House_Prediction_ML_Project.ipynb

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      "name": "House Prediction ML Project.ipynb",
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      "source": [
        "## **Getting Data**"
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      "source": [
        "import pandas as pd\n",
        "\n",
        "housing = pd.read_csv(\"https://raw.githubusercontent.com/mohitgupta-omg/Kaggle-California-Housing-Prices/master/Data/housing.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.head()"
      ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>housing_median_age</th>\n",
              "      <th>total_rooms</th>\n",
              "      <th>total_bedrooms</th>\n",
              "      <th>population</th>\n",
              "      <th>households</th>\n",
              "      <th>median_income</th>\n",
              "      <th>median_house_value</th>\n",
              "      <th>ocean_proximity</th>\n",
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              "      <th>0</th>\n",
              "      <td>-122.23</td>\n",
              "      <td>37.88</td>\n",
              "      <td>41.0</td>\n",
              "      <td>880.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>322.0</td>\n",
              "      <td>126.0</td>\n",
              "      <td>8.3252</td>\n",
              "      <td>452600.0</td>\n",
              "      <td>NEAR BAY</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-122.22</td>\n",
              "      <td>37.86</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7099.0</td>\n",
              "      <td>1106.0</td>\n",
              "      <td>2401.0</td>\n",
              "      <td>1138.0</td>\n",
              "      <td>8.3014</td>\n",
              "      <td>358500.0</td>\n",
              "      <td>NEAR BAY</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-122.24</td>\n",
              "      <td>37.85</td>\n",
              "      <td>52.0</td>\n",
              "      <td>1467.0</td>\n",
              "      <td>190.0</td>\n",
              "      <td>496.0</td>\n",
              "      <td>177.0</td>\n",
              "      <td>7.2574</td>\n",
              "      <td>352100.0</td>\n",
              "      <td>NEAR BAY</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-122.25</td>\n",
              "      <td>37.85</td>\n",
              "      <td>52.0</td>\n",
              "      <td>1274.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>558.0</td>\n",
              "      <td>219.0</td>\n",
              "      <td>5.6431</td>\n",
              "      <td>341300.0</td>\n",
              "      <td>NEAR BAY</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-122.25</td>\n",
              "      <td>37.85</td>\n",
              "      <td>52.0</td>\n",
              "      <td>1627.0</td>\n",
              "      <td>280.0</td>\n",
              "      <td>565.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>3.8462</td>\n",
              "      <td>342200.0</td>\n",
              "      <td>NEAR BAY</td>\n",
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              "   longitude  latitude  ...  median_house_value  ocean_proximity\n",
              "0    -122.23     37.88  ...            452600.0         NEAR BAY\n",
              "1    -122.22     37.86  ...            358500.0         NEAR BAY\n",
              "2    -122.24     37.85  ...            352100.0         NEAR BAY\n",
              "3    -122.25     37.85  ...            341300.0         NEAR BAY\n",
              "4    -122.25     37.85  ...            342200.0         NEAR BAY\n",
              "\n",
              "[5 rows x 10 columns]"
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          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 20640 entries, 0 to 20639\n",
            "Data columns (total 10 columns):\n",
            " #   Column              Non-Null Count  Dtype  \n",
            "---  ------              --------------  -----  \n",
            " 0   longitude           20640 non-null  float64\n",
            " 1   latitude            20640 non-null  float64\n",
            " 2   housing_median_age  20640 non-null  float64\n",
            " 3   total_rooms         20640 non-null  float64\n",
            " 4   total_bedrooms      20433 non-null  float64\n",
            " 5   population          20640 non-null  float64\n",
            " 6   households          20640 non-null  float64\n",
            " 7   median_income       20640 non-null  float64\n",
            " 8   median_house_value  20640 non-null  float64\n",
            " 9   ocean_proximity     20640 non-null  object \n",
            "dtypes: float64(9), object(1)\n",
            "memory usage: 1.6+ MB\n"
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        "housing.isna().sum()"
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              "longitude               0\n",
              "latitude                0\n",
              "housing_median_age      0\n",
              "total_rooms             0\n",
              "total_bedrooms        207\n",
              "population              0\n",
              "households              0\n",
              "median_income           0\n",
              "median_house_value      0\n",
              "ocean_proximity         0\n",
              "dtype: int64"
            ]
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        "housing['ocean_proximity'].value_counts()"
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      "execution_count": 132,
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          "data": {
            "text/plain": [
              "<1H OCEAN     9136\n",
              "INLAND        6551\n",
              "NEAR OCEAN    2658\n",
