         0.0        0.0          0.0   \n",
              "max        2010.0      1600.0      5644.0      1474.0     2336.0       6110.0   \n",
              "\n",
              "     1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "min     334.0       0.0           0.0      334.0           0.0           0.0   \n",
              "max    4692.0    2065.0         572.0     5642.0           3.0           2.0   \n",
              "\n",
              "     FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
              "min       0.0       0.0           0.0           0.0           2.0         0.0   \n",
              "max       3.0       2.0           8.0           3.0          14.0         3.0   \n",
              "\n",
              "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
              "min       1900.0         0.0         0.0         0.0          0.0   \n",
              "max       2010.0         4.0      1418.0       857.0        547.0   \n",
              "\n",
              "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  \n",
              "min            0.0        0.0          0.0       0.0      0.0     1.0  2006.0  \n",
              "max          552.0      508.0        480.0     738.0  15500.0    12.0  2010.0  "
            ]
          },
          "execution_count": 69,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs_df[numeric_cols].describe().loc[['min', 'max']]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "short-nudist",
      "metadata": {
        "id": "short-nudist"
      },
      "source": [
        "A good practice is to [scale numeric features](https://scikit-learn.org/stable/modules/preprocessing.html#scaling-features-to-a-range) to a small range of values e.g. $(0,1)$. Scaling numeric features ensures that no particular feature has a disproportionate impact on the model's loss. Optimization algorithms also work better in practice with smaller numbers.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "express-sector",
      "metadata": {
        "id": "express-sector"
      },
      "source": [
        "> **QUESTION 6**: Scale numeric values to the $(0, 1)$ range using `MinMaxScaler` from `sklearn.preprocessing`.\n",
        ">\n",
        "> *Hint*: See [this notebook](https://jovian.ai/aakashns/python-sklearn-logistic-regression/v/66#C104)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "induced-christian",
      "metadata": {
        "id": "induced-christian"
      },
      "outputs": [],
      "source": [
        "from sklearn.preprocessing import MinMaxScaler"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "certified-memphis",
      "metadata": {
        "id": "certified-memphis"
      },
      "outputs": [],
      "source": [
        "# Create the scaler\n",
        "scaler = MinMaxScaler()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "brown-barrier",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "brown-barrier",
        "outputId": "0076ed2a-5735-41f0-cedd-46a9d853e121"
      },
      "outputs": [
        {
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              "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MinMaxScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MinMaxScaler</label><div class=\"sk-toggleable__content\"><pre>MinMaxScaler()</pre></div></div></div></div></div>"
            ],
            "text/plain": [
              "MinMaxScaler()"
            ]
          },
          "execution_count": 72,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Fit the scaler to the numeric columns\n",
        "scaler.fit(inputs_df[numeric_cols])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "educational-learning",
      "metadata": {
        "id": "educational-learning"
      },
      "outputs": [],
      "source": [
        "# Transform and replace the numeric columns\n",
        "inputs_df[numeric_cols] = scaler.transform(inputs_df[numeric_cols])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "insured-iraqi",
      "metadata": {
        "id": "insured-iraqi"
      },
      "source": [
        "After scaling, the ranges of all numeric columns should be $(0, 1)$."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "sunset-payroll",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 176
        },
        "id": "sunset-payroll",
        "outputId": "573c2415-aef1-4557-916e-6a6817b4e598"
      },
      "outputs": [
        {
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              "      <th>BsmtHalfBath</th>\n",
              "      <th>FullBath</th>\n",
              "      <th>HalfBath</th>\n",
              "      <th>BedroomAbvGr</th>\n",
              "      <th>KitchenAbvGr</th>\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e4c38fdb-c5e5-4953-946d-3165756bdb80');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
            ],
            "text/plain": [
              "     MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "min         0.0          0.0      0.0          0.0          0.0        0.0   \n",
              "max         1.0          1.0      1.0          1.0          1.0        1.0   \n",
              "\n",
              "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
              "min           0.0         0.0         0.0         0.0        0.0          0.0   \n",
              "max           1.0         1.0         1.0         1.0        1.0          1.0   \n",
              "\n",
              "     1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "min       0.0       0.0           0.0        0.0           0.0           0.0   \n",
              "max       1.0       1.0           1.0        1.0           1.0           1.0   \n",
              "\n",
              "     FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
              "min       0.0       0.0           0.0           0.0           0.0         0.0   \n",
              "max       1.0       1.0           1.0           1.0           1.0         1.0   \n",
              "\n",
              "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
              "min          0.0         0.0         0.0         0.0          0.0   \n",
              "max          1.0         1.0         1.0         1.0          1.0   \n",
              "\n",
              "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  \n",
              "min            0.0        0.0          0.0       0.0      0.0     0.0     0.0  \n",
              "max            1.0        1.0          1.0       1.0      1.0     1.0     1.0  "
            ]
          },
          "execution_count": 74,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs_df[numeric_cols].describe().loc[['min', 'max']]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "successful-congress",
      "metadata": {
        "id": "successful-congress"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "round-screening",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "round-screening",
        "outputId": "ce52208c-c9f3-4edb-8403-3fd4ccc52440",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "unique-result",
      "metadata": {
        "id": "unique-result"
      },
      "source": [
        "### Encode Categorical Columns\n",
        "\n",
        "Our dataset contains several categorical columns, each with a different number of categories."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "outstanding-violence",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "outstanding-violence",
        "outputId": "0d2875a6-dc8c-4b31-f33e-f923e7ff2032"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Neighborhood     25\n",
              "Exterior2nd      16\n",
              "Exterior1st      15\n",
              "SaleType          9\n",
              "Condition1        9\n",
              "Condition2        8\n",
              "HouseStyle        8\n",
              "RoofMatl          8\n",
              "Functional        7\n",
              "BsmtFinType2      6\n",
              "Heating           6\n",
              "RoofStyle         6\n",
              "SaleCondition     6\n",
              "BsmtFinType1      6\n",
              "GarageType        6\n",
              "Foundation        6\n",
              "Electrical        5\n",
              "FireplaceQu       5\n",
              "HeatingQC         5\n",
              "GarageQual        5\n",
              "GarageCond        5\n",
              "MSZoning          5\n",
              "LotConfig         5\n",
              "ExterCond         5\n",
              "BldgType          5\n",
              "BsmtExposure      4\n",
              "MiscFeature       4\n",
              "Fence             4\n",
              "LotShape          4\n",
              "LandContour       4\n",
              "BsmtCond          4\n",
              "KitchenQual       4\n",
              "MasVnrType        4\n",
              "ExterQual         4\n",
              "BsmtQual          4\n",
              "LandSlope         3\n",
              "GarageFinish      3\n",
              "PavedDrive        3\n",
              "PoolQC            3\n",
              "Utilities         2\n",
              "CentralAir        2\n",
              "Street            2\n",
              "Alley             2\n",
              "dtype: int64"
            ]
          },
          "execution_count": 76,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs_df[categorical_cols].nunique().sort_values(ascending=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "closed-genesis",
      "metadata": {
        "id": "closed-genesis"
      },
      "source": [
        "\n",
        "\n",
        "Since machine learning models can only be trained with numeric data, we need to convert categorical data to numbers. A common technique is to use one-hot encoding for categorical columns.\n",
        "\n",
        "<img src=\"https://i.imgur.com/n8GuiOO.png\" width=\"640\">\n",
        "\n",
        "One hot encoding involves adding a new binary (0/1) column for each unique category of a categorical column."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "coastal-italic",
      "metadata": {
        "id": "coastal-italic"
      },
      "source": [
        "> **QUESTION 7**: Encode categorical columns in the dataset as one-hot vectors using `OneHotEncoder` from `sklearn.preprocessing`. Add a new binary (0/1) column for each category\n",
        ">\n",
        "> *Hint*: See [this notebook](https://jovian.ai/aakashns/python-sklearn-logistic-regression/v/66#C122)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ZS0Zb-CAtjxT",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZS0Zb-CAtjxT",
        "outputId": "6eb5df40-08d8-4df6-ce15-d527bc754e6d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.22.4)\n",
            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.10.1)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.2.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.1.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install scikit-learn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "raised-stockholm",
      "metadata": {
        "id": "raised-stockholm"
      },
      "outputs": [],
      "source": [
        "from sklearn.preprocessing import OneHotEncoder"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "senior-subscriber",
      "metadata": {
        "id": "senior-subscriber"
      },
      "outputs": [],
      "source": [
        "# 1. Create the encoder\n",
        "encoder = OneHotEncoder(sparse = False, handle_unknown='ignore')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "wrapped-stomach",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 144
        },
        "id": "wrapped-stomach",
        "outputId": "f1d3a663-90b2-431c-aa69-fc8593016250"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/preprocessing/_encoders.py:868: FutureWarning:\n",
            "\n",
            "`sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n",
            "\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<style>#sk-container-id-9 {color: black;background-color: white;}#sk-container-id-9 pre{padding: 0;}#sk-container-id-9 div.sk-toggleable {background-color: white;}#sk-container-id-9 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-9 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-9 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-9 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-9 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-9 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-9 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-9 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-9 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-9 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-9 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-9 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-9 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-9 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-9 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-9 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-9 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-9 div.sk-item {position: relative;z-index: 1;}#sk-container-id-9 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-9 div.sk-item::before, #sk-container-id-9 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-9 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-9 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-9 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-9 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-9 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-9 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-9 div.sk-label-container {text-align: center;}#sk-container-id-9 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-9 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-9\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;, sparse=False, sparse_output=False)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" checked><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;, sparse=False, sparse_output=False)</pre></div></div></div></div></div>"
            ],
            "text/plain": [
              "OneHotEncoder(handle_unknown='ignore', sparse=False, sparse_output=False)"
            ]
          },
          "execution_count": 137,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# 2. Fit the encoder to the categorical colums\n",
        "encoder.fit(inputs_df[categorical_cols])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "interested-manor",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "interested-manor",
        "outputId": "3a9153b5-2b0f-403b-b788-15e6b4e74b52"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "268"
            ]
          },
          "execution_count": 138,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# 3. Generate column names for each category\n",
        "encoded_cols = list(encoder.get_feature_names_out(categorical_cols))\n",
        "len(encoded_cols)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "liberal-network",
      "metadata": {
        "id": "liberal-network"
      },
      "outputs": [],
      "source": [
        "# 4. Transform and add new one-hot category columns\n",
        "inputs_df[encoded_cols] = encoder.transform(inputs_df[categorical_cols])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "young-cigarette",
      "metadata": {
        "id": "young-cigarette"
      },
      "source": [
        "The new one-hot category columns should now be added to `inputs_df`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "eastern-review",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "eastern-review",
        "outputId": "d837442b-3215-4845-b619-11f63e03f8d4"
      },
      "outputs": [
        {
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              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
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              "      <th>LotArea</th>\n",
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              "      <th>Condition2</th>\n",
              "      <th>BldgType</th>\n",
              "      <th>HouseStyle</th>\n",
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              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>RoofStyle</th>\n",
              "      <th>RoofMatl</th>\n",
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              "      <th>Exterior2nd</th>\n",
              "      <th>MasVnrType</th>\n",
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              "      <th>ExterQual</th>\n",
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              "      <th>BsmtQual</th>\n",
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              "      <th>BsmtFinType1</th>\n",
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              "      <th>BsmtFinType2</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
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              "      <th>Heating</th>\n",
              "      <th>HeatingQC</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",
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              "      <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>MSZoning_C (all)</th>\n",
              "      <th>MSZoning_FV</th>\n",
              "      <th>MSZoning_RH</th>\n",
              "      <th>MSZoning_RL</th>\n",
              "      <th>MSZoning_RM</th>\n",
              "      <th>Street_Grvl</th>\n",
              "      <th>Street_Pave</th>\n",
              "      <th>Alley_Grvl</th>\n",
              "      <th>Alley_Pave</th>\n",
              "      <th>Alley_nan</th>\n",
              "      <th>LotShape_IR1</th>\n",
              "      <th>LotShape_IR2</th>\n",
              "      <th>LotShape_IR3</th>\n",
              "      <th>LotShape_Reg</th>\n",
              "      <th>LandContour_Bnk</th>\n",
              "      <th>LandContour_HLS</th>\n",
              "      <th>LandContour_Low</th>\n",
              "      <th>LandContour_Lvl</th>\n",
              "      <th>Utilities_AllPub</th>\n",
              "      <th>Utilities_NoSeWa</th>\n",
              "      <th>LotConfig_Corner</th>\n",
              "      <th>...</th>\n",
              "      <th>BsmtFinType1_Unf</th>\n",
              "      <th>BsmtFinType1_nan</th>\n",
              "      <th>BsmtFinType2_ALQ</th>\n",
              "      <th>BsmtFinType2_BLQ</th>\n",
              "      <th>BsmtFinType2_GLQ</th>\n",
              "      <th>BsmtFinType2_LwQ</th>\n",
              "      <th>BsmtFinType2_Rec</th>\n",
              "      <th>BsmtFinType2_Unf</th>\n",
              "      <th>BsmtFinType2_nan</th>\n",
              "      <th>Heating_Floor</th>\n",
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              "      <th>Heating_GasW</th>\n",
              "      <th>Heating_Grav</th>\n",
              "      <th>Heating_OthW</th>\n",
              "      <th>Heating_Wall</th>\n",
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              "      <th>HeatingQC_Fa</th>\n",
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              "      <th>CentralAir_N</th>\n",
              "      <th>CentralAir_Y</th>\n",
              "      <th>Electrical_FuseA</th>\n",
              "      <th>Electrical_FuseF</th>\n",
              "      <th>Electrical_FuseP</th>\n",
              "      <th>Electrical_Mix</th>\n",
              "      <th>Electrical_SBrkr</th>\n",
              "      <th>Electrical_nan</th>\n",
              "      <th>KitchenQual_Ex</th>\n",
              "      <th>KitchenQual_Fa</th>\n",
              "      <th>KitchenQual_Gd</th>\n",
              "      <th>KitchenQual_TA</th>\n",
              "      <th>Functional_Maj1</th>\n",
              "      <th>Functional_Maj2</th>\n",
              "      <th>Functional_Min1</th>\n",
              "      <th>Functional_Min2</th>\n",
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              "      <th>Functional_Typ</th>\n",
              "      <th>FireplaceQu_Ex</th>\n",
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              "      <th>FireplaceQu_Gd</th>\n",
              "      <th>FireplaceQu_Po</th>\n",
              "      <th>FireplaceQu_TA</th>\n",
              "      <th>FireplaceQu_nan</th>\n",
              "      <th>GarageType_2Types</th>\n",
              "      <th>GarageType_Attchd</th>\n",
              "      <th>GarageType_Basment</th>\n",
              "      <th>GarageType_BuiltIn</th>\n",
              "      <th>GarageType_CarPort</th>\n",
              "      <th>GarageType_Detchd</th>\n",
              "      <th>GarageType_nan</th>\n",
              "      <th>GarageFinish_Fin</th>\n",
              "      <th>GarageFinish_RFn</th>\n",
              "      <th>GarageFinish_Unf</th>\n",
              "      <th>GarageFinish_nan</th>\n",
              "      <th>GarageQual_Ex</th>\n",
              "      <th>GarageQual_Fa</th>\n",
              "      <th>GarageQual_Gd</th>\n",
              "      <th>GarageQual_Po</th>\n",
              "      <th>GarageQual_TA</th>\n",
              "      <th>GarageQual_nan</th>\n",
              "      <th>GarageCond_Ex</th>\n",
              "      <th>GarageCond_Fa</th>\n",
              "      <th>GarageCond_Gd</th>\n",
              "      <th>GarageCond_Po</th>\n",
              "      <th>GarageCond_TA</th>\n",
              "      <th>GarageCond_nan</th>\n",
              "      <th>PavedDrive_N</th>\n",
              "      <th>PavedDrive_P</th>\n",
              "      <th>PavedDrive_Y</th>\n",
              "      <th>PoolQC_Ex</th>\n",
              "      <th>PoolQC_Fa</th>\n",
              "      <th>PoolQC_Gd</th>\n",
              "      <th>PoolQC_nan</th>\n",
              "      <th>Fence_GdPrv</th>\n",
              "      <th>Fence_GdWo</th>\n",
              "      <th>Fence_MnPrv</th>\n",
              "      <th>Fence_MnWw</th>\n",
              "      <th>Fence_nan</th>\n",
              "      <th>MiscFeature_Gar2</th>\n",
              "      <th>MiscFeature_Othr</th>\n",
              "      <th>MiscFeature_Shed</th>\n",
              "      <th>MiscFeature_TenC</th>\n",
              "      <th>MiscFeature_nan</th>\n",
              "      <th>SaleType_COD</th>\n",
              "      <th>SaleType_CWD</th>\n",
              "      <th>SaleType_Con</th>\n",
              "      <th>SaleType_ConLD</th>\n",
              "      <th>SaleType_ConLI</th>\n",
              "      <th>SaleType_ConLw</th>\n",
              "      <th>SaleType_New</th>\n",
              "      <th>SaleType_Oth</th>\n",
              "      <th>SaleType_WD</th>\n",
              "      <th>SaleCondition_Abnorml</th>\n",
              "      <th>SaleCondition_AdjLand</th>\n",
              "      <th>SaleCondition_Alloca</th>\n",
              "      <th>SaleCondition_Family</th>\n",
              "      <th>SaleCondition_Normal</th>\n",
              "      <th>SaleCondition_Partial</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.150685</td>\n",
              "      <td>0.033420</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>0.666667</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.949275</td>\n",
              "      <td>0.883333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>0.122500</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>0.125089</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.064212</td>\n",
              "      <td>0.140098</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.119780</td>\n",
              "      <td>0.413559</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.259231</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.936364</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.386460</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.111517</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.090909</td>\n",
              "      <td>0.50</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.202055</td>\n",
              "      <td>0.038795</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>0.555556</td>\n",
              "      <td>0.875</td>\n",
              "      <td>0.753623</td>\n",
              "      <td>0.433333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.000000</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>0.173281</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.121575</td>\n",
              "      <td>0.206547</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.212942</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.174830</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.690909</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.324401</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.347725</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>0.25</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.160959</td>\n",
              "      <td>0.046507</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>0.666667</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.934783</td>\n",
              "      <td>0.866667</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>0.101250</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>0.086109</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.185788</td>\n",
              "      <td>0.150573</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.134465</td>\n",
              "      <td>0.419370</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.273549</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.918182</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.428773</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.076782</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.50</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.294118</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.133562</td>\n",
              "      <td>0.038561</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>0.666667</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.311594</td>\n",
              "      <td>0.333333</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>0.000000</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>0.038271</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.231164</td>\n",
              "      <td>0.123732</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.143873</td>\n",
              "      <td>0.366102</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.260550</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>0.890909</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.452750</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.063985</td>\n",
              "      <td>0.492754</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.090909</td>\n",
              "      <td>0.00</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.215753</td>\n",
              "      <td>0.060576</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>0.777778</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.927536</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>0.218750</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>0.116052</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.209760</td>\n",
              "      <td>0.187398</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.186095</td>\n",
              "      <td>0.509927</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.351168</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.583333</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.589563</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.224037</td>\n",
              "      <td>0.153565</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.50</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.140411</td>\n",
              "      <td>0.030929</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>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.920290</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>TA</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>0.000000</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.407962</td>\n",
              "      <td>0.155974</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.142038</td>\n",
              "      <td>0.336077</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.247362</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.324401</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.073126</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.25</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.219178</td>\n",
              "      <td>0.055505</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>NWAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.768116</td>\n",
              "      <td>0.633333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Plywood</td>\n",
              "      <td>Stone</td>\n",
              "      <td>0.074375</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>ALQ</td>\n",
              "      <td>0.139972</td>\n",
              "      <td>Rec</td>\n",
              "      <td>0.110583</td>\n",
              "      <td>0.252140</td>\n",
              "      <td>0.252373</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.399036</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.327619</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>Min1</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.709091</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.352609</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.407235</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MnPrv</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.090909</td>\n",
              "      <td>1.00</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>0.294118</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.154110</td>\n",
              "      <td>0.036187</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>0.666667</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Stone</td>\n",
              "      <td>TA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>0.048724</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.375428</td>\n",
              "      <td>0.188543</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.195961</td>\n",
              "      <td>0.557869</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.377920</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.583333</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.372727</td>\n",
              "      <td>RFn</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.177715</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.109689</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GdPrv</td>\n",
              "      <td>Shed</td>\n",
              "      <td>0.16129</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>1.00</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.160959</td>\n",
              "      <td>0.039342</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>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.565217</td>\n",
              "      <td>0.766667</td>\n",