              "NEAR BAY      2290\n",
              "ISLAND           5\n",
              "Name: ocean_proximity, dtype: int64"
            ]
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          "execution_count": 132
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      "source": [
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              "      <th>longitude</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>20640.000000</td>\n",
              "      <td>20640.000000</td>\n",
              "      <td>20640.000000</td>\n",
              "      <td>20640.000000</td>\n",
              "      <td>20433.000000</td>\n",
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              "      <td>20640.000000</td>\n",
              "      <td>20640.000000</td>\n",
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              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>-119.569704</td>\n",
              "      <td>35.631861</td>\n",
              "      <td>28.639486</td>\n",
              "      <td>2635.763081</td>\n",
              "      <td>537.870553</td>\n",
              "      <td>1425.476744</td>\n",
              "      <td>499.539680</td>\n",
              "      <td>3.870671</td>\n",
              "      <td>206855.816909</td>\n",
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              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.003532</td>\n",
              "      <td>2.135952</td>\n",
              "      <td>12.585558</td>\n",
              "      <td>2181.615252</td>\n",
              "      <td>421.385070</td>\n",
              "      <td>1132.462122</td>\n",
              "      <td>382.329753</td>\n",
              "      <td>1.899822</td>\n",
              "      <td>115395.615874</td>\n",
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              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-124.350000</td>\n",
              "      <td>32.540000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.499900</td>\n",
              "      <td>14999.000000</td>\n",
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              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-121.800000</td>\n",
              "      <td>33.930000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>1447.750000</td>\n",
              "      <td>296.000000</td>\n",
              "      <td>787.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>2.563400</td>\n",
              "      <td>119600.000000</td>\n",
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              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>-118.490000</td>\n",
              "      <td>34.260000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>2127.000000</td>\n",
              "      <td>435.000000</td>\n",
              "      <td>1166.000000</td>\n",
              "      <td>409.000000</td>\n",
              "      <td>3.534800</td>\n",
              "      <td>179700.000000</td>\n",
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              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>-118.010000</td>\n",
              "      <td>37.710000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>3148.000000</td>\n",
              "      <td>647.000000</td>\n",
              "      <td>1725.000000</td>\n",
              "      <td>605.000000</td>\n",
              "      <td>4.743250</td>\n",
              "      <td>264725.000000</td>\n",
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              "      <th>max</th>\n",
              "      <td>-114.310000</td>\n",
              "      <td>41.950000</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>39320.000000</td>\n",
              "      <td>6445.000000</td>\n",
              "      <td>35682.000000</td>\n",
              "      <td>6082.000000</td>\n",
              "      <td>15.000100</td>\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b8bad396-d06a-4aaf-8720-62c394f11067 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b8bad396-d06a-4aaf-8720-62c394f11067');\n",
              "          const dataTable =\n",
              "            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",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "          longitude      latitude  ...  median_income  median_house_value\n",
              "count  20640.000000  20640.000000  ...   20640.000000        20640.000000\n",
              "mean    -119.569704     35.631861  ...       3.870671       206855.816909\n",
              "std        2.003532      2.135952  ...       1.899822       115395.615874\n",
              "min     -124.350000     32.540000  ...       0.499900        14999.000000\n",
              "25%     -121.800000     33.930000  ...       2.563400       119600.000000\n",
              "50%     -118.490000     34.260000  ...       3.534800       179700.000000\n",
              "75%     -118.010000     37.710000  ...       4.743250       264725.000000\n",
              "max     -114.310000     41.950000  ...      15.000100       500001.000000\n",
              "\n",
              "[8 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 133
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Creating Test Set**"
      ],
      "metadata": {
        "id": "Q-C18-woZ2Zd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "metadata": {
        "id": "HxM5GbD7XrLS"
      },
      "execution_count": 134,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = housing.drop('median_house_value', axis=1)\n",
        "y=housing['median_house_value']"
      ],
      "metadata": {
        "id": "M6FjAlnQXrN-"
      },
      "execution_count": 135,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EK1P6GdRXrQ5",
        "outputId": "b5a135c9-8b0b-4356-a516-57d9af64c658"
      },
      "execution_count": 136,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        452600.0\n",
              "1        358500.0\n",
              "2        352100.0\n",
              "3        341300.0\n",
              "4        342200.0\n",
              "           ...   \n",
              "20635     78100.0\n",
              "20636     77100.0\n",
              "20637     92300.0\n",
              "20638     84700.0\n",
              "20639     89400.0\n",
              "Name: median_house_value, Length: 20640, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x_train, x_test, y_train, y_test = train_test_split(x,y,test_size=0.33, random_state=0)"
      ],
      "metadata": {
        "id": "NTjJibN4XrTs"
      },
      "execution_count": 137,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x_train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "ZK359rtmXrWY",
        "outputId": "c5acc3f7-c10d-489d-e55b-71c783794432"
      },
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>housing_median_age</th>\n",
              "      <th>total_rooms</th>\n",
              "      <th>total_bedrooms</th>\n",
              "      <th>population</th>\n",
              "      <th>households</th>\n",
              "      <th>median_income</th>\n",
              "      <th>ocean_proximity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>14069</th>\n",
              "      <td>-117.12</td>\n",
              "      <td>32.76</td>\n",
              "      <td>33.0</td>\n",
              "      <td>2279.0</td>\n",
              "      <td>591.0</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>576.0</td>\n",
              "      <td>2.4297</td>\n",
              "      <td>NEAR OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17482</th>\n",
              "      <td>-119.81</td>\n",
              "      <td>34.44</td>\n",
              "      <td>23.0</td>\n",
              "      <td>3172.0</td>\n",
              "      <td>588.0</td>\n",
              "      <td>1467.0</td>\n",
              "      <td>559.0</td>\n",
              "      <td>4.6806</td>\n",
              "      <td>NEAR OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7362</th>\n",
              "      <td>-118.19</td>\n",
              "      <td>33.97</td>\n",
              "      <td>27.0</td>\n",
              "      <td>2911.0</td>\n",
              "      <td>972.0</td>\n",
              "      <td>3559.0</td>\n",
              "      <td>945.0</td>\n",
              "      <td>1.9485</td>\n",
              "      <td>&lt;1H OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19526</th>\n",
              "      <td>-120.97</td>\n",
              "      <td>37.65</td>\n",
              "      <td>16.0</td>\n",
              "      <td>3960.0</td>\n",
              "      <td>716.0</td>\n",
              "      <td>1776.0</td>\n",
              "      <td>724.0</td>\n",
              "      <td>3.9886</td>\n",
              "      <td>INLAND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8365</th>\n",
              "      <td>-118.35</td>\n",
              "      <td>33.97</td>\n",
              "      <td>26.0</td>\n",
              "      <td>1725.0</td>\n",
              "      <td>431.0</td>\n",
              "      <td>1130.0</td>\n",
              "      <td>404.0</td>\n",
              "      <td>3.2708</td>\n",
              "      <td>&lt;1H OCEAN</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13123</th>\n",
              "      <td>-121.26</td>\n",
              "      <td>38.27</td>\n",
              "      <td>20.0</td>\n",
              "      <td>1314.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>712.0</td>\n",
              "      <td>219.0</td>\n",
              "      <td>4.4125</td>\n",
              "      <td>INLAND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19648</th>\n",
              "      <td>-120.89</td>\n",
              "      <td>37.48</td>\n",
              "      <td>27.0</td>\n",
              "      <td>1118.0</td>\n",
              "      <td>195.0</td>\n",
              "      <td>647.0</td>\n",
              "      <td>209.0</td>\n",
              "      <td>2.9135</td>\n",
              "      <td>INLAND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9845</th>\n",
              "      <td>-121.90</td>\n",
              "      <td>36.58</td>\n",
              "      <td>31.0</td>\n",
              "      <td>1431.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>704.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>3.1977</td>\n",
              "      <td>NEAR OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10799</th>\n",
              "      <td>-117.93</td>\n",
              "      <td>33.62</td>\n",
              "      <td>34.0</td>\n",
              "      <td>2125.0</td>\n",
              "      <td>498.0</td>\n",
              "      <td>1052.0</td>\n",
              "      <td>468.0</td>\n",
              "      <td>5.6315</td>\n",
              "      <td>&lt;1H OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2732</th>\n",
              "      <td>-115.56</td>\n",
              "      <td>32.80</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1171.0</td>\n",
              "      <td>328.0</td>\n",
              "      <td>1024.0</td>\n",
              "      <td>298.0</td>\n",
              "      <td>1.3882</td>\n",
              "      <td>INLAND</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>13828 rows × 9 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0da59e27-c847-414c-a9c8-749c50f22f9a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\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",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0da59e27-c847-414c-a9c8-749c50f22f9a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0da59e27-c847-414c-a9c8-749c50f22f9a');\n",