              "      <td>Hip</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>MetalSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Mn</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>0.008682</td>\n",
              "      <td>Rec</td>\n",
              "      <td>0.698100</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.176432</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>FuseA</td>\n",
              "      <td>0.170721</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.140166</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Gd</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.169252</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.427071</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.202899</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.272727</td>\n",
              "      <td>1.00</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1459</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>RL</td>\n",
              "      <td>0.184932</td>\n",
              "      <td>0.040370</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>1Story</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.673913</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>None</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Gd</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>0.147059</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>0.196744</td>\n",
              "      <td>0.058219</td>\n",
              "      <td>0.205565</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>0.211565</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.173700</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>TA</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>Fin</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.194640</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0.858810</td>\n",
              "      <td>0.124314</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.50</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
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              "      <td>0.0</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>1460 rows × 347 columns</p>\n",
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            "text/plain": [
              "      MSSubClass MSZoning  LotFrontage   LotArea Street Alley LotShape  \\\n",
              "0       0.235294       RL     0.150685  0.033420   Pave   NaN      Reg   \n",
              "1       0.000000       RL     0.202055  0.038795   Pave   NaN      Reg   \n",
              "2       0.235294       RL     0.160959  0.046507   Pave   NaN      IR1   \n",
              "3       0.294118       RL     0.133562  0.038561   Pave   NaN      IR1   \n",
              "4       0.235294       RL     0.215753  0.060576   Pave   NaN      IR1   \n",
              "...          ...      ...          ...       ...    ...   ...      ...   \n",
              "1455    0.235294       RL     0.140411  0.030929   Pave   NaN      Reg   \n",
              "1456    0.000000       RL     0.219178  0.055505   Pave   NaN      Reg   \n",
              "1457    0.294118       RL     0.154110  0.036187   Pave   NaN      Reg   \n",
              "1458    0.000000       RL     0.160959  0.039342   Pave   NaN      Reg   \n",
              "1459    0.000000       RL     0.184932  0.040370   Pave   NaN      Reg   \n",
              "\n",
              "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
              "0            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "1            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
              "2            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
              "3            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
              "4            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
              "...          ...       ...       ...       ...          ...        ...   \n",
              "1455         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
              "1456         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
              "1457         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
              "1458         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
              "1459         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
              "\n",
              "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
              "0          Norm     1Fam     2Story     0.666667        0.500   0.949275   \n",
              "1          Norm     1Fam     1Story     0.555556        0.875   0.753623   \n",
              "2          Norm     1Fam     2Story     0.666667        0.500   0.934783   \n",
              "3          Norm     1Fam     2Story     0.666667        0.500   0.311594   \n",
              "4          Norm     1Fam     2Story     0.777778        0.500   0.927536   \n",
              "...         ...      ...        ...          ...          ...        ...   \n",
              "1455       Norm     1Fam     2Story     0.555556        0.500   0.920290   \n",
              "1456       Norm     1Fam     1Story     0.555556        0.625   0.768116   \n",
              "1457       Norm     1Fam     2Story     0.666667        1.000   0.500000   \n",
              "1458       Norm     1Fam     1Story     0.444444        0.625   0.565217   \n",
              "1459       Norm     1Fam     1Story     0.444444        0.625   0.673913   \n",
              "\n",
              "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
              "0         0.883333     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "1         0.433333     Gable  CompShg     MetalSd     MetalSd       None   \n",
              "2         0.866667     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "3         0.333333     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
              "4         0.833333     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
              "...            ...       ...      ...         ...         ...        ...   \n",
              "1455      0.833333     Gable  CompShg     VinylSd     VinylSd       None   \n",
              "1456      0.633333     Gable  CompShg     Plywood     Plywood      Stone   \n",
              "1457      0.933333     Gable  CompShg     CemntBd     CmentBd       None   \n",
              "1458      0.766667       Hip  CompShg     MetalSd     MetalSd       None   \n",
              "1459      0.250000     Gable  CompShg     HdBoard     HdBoard       None   \n",
              "\n",
              "      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond  \\\n",
              "0       0.122500        Gd        TA      PConc       Gd       TA   \n",
              "1       0.000000        TA        TA     CBlock       Gd       TA   \n",
              "2       0.101250        Gd        TA      PConc       Gd       TA   \n",
              "3       0.000000        TA        TA     BrkTil       TA       Gd   \n",
              "4       0.218750        Gd        TA      PConc       Gd       TA   \n",
              "...          ...       ...       ...        ...      ...      ...   \n",
              "1455    0.000000        TA        TA      PConc       Gd       TA   \n",
              "1456    0.074375        TA        TA     CBlock       Gd       TA   \n",
              "1457    0.000000        Ex        Gd      Stone       TA       Gd   \n",
              "1458    0.000000        TA        TA     CBlock       TA       TA   \n",
              "1459    0.000000        Gd        TA     CBlock       TA       TA   \n",
              "\n",
              "     BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  \\\n",
              "0              No          GLQ    0.125089          Unf    0.000000   \n",
              "1              Gd          ALQ    0.173281          Unf    0.000000   \n",
              "2              Mn          GLQ    0.086109          Unf    0.000000   \n",
              "3              No          ALQ    0.038271          Unf    0.000000   \n",
              "4              Av          GLQ    0.116052          Unf    0.000000   \n",
              "...           ...          ...         ...          ...         ...   \n",
              "1455           No          Unf    0.000000          Unf    0.000000   \n",
              "1456           No          ALQ    0.139972          Rec    0.110583   \n",
              "1457           No          GLQ    0.048724          Unf    0.000000   \n",
              "1458           Mn          GLQ    0.008682          Rec    0.698100   \n",
              "1459           No          BLQ    0.147059          LwQ    0.196744   \n",
              "\n",
              "      BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  \\\n",
              "0      0.064212     0.140098    GasA        Ex          Y      SBrkr   \n",
              "1      0.121575     0.206547    GasA        Ex          Y      SBrkr   \n",
              "2      0.185788     0.150573    GasA        Ex          Y      SBrkr   \n",
              "3      0.231164     0.123732    GasA        Gd          Y      SBrkr   \n",
              "4      0.209760     0.187398    GasA        Ex          Y      SBrkr   \n",
              "...         ...          ...     ...       ...        ...        ...   \n",
              "1455   0.407962     0.155974    GasA        Ex          Y      SBrkr   \n",
              "1456   0.252140     0.252373    GasA        TA          Y      SBrkr   \n",
              "1457   0.375428     0.188543    GasA        Ex          Y      SBrkr   \n",
              "1458   0.000000     0.176432    GasA        Gd          Y      FuseA   \n",
              "1459   0.058219     0.205565    GasA        Gd          Y      SBrkr   \n",
              "\n",
              "      1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
              "0     0.119780  0.413559           0.0   0.259231      0.333333           0.0   \n",
              "1     0.212942  0.000000           0.0   0.174830      0.000000           0.5   \n",
              "2     0.134465  0.419370           0.0   0.273549      0.333333           0.0   \n",
              "3     0.143873  0.366102           0.0   0.260550      0.333333           0.0   \n",
              "4     0.186095  0.509927           0.0   0.351168      0.333333           0.0   \n",
              "...        ...       ...           ...        ...           ...           ...   \n",
              "1455  0.142038  0.336077           0.0   0.247362      0.000000           0.0   \n",
              "1456  0.399036  0.000000           0.0   0.327619      0.333333           0.0   \n",
              "1457  0.195961  0.557869           0.0   0.377920      0.000000           0.0   \n",
              "1458  0.170721  0.000000           0.0   0.140166      0.333333           0.0   \n",
              "1459  0.211565  0.000000           0.0   0.173700      0.333333           0.0   \n",
              "\n",
              "      FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  \\\n",
              "0     0.666667       0.5         0.375      0.333333          Gd   \n",
              "1     0.666667       0.0         0.375      0.333333          TA   \n",
              "2     0.666667       0.5         0.375      0.333333          Gd   \n",
              "3     0.333333       0.0         0.375      0.333333          Gd   \n",
              "4     0.666667       0.5         0.500      0.333333          Gd   \n",
              "...        ...       ...           ...           ...         ...   \n",
              "1455  0.666667       0.5         0.375      0.333333          TA   \n",
              "1456  0.666667       0.0         0.375      0.333333          TA   \n",
              "1457  0.666667       0.0         0.500      0.333333          Gd   \n",
              "1458  0.333333       0.0         0.250      0.333333          Gd   \n",
              "1459  0.333333       0.5         0.375      0.333333          TA   \n",
              "\n",
              "      TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt  \\\n",
              "0         0.500000        Typ    0.000000         NaN     Attchd     0.936364   \n",
              "1         0.333333        Typ    0.333333          TA     Attchd     0.690909   \n",
              "2         0.333333        Typ    0.333333          TA     Attchd     0.918182   \n",
              "3         0.416667        Typ    0.333333          Gd     Detchd     0.890909   \n",
              "4         0.583333        Typ    0.333333          TA     Attchd     0.909091   \n",
              "...            ...        ...         ...         ...        ...          ...   \n",
              "1455      0.416667        Typ    0.333333          TA     Attchd     0.900000   \n",
              "1456      0.416667       Min1    0.666667          TA     Attchd     0.709091   \n",
              "1457      0.583333        Typ    0.666667          Gd     Attchd     0.372727   \n",
              "1458      0.250000        Typ    0.000000         NaN     Attchd     0.454545   \n",
              "1459      0.333333        Typ    0.000000         NaN     Attchd     0.590909   \n",
              "\n",
              "     GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  \\\n",
              "0             RFn        0.50    0.386460         TA         TA          Y   \n",
              "1             RFn        0.50    0.324401         TA         TA          Y   \n",
              "2             RFn        0.50    0.428773         TA         TA          Y   \n",
              "3             Unf        0.75    0.452750         TA         TA          Y   \n",
              "4             RFn        0.75    0.589563         TA         TA          Y   \n",
              "...           ...         ...         ...        ...        ...        ...   \n",
              "1455          RFn        0.50    0.324401         TA         TA          Y   \n",
              "1456          Unf        0.50    0.352609         TA         TA          Y   \n",
              "1457          RFn        0.25    0.177715         TA         TA          Y   \n",
              "1458          Unf        0.25    0.169252         TA         TA          Y   \n",
              "1459          Fin        0.25    0.194640         TA         TA          Y   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "0       0.000000     0.111517       0.000000        0.0          0.0   \n",
              "1       0.347725     0.000000       0.000000        0.0          0.0   \n",
              "2       0.000000     0.076782       0.000000        0.0          0.0   \n",
              "3       0.000000     0.063985       0.492754        0.0          0.0   \n",
              "4       0.224037     0.153565       0.000000        0.0          0.0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "1455    0.000000     0.073126       0.000000        0.0          0.0   \n",
              "1456    0.407235     0.000000       0.000000        0.0          0.0   \n",
              "1457    0.000000     0.109689       0.000000        0.0          0.0   \n",
              "1458    0.427071     0.000000       0.202899        0.0          0.0   \n",
              "1459    0.858810     0.124314       0.000000        0.0          0.0   \n",
              "\n",
              "      PoolArea PoolQC  Fence MiscFeature  MiscVal    MoSold  YrSold SaleType  \\\n",
              "0          0.0    NaN    NaN         NaN  0.00000  0.090909    0.50       WD   \n",
              "1          0.0    NaN    NaN         NaN  0.00000  0.363636    0.25       WD   \n",
              "2          0.0    NaN    NaN         NaN  0.00000  0.727273    0.50       WD   \n",
              "3          0.0    NaN    NaN         NaN  0.00000  0.090909    0.00       WD   \n",
              "4          0.0    NaN    NaN         NaN  0.00000  1.000000    0.50       WD   \n",
              "...        ...    ...    ...         ...      ...       ...     ...      ...   \n",
              "1455       0.0    NaN    NaN         NaN  0.00000  0.636364    0.25       WD   \n",
              "1456       0.0    NaN  MnPrv         NaN  0.00000  0.090909    1.00       WD   \n",
              "1457       0.0    NaN  GdPrv        Shed  0.16129  0.363636    1.00       WD   \n",
              "1458       0.0    NaN    NaN         NaN  0.00000  0.272727    1.00       WD   \n",
              "1459       0.0    NaN    NaN         NaN  0.00000  0.454545    0.50       WD   \n",
              "\n",
              "     SaleCondition  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  \\\n",
              "0           Normal               0.0          0.0          0.0          1.0   \n",
              "1           Normal               0.0          0.0          0.0          1.0   \n",
              "2           Normal               0.0          0.0          0.0          1.0   \n",
              "3          Abnorml               0.0          0.0          0.0          1.0   \n",
              "4           Normal               0.0          0.0          0.0          1.0   \n",
              "...            ...               ...          ...          ...          ...   \n",
              "1455        Normal               0.0          0.0          0.0          1.0   \n",
              "1456        Normal               0.0          0.0          0.0          1.0   \n",
              "1457        Normal               0.0          0.0          0.0          1.0   \n",
              "1458        Normal               0.0          0.0          0.0          1.0   \n",
              "1459        Normal               0.0          0.0          0.0          1.0   \n",
              "\n",
              "      MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  \\\n",
              "0             0.0          0.0          1.0         0.0         0.0   \n",
              "1             0.0          0.0          1.0         0.0         0.0   \n",
              "2             0.0          0.0          1.0         0.0         0.0   \n",
              "3             0.0          0.0          1.0         0.0         0.0   \n",
              "4             0.0          0.0          1.0         0.0         0.0   \n",
              "...           ...          ...          ...         ...         ...   \n",
              "1455          0.0          0.0          1.0         0.0         0.0   \n",
              "1456          0.0          0.0          1.0         0.0         0.0   \n",
              "1457          0.0          0.0          1.0         0.0         0.0   \n",
              "1458          0.0          0.0          1.0         0.0         0.0   \n",
              "1459          0.0          0.0          1.0         0.0         0.0   \n",
              "\n",
              "      Alley_nan  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  \\\n",
              "0           1.0           0.0           0.0           0.0           1.0   \n",
              "1           1.0           0.0           0.0           0.0           1.0   \n",
              "2           1.0           1.0           0.0           0.0           0.0   \n",
              "3           1.0           1.0           0.0           0.0           0.0   \n",
              "4           1.0           1.0           0.0           0.0           0.0   \n",
              "...         ...           ...           ...           ...           ...   \n",
              "1455        1.0           0.0           0.0           0.0           1.0   \n",
              "1456        1.0           0.0           0.0           0.0           1.0   \n",
              "1457        1.0           0.0           0.0           0.0           1.0   \n",
              "1458        1.0           0.0           0.0           0.0           1.0   \n",
              "1459        1.0           0.0           0.0           0.0           1.0   \n",
              "\n",
              "      LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  \\\n",
              "0                 0.0              0.0              0.0              1.0   \n",
              "1                 0.0              0.0              0.0              1.0   \n",
              "2                 0.0              0.0              0.0              1.0   \n",
              "3                 0.0              0.0              0.0              1.0   \n",
              "4                 0.0              0.0              0.0              1.0   \n",
              "...               ...              ...              ...              ...   \n",
              "1455              0.0              0.0              0.0              1.0   \n",
              "1456              0.0              0.0              0.0              1.0   \n",
              "1457              0.0              0.0              0.0              1.0   \n",
              "1458              0.0              0.0              0.0              1.0   \n",
              "1459              0.0              0.0              0.0              1.0   \n",
              "\n",
              "      Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  ...  \\\n",
              "0                  1.0               0.0               0.0  ...   \n",
              "1                  1.0               0.0               0.0  ...   \n",
              "2                  1.0               0.0               0.0  ...   \n",
              "3                  1.0               0.0               1.0  ...   \n",
              "4                  1.0               0.0               0.0  ...   \n",
              "...                ...               ...               ...  ...   \n",
              "1455               1.0               0.0               0.0  ...   \n",
              "1456               1.0               0.0               0.0  ...   \n",
              "1457               1.0               0.0               0.0  ...   \n",
              "1458               1.0               0.0               0.0  ...   \n",
              "1459               1.0               0.0               0.0  ...   \n",
              "\n",
              "      BsmtFinType1_Unf  BsmtFinType1_nan  BsmtFinType2_ALQ  BsmtFinType2_BLQ  \\\n",
              "0                  0.0               0.0               0.0               0.0   \n",
              "1                  0.0               0.0               0.0               0.0   \n",
              "2                  0.0               0.0               0.0               0.0   \n",
              "3                  0.0               0.0               0.0               0.0   \n",
              "4                  0.0               0.0               0.0               0.0   \n",
              "...                ...               ...               ...               ...   \n",
              "1455               1.0               0.0               0.0               0.0   \n",
              "1456               0.0               0.0               0.0               0.0   \n",
              "1457               0.0               0.0               0.0               0.0   \n",
              "1458               0.0               0.0               0.0               0.0   \n",
              "1459               0.0               0.0               0.0               0.0   \n",
              "\n",
              "      BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  \\\n",
              "0                  0.0               0.0               0.0               1.0   \n",
              "1                  0.0               0.0               0.0               1.0   \n",
              "2                  0.0               0.0               0.0               1.0   \n",
              "3                  0.0               0.0               0.0               1.0   \n",
              "4                  0.0               0.0               0.0               1.0   \n",
              "...                ...               ...               ...               ...   \n",
              "1455               0.0               0.0               0.0               1.0   \n",
              "1456               0.0               0.0               1.0               0.0   \n",
              "1457               0.0               0.0               0.0               1.0   \n",
              "1458               0.0               0.0               1.0               0.0   \n",
              "1459               0.0               1.0               0.0               0.0   \n",
              "\n",
              "      BsmtFinType2_nan  Heating_Floor  Heating_GasA  Heating_GasW  \\\n",
              "0                  0.0            0.0           1.0           0.0   \n",
              "1                  0.0            0.0           1.0           0.0   \n",
              "2                  0.0            0.0           1.0           0.0   \n",
              "3                  0.0            0.0           1.0           0.0   \n",
              "4                  0.0            0.0           1.0           0.0   \n",
              "...                ...            ...           ...           ...   \n",
              "1455               0.0            0.0           1.0           0.0   \n",
              "1456               0.0            0.0           1.0           0.0   \n",
              "1457               0.0            0.0           1.0           0.0   \n",
              "1458               0.0            0.0           1.0           0.0   \n",
              "1459               0.0            0.0           1.0           0.0   \n",
              "\n",
              "      Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  \\\n",
              "0              0.0           0.0           0.0           1.0           0.0   \n",
              "1              0.0           0.0           0.0           1.0           0.0   \n",
              "2              0.0           0.0           0.0           1.0           0.0   \n",
              "3              0.0           0.0           0.0           0.0           0.0   \n",
              "4              0.0           0.0           0.0           1.0           0.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "1455           0.0           0.0           0.0           1.0           0.0   \n",
              "1456           0.0           0.0           0.0           0.0           0.0   \n",
              "1457           0.0           0.0           0.0           1.0           0.0   \n",
              "1458           0.0           0.0           0.0           0.0           0.0   \n",
              "1459           0.0           0.0           0.0           0.0           0.0   \n",
              "\n",
              "      HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  \\\n",
              "0              0.0           0.0           0.0           0.0           1.0   \n",
              "1              0.0           0.0           0.0           0.0           1.0   \n",
              "2              0.0           0.0           0.0           0.0           1.0   \n",
              "3              1.0           0.0           0.0           0.0           1.0   \n",
              "4              0.0           0.0           0.0           0.0           1.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "1455           0.0           0.0           0.0           0.0           1.0   \n",
              "1456           0.0           0.0           1.0           0.0           1.0   \n",
              "1457           0.0           0.0           0.0           0.0           1.0   \n",
              "1458           1.0           0.0           0.0           0.0           1.0   \n",
              "1459           1.0           0.0           0.0           0.0           1.0   \n",
              "\n",
              "      Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  \\\n",
              "0                  0.0               0.0               0.0             0.0   \n",
              "1                  0.0               0.0               0.0             0.0   \n",
              "2                  0.0               0.0               0.0             0.0   \n",
              "3                  0.0               0.0               0.0             0.0   \n",
              "4                  0.0               0.0               0.0             0.0   \n",
              "...                ...               ...               ...             ...   \n",
              "1455               0.0               0.0               0.0             0.0   \n",
              "1456               0.0               0.0               0.0             0.0   \n",
              "1457               0.0               0.0               0.0             0.0   \n",
              "1458               1.0               0.0               0.0             0.0   \n",
              "1459               0.0               0.0               0.0             0.0   \n",
              "\n",
              "      Electrical_SBrkr  Electrical_nan  KitchenQual_Ex  KitchenQual_Fa  \\\n",
              "0                  1.0             0.0             0.0             0.0   \n",
              "1                  1.0             0.0             0.0             0.0   \n",
              "2                  1.0             0.0             0.0             0.0   \n",
              "3                  1.0             0.0             0.0             0.0   \n",
              "4                  1.0             0.0             0.0             0.0   \n",
              "...                ...             ...             ...             ...   \n",
              "1455               1.0             0.0             0.0             0.0   \n",
              "1456               1.0             0.0             0.0             0.0   \n",
              "1457               1.0             0.0             0.0             0.0   \n",
              "1458               0.0             0.0             0.0             0.0   \n",
              "1459               1.0             0.0             0.0             0.0   \n",
              "\n",
              "      KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  \\\n",
              "0                1.0             0.0              0.0              0.0   \n",
              "1                0.0             1.0              0.0              0.0   \n",
              "2                1.0             0.0              0.0              0.0   \n",
              "3                1.0             0.0              0.0              0.0   \n",
              "4                1.0             0.0              0.0              0.0   \n",
              "...              ...             ...              ...              ...   \n",
              "1455             0.0             1.0              0.0              0.0   \n",
              "1456             0.0             1.0              0.0              0.0   \n",
              "1457             1.0             0.0              0.0              0.0   \n",
              "1458             1.0             0.0              0.0              0.0   \n",
              "1459             0.0             1.0              0.0              0.0   \n",
              "\n",
              "      Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  \\\n",