              "          const dataTable =\n",
              "            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",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       longitude  latitude  ...  median_income  ocean_proximity\n",
              "14069    -117.12     32.76  ...         2.4297       NEAR OCEAN\n",
              "17482    -119.81     34.44  ...         4.6806       NEAR OCEAN\n",
              "7362     -118.19     33.97  ...         1.9485        <1H OCEAN\n",
              "19526    -120.97     37.65  ...         3.9886           INLAND\n",
              "8365     -118.35     33.97  ...         3.2708        <1H OCEAN\n",
              "...          ...       ...  ...            ...              ...\n",
              "13123    -121.26     38.27  ...         4.4125           INLAND\n",
              "19648    -120.89     37.48  ...         2.9135           INLAND\n",
              "9845     -121.90     36.58  ...         3.1977       NEAR OCEAN\n",
              "10799    -117.93     33.62  ...         5.6315        <1H OCEAN\n",
              "2732     -115.56     32.80  ...         1.3882           INLAND\n",
              "\n",
              "[13828 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x_test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "O8ohIrcOXrZU",
        "outputId": "ef57a16b-725c-4ec6-b1a1-2b4428e19a3d"
      },
      "execution_count": 139,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
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              "      <th>14740</th>\n",
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              "      <td>22.0</td>\n",
              "      <td>2101.0</td>\n",
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              "      <td>1551.0</td>\n",
              "      <td>371.0</td>\n",
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              "      <th>10101</th>\n",
              "      <td>-117.97</td>\n",
              "      <td>33.92</td>\n",
              "      <td>32.0</td>\n",
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              "      <td>398.0</td>\n",
              "      <td>1296.0</td>\n",
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              "      <td>&lt;1H OCEAN</td>\n",
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              "      <td>-121.84</td>\n",
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              "      <td>33.20</td>\n",
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              "      <td>649.0</td>\n",
              "      <td>379.0</td>\n",
              "      <td>5.0049</td>\n",
              "      <td>NEAR BAY</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14366</th>\n",
              "      <td>-117.23</td>\n",
              "      <td>32.74</td>\n",
              "      <td>44.0</td>\n",
              "      <td>1404.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>513.0</td>\n",
              "      <td>217.0</td>\n",
              "      <td>4.1806</td>\n",
              "      <td>NEAR OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14583</th>\n",
              "      <td>-117.18</td>\n",
              "      <td>32.84</td>\n",
              "      <td>30.0</td>\n",
              "      <td>2290.0</td>\n",
              "      <td>523.0</td>\n",
              "      <td>1272.0</td>\n",
              "      <td>472.0</td>\n",
              "      <td>3.5606</td>\n",
              "      <td>NEAR OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16212</th>\n",
              "      <td>-121.32</td>\n",
              "      <td>37.96</td>\n",
              "      <td>47.0</td>\n",
              "      <td>1700.0</td>\n",
              "      <td>344.0</td>\n",
              "      <td>922.0</td>\n",
              "      <td>357.0</td>\n",
              "      <td>3.1845</td>\n",
              "      <td>INLAND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6944</th>\n",
              "      <td>-118.09</td>\n",
              "      <td>33.98</td>\n",
              "      <td>37.0</td>\n",
              "      <td>1270.0</td>\n",
              "      <td>272.0</td>\n",
              "      <td>1092.0</td>\n",
              "      <td>274.0</td>\n",
              "      <td>3.5000</td>\n",
              "      <td>&lt;1H OCEAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8746</th>\n",
              "      <td>-118.34</td>\n",
              "      <td>33.80</td>\n",
              "      <td>25.0</td>\n",
              "      <td>4177.0</td>\n",
              "      <td>832.0</td>\n",
              "      <td>2123.0</td>\n",
              "      <td>789.0</td>\n",
              "      <td>5.0814</td>\n",
              "      <td>&lt;1H OCEAN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6812 rows × 9 columns</p>\n",
              "</div>\n",
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              "  "
            ],
            "text/plain": [
              "       longitude  latitude  ...  median_income  ocean_proximity\n",
              "14740    -117.05     32.58  ...         4.1518       NEAR OCEAN\n",
              "10101    -117.97     33.92  ...         5.7796        <1H OCEAN\n",
              "20566    -121.84     38.65  ...         4.3487           INLAND\n",
              "2670     -115.60     33.20  ...         2.4511           INLAND\n",
              "15709    -122.43     37.79  ...         5.0049         NEAR BAY\n",
              "...          ...       ...  ...            ...              ...\n",
              "14366    -117.23     32.74  ...         4.1806       NEAR OCEAN\n",
              "14583    -117.18     32.84  ...         3.5606       NEAR OCEAN\n",
              "16212    -121.32     37.96  ...         3.1845           INLAND\n",
              "6944     -118.09     33.98  ...         3.5000        <1H OCEAN\n",
              "8746     -118.34     33.80  ...         5.0814        <1H OCEAN\n",
              "\n",
              "[6812 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 139
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RQpRSQgaXrbw",
        "outputId": "5be1cc78-f0bd-41fd-c58a-0fcdd45b99c1"
      },
      "execution_count": 140,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "14069    139000.0\n",
              "17482    288900.0\n",
              "7362     146300.0\n",
              "19526    137500.0\n",
              "8365     128100.0\n",
              "           ...   \n",
              "13123    144600.0\n",
              "19648    159400.0\n",
              "9845     289300.0\n",
              "10799    484600.0\n",
              "2732      69400.0\n",
              "Name: median_house_value, Length: 13828, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 140
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hcJGcYJkXrem",
        "outputId": "8ccc8391-bb2c-48b6-8d55-61705b7cb2b4"
      },
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "14740    136900.0\n",
              "10101    241300.0\n",
              "20566    200700.0\n",
              "2670      72500.0\n",
              "15709    460000.0\n",
              "           ...   \n",
              "14366    263800.0\n",
              "14583    165100.0\n",
              "16212     87200.0\n",
              "6944     160700.0\n",
              "8746     446800.0\n",
              "Name: median_house_value, Length: 6812, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 141
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.corr()['median_house_value'].sort_values(ascending=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sGR7TyY-Xrht",
        "outputId": "d764aa48-01fa-436f-9a50-1c0710158ad1"
      },
      "execution_count": 142,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "latitude             -0.144160\n",
              "longitude            -0.045967\n",
              "population           -0.024650\n",
              "total_bedrooms        0.049686\n",
              "households            0.065843\n",
              "housing_median_age    0.105623\n",
              "total_rooms           0.134153\n",
              "median_income         0.688075\n",
              "median_house_value    1.000000\n",
              "Name: median_house_value, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 142
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install matplotlib"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TnnDI95ofR4r",
        "outputId": "ebab7eb1-1f27-45a7-ec99-05fee994697e"
      },
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (2.8.2)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.3.2)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.7)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n",
            "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.21.5)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib) (1.15.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from pandas.plotting import scatter_matrix\n",
        "attributes = ['median_house_value', 'median_income', 'total_rooms', 'housing_median_age']\n",
        "scatter_matrix(housing[attributes], figsize=(12,8))\n",
        "scatter_matrix"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 535
        },
        "id": "bhQG5-brXrlB",
        "outputId": "a94b4af3-a526-4170-f105-8ca8c1abaff1"
      },
      "execution_count": 144,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function pandas.plotting._misc.scatter_matrix>"
            ]
          },
          "metadata": {},
          "execution_count": 144
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 16 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.plot(kind='scatter', x='median_income', y='median_house_value')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "ddQ3yW8CXroT",
        "outputId": "eec0377f-a8d6-4bdf-ff3c-4561d3f98c0b"
      },
      "execution_count": 145,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f362fdd3450>"
            ]
          },
          "metadata": {},
          "execution_count": 145
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.plot(kind='scatter', x='longitude', y='latitude')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "H5oUH03uStPr",
        "outputId": "9a7b0151-76fb-4af7-9a37-d9571c72da83"
      },
      "execution_count": 146,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f362fe5c3d0>"
            ]
          },
          "metadata": {},
          "execution_count": 146
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.plot(kind='scatter', x='longitude', y='latitude',alpha=0.1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "PjRSsVrGStSg",
        "outputId": "89df1438-0228-4607-a3e0-4a3053ac2188"
      },
      "execution_count": 147,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f362ff6bd90>"
            ]
          },
          "metadata": {},
          "execution_count": 147
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.plot(kind='scatter', x='longitude', y='latitude',alpha=0.4, s=housing[\"population\"]/100, label=\"Population\", figsize=(10,7), c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),colorbar=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        },
        "id": "hurYI04tStVb",
        "outputId": "27efdbdf-10cb-4b7d-fc4b-93333d87bb0d"
      },
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f36302d4b50>"
            ]
          },
          "metadata": {},
          "execution_count": 148