              "0                 0.0              0.0             0.0             0.0   \n",
              "1                 0.0              0.0             0.0             0.0   \n",
              "2                 0.0              0.0             0.0             0.0   \n",
              "3                 0.0              0.0             0.0             0.0   \n",
              "4                 0.0              0.0             0.0             0.0   \n",
              "...               ...              ...             ...             ...   \n",
              "1455              0.0              0.0             0.0             0.0   \n",
              "1456              1.0              0.0             0.0             0.0   \n",
              "1457              0.0              0.0             0.0             0.0   \n",
              "1458              0.0              0.0             0.0             0.0   \n",
              "1459              0.0              0.0             0.0             0.0   \n",
              "\n",
              "      Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  \\\n",
              "0                1.0             0.0             0.0             0.0   \n",
              "1                1.0             0.0             0.0             0.0   \n",
              "2                1.0             0.0             0.0             0.0   \n",
              "3                1.0             0.0             0.0             1.0   \n",
              "4                1.0             0.0             0.0             0.0   \n",
              "...              ...             ...             ...             ...   \n",
              "1455             1.0             0.0             0.0             0.0   \n",
              "1456             0.0             0.0             0.0             0.0   \n",
              "1457             1.0             0.0             0.0             1.0   \n",
              "1458             1.0             0.0             0.0             0.0   \n",
              "1459             1.0             0.0             0.0             0.0   \n",
              "\n",
              "      FireplaceQu_Po  FireplaceQu_TA  FireplaceQu_nan  GarageType_2Types  \\\n",
              "0                0.0             0.0              1.0                0.0   \n",
              "1                0.0             1.0              0.0                0.0   \n",
              "2                0.0             1.0              0.0                0.0   \n",
              "3                0.0             0.0              0.0                0.0   \n",
              "4                0.0             1.0              0.0                0.0   \n",
              "...              ...             ...              ...                ...   \n",
              "1455             0.0             1.0              0.0                0.0   \n",
              "1456             0.0             1.0              0.0                0.0   \n",
              "1457             0.0             0.0              0.0                0.0   \n",
              "1458             0.0             0.0              1.0                0.0   \n",
              "1459             0.0             0.0              1.0                0.0   \n",
              "\n",
              "      GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  \\\n",
              "0                   1.0                 0.0                 0.0   \n",
              "1                   1.0                 0.0                 0.0   \n",
              "2                   1.0                 0.0                 0.0   \n",
              "3                   0.0                 0.0                 0.0   \n",
              "4                   1.0                 0.0                 0.0   \n",
              "...                 ...                 ...                 ...   \n",
              "1455                1.0                 0.0                 0.0   \n",
              "1456                1.0                 0.0                 0.0   \n",
              "1457                1.0                 0.0                 0.0   \n",
              "1458                1.0                 0.0                 0.0   \n",
              "1459                1.0                 0.0                 0.0   \n",
              "\n",
              "      GarageType_CarPort  GarageType_Detchd  GarageType_nan  GarageFinish_Fin  \\\n",
              "0                    0.0                0.0             0.0               0.0   \n",
              "1                    0.0                0.0             0.0               0.0   \n",
              "2                    0.0                0.0             0.0               0.0   \n",
              "3                    0.0                1.0             0.0               0.0   \n",
              "4                    0.0                0.0             0.0               0.0   \n",
              "...                  ...                ...             ...               ...   \n",
              "1455                 0.0                0.0             0.0               0.0   \n",
              "1456                 0.0                0.0             0.0               0.0   \n",
              "1457                 0.0                0.0             0.0               0.0   \n",
              "1458                 0.0                0.0             0.0               0.0   \n",
              "1459                 0.0                0.0             0.0               1.0   \n",
              "\n",
              "      GarageFinish_RFn  GarageFinish_Unf  GarageFinish_nan  GarageQual_Ex  \\\n",
              "0                  1.0               0.0               0.0            0.0   \n",
              "1                  1.0               0.0               0.0            0.0   \n",
              "2                  1.0               0.0               0.0            0.0   \n",
              "3                  0.0               1.0               0.0            0.0   \n",
              "4                  1.0               0.0               0.0            0.0   \n",
              "...                ...               ...               ...            ...   \n",
              "1455               1.0               0.0               0.0            0.0   \n",
              "1456               0.0               1.0               0.0            0.0   \n",
              "1457               1.0               0.0               0.0            0.0   \n",
              "1458               0.0               1.0               0.0            0.0   \n",
              "1459               0.0               0.0               0.0            0.0   \n",
              "\n",
              "      GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  \\\n",
              "0               0.0            0.0            0.0            1.0   \n",
              "1               0.0            0.0            0.0            1.0   \n",
              "2               0.0            0.0            0.0            1.0   \n",
              "3               0.0            0.0            0.0            1.0   \n",
              "4               0.0            0.0            0.0            1.0   \n",
              "...             ...            ...            ...            ...   \n",
              "1455            0.0            0.0            0.0            1.0   \n",
              "1456            0.0            0.0            0.0            1.0   \n",
              "1457            0.0            0.0            0.0            1.0   \n",
              "1458            0.0            0.0            0.0            1.0   \n",
              "1459            0.0            0.0            0.0            1.0   \n",
              "\n",
              "      GarageQual_nan  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  \\\n",
              "0                0.0            0.0            0.0            0.0   \n",
              "1                0.0            0.0            0.0            0.0   \n",
              "2                0.0            0.0            0.0            0.0   \n",
              "3                0.0            0.0            0.0            0.0   \n",
              "4                0.0            0.0            0.0            0.0   \n",
              "...              ...            ...            ...            ...   \n",
              "1455             0.0            0.0            0.0            0.0   \n",
              "1456             0.0            0.0            0.0            0.0   \n",
              "1457             0.0            0.0            0.0            0.0   \n",
              "1458             0.0            0.0            0.0            0.0   \n",
              "1459             0.0            0.0            0.0            0.0   \n",
              "\n",
              "      GarageCond_Po  GarageCond_TA  GarageCond_nan  PavedDrive_N  \\\n",
              "0               0.0            1.0             0.0           0.0   \n",
              "1               0.0            1.0             0.0           0.0   \n",
              "2               0.0            1.0             0.0           0.0   \n",
              "3               0.0            1.0             0.0           0.0   \n",
              "4               0.0            1.0             0.0           0.0   \n",
              "...             ...            ...             ...           ...   \n",
              "1455            0.0            1.0             0.0           0.0   \n",
              "1456            0.0            1.0             0.0           0.0   \n",
              "1457            0.0            1.0             0.0           0.0   \n",
              "1458            0.0            1.0             0.0           0.0   \n",
              "1459            0.0            1.0             0.0           0.0   \n",
              "\n",
              "      PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  PoolQC_nan  \\\n",
              "0              0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "1              0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "2              0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "3              0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "4              0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "...            ...           ...        ...        ...        ...         ...   \n",
              "1455           0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "1456           0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "1457           0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "1458           0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "1459           0.0           1.0        0.0        0.0        0.0         1.0   \n",
              "\n",
              "      Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  Fence_nan  \\\n",
              "0             0.0         0.0          0.0         0.0        1.0   \n",
              "1             0.0         0.0          0.0         0.0        1.0   \n",
              "2             0.0         0.0          0.0         0.0        1.0   \n",
              "3             0.0         0.0          0.0         0.0        1.0   \n",
              "4             0.0         0.0          0.0         0.0        1.0   \n",
              "...           ...         ...          ...         ...        ...   \n",
              "1455          0.0         0.0          0.0         0.0        1.0   \n",
              "1456          0.0         0.0          1.0         0.0        0.0   \n",
              "1457          1.0         0.0          0.0         0.0        0.0   \n",
              "1458          0.0         0.0          0.0         0.0        1.0   \n",
              "1459          0.0         0.0          0.0         0.0        1.0   \n",
              "\n",
              "      MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  \\\n",
              "0                  0.0               0.0               0.0               0.0   \n",
              "1                  0.0               0.0               0.0               0.0   \n",
              "2                  0.0               0.0               0.0               0.0   \n",
              "3                  0.0               0.0               0.0               0.0   \n",
              "4                  0.0               0.0               0.0               0.0   \n",
              "...                ...               ...               ...               ...   \n",
              "1455               0.0               0.0               0.0               0.0   \n",
              "1456               0.0               0.0               0.0               0.0   \n",
              "1457               0.0               0.0               1.0               0.0   \n",
              "1458               0.0               0.0               0.0               0.0   \n",
              "1459               0.0               0.0               0.0               0.0   \n",
              "\n",
              "      MiscFeature_nan  SaleType_COD  SaleType_CWD  SaleType_Con  \\\n",
              "0                 1.0           0.0           0.0           0.0   \n",
              "1                 1.0           0.0           0.0           0.0   \n",
              "2                 1.0           0.0           0.0           0.0   \n",
              "3                 1.0           0.0           0.0           0.0   \n",
              "4                 1.0           0.0           0.0           0.0   \n",
              "...               ...           ...           ...           ...   \n",
              "1455              1.0           0.0           0.0           0.0   \n",
              "1456              1.0           0.0           0.0           0.0   \n",
              "1457              0.0           0.0           0.0           0.0   \n",
              "1458              1.0           0.0           0.0           0.0   \n",
              "1459              1.0           0.0           0.0           0.0   \n",
              "\n",
              "      SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  \\\n",
              "0                0.0             0.0             0.0           0.0   \n",
              "1                0.0             0.0             0.0           0.0   \n",
              "2                0.0             0.0             0.0           0.0   \n",
              "3                0.0             0.0             0.0           0.0   \n",
              "4                0.0             0.0             0.0           0.0   \n",
              "...              ...             ...             ...           ...   \n",
              "1455             0.0             0.0             0.0           0.0   \n",
              "1456             0.0             0.0             0.0           0.0   \n",
              "1457             0.0             0.0             0.0           0.0   \n",
              "1458             0.0             0.0             0.0           0.0   \n",
              "1459             0.0             0.0             0.0           0.0   \n",
              "\n",
              "      SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  \\\n",
              "0              0.0          1.0                    0.0                    0.0   \n",
              "1              0.0          1.0                    0.0                    0.0   \n",
              "2              0.0          1.0                    0.0                    0.0   \n",
              "3              0.0          1.0                    1.0                    0.0   \n",
              "4              0.0          1.0                    0.0                    0.0   \n",
              "...            ...          ...                    ...                    ...   \n",
              "1455           0.0          1.0                    0.0                    0.0   \n",
              "1456           0.0          1.0                    0.0                    0.0   \n",
              "1457           0.0          1.0                    0.0                    0.0   \n",
              "1458           0.0          1.0                    0.0                    0.0   \n",
              "1459           0.0          1.0                    0.0                    0.0   \n",
              "\n",
              "      SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  \\\n",
              "0                      0.0                   0.0                   1.0   \n",
              "1                      0.0                   0.0                   1.0   \n",
              "2                      0.0                   0.0                   1.0   \n",
              "3                      0.0                   0.0                   0.0   \n",
              "4                      0.0                   0.0                   1.0   \n",
              "...                    ...                   ...                   ...   \n",
              "1455                   0.0                   0.0                   1.0   \n",
              "1456                   0.0                   0.0                   1.0   \n",
              "1457                   0.0                   0.0                   1.0   \n",
              "1458                   0.0                   0.0                   1.0   \n",
              "1459                   0.0                   0.0                   1.0   \n",
              "\n",
              "      SaleCondition_Partial  \n",
              "0                       0.0  \n",
              "1                       0.0  \n",
              "2                       0.0  \n",
              "3                       0.0  \n",
              "4                       0.0  \n",
              "...                     ...  \n",
              "1455                    0.0  \n",
              "1456                    0.0  \n",
              "1457                    0.0  \n",
              "1458                    0.0  \n",
              "1459                    0.0  \n",
              "\n",
              "[1460 rows x 347 columns]"
            ]
          },
          "execution_count": 140,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs_df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "heavy-geology",
      "metadata": {
        "id": "heavy-geology"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "instructional-outreach",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "instructional-outreach",
        "outputId": "b5fe6f06-5fe0-49e5-9dae-bbcab6416440",
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "improving-finnish",
      "metadata": {
        "id": "improving-finnish"
      },
      "source": [
        "### Training and Validation Set\n",
        "\n",
        "Finally, let's split the dataset into a training and validation set. We'll use a randomly select 25% subset of the data for validation. Also, we'll use just the numeric and encoded columns, since the inputs to our model must be numbers."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "efficient-diabetes",
      "metadata": {
        "id": "efficient-diabetes"
      },
      "outputs": [],
      "source": [
        "from sklearn.model_selection import train_test_split"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "looking-alliance",
      "metadata": {
        "id": "looking-alliance"
      },
      "outputs": [],
      "source": [
        "train_inputs, val_inputs, train_targets, val_targets = train_test_split(inputs_df[numeric_cols + encoded_cols],\n",
        "                                                                        targets,\n",
        "                                                                        test_size=0.25,\n",
        "                                                                        random_state=42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "frozen-charles",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "frozen-charles",
        "outputId": "e8ba4a20-ddb8-4b9c-f8de-a36c3e054ad3"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-8fcd2f95-8463-4cf4-824b-1472874de8ac\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageYrBlt</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>MSZoning_C (all)</th>\n",
              "      <th>MSZoning_FV</th>\n",
              "      <th>MSZoning_RH</th>\n",
              "      <th>MSZoning_RL</th>\n",
              "      <th>MSZoning_RM</th>\n",
              "      <th>Street_Grvl</th>\n",
              "      <th>Street_Pave</th>\n",
              "      <th>Alley_Grvl</th>\n",
              "      <th>Alley_Pave</th>\n",
              "      <th>Alley_nan</th>\n",
              "      <th>LotShape_IR1</th>\n",
              "      <th>LotShape_IR2</th>\n",
              "      <th>LotShape_IR3</th>\n",
              "      <th>LotShape_Reg</th>\n",
              "      <th>LandContour_Bnk</th>\n",
              "      <th>LandContour_HLS</th>\n",
              "      <th>LandContour_Low</th>\n",
              "      <th>LandContour_Lvl</th>\n",
              "      <th>Utilities_AllPub</th>\n",
              "      <th>Utilities_NoSeWa</th>\n",
              "      <th>LotConfig_Corner</th>\n",
              "      <th>LotConfig_CulDSac</th>\n",
              "      <th>LotConfig_FR2</th>\n",
              "      <th>LotConfig_FR3</th>\n",
              "      <th>LotConfig_Inside</th>\n",
              "      <th>LandSlope_Gtl</th>\n",
              "      <th>LandSlope_Mod</th>\n",
              "      <th>LandSlope_Sev</th>\n",
              "      <th>Neighborhood_Blmngtn</th>\n",
              "      <th>Neighborhood_Blueste</th>\n",
              "      <th>Neighborhood_BrDale</th>\n",
              "      <th>Neighborhood_BrkSide</th>\n",
              "      <th>Neighborhood_ClearCr</th>\n",
              "      <th>Neighborhood_CollgCr</th>\n",
              "      <th>Neighborhood_Crawfor</th>\n",
              "      <th>Neighborhood_Edwards</th>\n",
              "      <th>Neighborhood_Gilbert</th>\n",
              "      <th>Neighborhood_IDOTRR</th>\n",
              "      <th>Neighborhood_MeadowV</th>\n",
              "      <th>Neighborhood_Mitchel</th>\n",
              "      <th>Neighborhood_NAmes</th>\n",
              "      <th>Neighborhood_NPkVill</th>\n",
              "      <th>Neighborhood_NWAmes</th>\n",
              "      <th>Neighborhood_NoRidge</th>\n",
              "      <th>Neighborhood_NridgHt</th>\n",
              "      <th>Neighborhood_OldTown</th>\n",
              "      <th>Neighborhood_SWISU</th>\n",
              "      <th>Neighborhood_Sawyer</th>\n",
              "      <th>Neighborhood_SawyerW</th>\n",
              "      <th>Neighborhood_Somerst</th>\n",
              "      <th>Neighborhood_StoneBr</th>\n",
              "      <th>Neighborhood_Timber</th>\n",
              "      <th>Neighborhood_Veenker</th>\n",
              "      <th>Condition1_Artery</th>\n",
              "      <th>Condition1_Feedr</th>\n",
              "      <th>Condition1_Norm</th>\n",
              "      <th>Condition1_PosA</th>\n",
              "      <th>Condition1_PosN</th>\n",
              "      <th>Condition1_RRAe</th>\n",
              "      <th>Condition1_RRAn</th>\n",
              "      <th>Condition1_RRNe</th>\n",
              "      <th>Condition1_RRNn</th>\n",
              "      <th>Condition2_Artery</th>\n",
              "      <th>Condition2_Feedr</th>\n",
              "      <th>...</th>\n",
              "      <th>BsmtFinType1_Unf</th>\n",
              "      <th>BsmtFinType1_nan</th>\n",
              "      <th>BsmtFinType2_ALQ</th>\n",
              "      <th>BsmtFinType2_BLQ</th>\n",
              "      <th>BsmtFinType2_GLQ</th>\n",
              "      <th>BsmtFinType2_LwQ</th>\n",
              "      <th>BsmtFinType2_Rec</th>\n",
              "      <th>BsmtFinType2_Unf</th>\n",
              "      <th>BsmtFinType2_nan</th>\n",
              "      <th>Heating_Floor</th>\n",
              "      <th>Heating_GasA</th>\n",
              "      <th>Heating_GasW</th>\n",
              "      <th>Heating_Grav</th>\n",
              "      <th>Heating_OthW</th>\n",
              "      <th>Heating_Wall</th>\n",
              "      <th>HeatingQC_Ex</th>\n",
              "      <th>HeatingQC_Fa</th>\n",
              "      <th>HeatingQC_Gd</th>\n",
              "      <th>HeatingQC_Po</th>\n",
              "      <th>HeatingQC_TA</th>\n",
              "      <th>CentralAir_N</th>\n",
              "      <th>CentralAir_Y</th>\n",
              "      <th>Electrical_FuseA</th>\n",
              "      <th>Electrical_FuseF</th>\n",
              "      <th>Electrical_FuseP</th>\n",
              "      <th>Electrical_Mix</th>\n",
              "      <th>Electrical_SBrkr</th>\n",
              "      <th>Electrical_nan</th>\n",
              "      <th>KitchenQual_Ex</th>\n",
              "      <th>KitchenQual_Fa</th>\n",
              "      <th>KitchenQual_Gd</th>\n",
              "      <th>KitchenQual_TA</th>\n",
              "      <th>Functional_Maj1</th>\n",
              "      <th>Functional_Maj2</th>\n",
              "      <th>Functional_Min1</th>\n",
              "      <th>Functional_Min2</th>\n",
              "      <th>Functional_Mod</th>\n",
              "      <th>Functional_Sev</th>\n",
              "      <th>Functional_Typ</th>\n",
              "      <th>FireplaceQu_Ex</th>\n",
              "      <th>FireplaceQu_Fa</th>\n",
              "      <th>FireplaceQu_Gd</th>\n",
              "      <th>FireplaceQu_Po</th>\n",
              "      <th>FireplaceQu_TA</th>\n",
              "      <th>FireplaceQu_nan</th>\n",
              "      <th>GarageType_2Types</th>\n",
              "      <th>GarageType_Attchd</th>\n",
              "      <th>GarageType_Basment</th>\n",
              "      <th>GarageType_BuiltIn</th>\n",
              "      <th>GarageType_CarPort</th>\n",
              "      <th>GarageType_Detchd</th>\n",
              "      <th>GarageType_nan</th>\n",
              "      <th>GarageFinish_Fin</th>\n",
              "      <th>GarageFinish_RFn</th>\n",
              "      <th>GarageFinish_Unf</th>\n",
              "      <th>GarageFinish_nan</th>\n",
              "      <th>GarageQual_Ex</th>\n",
              "      <th>GarageQual_Fa</th>\n",
              "      <th>GarageQual_Gd</th>\n",
              "      <th>GarageQual_Po</th>\n",
              "      <th>GarageQual_TA</th>\n",
              "      <th>GarageQual_nan</th>\n",
              "      <th>GarageCond_Ex</th>\n",
              "      <th>GarageCond_Fa</th>\n",
              "      <th>GarageCond_Gd</th>\n",
              "      <th>GarageCond_Po</th>\n",
              "      <th>GarageCond_TA</th>\n",
              "      <th>GarageCond_nan</th>\n",
              "      <th>PavedDrive_N</th>\n",
              "      <th>PavedDrive_P</th>\n",
              "      <th>PavedDrive_Y</th>\n",
              "      <th>PoolQC_Ex</th>\n",
              "      <th>PoolQC_Fa</th>\n",
              "      <th>PoolQC_Gd</th>\n",
              "      <th>PoolQC_nan</th>\n",
              "      <th>Fence_GdPrv</th>\n",
              "      <th>Fence_GdWo</th>\n",
              "      <th>Fence_MnPrv</th>\n",
              "      <th>Fence_MnWw</th>\n",
              "      <th>Fence_nan</th>\n",
              "      <th>MiscFeature_Gar2</th>\n",
              "      <th>MiscFeature_Othr</th>\n",
              "      <th>MiscFeature_Shed</th>\n",
              "      <th>MiscFeature_TenC</th>\n",
              "      <th>MiscFeature_nan</th>\n",
              "      <th>SaleType_COD</th>\n",
              "      <th>SaleType_CWD</th>\n",
              "      <th>SaleType_Con</th>\n",
              "      <th>SaleType_ConLD</th>\n",
              "      <th>SaleType_ConLI</th>\n",
              "      <th>SaleType_ConLw</th>\n",
              "      <th>SaleType_New</th>\n",
              "      <th>SaleType_Oth</th>\n",
              "      <th>SaleType_WD</th>\n",
              "      <th>SaleCondition_Abnorml</th>\n",
              "      <th>SaleCondition_AdjLand</th>\n",
              "      <th>SaleCondition_Alloca</th>\n",
              "      <th>SaleCondition_Family</th>\n",
              "      <th>SaleCondition_Normal</th>\n",
              "      <th>SaleCondition_Partial</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1023</th>\n",
              "      <td>0.588235</td>\n",
              "      <td>0.075342</td>\n",
              "      <td>0.008797</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.008750</td>\n",
              "      <td>0.002835</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.569349</td>\n",
              "      <td>0.220295</td>\n",
              "      <td>0.268472</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.220422</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.954545</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.308181</td>\n",
              "      <td>0.182030</td>\n",
              "      <td>0.036563</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>810</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.195205</td>\n",
              "      <td>0.041319</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.739130</td>\n",
              "      <td>0.816667</td>\n",
              "      <td>0.061875</td>\n",
              "      <td>0.117470</td>\n",
              "      <td>0.255767</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.170213</td>\n",
              "      <td>0.223726</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.183685</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.672727</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.341326</td>\n",
              "      <td>0.309218</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1384</th>\n",
              "      <td>0.176471</td>\n",
              "      <td>0.133562</td>\n",
              "      <td>0.036271</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.485507</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.036145</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.152397</td>\n",
              "      <td>0.091653</td>\n",
              "      <td>0.083525</td>\n",
              "      <td>0.271186</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.174077</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.354545</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.197461</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
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              "      <td>0.444444</td>\n",
              "      <td>0.500</td>\n",
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              "    <tr>\n",
              "      <th>813</th>\n",
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              "      <td>0.184932</td>\n",
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              "      <td>0.555556</td>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.5</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1095</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.195205</td>\n",
              "      <td>0.037472</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.500</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.552226</td>\n",
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              "      <td>0.963636</td>\n",
              "      <td>0.50</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>...</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1130</th>\n",
              "      <td>0.176471</td>\n",
              "      <td>0.150685</td>\n",
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              "      <td>0.333333</td>\n",
              "      <td>0.250</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.110206</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.214041</td>\n",
              "      <td>0.183633</td>\n",
              "      <td>0.228086</td>\n",
              "      <td>0.316223</td>\n",
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              "      <td>0.310286</td>\n",
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              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.736364</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.406206</td>\n",
              "      <td>0.502917</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
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              "      <td>0.099849</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.518182</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.403385</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.272727</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>860</th>\n",
              "      <td>0.176471</td>\n",
              "      <td>0.116438</td>\n",
              "      <td>0.029643</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.875</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.390411</td>\n",
              "      <td>0.149264</td>\n",
              "      <td>0.132630</td>\n",
              "      <td>0.248910</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.205727</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.227273</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.152327</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.438757</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1126</th>\n",
              "      <td>0.588235</td>\n",
              "      <td>0.109589</td>\n",
              "      <td>0.011143</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.950000</td>\n",
              "      <td>0.081250</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.587757</td>\n",
              "      <td>0.224714</td>\n",
              "      <td>0.280174</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.230030</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.972727</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.465444</td>\n",
              "      <td>0.166861</td>\n",
              "      <td>0.036563</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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            "text/plain": [
              "      MSSubClass  LotFrontage   LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "1023    0.588235     0.075342  0.008797     0.666667        0.500   0.963768   \n",
              "810     0.000000     0.195205  0.041319     0.555556        0.625   0.739130   \n",
              "1384    0.176471     0.133562  0.036271     0.555556        0.500   0.485507   \n",
              "626     0.000000     0.167979  0.051611     0.444444        0.500   0.637681   \n",
              "813     0.000000     0.184932  0.039496     0.555556        0.625   0.623188   \n",
              "...          ...          ...       ...          ...          ...        ...   \n",
              "1095    0.000000     0.195205  0.037472     0.555556        0.500   0.971014   \n",
              "1130    0.176471     0.150685  0.030400     0.333333        0.250   0.405797   \n",
              "1294    0.000000     0.133562  0.032120     0.444444        0.750   0.601449   \n",
              "860     0.176471     0.116438  0.029643     0.666667        0.875   0.333333   \n",
              "1126    0.588235     0.109589  0.011143     0.666667        0.500   0.978261   \n",
              "\n",
              "      YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
              "1023      0.933333    0.008750    0.002835    0.000000   0.569349   \n",
              "810       0.816667    0.061875    0.117470    0.255767   0.000000   \n",
              "1384      0.000000    0.000000    0.036145    0.000000   0.152397   \n",
              "626       0.466667    0.000000    0.000000    0.000000   0.418664   \n",
              "813       0.133333    0.151875    0.107725    0.000000   0.357021   \n",
              "...            ...         ...         ...         ...        ...   \n",
              "1095      0.933333    0.000000    0.004252    0.000000   0.552226   \n",
              "1130      0.000000    0.000000    0.110206    0.000000   0.214041   \n",
              "1294      0.666667    0.000000    0.029589    0.000000   0.298373   \n",
              "860       0.800000    0.000000    0.000000    0.000000   0.390411   \n",
              "1126      0.950000    0.081250    0.000000    0.000000   0.587757   \n",
              "\n",
              "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
              "1023     0.220295  0.268472  0.000000           0.0   0.220422      0.000000   \n",
              "810      0.170213  0.223726  0.000000           0.0   0.183685      0.333333   \n",
              "1384     0.091653  0.083525  0.271186           0.0   0.174077      0.000000   \n",
              "626      0.160065  0.249656  0.000000           0.0   0.204974      0.000000   \n",
              "813      0.236007  0.254245  0.000000           0.0   0.208742      0.000000   \n",
              "...           ...       ...       ...           ...        ...           ...   \n",
              "1095     0.215057  0.224874  0.000000           0.0   0.184627      0.000000   \n",
              "1130     0.183633  0.228086  0.316223           0.0   0.310286      0.333333   \n",
              "1294     0.141408  0.121615  0.000000           0.0   0.099849      0.333333   \n",
              "860      0.149264  0.132630  0.248910           0.0   0.205727      0.000000   \n",
              "1126     0.224714  0.280174  0.000000           0.0   0.230030      0.000000   \n",
              "\n",
              "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
              "1023           0.0  0.666667       0.0         0.250      0.333333   \n",
              "810            0.0  0.333333       0.5         0.375      0.333333   \n",
              "1384           0.0  0.333333       0.0         0.250      0.333333   \n",
              "626            0.0  0.333333       0.0         0.375      0.333333   \n",
              "813            0.0  0.333333       0.5         0.500      0.333333   \n",
              "...            ...       ...       ...           ...           ...   \n",
              "1095           0.0  0.666667       0.0         0.375      0.333333   \n",
              "1130           0.0  0.666667       0.0         0.500      0.333333   \n",
              "1294           0.0  0.333333       0.0         0.250      0.333333   \n",
              "860            0.0  0.333333       0.5         0.375      0.333333   \n",
              "1126           0.0  0.666667       0.0         0.250      0.333333   \n",
              "\n",
              "      TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  \\\n",
              "1023      0.416667    0.333333     0.954545        0.50    0.308181   \n",
              "810       0.250000    0.333333     0.672727        0.50    0.341326   \n",
              "1384      0.333333    0.000000     0.354545        0.25    0.197461   \n",
              "626       0.333333    0.333333     0.545455        0.25    0.201693   \n",
              "813       0.416667    0.000000     0.527273        0.25    0.212271   \n",
              "...            ...         ...          ...         ...         ...   \n",
              "1095      0.333333    0.333333     0.963636        0.50    0.310296   \n",
              "1130      0.416667    0.666667     0.736364        0.50    0.406206   \n",
              "1294      0.250000    0.000000     0.518182        0.50    0.403385   \n",
              "860       0.416667    0.333333     0.227273        0.25    0.152327   \n",
              "1126      0.416667    0.333333     0.972727        0.75    0.465444   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "1023    0.182030     0.036563       0.000000        0.0          0.0   \n",
              "810     0.309218     0.000000       0.000000        0.0          0.0   \n",
              "1384    0.000000     0.000000       0.000000        0.0          0.0   \n",
              "626     0.000000     0.000000       0.065217        0.0          0.0   \n",
              "813     0.000000     0.000000       0.498188        0.0          0.0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "1095    0.000000     0.040219       0.000000        0.0          0.0   \n",
              "1130    0.502917     0.080439       0.000000        0.0          0.0   \n",
              "1294    0.000000     0.000000       0.000000        0.0          0.0   \n",
              "860     0.000000     0.438757       0.000000        0.0          0.0   \n",
              "1126    0.166861     0.036563       0.000000        0.0          0.0   \n",
              "\n",
              "      PoolArea   MiscVal    MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  \\\n",
              "1023  0.000000  0.000000  0.363636    0.50               0.0          0.0   \n",
              "810   0.878049  0.000000  0.000000    0.00               0.0          0.0   \n",
              "1384  0.000000  0.000000  0.818182    0.75               0.0          0.0   \n",
              "626   0.000000  0.038710  0.636364    0.25               0.0          0.0   \n",
              "813   0.000000  0.032258  0.272727    0.25               0.0          0.0   \n",
              "...        ...       ...       ...     ...               ...          ...   \n",
              "1095  0.000000  0.000000  0.181818    0.25               0.0          0.0   \n",
              "1130  0.000000  0.000000  1.000000    0.75               0.0          0.0   \n",
              "1294  0.000000  0.000000  0.272727    0.00               0.0          0.0   \n",
              "860   0.000000  0.000000  0.454545    0.25               0.0          0.0   \n",
              "1126  0.000000  0.000000  0.454545    0.75               0.0          0.0   \n",
              "\n",
              "      MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  \\\n",
              "1023          0.0          1.0          0.0          0.0          1.0   \n",
              "810           0.0          1.0          0.0          0.0          1.0   \n",
              "1384          0.0          1.0          0.0          0.0          1.0   \n",
              "626           0.0          1.0          0.0          0.0          1.0   \n",
              "813           0.0          1.0          0.0          0.0          1.0   \n",
              "...           ...          ...          ...          ...          ...   \n",
              "1095          0.0          1.0          0.0          0.0          1.0   \n",
              "1130          0.0          1.0          0.0          0.0          1.0   \n",
              "1294          0.0          1.0          0.0          0.0          1.0   \n",
              "860           0.0          1.0          0.0          0.0          1.0   \n",
              "1126          0.0          1.0          0.0          0.0          1.0   \n",
              "\n",
              "      Alley_Grvl  Alley_Pave  Alley_nan  LotShape_IR1  LotShape_IR2  \\\n",
              "1023         0.0         0.0        1.0           0.0           0.0   \n",
              "810          0.0         0.0        1.0           0.0           0.0   \n",
              "1384         0.0         0.0        1.0           0.0           0.0   \n",
              "626          0.0         0.0        1.0           1.0           0.0   \n",
              "813          0.0         0.0        1.0           0.0           0.0   \n",
              "...          ...         ...        ...           ...           ...   \n",
              "1095         0.0         0.0        1.0           1.0           0.0   \n",
              "1130         0.0         0.0        1.0           0.0           0.0   \n",
              "1294         0.0         0.0        1.0           0.0           0.0   \n",
              "860          0.0         0.0        1.0           0.0           0.0   \n",
              "1126         0.0         0.0        1.0           0.0           0.0   \n",
              "\n",
              "      LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  \\\n",
              "1023           0.0           1.0              0.0              0.0   \n",
              "810            0.0           1.0              0.0              0.0   \n",
              "1384           0.0           1.0              0.0              0.0   \n",
              "626            0.0           0.0              0.0              0.0   \n",
              "813            0.0           1.0              0.0              0.0   \n",
              "...            ...           ...              ...              ...   \n",
              "1095           0.0           0.0              0.0              0.0   \n",
              "1130           0.0           1.0              0.0              0.0   \n",
              "1294           0.0           1.0              0.0              0.0   \n",
              "860            0.0           1.0              0.0              0.0   \n",
              "1126           0.0           1.0              0.0              0.0   \n",
              "\n",
              "      LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  \\\n",
              "1023              0.0              1.0               1.0               0.0   \n",
              "810               0.0              1.0               1.0               0.0   \n",
              "1384              0.0              1.0               1.0               0.0   \n",
              "626               0.0              1.0               1.0               0.0   \n",
              "813               0.0              1.0               1.0               0.0   \n",
              "...               ...              ...               ...               ...   \n",
              "1095              0.0              1.0               1.0               0.0   \n",
              "1130              0.0              1.0               1.0               0.0   \n",
              "1294              0.0              1.0               1.0               0.0   \n",
              "860               0.0              1.0               1.0               0.0   \n",
              "1126              0.0              1.0               1.0               0.0   \n",
              "\n",
              "      LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  \\\n",
              "1023               0.0                0.0            0.0            0.0   \n",
              "810                0.0                0.0            0.0            0.0   \n",
              "1384               0.0                0.0            0.0            0.0   \n",
              "626                0.0                0.0            0.0            0.0   \n",
              "813                0.0                0.0            0.0            0.0   \n",
              "...                ...                ...            ...            ...   \n",
              "1095               0.0                0.0            0.0            0.0   \n",
              "1130               0.0                0.0            0.0            0.0   \n",
              "1294               0.0                0.0            0.0            0.0   \n",
              "860                1.0                0.0            0.0            0.0   \n",
              "1126               0.0                0.0            0.0            0.0   \n",
              "\n",
              "      LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  \\\n",
              "1023               1.0            1.0            0.0            0.0   \n",
              "810                1.0            1.0            0.0            0.0   \n",
              "1384               1.0            1.0            0.0            0.0   \n",
              "626                1.0            1.0            0.0            0.0   \n",
              "813                1.0            1.0            0.0            0.0   \n",
              "...                ...            ...            ...            ...   \n",
              "1095               1.0            1.0            0.0            0.0   \n",
              "1130               1.0            1.0            0.0            0.0   \n",
              "1294               1.0            1.0            0.0            0.0   \n",
              "860                0.0            1.0            0.0            0.0   \n",
              "1126               1.0            1.0            0.0            0.0   \n",
              "\n",
              "      Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
              "1023                   1.0                   0.0                  0.0   \n",
              "810                    0.0                   0.0                  0.0   \n",
              "1384                   0.0                   0.0                  0.0   \n",
              "626                    0.0                   0.0                  0.0   \n",
              "813                    0.0                   0.0                  0.0   \n",
              "...                    ...                   ...                  ...   \n",
              "1095                   0.0                   0.0                  0.0   \n",
              "1130                   0.0                   0.0                  0.0   \n",
              "1294                   0.0                   0.0                  0.0   \n",
              "860                    0.0                   0.0                  0.0   \n",
              "1126                   1.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
              "1023                   0.0                   0.0                   0.0   \n",
              "810                    0.0                   0.0                   0.0   \n",
              "1384                   0.0                   0.0                   0.0   \n",
              "626                    0.0                   0.0                   0.0   \n",
              "813                    0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "1095                   0.0                   0.0                   1.0   \n",
              "1130                   0.0                   0.0                   0.0   \n",
              "1294                   0.0                   0.0                   0.0   \n",
              "860                    0.0                   0.0                   0.0   \n",
              "1126                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
              "1023                   0.0                   0.0                   0.0   \n",
              "810                    0.0                   0.0                   0.0   \n",
              "1384                   0.0                   1.0                   0.0   \n",
              "626                    0.0                   0.0                   0.0   \n",
              "813                    0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "1095                   0.0                   0.0                   0.0   \n",
              "1130                   0.0                   0.0                   0.0   \n",
              "1294                   0.0                   1.0                   0.0   \n",
              "860                    1.0                   0.0                   0.0   \n",
              "1126                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
              "1023                  0.0                   0.0                   0.0   \n",
              "810                   0.0                   0.0                   0.0   \n",
              "1384                  0.0                   0.0                   0.0   \n",
              "626                   0.0                   0.0                   0.0   \n",
              "813                   0.0                   0.0                   0.0   \n",
              "...                   ...                   ...                   ...   \n",
              "1095                  0.0                   0.0                   0.0   \n",
              "1130                  0.0                   0.0                   0.0   \n",
              "1294                  0.0                   0.0                   0.0   \n",
              "860                   0.0                   0.0                   0.0   \n",
              "1126                  0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
              "1023                 0.0                   0.0                  0.0   \n",
              "810                  0.0                   0.0                  1.0   \n",
              "1384                 0.0                   0.0                  0.0   \n",
              "626                  1.0                   0.0                  0.0   \n",
              "813                  1.0                   0.0                  0.0   \n",
              "...                  ...                   ...                  ...   \n",
              "1095                 0.0                   0.0                  0.0   \n",
              "1130                 0.0                   0.0                  0.0   \n",
              "1294                 0.0                   0.0                  0.0   \n",
              "860                  0.0                   0.0                  0.0   \n",
              "1126                 0.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
              "1023                   0.0                   0.0                   0.0   \n",
              "810                    0.0                   0.0                   0.0   \n",
              "1384                   0.0                   0.0                   0.0   \n",
              "626                    0.0                   0.0                   0.0   \n",
              "813                    0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "1095                   0.0                   0.0                   0.0   \n",
              "1130                   0.0                   0.0                   0.0   \n",
              "1294                   0.0                   0.0                   0.0   \n",
              "860                    0.0                   0.0                   0.0   \n",
              "1126                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
              "1023                 0.0                  0.0                   0.0   \n",
              "810                  0.0                  0.0                   0.0   \n",
              "1384                 0.0                  0.0                   0.0   \n",
              "626                  0.0                  0.0                   0.0   \n",
              "813                  0.0                  0.0                   0.0   \n",
              "...                  ...                  ...                   ...   \n",
              "1095                 0.0                  0.0                   0.0   \n",
              "1130                 1.0                  0.0                   0.0   \n",
              "1294                 0.0                  0.0                   0.0   \n",
              "860                  0.0                  0.0                   0.0   \n",
              "1126                 0.0                  0.0                   0.0   \n",
              "\n",
              "      Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
              "1023                   0.0                   0.0                  0.0   \n",
              "810                    0.0                   0.0                  0.0   \n",
              "1384                   0.0                   0.0                  0.0   \n",
              "626                    0.0                   0.0                  0.0   \n",
              "813                    0.0                   0.0                  0.0   \n",
              "...                    ...                   ...                  ...   \n",
              "1095                   0.0                   0.0                  0.0   \n",
              "1130                   0.0                   0.0                  0.0   \n",
              "1294                   0.0                   0.0                  0.0   \n",
              "860                    0.0                   0.0                  0.0   \n",
              "1126                   0.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  \\\n",
              "1023                   0.0                0.0               0.0   \n",
              "810                    0.0                0.0               0.0   \n",
              "1384                   0.0                0.0               0.0   \n",
              "626                    0.0                0.0               0.0   \n",
              "813                    0.0                0.0               0.0   \n",
              "...                    ...                ...               ...   \n",
              "1095                   0.0                0.0               0.0   \n",
              "1130                   0.0                0.0               0.0   \n",
              "1294                   0.0                0.0               0.0   \n",
              "860                    0.0                0.0               0.0   \n",
              "1126                   0.0                0.0               0.0   \n",
              "\n",
              "      Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  \\\n",
              "1023              1.0              0.0              0.0              0.0   \n",
              "810               1.0              0.0              0.0              0.0   \n",
              "1384              1.0              0.0              0.0              0.0   \n",
              "626               1.0              0.0              0.0              0.0   \n",
              "813               1.0              0.0              0.0              0.0   \n",
              "...               ...              ...              ...              ...   \n",
              "1095              1.0              0.0              0.0              0.0   \n",
              "1130              1.0              0.0              0.0              0.0   \n",
              "1294              1.0              0.0              0.0              0.0   \n",
              "860               1.0              0.0              0.0              0.0   \n",
              "1126              1.0              0.0              0.0              0.0   \n",
              "\n",
              "      Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  \\\n",
              "1023              0.0              0.0              0.0                0.0   \n",
              "810               0.0              0.0              0.0                0.0   \n",
              "1384              0.0              0.0              0.0                0.0   \n",
              "626               0.0              0.0              0.0                0.0   \n",
              "813               0.0              0.0              0.0                0.0   \n",
              "...               ...              ...              ...                ...   \n",
              "1095              0.0              0.0              0.0                0.0   \n",
              "1130              0.0              0.0              0.0                0.0   \n",
              "1294              0.0              0.0              0.0                0.0   \n",
              "860               0.0              0.0              0.0                0.0   \n",
              "1126              0.0              0.0              0.0                0.0   \n",
              "\n",
              "      Condition2_Feedr  ...  BsmtFinType1_Unf  BsmtFinType1_nan  \\\n",
              "1023               0.0  ...               0.0               0.0   \n",
              "810                0.0  ...               0.0               0.0   \n",
              "1384               0.0  ...               0.0               0.0   \n",
              "626                0.0  ...               1.0               0.0   \n",
              "813                0.0  ...               0.0               0.0   \n",
              "...                ...  ...               ...               ...   \n",
              "1095               0.0  ...               0.0               0.0   \n",
              "1130               0.0  ...               0.0               0.0   \n",
              "1294               0.0  ...               0.0               0.0   \n",
              "860                0.0  ...               1.0               0.0   \n",
              "1126               0.0  ...               1.0               0.0   \n",
              "\n",
              "      BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
              "1023               0.0               0.0               0.0               0.0   \n",
              "810                0.0               0.0               0.0               1.0   \n",
              "1384               0.0               0.0               0.0               0.0   \n",
              "626                0.0               0.0               0.0               0.0   \n",
              "813                0.0               0.0               0.0               0.0   \n",
              "...                ...               ...               ...               ...   \n",
              "1095               0.0               0.0               0.0               0.0   \n",
              "1130               0.0               0.0               0.0               0.0   \n",
              "1294               0.0               0.0               0.0               0.0   \n",
              "860                0.0               0.0               0.0               0.0   \n",
              "1126               0.0               0.0               0.0               0.0   \n",
              "\n",
              "      BsmtFinType2_Rec  BsmtFinType2_Unf  BsmtFinType2_nan  Heating_Floor  \\\n",
              "1023               0.0               1.0               0.0            0.0   \n",
              "810                0.0               0.0               0.0            0.0   \n",
              "1384               0.0               1.0               0.0            0.0   \n",
              "626                0.0               1.0               0.0            0.0   \n",
              "813                0.0               1.0               0.0            0.0   \n",
              "...                ...               ...               ...            ...   \n",
              "1095               0.0               1.0               0.0            0.0   \n",
              "1130               0.0               1.0               0.0            0.0   \n",
              "1294               0.0               1.0               0.0            0.0   \n",
              "860                0.0               1.0               0.0            0.0   \n",
              "1126               0.0               1.0               0.0            0.0   \n",
              "\n",
              "      Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  \\\n",
              "1023           1.0           0.0           0.0           0.0           0.0   \n",
              "810            1.0           0.0           0.0           0.0           0.0   \n",
              "1384           1.0           0.0           0.0           0.0           0.0   \n",
              "626            1.0           0.0           0.0           0.0           0.0   \n",
              "813            1.0           0.0           0.0           0.0           0.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "1095           1.0           0.0           0.0           0.0           0.0   \n",
              "1130           1.0           0.0           0.0           0.0           0.0   \n",
              "1294           1.0           0.0           0.0           0.0           0.0   \n",
              "860            1.0           0.0           0.0           0.0           0.0   \n",
              "1126           1.0           0.0           0.0           0.0           0.0   \n",
              "\n",
              "      HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  \\\n",
              "1023           1.0           0.0           0.0           0.0           0.0   \n",
              "810            0.0           1.0           0.0           0.0           0.0   \n",
              "1384           0.0           0.0           0.0           0.0           1.0   \n",
              "626            0.0           0.0           0.0           0.0           1.0   \n",
              "813            0.0           0.0           1.0           0.0           0.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "1095           0.0           0.0           1.0           0.0           0.0   \n",
              "1130           0.0           0.0           0.0           0.0           1.0   \n",
              "1294           0.0           0.0           0.0           0.0           1.0   \n",
              "860            0.0           0.0           1.0           0.0           0.0   \n",
              "1126           1.0           0.0           0.0           0.0           0.0   \n",
              "\n",
              "      CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  \\\n",
              "1023           0.0           1.0               0.0               0.0   \n",
              "810            0.0           1.0               0.0               0.0   \n",
              "1384           0.0           1.0               0.0               0.0   \n",
              "626            0.0           1.0               0.0               0.0   \n",
              "813            0.0           1.0               0.0               0.0   \n",
              "...            ...           ...               ...               ...   \n",
              "1095           0.0           1.0               0.0               0.0   \n",
              "1130           0.0           1.0               0.0               0.0   \n",
              "1294           0.0           1.0               0.0               0.0   \n",
              "860            0.0           1.0               0.0               0.0   \n",
              "1126           0.0           1.0               0.0               0.0   \n",
              "\n",
              "      Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  Electrical_nan  \\\n",
              "1023               0.0             0.0               1.0             0.0   \n",
              "810                0.0             0.0               1.0             0.0   \n",
              "1384               0.0             0.0               1.0             0.0   \n",
              "626                0.0             0.0               1.0             0.0   \n",
              "813                0.0             0.0               1.0             0.0   \n",
              "...                ...             ...               ...             ...   \n",
              "1095               0.0             0.0               1.0             0.0   \n",
              "1130               0.0             0.0               1.0             0.0   \n",
              "1294               0.0             0.0               1.0             0.0   \n",
              "860                0.0             0.0               1.0             0.0   \n",
              "1126               0.0             0.0               1.0             0.0   \n",
              "\n",
              "      KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  \\\n",
              "1023             0.0             0.0             1.0             0.0   \n",
              "810              0.0             0.0             1.0             0.0   \n",
              "1384             0.0             0.0             0.0             1.0   \n",
              "626              0.0             0.0             0.0             1.0   \n",
              "813              0.0             0.0             0.0             1.0   \n",
              "...              ...             ...             ...             ...   \n",
              "1095             0.0             0.0             1.0             0.0   \n",
              "1130             0.0             0.0             1.0             0.0   \n",
              "1294             0.0             0.0             0.0             1.0   \n",
              "860              0.0             0.0             1.0             0.0   \n",
              "1126             0.0             0.0             1.0             0.0   \n",
              "\n",
              "      Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  \\\n",
              "1023              0.0              0.0              0.0              0.0   \n",
              "810               0.0              0.0              0.0              0.0   \n",
              "1384              0.0              0.0              0.0              0.0   \n",
              "626               0.0              0.0              1.0              0.0   \n",
              "813               0.0              0.0              0.0              0.0   \n",
              "...               ...              ...              ...              ...   \n",
              "1095              0.0              0.0              0.0              0.0   \n",
              "1130              0.0              0.0              0.0              1.0   \n",
              "1294              0.0              0.0              0.0              0.0   \n",
              "860               0.0              0.0              0.0              0.0   \n",
              "1126              0.0              0.0              0.0              0.0   \n",
              "\n",
              "      Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  \\\n",
              "1023             0.0             0.0             1.0             0.0   \n",
              "810              0.0             0.0             1.0             0.0   \n",
              "1384             0.0             0.0             1.0             0.0   \n",
              "626              0.0             0.0             0.0             0.0   \n",
              "813              0.0             0.0             1.0             0.0   \n",
              "...              ...             ...             ...             ...   \n",
              "1095             0.0             0.0             1.0             0.0   \n",
              "1130             0.0             0.0             0.0             0.0   \n",
              "1294             0.0             0.0             1.0             0.0   \n",
              "860              0.0             0.0             1.0             0.0   \n",
              "1126             0.0             0.0             1.0             0.0   \n",
              "\n",
              "      FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  \\\n",
              "1023             0.0             1.0             0.0             0.0   \n",
              "810              1.0             0.0             0.0             0.0   \n",
              "1384             0.0             0.0             0.0             0.0   \n",
              "626              0.0             0.0             0.0             1.0   \n",
              "813              0.0             0.0             0.0             0.0   \n",
              "...              ...             ...             ...             ...   \n",
              "1095             0.0             1.0             0.0             0.0   \n",
              "1130             0.0             0.0             0.0             1.0   \n",
              "1294             0.0             0.0             0.0             0.0   \n",
              "860              0.0             1.0             0.0             0.0   \n",
              "1126             0.0             0.0             0.0             1.0   \n",
              "\n",
              "      FireplaceQu_nan  GarageType_2Types  GarageType_Attchd  \\\n",
              "1023              0.0                0.0                1.0   \n",
              "810               0.0                0.0                1.0   \n",
              "1384              1.0                0.0                0.0   \n",
              "626               0.0                0.0                1.0   \n",
              "813               1.0                0.0                1.0   \n",
              "...               ...                ...                ...   \n",
              "1095              0.0                0.0                1.0   \n",
              "1130              0.0                0.0                0.0   \n",
              "1294              1.0                0.0                0.0   \n",
              "860               0.0                0.0                0.0   \n",
              "1126              0.0                0.0                1.0   \n",
              "\n",
              "      GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  \\\n",
              "1023                 0.0                 0.0                 0.0   \n",
              "810                  0.0                 0.0                 0.0   \n",
              "1384                 0.0                 0.0                 0.0   \n",
              "626                  0.0                 0.0                 0.0   \n",
              "813                  0.0                 0.0                 0.0   \n",
              "...                  ...                 ...                 ...   \n",
              "1095                 0.0                 0.0                 0.0   \n",
              "1130                 0.0                 0.0                 0.0   \n",
              "1294                 0.0                 0.0                 0.0   \n",
              "860                  0.0                 0.0                 0.0   \n",
              "1126                 0.0                 0.0                 0.0   \n",
              "\n",
              "      GarageType_Detchd  GarageType_nan  GarageFinish_Fin  GarageFinish_RFn  \\\n",
              "1023                0.0             0.0               1.0               0.0   \n",
              "810                 0.0             0.0               0.0               1.0   \n",
              "1384                1.0             0.0               0.0               0.0   \n",
              "626                 0.0             0.0               0.0               1.0   \n",
              "813                 0.0             0.0               0.0               1.0   \n",
              "...                 ...             ...               ...               ...   \n",
              "1095                0.0             0.0               0.0               1.0   \n",
              "1130                1.0             0.0               0.0               0.0   \n",
              "1294                1.0             0.0               0.0               0.0   \n",
              "860                 1.0             0.0               0.0               0.0   \n",
              "1126                0.0             0.0               1.0               0.0   \n",
              "\n",
              "      GarageFinish_Unf  GarageFinish_nan  GarageQual_Ex  GarageQual_Fa  \\\n",
              "1023               0.0               0.0            0.0            0.0   \n",
              "810                0.0               0.0            0.0            0.0   \n",
              "1384               1.0               0.0            0.0            0.0   \n",
              "626                0.0               0.0            0.0            0.0   \n",
              "813                0.0               0.0            0.0            0.0   \n",
              "...                ...               ...            ...            ...   \n",
              "1095               0.0               0.0            0.0            0.0   \n",
              "1130               1.0               0.0            0.0            0.0   \n",
              "1294               1.0               0.0            0.0            0.0   \n",
              "860                1.0               0.0            0.0            0.0   \n",
              "1126               0.0               0.0            0.0            0.0   \n",
              "\n",
              "      GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageQual_nan  \\\n",
              "1023            0.0            0.0            1.0             0.0   \n",
              "810             0.0            0.0            1.0             0.0   \n",
              "1384            0.0            0.0            1.0             0.0   \n",
              "626             0.0            0.0            1.0             0.0   \n",
              "813             0.0            0.0            1.0             0.0   \n",
              "...             ...            ...            ...             ...   \n",
              "1095            0.0            0.0            1.0             0.0   \n",
              "1130            0.0            0.0            1.0             0.0   \n",
              "1294            0.0            0.0            1.0             0.0   \n",
              "860             0.0            0.0            1.0             0.0   \n",
              "1126            0.0            0.0            1.0             0.0   \n",
              "\n",
              "      GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  \\\n",
              "1023            0.0            0.0            0.0            0.0   \n",
              "810             0.0            0.0            0.0            0.0   \n",
              "1384            0.0            0.0            0.0            0.0   \n",
              "626             0.0            0.0            0.0            0.0   \n",
              "813             0.0            0.0            0.0            0.0   \n",
              "...             ...            ...            ...            ...   \n",
              "1095            0.0            0.0            0.0            0.0   \n",
              "1130            0.0            0.0            0.0            0.0   \n",
              "1294            0.0            0.0            0.0            0.0   \n",
              "860             0.0            0.0            0.0            0.0   \n",
              "1126            0.0            0.0            0.0            0.0   \n",
              "\n",
              "      GarageCond_TA  GarageCond_nan  PavedDrive_N  PavedDrive_P  PavedDrive_Y  \\\n",
              "1023            1.0             0.0           0.0           0.0           1.0   \n",
              "810             1.0             0.0           0.0           0.0           1.0   \n",
              "1384            1.0             0.0           0.0           1.0           0.0   \n",
              "626             1.0             0.0           0.0           0.0           1.0   \n",
              "813             1.0             0.0           0.0           0.0           1.0   \n",
              "...             ...             ...           ...           ...           ...   \n",
              "1095            1.0             0.0           0.0           0.0           1.0   \n",
              "1130            1.0             0.0           0.0           0.0           1.0   \n",
              "1294            1.0             0.0           1.0           0.0           0.0   \n",
              "860             1.0             0.0           0.0           0.0           1.0   \n",
              "1126            1.0             0.0           0.0           0.0           1.0   \n",
              "\n",
              "      PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  PoolQC_nan  Fence_GdPrv  Fence_GdWo  \\\n",
              "1023        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "810         0.0        1.0        0.0         0.0          1.0         0.0   \n",
              "1384        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "626         0.0        0.0        0.0         1.0          0.0         1.0   \n",
              "813         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "...         ...        ...        ...         ...          ...         ...   \n",
              "1095        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1130        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1294        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "860         0.0        0.0        0.0         1.0          1.0         0.0   \n",
              "1126        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "\n",
              "      Fence_MnPrv  Fence_MnWw  Fence_nan  MiscFeature_Gar2  MiscFeature_Othr  \\\n",
              "1023          0.0         0.0        1.0               0.0               0.0   \n",
              "810           0.0         0.0        0.0               0.0               0.0   \n",
              "1384          1.0         0.0        0.0               0.0               0.0   \n",
              "626           0.0         0.0        0.0               0.0               0.0   \n",
              "813           0.0         0.0        1.0               0.0               0.0   \n",
              "...           ...         ...        ...               ...               ...   \n",
              "1095          0.0         0.0        1.0               0.0               0.0   \n",
              "1130          1.0         0.0        0.0               0.0               0.0   \n",
              "1294          0.0         0.0        1.0               0.0               0.0   \n",
              "860           0.0         0.0        0.0               0.0               0.0   \n",
              "1126          0.0         0.0        1.0               0.0               0.0   \n",
              "\n",
              "      MiscFeature_Shed  MiscFeature_TenC  MiscFeature_nan  SaleType_COD  \\\n",
              "1023               0.0               0.0              1.0           0.0   \n",
              "810                0.0               0.0              1.0           0.0   \n",
              "1384               0.0               0.0              1.0           0.0   \n",
              "626                1.0               0.0              0.0           0.0   \n",
              "813                1.0               0.0              0.0           1.0   \n",
              "...                ...               ...              ...           ...   \n",
              "1095               0.0               0.0              1.0           0.0   \n",
              "1130               0.0               0.0              1.0           0.0   \n",
              "1294               0.0               0.0              1.0           0.0   \n",
              "860                0.0               0.0              1.0           0.0   \n",
              "1126               0.0               0.0              1.0           0.0   \n",
              "\n",
              "      SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  \\\n",
              "1023           0.0           0.0             0.0             0.0   \n",
              "810            0.0           0.0             0.0             0.0   \n",
              "1384           0.0           0.0             0.0             0.0   \n",
              "626            0.0           0.0             0.0             0.0   \n",
              "813            0.0           0.0             0.0             0.0   \n",
              "...            ...           ...             ...             ...   \n",
              "1095           0.0           0.0             0.0             0.0   \n",
              "1130           0.0           0.0             0.0             0.0   \n",
              "1294           0.0           0.0             0.0             0.0   \n",
              "860            0.0           0.0             0.0             0.0   \n",
              "1126           0.0           0.0             0.0             0.0   \n",
              "\n",
              "      SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  \\\n",
              "1023             0.0           0.0           0.0          1.0   \n",
              "810              0.0           0.0           0.0          1.0   \n",
              "1384             0.0           0.0           0.0          1.0   \n",
              "626              0.0           0.0           0.0          1.0   \n",
              "813              0.0           0.0           0.0          0.0   \n",
              "...              ...           ...           ...          ...   \n",
              "1095             0.0           0.0           0.0          1.0   \n",
              "1130             0.0           0.0           0.0          1.0   \n",
              "1294             0.0           0.0           0.0          1.0   \n",
              "860              0.0           0.0           0.0          1.0   \n",
              "1126             0.0           0.0           0.0          1.0   \n",
              "\n",
              "      SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
              "1023                    0.0                    0.0                   0.0   \n",
              "810                     0.0                    0.0                   0.0   \n",
              "1384                    0.0                    0.0                   0.0   \n",
              "626                     0.0                    0.0                   0.0   \n",
              "813                     0.0                    0.0                   0.0   \n",
              "...                     ...                    ...                   ...   \n",
              "1095                    0.0                    0.0                   0.0   \n",
              "1130                    0.0                    0.0                   0.0   \n",
              "1294                    0.0                    0.0                   0.0   \n",
              "860                     0.0                    0.0                   0.0   \n",
              "1126                    0.0                    0.0                   0.0   \n",
              "\n",
              "      SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
              "1023                   0.0                   1.0                    0.0  \n",
              "810                    0.0                   1.0                    0.0  \n",
              "1384                   0.0                   1.0                    0.0  \n",
              "626                    0.0                   1.0                    0.0  \n",
              "813                    0.0                   1.0                    0.0  \n",
              "...                    ...                   ...                    ...  \n",
              "1095                   0.0                   1.0                    0.0  \n",
              "1130                   0.0                   1.0                    0.0  \n",
              "1294                   0.0                   1.0                    0.0  \n",
              "860                    0.0                   1.0                    0.0  \n",
              "1126                   0.0                   1.0                    0.0  \n",
              "\n",
              "[1095 rows x 304 columns]"
            ]
          },
          "execution_count": 144,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_inputs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "adjacent-firmware",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "adjacent-firmware",
        "outputId": "6aed5cd1-6ae6-4d7a-91b0-40658126bc01"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "1023    191000\n",
              "810     181000\n",
              "1384    105000\n",
              "626     139900\n",
              "813     157900\n",
              "         ...  \n",
              "1095    176432\n",
              "1130    135000\n",
              "1294    115000\n",
              "860     189950\n",
              "1126    174000\n",
              "Name: SalePrice, Length: 1095, dtype: int64"
            ]
          },
          "execution_count": 145,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_targets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "clean-holder",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "clean-holder",
        "outputId": "7830b013-9090-4311-aae3-d6ce283cb91a"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-8c29d754-c24d-44b8-a807-2ca9f7c3fd9e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageYrBlt</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>MSZoning_C (all)</th>\n",
              "      <th>MSZoning_FV</th>\n",
              "      <th>MSZoning_RH</th>\n",
              "      <th>MSZoning_RL</th>\n",
              "      <th>MSZoning_RM</th>\n",
              "      <th>Street_Grvl</th>\n",
              "      <th>Street_Pave</th>\n",
              "      <th>Alley_Grvl</th>\n",
              "      <th>Alley_Pave</th>\n",
              "      <th>Alley_nan</th>\n",
              "      <th>LotShape_IR1</th>\n",
              "      <th>LotShape_IR2</th>\n",
              "      <th>LotShape_IR3</th>\n",
              "      <th>LotShape_Reg</th>\n",
              "      <th>LandContour_Bnk</th>\n",
              "      <th>LandContour_HLS</th>\n",
              "      <th>LandContour_Low</th>\n",
              "      <th>LandContour_Lvl</th>\n",
              "      <th>Utilities_AllPub</th>\n",
              "      <th>Utilities_NoSeWa</th>\n",
              "      <th>LotConfig_Corner</th>\n",
              "      <th>LotConfig_CulDSac</th>\n",
              "      <th>LotConfig_FR2</th>\n",
              "      <th>LotConfig_FR3</th>\n",
              "      <th>LotConfig_Inside</th>\n",
              "      <th>LandSlope_Gtl</th>\n",
              "      <th>LandSlope_Mod</th>\n",
              "      <th>LandSlope_Sev</th>\n",
              "      <th>Neighborhood_Blmngtn</th>\n",
              "      <th>Neighborhood_Blueste</th>\n",
              "      <th>Neighborhood_BrDale</th>\n",
              "      <th>Neighborhood_BrkSide</th>\n",
              "      <th>Neighborhood_ClearCr</th>\n",
              "      <th>Neighborhood_CollgCr</th>\n",
              "      <th>Neighborhood_Crawfor</th>\n",
              "      <th>Neighborhood_Edwards</th>\n",
              "      <th>Neighborhood_Gilbert</th>\n",
              "      <th>Neighborhood_IDOTRR</th>\n",
              "      <th>Neighborhood_MeadowV</th>\n",
              "      <th>Neighborhood_Mitchel</th>\n",
              "      <th>Neighborhood_NAmes</th>\n",
              "      <th>Neighborhood_NPkVill</th>\n",
              "      <th>Neighborhood_NWAmes</th>\n",
              "      <th>Neighborhood_NoRidge</th>\n",
              "      <th>Neighborhood_NridgHt</th>\n",
              "      <th>Neighborhood_OldTown</th>\n",
              "      <th>Neighborhood_SWISU</th>\n",
              "      <th>Neighborhood_Sawyer</th>\n",
              "      <th>Neighborhood_SawyerW</th>\n",
              "      <th>Neighborhood_Somerst</th>\n",
              "      <th>Neighborhood_StoneBr</th>\n",
              "      <th>Neighborhood_Timber</th>\n",
              "      <th>Neighborhood_Veenker</th>\n",
              "      <th>Condition1_Artery</th>\n",
              "      <th>Condition1_Feedr</th>\n",
              "      <th>Condition1_Norm</th>\n",
              "      <th>Condition1_PosA</th>\n",
              "      <th>Condition1_PosN</th>\n",
              "      <th>Condition1_RRAe</th>\n",
              "      <th>Condition1_RRAn</th>\n",
              "      <th>Condition1_RRNe</th>\n",
              "      <th>Condition1_RRNn</th>\n",
              "      <th>Condition2_Artery</th>\n",
              "      <th>Condition2_Feedr</th>\n",
              "      <th>...</th>\n",
              "      <th>BsmtFinType1_Unf</th>\n",
              "      <th>BsmtFinType1_nan</th>\n",
              "      <th>BsmtFinType2_ALQ</th>\n",
              "      <th>BsmtFinType2_BLQ</th>\n",
              "      <th>BsmtFinType2_GLQ</th>\n",
              "      <th>BsmtFinType2_LwQ</th>\n",
              "      <th>BsmtFinType2_Rec</th>\n",
              "      <th>BsmtFinType2_Unf</th>\n",
              "      <th>BsmtFinType2_nan</th>\n",
              "      <th>Heating_Floor</th>\n",
              "      <th>Heating_GasA</th>\n",
              "      <th>Heating_GasW</th>\n",
              "      <th>Heating_Grav</th>\n",
              "      <th>Heating_OthW</th>\n",
              "      <th>Heating_Wall</th>\n",
              "      <th>HeatingQC_Ex</th>\n",
              "      <th>HeatingQC_Fa</th>\n",
              "      <th>HeatingQC_Gd</th>\n",
              "      <th>HeatingQC_Po</th>\n",
              "      <th>HeatingQC_TA</th>\n",
              "      <th>CentralAir_N</th>\n",
              "      <th>CentralAir_Y</th>\n",
              "      <th>Electrical_FuseA</th>\n",
              "      <th>Electrical_FuseF</th>\n",
              "      <th>Electrical_FuseP</th>\n",
              "      <th>Electrical_Mix</th>\n",
              "      <th>Electrical_SBrkr</th>\n",
              "      <th>Electrical_nan</th>\n",
              "      <th>KitchenQual_Ex</th>\n",
              "      <th>KitchenQual_Fa</th>\n",
              "      <th>KitchenQual_Gd</th>\n",
              "      <th>KitchenQual_TA</th>\n",
              "      <th>Functional_Maj1</th>\n",
              "      <th>Functional_Maj2</th>\n",
              "      <th>Functional_Min1</th>\n",
              "      <th>Functional_Min2</th>\n",
              "      <th>Functional_Mod</th>\n",
              "      <th>Functional_Sev</th>\n",
              "      <th>Functional_Typ</th>\n",
              "      <th>FireplaceQu_Ex</th>\n",
              "      <th>FireplaceQu_Fa</th>\n",
              "      <th>FireplaceQu_Gd</th>\n",
              "      <th>FireplaceQu_Po</th>\n",
              "      <th>FireplaceQu_TA</th>\n",
              "      <th>FireplaceQu_nan</th>\n",
              "      <th>GarageType_2Types</th>\n",
              "      <th>GarageType_Attchd</th>\n",
              "      <th>GarageType_Basment</th>\n",
              "      <th>GarageType_BuiltIn</th>\n",
              "      <th>GarageType_CarPort</th>\n",
              "      <th>GarageType_Detchd</th>\n",
              "      <th>GarageType_nan</th>\n",
              "      <th>GarageFinish_Fin</th>\n",
              "      <th>GarageFinish_RFn</th>\n",
              "      <th>GarageFinish_Unf</th>\n",
              "      <th>GarageFinish_nan</th>\n",
              "      <th>GarageQual_Ex</th>\n",
              "      <th>GarageQual_Fa</th>\n",
              "      <th>GarageQual_Gd</th>\n",
              "      <th>GarageQual_Po</th>\n",
              "      <th>GarageQual_TA</th>\n",
              "      <th>GarageQual_nan</th>\n",
              "      <th>GarageCond_Ex</th>\n",
              "      <th>GarageCond_Fa</th>\n",
              "      <th>GarageCond_Gd</th>\n",
              "      <th>GarageCond_Po</th>\n",
              "      <th>GarageCond_TA</th>\n",
              "      <th>GarageCond_nan</th>\n",
              "      <th>PavedDrive_N</th>\n",
              "      <th>PavedDrive_P</th>\n",
              "      <th>PavedDrive_Y</th>\n",
              "      <th>PoolQC_Ex</th>\n",
              "      <th>PoolQC_Fa</th>\n",
              "      <th>PoolQC_Gd</th>\n",
              "      <th>PoolQC_nan</th>\n",
              "      <th>Fence_GdPrv</th>\n",
              "      <th>Fence_GdWo</th>\n",
              "      <th>Fence_MnPrv</th>\n",
              "      <th>Fence_MnWw</th>\n",
              "      <th>Fence_nan</th>\n",
              "      <th>MiscFeature_Gar2</th>\n",
              "      <th>MiscFeature_Othr</th>\n",
              "      <th>MiscFeature_Shed</th>\n",
              "      <th>MiscFeature_TenC</th>\n",
              "      <th>MiscFeature_nan</th>\n",
              "      <th>SaleType_COD</th>\n",
              "      <th>SaleType_CWD</th>\n",
              "      <th>SaleType_Con</th>\n",
              "      <th>SaleType_ConLD</th>\n",
              "      <th>SaleType_ConLI</th>\n",
              "      <th>SaleType_ConLw</th>\n",
              "      <th>SaleType_New</th>\n",
              "      <th>SaleType_Oth</th>\n",
              "      <th>SaleType_WD</th>\n",
              "      <th>SaleCondition_Abnorml</th>\n",
              "      <th>SaleCondition_AdjLand</th>\n",
              "      <th>SaleCondition_Alloca</th>\n",
              "      <th>SaleCondition_Family</th>\n",
              "      <th>SaleCondition_Normal</th>\n",
              "      <th>SaleCondition_Partial</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>892</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.167808</td>\n",
              "      <td>0.033252</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.875</td>\n",
              "      <td>0.659420</td>\n",
              "      <td>0.883333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117470</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.169521</td>\n",
              "      <td>0.173322</td>\n",
              "      <td>0.168426</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.138282</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.572727</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.186178</td>\n",
              "      <td>0.224037</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.090909</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1105</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>0.263699</td>\n",
              "      <td>0.051209</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.884058</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.226250</td>\n",
              "      <td>0.182849</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.184503</td>\n",
              "      <td>0.239444</td>\n",
              "      <td>0.267554</td>\n",
              "      <td>0.543341</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.431047</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.583333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.854545</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.502116</td>\n",
              "      <td>0.217036</td>\n",
              "      <td>0.058501</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.272727</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>413</th>\n",
              "      <td>0.058824</td>\n",
              "      <td>0.119863</td>\n",
              "      <td>0.035804</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.398551</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.431507</td>\n",
              "      <td>0.164975</td>\n",
              "      <td>0.159247</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.130746</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.245455</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.253879</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.235507</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>522</th>\n",
              "      <td>0.176471</td>\n",
              "      <td>0.099315</td>\n",
              "      <td>0.017294</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.750</td>\n",
              "      <td>0.543478</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.070695</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.258990</td>\n",
              "      <td>0.164321</td>\n",
              "      <td>0.153740</td>\n",
              "      <td>0.319613</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250565</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.296192</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.043876</td>\n",
              "      <td>0.065217</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1036</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.232877</td>\n",
              "      <td>0.054210</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.966667</td>\n",
              "      <td>0.043750</td>\n",
              "      <td>0.181077</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.255993</td>\n",
              "      <td>0.265139</td>\n",
              "      <td>0.295089</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.242276</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.981818</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.643159</td>\n",
              "      <td>0.266044</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>988</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>0.167979</td>\n",
              "      <td>0.050228</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.753623</td>\n",
              "      <td>0.433333</td>\n",
              "      <td>0.186250</td>\n",
              "      <td>0.027640</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.296233</td>\n",
              "      <td>0.138789</td>\n",
              "      <td>0.179899</td>\n",
              "      <td>0.441646</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.319518</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.690909</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.388575</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.409506</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>...</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.184932</td>\n",
              "      <td>0.044226</td>\n",
              "      <td>0.555556</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.500000</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.267979</td>\n",
              "      <td>0.102455</td>\n",
              "      <td>0.067003</td>\n",
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              "      <td>0.333333</td>\n",
              "      <td>0.5</td>\n",
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              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.203103</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1342</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>0.167979</td>\n",
              "      <td>0.037743</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.942029</td>\n",
              "      <td>0.866667</td>\n",
              "      <td>0.093125</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.549658</td>\n",
              "      <td>0.210147</td>\n",
              "      <td>0.217990</td>\n",
              "      <td>0.428571</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.345705</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.927273</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.456276</td>\n",
              "      <td>0.224037</td>\n",
              "      <td>0.159049</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1057</th>\n",
              "      <td>0.235294</td>\n",
              "      <td>0.167979</td>\n",
              "      <td>0.133955</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.625</td>\n",
              "      <td>0.884058</td>\n",
              "      <td>0.733333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.105422</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.161815</td>\n",
              "      <td>0.159247</td>\n",
              "      <td>0.148004</td>\n",
              "      <td>0.421792</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.285607</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.416667</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.854545</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.329337</td>\n",
              "      <td>0.196033</td>\n",
              "      <td>0.179159</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1418</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.171233</td>\n",
              "      <td>0.036944</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.659420</td>\n",
              "      <td>0.216667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.004429</td>\n",
              "      <td>0.591588</td>\n",
              "      <td>0.105736</td>\n",
              "      <td>0.187234</td>\n",
              "      <td>0.185865</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.152600</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.563636</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.236953</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.160878</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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            "text/plain": [
              "      MSSubClass  LotFrontage   LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "892     0.000000     0.167808  0.033252     0.555556        0.875   0.659420   \n",
              "1105    0.235294     0.263699  0.051209     0.777778        0.500   0.884058   \n",
              "413     0.058824     0.119863  0.035804     0.444444        0.625   0.398551   \n",
              "522     0.176471     0.099315  0.017294     0.555556        0.750   0.543478   \n",
              "1036    0.000000     0.232877  0.054210     0.888889        0.500   0.978261   \n",
              "...          ...          ...       ...          ...          ...        ...   \n",
              "988     0.235294     0.167979  0.050228     0.555556        0.625   0.753623   \n",
              "243     0.823529     0.184932  0.044226     0.555556        0.625   0.782609   \n",
              "1342    0.235294     0.167979  0.037743     0.777778        0.500   0.942029   \n",
              "1057    0.235294     0.167979  0.133955     0.666667        0.625   0.884058   \n",
              "1418    0.000000     0.171233  0.036944     0.444444        0.500   0.659420   \n",
              "\n",
              "      YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
              "892       0.883333    0.000000    0.117470    0.000000   0.169521   \n",
              "1105      0.750000    0.226250    0.182849    0.000000   0.184503   \n",
              "413       0.000000    0.000000    0.000000    0.000000   0.431507   \n",
              "522       0.000000    0.000000    0.070695    0.000000   0.258990   \n",
              "1036      0.966667    0.043750    0.181077    0.000000   0.255993   \n",
              "...            ...         ...         ...         ...        ...   \n",
              "988       0.433333    0.186250    0.027640    0.000000   0.296233   \n",
              "243       0.500000    0.000000    0.000000    0.000000   0.267979   \n",
              "1342      0.866667    0.093125    0.000000    0.000000   0.549658   \n",
              "1057      0.733333    0.000000    0.105422    0.000000   0.161815   \n",
              "1418      0.216667    0.000000    0.004429    0.591588   0.105736   \n",
              "\n",
              "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
              "892      0.173322  0.168426  0.000000           0.0   0.138282      0.000000   \n",
              "1105     0.239444  0.267554  0.543341           0.0   0.431047      0.333333   \n",
              "413      0.164975  0.159247  0.000000           0.0   0.130746      0.000000   \n",
              "522      0.164321  0.153740  0.319613           0.0   0.250565      0.000000   \n",
              "1036     0.265139  0.295089  0.000000           0.0   0.242276      0.333333   \n",
              "...           ...       ...       ...           ...        ...           ...   \n",
              "988      0.138789  0.179899  0.441646           0.0   0.319518      0.000000   \n",
              "243      0.102455  0.067003  0.286199           0.0   0.166353      0.000000   \n",
              "1342     0.210147  0.217990  0.428571           0.0   0.345705      0.000000   \n",
              "1057     0.159247  0.148004  0.421792           0.0   0.285607      0.000000   \n",
              "1418     0.187234  0.185865  0.000000           0.0   0.152600      0.333333   \n",
              "\n",
              "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
              "892            0.5  0.333333       0.0         0.375      0.333333   \n",
              "1105           0.0  0.666667       0.5         0.375      0.333333   \n",
              "413            0.0  0.333333       0.0         0.250      0.333333   \n",
              "522            0.0  0.666667       0.0         0.375      0.333333   \n",
              "1036           0.0  0.666667       0.0         0.250      0.333333   \n",
              "...            ...       ...       ...           ...           ...   \n",
              "988            0.0  0.666667       0.5         0.500      0.333333   \n",
              "243            0.0  0.333333       0.5         0.375      0.333333   \n",
              "1342           0.0  0.666667       0.5         0.375      0.333333   \n",
              "1057           0.0  0.666667       0.5         0.375      0.333333   \n",
              "1418           0.0  0.333333       0.5         0.375      0.333333   \n",
              "\n",
              "      TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  \\\n",
              "892       0.333333    0.000000     0.572727        0.25    0.186178   \n",
              "1105      0.583333    0.666667     0.854545        0.50    0.502116   \n",
              "413       0.250000    0.333333     0.245455        0.50    0.253879   \n",
              "522       0.416667    0.666667     0.454545        0.50    0.296192   \n",
              "1036      0.333333    0.333333     0.981818        0.75    0.643159   \n",
              "...            ...         ...          ...         ...         ...   \n",
              "988       0.500000    0.333333     0.690909        0.50    0.388575   \n",
              "243       0.333333    0.333333     0.727273        0.25    0.203103   \n",
              "1342      0.416667    0.333333     0.927273        0.50    0.456276   \n",
              "1057      0.416667    0.333333     0.854545        0.50    0.329337   \n",
              "1418      0.333333    0.000000     0.563636        0.25    0.236953   \n",
              "\n",
              "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
              "892     0.224037     0.000000       0.000000        0.0          0.0   \n",
              "1105    0.217036     0.058501       0.000000        0.0          0.0   \n",
              "413     0.000000     0.000000       0.235507        0.0          0.0   \n",
              "522     0.000000     0.043876       0.065217        0.0          0.0   \n",
              "1036    0.266044     0.000000       0.000000        0.0          0.0   \n",
              "...          ...          ...            ...        ...          ...   \n",
              "988     0.000000     0.409506       0.000000        0.0          0.0   \n",
              "243     0.000000     0.051188       0.000000        0.0          0.0   \n",
              "1342    0.224037     0.159049       0.000000        0.0          0.0   \n",
              "1057    0.196033     0.179159       0.000000        0.0          0.0   \n",
              "1418    0.000000     0.160878       0.000000        0.0          0.0   \n",
              "\n",
              "      PoolArea  MiscVal    MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  \\\n",
              "892        0.0      0.0  0.090909    0.00               0.0          0.0   \n",
              "1105       0.0      0.0  0.272727    1.00               0.0          0.0   \n",
              "413        0.0      0.0  0.181818    1.00               0.0          0.0   \n",
              "522        0.0      0.0  0.818182    0.00               0.0          0.0   \n",
              "1036       0.0      0.0  0.727273    0.75               0.0          0.0   \n",
              "...        ...      ...       ...     ...               ...          ...   \n",
              "988        0.0      0.0  0.454545    0.25               0.0          0.0   \n",
              "243        0.0      0.0  0.272727    0.75               0.0          0.0   \n",
              "1342       0.0      0.0  0.636364    0.25               0.0          0.0   \n",
              "1057       0.0      0.0  0.000000    0.75               0.0          0.0   \n",
              "1418       0.0      0.0  0.636364    0.50               0.0          0.0   \n",
              "\n",
              "      MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  \\\n",
              "892           0.0          1.0          0.0          0.0          1.0   \n",
              "1105          0.0          1.0          0.0          0.0          1.0   \n",
              "413           0.0          0.0          1.0          0.0          1.0   \n",
              "522           0.0          0.0          1.0          0.0          1.0   \n",
              "1036          0.0          1.0          0.0          0.0          1.0   \n",
              "...           ...          ...          ...          ...          ...   \n",
              "988           0.0          1.0          0.0          0.0          1.0   \n",
              "243           0.0          1.0          0.0          0.0          1.0   \n",
              "1342          0.0          1.0          0.0          0.0          1.0   \n",
              "1057          0.0          1.0          0.0          0.0          1.0   \n",
              "1418          0.0          1.0          0.0          0.0          1.0   \n",
              "\n",
              "      Alley_Grvl  Alley_Pave  Alley_nan  LotShape_IR1  LotShape_IR2  \\\n",
              "892          0.0         0.0        1.0           0.0           0.0   \n",
              "1105         0.0         0.0        1.0           1.0           0.0   \n",
              "413          1.0         0.0        0.0           0.0           0.0   \n",
              "522          0.0         0.0        1.0           0.0           0.0   \n",
              "1036         0.0         0.0        1.0           1.0           0.0   \n",
              "...          ...         ...        ...           ...           ...   \n",
              "988          0.0         0.0        1.0           1.0           0.0   \n",
              "243          0.0         0.0        1.0           0.0           0.0   \n",
              "1342         0.0         0.0        1.0           0.0           0.0   \n",
              "1057         0.0         0.0        1.0           0.0           1.0   \n",
              "1418         0.0         0.0        1.0           0.0           0.0   \n",
              "\n",
              "      LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  \\\n",
              "892            0.0           1.0              0.0              0.0   \n",
              "1105           0.0           0.0              0.0              0.0   \n",
              "413            0.0           1.0              0.0              0.0   \n",
              "522            0.0           1.0              0.0              0.0   \n",
              "1036           0.0           0.0              0.0              1.0   \n",
              "...            ...           ...              ...              ...   \n",
              "988            0.0           0.0              0.0              0.0   \n",
              "243            0.0           1.0              0.0              0.0   \n",
              "1342           0.0           1.0              0.0              0.0   \n",
              "1057           0.0           0.0              0.0              0.0   \n",
              "1418           0.0           1.0              0.0              0.0   \n",
              "\n",
              "      LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  \\\n",
              "892               0.0              1.0               1.0               0.0   \n",
              "1105              0.0              1.0               1.0               0.0   \n",
              "413               0.0              1.0               1.0               0.0   \n",
              "522               0.0              1.0               1.0               0.0   \n",
              "1036              0.0              0.0               1.0               0.0   \n",
              "...               ...              ...               ...               ...   \n",
              "988               0.0              1.0               1.0               0.0   \n",
              "243               0.0              1.0               1.0               0.0   \n",
              "1342              0.0              1.0               1.0               0.0   \n",
              "1057              0.0              1.0               1.0               0.0   \n",
              "1418              0.0              1.0               1.0               0.0   \n",
              "\n",
              "      LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  \\\n",
              "892                0.0                0.0            0.0            0.0   \n",
              "1105               1.0                0.0            0.0            0.0   \n",
              "413                0.0                0.0            0.0            0.0   \n",
              "522                1.0                0.0            0.0            0.0   \n",
              "1036               0.0                0.0            0.0            0.0   \n",
              "...                ...                ...            ...            ...   \n",
              "988                0.0                0.0            0.0            0.0   \n",
              "243                1.0                0.0            0.0            0.0   \n",
              "1342               0.0                0.0            0.0            0.0   \n",
              "1057               0.0                0.0            1.0            0.0   \n",
              "1418               0.0                0.0            0.0            0.0   \n",
              "\n",
              "      LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  \\\n",
              "892                1.0            1.0            0.0            0.0   \n",
              "1105               0.0            1.0            0.0            0.0   \n",
              "413                1.0            1.0            0.0            0.0   \n",
              "522                0.0            1.0            0.0            0.0   \n",
              "1036               1.0            1.0            0.0            0.0   \n",
              "...                ...            ...            ...            ...   \n",
              "988                1.0            1.0            0.0            0.0   \n",
              "243                0.0            1.0            0.0            0.0   \n",
              "1342               1.0            1.0            0.0            0.0   \n",
              "1057               0.0            1.0            0.0            0.0   \n",
              "1418               1.0            1.0            0.0            0.0   \n",
              "\n",
              "      Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
              "892                    0.0                   0.0                  0.0   \n",
              "1105                   0.0                   0.0                  0.0   \n",
              "413                    0.0                   0.0                  0.0   \n",
              "522                    0.0                   0.0                  0.0   \n",
              "1036                   0.0                   0.0                  0.0   \n",
              "...                    ...                   ...                  ...   \n",
              "988                    0.0                   0.0                  0.0   \n",
              "243                    0.0                   0.0                  0.0   \n",
              "1342                   0.0                   0.0                  0.0   \n",
              "1057                   0.0                   0.0                  0.0   \n",
              "1418                   0.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
              "892                    0.0                   0.0                   0.0   \n",
              "1105                   0.0                   0.0                   0.0   \n",
              "413                    0.0                   0.0                   0.0   \n",
              "522                    1.0                   0.0                   0.0   \n",
              "1036                   0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "988                    0.0                   0.0                   0.0   \n",
              "243                    0.0                   0.0                   0.0   \n",
              "1342                   0.0                   0.0                   1.0   \n",
              "1057                   0.0                   0.0                   0.0   \n",
              "1418                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
              "892                    0.0                   0.0                   0.0   \n",
              "1105                   0.0                   0.0                   0.0   \n",
              "413                    0.0                   0.0                   0.0   \n",
              "522                    0.0                   0.0                   0.0   \n",
              "1036                   0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "988                    0.0                   0.0                   0.0   \n",
              "243                    0.0                   0.0                   0.0   \n",
              "1342                   0.0                   0.0                   0.0   \n",
              "1057                   0.0                   0.0                   0.0   \n",
              "1418                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
              "892                   0.0                   0.0                   0.0   \n",
              "1105                  0.0                   0.0                   0.0   \n",
              "413                   0.0                   0.0                   0.0   \n",
              "522                   0.0                   0.0                   0.0   \n",
              "1036                  0.0                   0.0                   0.0   \n",
              "...                   ...                   ...                   ...   \n",
              "988                   0.0                   0.0                   0.0   \n",
              "243                   0.0                   0.0                   0.0   \n",
              "1342                  0.0                   0.0                   0.0   \n",
              "1057                  0.0                   0.0                   0.0   \n",
              "1418                  0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
              "892                  0.0                   0.0                  0.0   \n",
              "1105                 0.0                   0.0                  0.0   \n",
              "413                  0.0                   0.0                  0.0   \n",
              "522                  0.0                   0.0                  0.0   \n",
              "1036                 0.0                   0.0                  0.0   \n",
              "...                  ...                   ...                  ...   \n",
              "988                  0.0                   0.0                  1.0   \n",
              "243                  0.0                   0.0                  0.0   \n",
              "1342                 0.0                   0.0                  0.0   \n",
              "1057                 0.0                   0.0                  0.0   \n",
              "1418                 1.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
              "892                    0.0                   0.0                   0.0   \n",
              "1105                   1.0                   0.0                   0.0   \n",
              "413                    0.0                   0.0                   1.0   \n",
              "522                    0.0                   0.0                   0.0   \n",
              "1036                   0.0                   0.0                   0.0   \n",
              "...                    ...                   ...                   ...   \n",
              "988                    0.0                   0.0                   0.0   \n",
              "243                    0.0                   0.0                   0.0   \n",
              "1342                   0.0                   0.0                   0.0   \n",
              "1057                   1.0                   0.0                   0.0   \n",
              "1418                   0.0                   0.0                   0.0   \n",
              "\n",
              "      Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
              "892                  0.0                  1.0                   0.0   \n",
              "1105                 0.0                  0.0                   0.0   \n",
              "413                  0.0                  0.0                   0.0   \n",
              "522                  0.0                  0.0                   0.0   \n",
              "1036                 0.0                  0.0                   0.0   \n",
              "...                  ...                  ...                   ...   \n",
              "988                  0.0                  0.0                   0.0   \n",
              "243                  0.0                  0.0                   1.0   \n",
              "1342                 0.0                  0.0                   0.0   \n",
              "1057                 0.0                  0.0                   0.0   \n",
              "1418                 0.0                  0.0                   0.0   \n",
              "\n",
              "      Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
              "892                    0.0                   0.0                  0.0   \n",
              "1105                   0.0                   0.0                  0.0   \n",
              "413                    0.0                   0.0                  0.0   \n",
              "522                    0.0                   0.0                  0.0   \n",
              "1036                   0.0                   0.0                  1.0   \n",
              "...                    ...                   ...                  ...   \n",
              "988                    0.0                   0.0                  0.0   \n",
              "243                    0.0                   0.0                  0.0   \n",
              "1342                   0.0                   0.0                  0.0   \n",
              "1057                   0.0                   0.0                  0.0   \n",
              "1418                   0.0                   0.0                  0.0   \n",
              "\n",
              "      Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  \\\n",
              "892                    0.0                0.0               0.0   \n",
              "1105                   0.0                0.0               0.0   \n",
              "413                    0.0                1.0               0.0   \n",
              "522                    0.0                0.0               1.0   \n",
              "1036                   0.0                0.0               0.0   \n",
              "...                    ...                ...               ...   \n",
              "988                    0.0                0.0               0.0   \n",
              "243                    0.0                0.0               0.0   \n",
              "1342                   0.0                0.0               0.0   \n",
              "1057                   0.0                0.0               0.0   \n",
              "1418                   0.0                0.0               0.0   \n",
              "\n",
              "      Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  \\\n",
              "892               1.0              0.0              0.0              0.0   \n",
              "1105              1.0              0.0              0.0              0.0   \n",
              "413               0.0              0.0              0.0              0.0   \n",
              "522               0.0              0.0              0.0              0.0   \n",
              "1036              1.0              0.0              0.0              0.0   \n",
              "...               ...              ...              ...              ...   \n",
              "988               1.0              0.0              0.0              0.0   \n",
              "243               1.0              0.0              0.0              0.0   \n",
              "1342              1.0              0.0              0.0              0.0   \n",
              "1057              1.0              0.0              0.0              0.0   \n",
              "1418              1.0              0.0              0.0              0.0   \n",
              "\n",
              "      Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  \\\n",
              "892               0.0              0.0              0.0                0.0   \n",
              "1105              0.0              0.0              0.0                0.0   \n",
              "413               0.0              0.0              0.0                0.0   \n",
              "522               0.0              0.0              0.0                0.0   \n",
              "1036              0.0              0.0              0.0                0.0   \n",
              "...               ...              ...              ...                ...   \n",
              "988               0.0              0.0              0.0                0.0   \n",
              "243               0.0              0.0              0.0                0.0   \n",
              "1342              0.0              0.0              0.0                0.0   \n",
              "1057              0.0              0.0              0.0                0.0   \n",
              "1418              0.0              0.0              0.0                0.0   \n",
              "\n",
              "      Condition2_Feedr  ...  BsmtFinType1_Unf  BsmtFinType1_nan  \\\n",
              "892                0.0  ...               0.0               0.0   \n",
              "1105               0.0  ...               0.0               0.0   \n",
              "413                0.0  ...               1.0               0.0   \n",
              "522                0.0  ...               0.0               0.0   \n",
              "1036               0.0  ...               0.0               0.0   \n",
              "...                ...  ...               ...               ...   \n",
              "988                0.0  ...               0.0               0.0   \n",
              "243                0.0  ...               1.0               0.0   \n",
              "1342               0.0  ...               1.0               0.0   \n",
              "1057               0.0  ...               0.0               0.0   \n",
              "1418               0.0  ...               0.0               0.0   \n",
              "\n",
              "      BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
              "892                0.0               0.0               0.0               0.0   \n",
              "1105               0.0               0.0               0.0               0.0   \n",
              "413                0.0               0.0               0.0               0.0   \n",
              "522                0.0               0.0               0.0               0.0   \n",
              "1036               0.0               0.0               0.0               0.0   \n",
              "...                ...               ...               ...               ...   \n",
              "988                0.0               0.0               0.0               0.0   \n",
              "243                0.0               0.0               0.0               0.0   \n",
              "1342               0.0               0.0               0.0               0.0   \n",
              "1057               0.0               0.0               0.0               0.0   \n",
              "1418               0.0               0.0               0.0               0.0   \n",
              "\n",
              "      BsmtFinType2_Rec  BsmtFinType2_Unf  BsmtFinType2_nan  Heating_Floor  \\\n",
              "892                0.0               1.0               0.0            0.0   \n",
              "1105               0.0               1.0               0.0            0.0   \n",
              "413                0.0               1.0               0.0            0.0   \n",
              "522                0.0               1.0               0.0            0.0   \n",
              "1036               0.0               1.0               0.0            0.0   \n",
              "...                ...               ...               ...            ...   \n",
              "988                0.0               1.0               0.0            0.0   \n",
              "243                0.0               1.0               0.0            0.0   \n",
              "1342               0.0               1.0               0.0            0.0   \n",
              "1057               0.0               1.0               0.0            0.0   \n",
              "1418               1.0               0.0               0.0            0.0   \n",
              "\n",
              "      Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  \\\n",
              "892            1.0           0.0           0.0           0.0           0.0   \n",
              "1105           1.0           0.0           0.0           0.0           0.0   \n",
              "413            1.0           0.0           0.0           0.0           0.0   \n",
              "522            1.0           0.0           0.0           0.0           0.0   \n",
              "1036           1.0           0.0           0.0           0.0           0.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "988            1.0           0.0           0.0           0.0           0.0   \n",
              "243            1.0           0.0           0.0           0.0           0.0   \n",
              "1342           1.0           0.0           0.0           0.0           0.0   \n",
              "1057           1.0           0.0           0.0           0.0           0.0   \n",
              "1418           1.0           0.0           0.0           0.0           0.0   \n",
              "\n",
              "      HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  \\\n",
              "892            0.0           0.0           0.0           0.0           1.0   \n",
              "1105           1.0           0.0           0.0           0.0           0.0   \n",
              "413            0.0           0.0           1.0           0.0           0.0   \n",
              "522            1.0           0.0           0.0           0.0           0.0   \n",
              "1036           1.0           0.0           0.0           0.0           0.0   \n",
              "...            ...           ...           ...           ...           ...   \n",
              "988            0.0           0.0           0.0           0.0           1.0   \n",
              "243            0.0           0.0           0.0           0.0           1.0   \n",
              "1342           1.0           0.0           0.0           0.0           0.0   \n",
              "1057           1.0           0.0           0.0           0.0           0.0   \n",
              "1418           0.0           0.0           0.0           0.0           1.0   \n",
              "\n",
              "      CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  \\\n",
              "892            0.0           1.0               0.0               0.0   \n",
              "1105           0.0           1.0               0.0               0.0   \n",
              "413            0.0           1.0               1.0               0.0   \n",
              "522            0.0           1.0               0.0               0.0   \n",
              "1036           0.0           1.0               0.0               0.0   \n",
              "...            ...           ...               ...               ...   \n",
              "988            0.0           1.0               0.0               0.0   \n",
              "243            0.0           1.0               0.0               0.0   \n",
              "1342           0.0           1.0               0.0               0.0   \n",
              "1057           0.0           1.0               0.0               0.0   \n",
              "1418           0.0           1.0               0.0               0.0   \n",
              "\n",
              "      Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  Electrical_nan  \\\n",
              "892                0.0             0.0               1.0             0.0   \n",
              "1105               0.0             0.0               1.0             0.0   \n",
              "413                0.0             0.0               0.0             0.0   \n",
              "522                0.0             0.0               1.0             0.0   \n",
              "1036               0.0             0.0               1.0             0.0   \n",
              "...                ...             ...               ...             ...   \n",
              "988                0.0             0.0               1.0             0.0   \n",
              "243                0.0             0.0               1.0             0.0   \n",
              "1342               0.0             0.0               1.0             0.0   \n",
              "1057               0.0             0.0               1.0             0.0   \n",
              "1418               0.0             0.0               1.0             0.0   \n",
              "\n",
              "      KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  \\\n",
              "892              0.0             0.0             0.0             1.0   \n",
              "1105             0.0             0.0             1.0             0.0   \n",
              "413              0.0             0.0             0.0             1.0   \n",
              "522              0.0             0.0             0.0             1.0   \n",
              "1036             1.0             0.0             0.0             0.0   \n",
              "...              ...             ...             ...             ...   \n",
              "988              0.0             0.0             1.0             0.0   \n",
              "243              0.0             0.0             0.0             1.0   \n",
              "1342             0.0             0.0             1.0             0.0   \n",
              "1057             0.0             0.0             1.0             0.0   \n",
              "1418             0.0             0.0             0.0             1.0   \n",
              "\n",
              "      Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  \\\n",
              "892               0.0              0.0              0.0              0.0   \n",
              "1105              0.0              0.0              0.0              0.0   \n",
              "413               0.0              0.0              0.0              0.0   \n",
              "522               0.0              0.0              0.0              0.0   \n",
              "1036              0.0              0.0              0.0              0.0   \n",
              "...               ...              ...              ...              ...   \n",
              "988               0.0              0.0              0.0              0.0   \n",
              "243               0.0              0.0              0.0              0.0   \n",
              "1342              0.0              0.0              0.0              0.0   \n",
              "1057              0.0              0.0              0.0              0.0   \n",
              "1418              0.0              0.0              0.0              0.0   \n",
              "\n",
              "      Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  \\\n",
              "892              0.0             0.0             1.0             0.0   \n",
              "1105             0.0             0.0             1.0             0.0   \n",
              "413              0.0             0.0             1.0             0.0   \n",
              "522              0.0             0.0             1.0             0.0   \n",
              "1036             0.0             0.0             1.0             1.0   \n",
              "...              ...             ...             ...             ...   \n",
              "988              0.0             0.0             1.0             0.0   \n",
              "243              0.0             0.0             1.0             0.0   \n",
              "1342             0.0             0.0             1.0             0.0   \n",
              "1057             0.0             0.0             1.0             0.0   \n",
              "1418             0.0             0.0             1.0             0.0   \n",
              "\n",
              "      FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  \\\n",
              "892              0.0             0.0             0.0             0.0   \n",
              "1105             0.0             0.0             0.0             1.0   \n",
              "413              0.0             1.0             0.0             0.0   \n",
              "522              0.0             1.0             0.0             0.0   \n",
              "1036             0.0             0.0             0.0             0.0   \n",
              "...              ...             ...             ...             ...   \n",
              "988              0.0             0.0             0.0             1.0   \n",
              "243              0.0             0.0             0.0             1.0   \n",
              "1342             0.0             1.0             0.0             0.0   \n",
              "1057             0.0             1.0             0.0             0.0   \n",
              "1418             0.0             0.0             0.0             0.0   \n",
              "\n",
              "      FireplaceQu_nan  GarageType_2Types  GarageType_Attchd  \\\n",
              "892               1.0                0.0                1.0   \n",
              "1105              0.0                0.0                1.0   \n",
              "413               0.0                0.0                0.0   \n",
              "522               0.0                0.0                0.0   \n",
              "1036              0.0                0.0                1.0   \n",
              "...               ...                ...                ...   \n",
              "988               0.0                0.0                1.0   \n",
              "243               0.0                0.0                1.0   \n",
              "1342              0.0                0.0                1.0   \n",
              "1057              0.0                0.0                0.0   \n",
              "1418              1.0                0.0                0.0   \n",
              "\n",
              "      GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  \\\n",
              "892                  0.0                 0.0                 0.0   \n",
              "1105                 0.0                 0.0                 0.0   \n",
              "413                  0.0                 0.0                 0.0   \n",
              "522                  0.0                 0.0                 0.0   \n",
              "1036                 0.0                 0.0                 0.0   \n",
              "...                  ...                 ...                 ...   \n",
              "988                  0.0                 0.0                 0.0   \n",
              "243                  0.0                 0.0                 0.0   \n",
              "1342                 0.0                 0.0                 0.0   \n",
              "1057                 0.0                 1.0                 0.0   \n",
              "1418                 0.0                 0.0                 0.0   \n",
              "\n",
              "      GarageType_Detchd  GarageType_nan  GarageFinish_Fin  GarageFinish_RFn  \\\n",
              "892                 0.0             0.0               0.0               1.0   \n",
              "1105                0.0             0.0               0.0               1.0   \n",
              "413                 1.0             0.0               0.0               0.0   \n",
              "522                 1.0             0.0               0.0               0.0   \n",
              "1036                0.0             0.0               1.0               0.0   \n",
              "...                 ...             ...               ...               ...   \n",
              "988                 0.0             0.0               1.0               0.0   \n",
              "243                 0.0             0.0               0.0               1.0   \n",
              "1342                0.0             0.0               0.0               1.0   \n",
              "1057                0.0             0.0               1.0               0.0   \n",
              "1418                1.0             0.0               0.0               0.0   \n",
              "\n",
              "      GarageFinish_Unf  GarageFinish_nan  GarageQual_Ex  GarageQual_Fa  \\\n",
              "892                0.0               0.0            0.0            0.0   \n",
              "1105               0.0               0.0            0.0            0.0   \n",
              "413                1.0               0.0            0.0            0.0   \n",
              "522                1.0               0.0            0.0            0.0   \n",
              "1036               0.0               0.0            0.0            0.0   \n",
              "...                ...               ...            ...            ...   \n",
              "988                0.0               0.0            0.0            0.0   \n",
              "243                0.0               0.0            0.0            0.0   \n",
              "1342               0.0               0.0            0.0            0.0   \n",
              "1057               0.0               0.0            0.0            0.0   \n",
              "1418               1.0               0.0            0.0            0.0   \n",
              "\n",
              "      GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageQual_nan  \\\n",
              "892             0.0            0.0            1.0             0.0   \n",
              "1105            0.0            0.0            1.0             0.0   \n",
              "413             0.0            0.0            1.0             0.0   \n",
              "522             0.0            0.0            1.0             0.0   \n",
              "1036            0.0            0.0            1.0             0.0   \n",
              "...             ...            ...            ...             ...   \n",
              "988             0.0            0.0            1.0             0.0   \n",
              "243             0.0            0.0            1.0             0.0   \n",
              "1342            0.0            0.0            1.0             0.0   \n",
              "1057            0.0            0.0            1.0             0.0   \n",
              "1418            0.0            0.0            1.0             0.0   \n",
              "\n",
              "      GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  \\\n",
              "892             0.0            0.0            0.0            0.0   \n",
              "1105            0.0            0.0            0.0            0.0   \n",
              "413             0.0            0.0            0.0            0.0   \n",
              "522             0.0            0.0            0.0            0.0   \n",
              "1036            0.0            0.0            0.0            0.0   \n",
              "...             ...            ...            ...            ...   \n",
              "988             0.0            0.0            0.0            0.0   \n",
              "243             0.0            0.0            0.0            0.0   \n",
              "1342            0.0            0.0            0.0            0.0   \n",
              "1057            0.0            0.0            0.0            0.0   \n",
              "1418            0.0            0.0            0.0            0.0   \n",
              "\n",
              "      GarageCond_TA  GarageCond_nan  PavedDrive_N  PavedDrive_P  PavedDrive_Y  \\\n",
              "892             1.0             0.0           0.0           0.0           1.0   \n",
              "1105            1.0             0.0           0.0           0.0           1.0   \n",
              "413             1.0             0.0           0.0           0.0           1.0   \n",
              "522             1.0             0.0           0.0           0.0           1.0   \n",
              "1036            1.0             0.0           0.0           0.0           1.0   \n",
              "...             ...             ...           ...           ...           ...   \n",
              "988             1.0             0.0           0.0           0.0           1.0   \n",
              "243             1.0             0.0           0.0           0.0           1.0   \n",
              "1342            1.0             0.0           0.0           0.0           1.0   \n",
              "1057            1.0             0.0           0.0           0.0           1.0   \n",
              "1418            1.0             0.0           0.0           0.0           1.0   \n",
              "\n",
              "      PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  PoolQC_nan  Fence_GdPrv  Fence_GdWo  \\\n",
              "892         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1105        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "413         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "522         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1036        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "...         ...        ...        ...         ...          ...         ...   \n",
              "988         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "243         0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1342        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1057        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "1418        0.0        0.0        0.0         1.0          0.0         0.0   \n",
              "\n",
              "      Fence_MnPrv  Fence_MnWw  Fence_nan  MiscFeature_Gar2  MiscFeature_Othr  \\\n",
              "892           1.0         0.0        0.0               0.0               0.0   \n",
              "1105          0.0         0.0        1.0               0.0               0.0   \n",
              "413           0.0         0.0        1.0               0.0               0.0   \n",
              "522           0.0         0.0        1.0               0.0               0.0   \n",
              "1036          0.0         0.0        1.0               0.0               0.0   \n",
              "...           ...         ...        ...               ...               ...   \n",
              "988           0.0         0.0        1.0               0.0               0.0   \n",
              "243           0.0         0.0        1.0               0.0               0.0   \n",
              "1342          0.0         0.0        1.0               0.0               0.0   \n",
              "1057          0.0         0.0        1.0               0.0               0.0   \n",
              "1418          0.0         0.0        1.0               0.0               0.0   \n",
              "\n",
              "      MiscFeature_Shed  MiscFeature_TenC  MiscFeature_nan  SaleType_COD  \\\n",
              "892                0.0               0.0              1.0           0.0   \n",
              "1105               0.0               0.0              1.0           0.0   \n",
              "413                0.0               0.0              1.0           0.0   \n",
              "522                0.0               0.0              1.0           0.0   \n",
              "1036               0.0               0.0              1.0           0.0   \n",
              "...                ...               ...              ...           ...   \n",
              "988                0.0               0.0              1.0           0.0   \n",
              "243                0.0               0.0              1.0           0.0   \n",
              "1342               0.0               0.0              1.0           0.0   \n",
              "1057               0.0               0.0              1.0           0.0   \n",
              "1418               0.0               0.0              1.0           1.0   \n",
              "\n",
              "      SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  \\\n",
              "892            0.0           0.0             0.0             0.0   \n",
              "1105           0.0           0.0             0.0             0.0   \n",
              "413            0.0           0.0             0.0             0.0   \n",
              "522            0.0           0.0             0.0             0.0   \n",
              "1036           0.0           0.0             0.0             0.0   \n",
              "...            ...           ...             ...             ...   \n",
              "988            0.0           0.0             0.0             0.0   \n",
              "243            0.0           0.0             0.0             0.0   \n",
              "1342           0.0           0.0             0.0             0.0   \n",
              "1057           0.0           0.0             0.0             0.0   \n",
              "1418           0.0           0.0             0.0             0.0   \n",
              "\n",
              "      SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  \\\n",
              "892              0.0           0.0           0.0          1.0   \n",
              "1105             0.0           0.0           0.0          1.0   \n",
              "413              0.0           0.0           0.0          1.0   \n",
              "522              0.0           0.0           0.0          1.0   \n",
              "1036             0.0           0.0           0.0          1.0   \n",
              "...              ...           ...           ...          ...   \n",
              "988              0.0           0.0           0.0          1.0   \n",
              "243              0.0           0.0           0.0          1.0   \n",
              "1342             0.0           0.0           0.0          1.0   \n",
              "1057             0.0           0.0           0.0          1.0   \n",
              "1418             0.0           0.0           0.0          0.0   \n",
              "\n",
              "      SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
              "892                     0.0                    0.0                   0.0   \n",
              "1105                    0.0                    0.0                   0.0   \n",
              "413                     0.0                    0.0                   0.0   \n",
              "522                     0.0                    0.0                   0.0   \n",
              "1036                    0.0                    0.0                   0.0   \n",
              "...                     ...                    ...                   ...   \n",
              "988                     0.0                    0.0                   0.0   \n",
              "243                     0.0                    0.0                   0.0   \n",
              "1342                    0.0                    0.0                   0.0   \n",
              "1057                    0.0                    0.0                   0.0   \n",
              "1418                    0.0                    0.0                   0.0   \n",
              "\n",
              "      SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
              "892                    0.0                   1.0                    0.0  \n",
              "1105                   0.0                   1.0                    0.0  \n",
              "413                    0.0                   1.0                    0.0  \n",
              "522                    0.0                   1.0                    0.0  \n",
              "1036                   0.0                   1.0                    0.0  \n",
              "...                    ...                   ...                    ...  \n",
              "988                    0.0                   1.0                    0.0  \n",
              "243                    0.0                   1.0                    0.0  \n",
              "1342                   0.0                   1.0                    0.0  \n",
              "1057                   0.0                   1.0                    0.0  \n",
              "1418                   0.0                   1.0                    0.0  \n",
              "\n",
              "[365 rows x 304 columns]"
            ]
          },
          "execution_count": 146,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "val_inputs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "attended-wireless",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "attended-wireless",
        "outputId": "41f02f1a-4ca9-4df9-9413-114ab711b9d9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "892     154500\n",
              "1105    325000\n",
              "413     115000\n",
              "522     159000\n",
              "1036    315500\n",
              "         ...  \n",
              "988     195000\n",
              "243     120000\n",
              "1342    228500\n",
              "1057    248000\n",
              "1418    124000\n",
              "Name: SalePrice, Length: 365, dtype: int64"
            ]
          },
          "execution_count": 147,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "val_targets"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "blind-prior",
      "metadata": {
        "id": "blind-prior"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "patent-occasion",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "patent-occasion",
        "outputId": "66d67f7d-902b-4b74-ab6e-e6c6a54ab2bf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "sublime-factor",
      "metadata": {
        "id": "sublime-factor"
      },
      "source": [
        "## Step 3 - Train a Linear Regression Model\n",
        "\n",
        "We're now ready to train the model. Linear regression is a commonly used technique for solving [regression problems](https://jovian.ai/aakashns/python-sklearn-logistic-regression/v/66#C6). In a linear regression model, the target is modeled as a linear combination (or weighted sum) of input features. The predictions from the model are evaluated using a loss function like the Root Mean Squared Error (RMSE).\n",
        "\n",
        "\n",
        "Here's a visual summary of how a linear regression model is structured:\n",
        "\n",
        "<img src=\"https://i.imgur.com/iTM2s5k.png\" width=\"480\">\n",
        "\n",
        "However, linear regression doesn't generalize very well when we have a large number of input columns with co-linearity i.e. when the values one column are highly correlated with values in other column(s). This is because it tries to fit the training data perfectly.\n",
        "\n",
        "Instead, we'll use Ridge Regression, a variant of linear regression that uses a technique called L2 regularization to introduce another loss term that forces the model to generalize better. Learn more about ridge regression here: https://www.youtube.com/watch?v=Q81RR3yKn30"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "flush-combine",
      "metadata": {
        "id": "flush-combine"
      },
      "source": [
        "> **QUESTION 8**: Create and train a linear regression model using the `Ridge` class from `sklearn.linear_model`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "revolutionary-eligibility",
      "metadata": {
        "id": "revolutionary-eligibility"
      },
      "outputs": [],
      "source": [
        "from sklearn.linear_model import Ridge"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "unlikely-flavor",
      "metadata": {
        "id": "unlikely-flavor"
      },
      "outputs": [],
      "source": [
        "# Create the model\n",
        "model = Ridge()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "documented-laundry",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "documented-laundry",
        "outputId": "3620637c-f437-4b55-cd27-d6568dcaedb4"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<style>#sk-container-id-10 {color: black;background-color: white;}#sk-container-id-10 pre{padding: 0;}#sk-container-id-10 div.sk-toggleable {background-color: white;}#sk-container-id-10 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-10 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-10 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-10 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-10 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-10 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-10 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-10 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-10 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-10 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-10 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-10 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-10 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-10 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-10 div.sk-item {position: relative;z-index: 1;}#sk-container-id-10 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-10 div.sk-item::before, #sk-container-id-10 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-10 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-10 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-10 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-10 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-10 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-10 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-10 div.sk-label-container {text-align: center;}#sk-container-id-10 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-10 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-10\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Ridge()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" checked><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Ridge</label><div class=\"sk-toggleable__content\"><pre>Ridge()</pre></div></div></div></div></div>"
            ],
            "text/plain": [
              "Ridge()"
            ]
          },
          "execution_count": 151,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Fit the model using inputs and targets\n",
        "model.fit(train_inputs, train_targets)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "finished-attribute",
      "metadata": {
        "id": "finished-attribute"
      },
      "source": [
        "`model.fit` uses the following strategy for training the model (source):\n",
        "\n",
        "1. We initialize a model with random parameters (weights & biases).\n",
        "2. We pass some inputs into the model to obtain predictions.\n",
        "3. We compare the model's predictions with the actual targets using the loss function.\n",
        "4. We use an optimization technique (like least squares, gradient descent etc.) to reduce the loss by adjusting the weights & biases of the model\n",
        "5. We repeat steps 1 to 4 till the predictions from the model are good enough.\n",
        "\n",
        "<img src=\"https://www.deepnetts.com/blog/wp-content/uploads/2019/02/SupervisedLearning.png\" width=\"480\">"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "forward-means",
      "metadata": {
        "id": "forward-means"
      },
      "source": [
        "Let's save our work before continuing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "disciplinary-airport",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "disciplinary-airport",
        "outputId": "fab5f3fb-98d6-49ef-9ae9-0c5a61ef5e20"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "rapid-somewhere",
      "metadata": {
        "id": "rapid-somewhere"
      },
      "source": [
        "## Step 4 - Make Predictions and Evaluate Your Model\n",
        "\n",
        "The model is now trained, and we can use it to generate predictions for the training and validation inputs. We can evaluate the model's performance using the RMSE (root mean squared error) loss function."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "incredible-magazine",
      "metadata": {
        "id": "incredible-magazine"
      },
      "source": [
        "> **QUESTION 9**: Generate predictions and compute the RMSE loss for the training and validation sets.\n",
        ">\n",
        "> *Hint*: Use the `mean_squared_error` with the argument `squared=False` to compute RMSE loss."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "instant-welding",
      "metadata": {
        "id": "instant-welding"
      },
      "outputs": [],
      "source": [
        "from sklearn.metrics import mean_squared_error"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "retired-algeria",
      "metadata": {
        "id": "retired-algeria"
      },
      "outputs": [],
      "source": [
        "train_preds = model.predict(train_inputs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "moderate-lindsay",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "moderate-lindsay",
        "outputId": "de5ddb1e-ae4a-4d9e-8a05-5fb1205b0dde"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([172549.49239604, 176648.3841514 , 104461.18939205, ...,\n",
              "       121549.23101908, 173504.31921626, 190778.41334452])"
            ]
          },
          "execution_count": 155,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_preds"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ranging-blade",
      "metadata": {
        "id": "ranging-blade"
      },
      "outputs": [],
      "source": [
        "train_rmse = mean_squared_error(train_targets, train_preds, squared = False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "focal-purpose",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "focal-purpose",
        "outputId": "f9d0ffa0-ead0-4d70-bdc0-83701cfdc763"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The RMSE loss for the training set is $ 21877.850450615533.\n"
          ]
        }
      ],
      "source": [
        "print('The RMSE loss for the training set is $ {}.'.format(train_rmse))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cultural-consortium",
      "metadata": {
        "id": "cultural-consortium"
      },
      "outputs": [],
      "source": [
        "val_preds = model.predict(val_inputs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "printable-shooting",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "printable-shooting",
        "outputId": "734c85e4-986d-499a-ac80-af1db86ad4a2"
      },
      "outputs": [
        {
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              "       226665.82868701, 129294.4477863 , 233387.51977745, 351458.02929839,\n",
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              "       185656.5204631 , 107352.57080924, 217861.2091599 , 258291.49924279,\n",
              "       127231.48524982])"
            ]
          },
          "execution_count": 159,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "val_preds"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "alternate-defendant",
      "metadata": {
        "id": "alternate-defendant"
      },
      "outputs": [],
      "source": [
        "val_rmse = mean_squared_error(val_targets, val_preds, squared = False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "hidden-literacy",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hidden-literacy",
        "outputId": "cbc921e3-554f-4737-dad6-6490652a82df"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The RMSE loss for the validation set is $ 29009.302517872115.\n"
          ]
        }
      ],
      "source": [
        "print('The RMSE loss for the validation set is $ {}.'.format(val_rmse))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "russian-beginning",
      "metadata": {
        "id": "russian-beginning"
      },
      "source": [
        "### Feature Importance\n",
        "\n",
        "Let's look at the weights assigned to different columns, to figure out which columns in the dataset are the most important."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "mighty-complaint",
      "metadata": {
        "id": "mighty-complaint"
      },
      "source": [
        "> **QUESTION 10**: Identify the weights (or coefficients) assigned to for different features by the model.\n",
        ">\n",
        "> *Hint:* Read [the docs](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "contrary-enforcement",
      "metadata": {
        "id": "contrary-enforcement"
      },
      "outputs": [],
      "source": [
        "weights = model.coef_"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "raised-tamil",
      "metadata": {
        "id": "raised-tamil"
      },
      "source": [
        "Let's create a dataframe to view the weight assigned to each column."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "chief-subdivision",
      "metadata": {
        "id": "chief-subdivision"
      },
      "outputs": [],
      "source": [
        "weights_df = pd.DataFrame({\n",
        "    'columns': train_inputs.columns,\n",
        "    'weight': weights\n",
        "}).sort_values('weight', ascending=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "indirect-desire",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "indirect-desire",
        "outputId": "f77b07a0-e587-446b-f61a-b508f0bbd2c9"
      },
      "outputs": [
        {
          "data": {
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              "\n",
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              "      <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>columns</th>\n",
              "      <th>weight</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>275</th>\n",
              "      <td>PoolQC_Ex</td>\n",
              "      <td>77483.612175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>GrLivArea</td>\n",
              "      <td>74388.503609</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2ndFlrSF</td>\n",
              "      <td>62433.996447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>OverallQual</td>\n",
              "      <td>62055.123269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1stFlrSF</td>\n",
              "      <td>60726.614752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <th>266</th>\n",
              "      <td>GarageCond_Ex</td>\n",
              "      <td>-21028.480031</td>\n",
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              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>KitchenAbvGr</td>\n",
              "      <td>-26474.353422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277</th>\n",
              "      <td>PoolQC_Gd</td>\n",
              "      <td>-72681.458501</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>Condition2_PosN</td>\n",
              "      <td>-84704.714012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>RoofMatl_ClyTile</td>\n",
              "      <td>-139512.027823</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>304 rows × 2 columns</p>\n",
              "</div>\n",
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              "          const element = document.querySelector('#df-3df8ab84-fef0-467a-814b-7635aff8f1a3');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "              columns         weight\n",
              "275         PoolQC_Ex   77483.612175\n",
              "15          GrLivArea   74388.503609\n",
              "13           2ndFlrSF   62433.996447\n",
              "3         OverallQual   62055.123269\n",
              "12           1stFlrSF   60726.614752\n",
              "..                ...            ...\n",
              "266     GarageCond_Ex  -21028.480031\n",
              "21       KitchenAbvGr  -26474.353422\n",
              "277         PoolQC_Gd  -72681.458501\n",
              "102   Condition2_PosN  -84704.714012\n",
              "125  RoofMatl_ClyTile -139512.027823\n",
              "\n",
              "[304 rows x 2 columns]"
            ]
          },
          "execution_count": 164,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "weights_df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "persistent-collection",
      "metadata": {
        "id": "persistent-collection"
      },
      "source": [
        "Can you tell which columns have the greatest impact on the price of the house?"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "destroyed-walter",
      "metadata": {
        "id": "destroyed-walter"
      },
      "source": [
        "### Making Predictions\n",
        "\n",
        "The model can be used to make predictions on new inputs using the following helper function:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "pressing-ridge",
      "metadata": {
        "id": "pressing-ridge"
      },
      "outputs": [],
      "source": [
        "def predict_input(single_input):\n",
        "    input_df = pd.DataFrame([single_input])\n",
        "    input_df[numeric_cols] = imputer.transform(input_df[numeric_cols])\n",
        "    input_df[numeric_cols] = scaler.transform(input_df[numeric_cols])\n",
        "    input_df[encoded_cols] = encoder.transform(input_df[categorical_cols].values)\n",
        "    X_input = input_df[numeric_cols + encoded_cols]\n",
        "    return model.predict(X_input)[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "chronic-chemistry",
      "metadata": {
        "id": "chronic-chemistry"
      },
      "outputs": [],
      "source": [
        "sample_input = { 'MSSubClass': 20, 'MSZoning': 'RL', 'LotFrontage': 77.0, 'LotArea': 9320,\n",
        " 'Street': 'Pave', 'Alley': None, 'LotShape': 'IR1', 'LandContour': 'Lvl', 'Utilities': 'AllPub',\n",
        " 'LotConfig': 'Inside', 'LandSlope': 'Gtl', 'Neighborhood': 'NAmes', 'Condition1': 'Norm', 'Condition2': 'Norm',\n",
        " 'BldgType': '1Fam', 'HouseStyle': '1Story', 'OverallQual': 4, 'OverallCond': 5, 'YearBuilt': 1959,\n",
        " 'YearRemodAdd': 1959, 'RoofStyle': 'Gable', 'RoofMatl': 'CompShg', 'Exterior1st': 'Plywood',\n",
        " 'Exterior2nd': 'Plywood', 'MasVnrType': 'None','MasVnrArea': 0.0,'ExterQual': 'TA','ExterCond': 'TA',\n",
        " 'Foundation': 'CBlock','BsmtQual': 'TA','BsmtCond': 'TA','BsmtExposure': 'No','BsmtFinType1': 'ALQ',\n",
        " 'BsmtFinSF1': 569,'BsmtFinType2': 'Unf','BsmtFinSF2': 0,'BsmtUnfSF': 381,\n",
        " 'TotalBsmtSF': 950,'Heating': 'GasA','HeatingQC': 'Fa','CentralAir': 'Y','Electrical': 'SBrkr', '1stFlrSF': 1225,\n",
        " '2ndFlrSF': 0, 'LowQualFinSF': 0, 'GrLivArea': 1225, 'BsmtFullBath': 1, 'BsmtHalfBath': 0, 'FullBath': 1,\n",
        " 'HalfBath': 1, 'BedroomAbvGr': 3, 'KitchenAbvGr': 1,'KitchenQual': 'TA','TotRmsAbvGrd': 6,'Functional': 'Typ',\n",
        " 'Fireplaces': 0,'FireplaceQu': np.nan,'GarageType': np.nan,'GarageYrBlt': np.nan,'GarageFinish': np.nan,'GarageCars': 0,\n",
        " 'GarageArea': 0,'GarageQual': np.nan,'GarageCond': np.nan,'PavedDrive': 'Y', 'WoodDeckSF': 352, 'OpenPorchSF': 0,\n",
        " 'EnclosedPorch': 0,'3SsnPorch': 0, 'ScreenPorch': 0, 'PoolArea': 0, 'PoolQC': np.nan, 'Fence': np.nan, 'MiscFeature': 'Shed',\n",
        " 'MiscVal': 400, 'MoSold': 1, 'YrSold': 2010, 'SaleType': 'WD', 'SaleCondition': 'Normal'}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "advanced-positive",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "advanced-positive",
        "outputId": "abcdd940-10ab-450b-926e-6522704dcccf"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but OneHotEncoder was fitted with feature names\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n",
            "<ipython-input-165-09cdc347837d>:5: PerformanceWarning:\n",
            "\n",
            "DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
            "\n"
          ]
        }
      ],
      "source": [
        "predicted_price = predict_input(sample_input)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "stock-designation",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "stock-designation",
        "outputId": "ab382ddd-001e-4598-c6c1-5477f5ba215a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The predicted sale price of the house is $123884.48449777986\n"
          ]
        }
      ],
      "source": [
        "print('The predicted sale price of the house is ${}'.format(predicted_price))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "empty-drive",
      "metadata": {
        "id": "empty-drive"
      },
      "source": [
        "Change the values in `sample_input` above and observe the effects on the predicted price."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "geological-mineral",
      "metadata": {
        "id": "geological-mineral"
      },
      "source": [
        "### Saving the model\n",
        "\n",
        "Let's save the model (along with other useful objects) to disk, so that we use it for making predictions without retraining."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "steady-reynolds",
      "metadata": {
        "id": "steady-reynolds"
      },
      "outputs": [],
      "source": [
        "import joblib"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "bibliographic-hardware",
      "metadata": {
        "id": "bibliographic-hardware"
      },
      "outputs": [],
      "source": [
        "house_price_predictor = {\n",
        "    'model': model,\n",
        "    'imputer': imputer,\n",
        "    'scaler': scaler,\n",
        "    'encoder': encoder,\n",
        "    'input_cols': input_cols,\n",
        "    'target_col': target_col,\n",
        "    'numeric_cols': numeric_cols,\n",
        "    'categorical_cols': categorical_cols,\n",
        "    'encoded_cols': encoded_cols\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "african-corrections",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "african-corrections",
        "outputId": "69fd05af-4959-4fd6-c335-2cdad2076aa9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['house_price_predictor.joblib']"
            ]
          },
          "execution_count": 171,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "joblib.dump(house_price_predictor, 'house_price_predictor.joblib')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "structured-english",
      "metadata": {
        "id": "structured-english"
      },
      "source": [
        "Congratulations on training and evaluating your first machine learning model using `scikit-learn`! Let's save our work before continuing. We'll include the saved model as an output."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "sunset-acrobat",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sunset-acrobat",
        "outputId": "d6215e49-4490-476c-f705-db343f448119"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[jovian] Detected Colab notebook...\u001b[0m\n",
            "[jovian] jovian.commit() is no longer required on Google Colab. If you ran this notebook from Jovian, \n",
            "then just save this file in Colab using Ctrl+S/Cmd+S and it will be updated on Jovian. \n",
            "Also, you can also delete this cell, it's no longer necessary.\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "jovian.commit(outputs=['house_price_predictor.joblib'])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "aac6d745",
      "metadata": {
        "id": "aac6d745"
      },
      "source": [
        "## LeetCode Problems"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9e0f7ae4",
      "metadata": {
        "id": "9e0f7ae4"
      },
      "source": [
        "### [Problem 796](https://leetcode.com/problems/rotate-string/) - Rotate String\n",
        "\n",
        "Given two strings `s` and `goal`, return `true` *if and only if* `s` *can become* `goal` *after some number of <b>shifts</b> on* `s`.\n",
        "\n",
        "A **shift** on `s` consists of moving the leftmost character of `s` to the rightmost position."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b217c078",
      "metadata": {
        "id": "b217c078"
      },
      "source": [
        "For example, if `s = \"abcde\"`, then it will be `\"bcdea\"` after one shift.`\n",
        "\n",
        "\n",
        "Example 1:\n",
        "```\n",
        "Input: s = \"abcde\", goal = \"cdeab\"\n",
        "Output: true\n",
        "```\n",
        "Example 2:\n",
        "```\n",
        "Input: s = \"abcde\", goal = \"abced\"\n",
        "Output: false\n",
        "```\n",
        "\n",
        "Constraints:\n",
        "```\n",
        "1 <= s.length, goal.length <= 100\n",
        "s and goal consist of lowercase English letters.\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1ce08ad0",
      "metadata": {
        "id": "1ce08ad0"
      },
      "outputs": [],
      "source": [
        "def rotateString(s, goal):\n",
        "    return len(s) == len(goal) and s in goal+goal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "921cb05e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "921cb05e",
        "outputId": "c3514400-a591-4c8e-84fd-8b5a50361af4"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 174,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# This should return \"True\"\n",
        "rotateString(\"abcde\",\"cdeab\") == True"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2134808b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2134808b",
        "outputId": "553b0a81-275e-4fef-cb35-4c620e759c24"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 175,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# This should return \"True\"\n",
        "rotateString(\"abcde\",\"abced\") == False"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b7c86302",
      "metadata": {
        "id": "b7c86302"
      },
      "source": [
        "### [Problem 566](https://leetcode.com/problems/reshape-the-matrix/) - Reshape the Matrix\n",
        "\n",
        "In MATLAB, there is a handy function called `reshape` which can reshape an `m x n` matrix into a new one with a different size `r x c` keeping its original data.\n",
        "\n",
        "You are given an `m x n` matrix `mat` and two integers `r` and `c` representing the number of rows and the number of columns of the wanted reshaped matrix.\n",
        "\n",
        "The reshaped matrix should be filled with all the elements of the original matrix in the same row-traversing order as they were.\n",
        "\n",
        "If the `reshape` operation with given parameters is possible and legal, output the new reshaped matrix; Otherwise, output the original matrix."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e33cd78f",
      "metadata": {
        "id": "e33cd78f"
      },
      "source": [
        "Example 1:\n",
        "\n",
        "![](https://i.imgur.com/5Xhrau2.jpg)\n",
        "\n",
        "```\n",
        "Input: mat = [[1,2],[3,4]], r = 1, c = 4\n",
        "Output: [[1,2,3,4]]\n",
        "```\n",
        "\n",
        "Example 2:\n",
        "\n",
        "![](https://i.imgur.com/uolySBr.jpg)\n",
        "\n",
        "```\n",
        "Input: mat = [[1,2],[3,4]], r = 2, c = 4\n",
        "Output: [[1,2],[3,4]]\n",
        "```\n",
        "\n",
        "Constraints:\n",
        "```\n",
        "m == mat.length\n",
        "n == mat[i].length\n",
        "1 <= m, n <= 100\n",
        "-1000 <= mat[i][j] <= 1000\n",
        "1 <= r, c <= 300\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1e282688",
      "metadata": {
        "id": "1e282688"
      },
      "outputs": [],
      "source": [
        "def matrixReshape(m, r, c):\n",
        "    flatten = []\n",
        "    new_mat = []\n",
        "    for row in m:\n",
        "      for num in row:\n",
        "        flatten.append(num)\n",
        "\n",
        "    if r * c != len(flatten):\n",
        "      return m\n",
        "    else:\n",
        "      for row_index in range(r):\n",
        "        new_mat.append(flatten[row_index * c : row_index * c + c])\n",
        "      return new_mat"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "89fc4be6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "89fc4be6",
        "outputId": "8a927200-9fec-48f0-eb72-d8f808b01ffe"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 177,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# This should return \"True\"\n",
        "matrixReshape([[1,2],[3,4]],1,4) == [[1,2,3,4]]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "57cbc738",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "57cbc738",
        "outputId": "72c992f4-95af-41e7-9fa7-63f9bdfdb07b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 178,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# This should return \"True\"\n",
        "matrixReshape([[1,2],[3,4]],2,4) == [[1,2],[3,4]]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "liable-tracker",
      "metadata": {
        "id": "liable-tracker"
      },
      "source": [
        "## Make Submission"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "developmental-association",
      "metadata": {
        "id": "developmental-association"
      },
      "source": [
        "You can submit your Jovian notebook link on the assignment `submit` tag page\n",
        "\n",
        "Make sure to review the evaluation criteria carefully. You can make any number of submissions, and only your final submission will be evalauted."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "bbH9bJtD100o",
      "metadata": {
        "id": "bbH9bJtD100o"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.7"
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  "nbformat": 4,
  "nbformat_minor": 5
}