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.plot(kind='scatter', x='median_income', y='median_house_value',alpha=0.1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "kSpJxQkkUrAz",
        "outputId": "20b2d506-e18a-4db2-fd1b-eaca068d3204"
      },
      "execution_count": 149,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f363012b750>"
            ]
          },
          "metadata": {},
          "execution_count": 149
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Feature Engineering**"
      ],
      "metadata": {
        "id": "kk0ClElJWN9N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "housing['rooms_per_household']=housing['total_rooms']/housing['households']\n",
        "housing['bedrooms_per_rooms']=housing['total_bedrooms']/housing['total_rooms']\n",
        "housing['population_per_household']=housing['population']/housing['households']"
      ],
      "metadata": {
        "id": "PN8dJDRGXrrZ"
      },
      "execution_count": 150,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing.corr()['median_house_value'].sort_values(ascending=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OLpzkIYxXruq",
        "outputId": "d67f16d0-2789-41e1-a83a-417c32b83cb6"
      },
      "execution_count": 151,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "median_house_value          1.000000\n",
              "median_income               0.688075\n",
              "rooms_per_household         0.151948\n",
              "total_rooms                 0.134153\n",
              "housing_median_age          0.105623\n",
              "households                  0.065843\n",
              "total_bedrooms              0.049686\n",
              "population_per_household   -0.023737\n",
              "population                 -0.024650\n",
              "longitude                  -0.045967\n",
              "latitude                   -0.144160\n",
              "bedrooms_per_rooms         -0.255880\n",
              "Name: median_house_value, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 151
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "median=housing['total_bedrooms'].median()\n",
        "housing['total_bedrooms'].fillna(median, inplace=True)"
      ],
      "metadata": {
        "id": "QmX-_E49Xrxi"
      },
      "execution_count": 152,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sbfhLqB_Xr0u",
        "outputId": "ccd34d1a-6a36-4777-e727-b87d3b69b1e8"
      },
      "execution_count": 153,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "longitude                     0\n",
              "latitude                      0\n",
              "housing_median_age            0\n",
              "total_rooms                   0\n",
              "total_bedrooms                0\n",
              "population                    0\n",
              "households                    0\n",
              "median_income                 0\n",
              "median_house_value            0\n",
              "ocean_proximity               0\n",
              "rooms_per_household           0\n",
              "bedrooms_per_rooms          207\n",
              "population_per_household      0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 153
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        " **Data Cleaning**"
      ],
      "metadata": {
        "id": "VM2gAQByWWpt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "median = housing['bedrooms_per_rooms'].median()\n",
        "housing['bedrooms_per_rooms'].fillna(median, inplace=True)"
      ],
      "metadata": {
        "id": "DnA4snVKE0GJ"
      },
      "execution_count": 154,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2a1rIUKFFHpB",
        "outputId": "3d07e17e-f9d8-4084-fbd0-c294186bd9a1"
      },
      "execution_count": 155,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "longitude                   0\n",
              "latitude                    0\n",
              "housing_median_age          0\n",
              "total_rooms                 0\n",
              "total_bedrooms              0\n",
              "population                  0\n",
              "households                  0\n",
              "median_income               0\n",
              "median_house_value          0\n",
              "ocean_proximity             0\n",
              "rooms_per_household         0\n",
              "bedrooms_per_rooms          0\n",
              "population_per_household    0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 155
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tl4JbcvjFj29",
        "outputId": "9046afba-2de3-4bc3-f569-e7b3eee3d07e"
      },
      "execution_count": 156,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 20640 entries, 0 to 20639\n",
            "Data columns (total 13 columns):\n",
            " #   Column                    Non-Null Count  Dtype  \n",
            "---  ------                    --------------  -----  \n",
            " 0   longitude                 20640 non-null  float64\n",
            " 1   latitude                  20640 non-null  float64\n",
            " 2   housing_median_age        20640 non-null  float64\n",
            " 3   total_rooms               20640 non-null  float64\n",
            " 4   total_bedrooms            20640 non-null  float64\n",
            " 5   population                20640 non-null  float64\n",
            " 6   households                20640 non-null  float64\n",
            " 7   median_income             20640 non-null  float64\n",
            " 8   median_house_value        20640 non-null  float64\n",
            " 9   ocean_proximity           20640 non-null  object \n",
            " 10  rooms_per_household       20640 non-null  float64\n",
            " 11  bedrooms_per_rooms        20640 non-null  float64\n",
            " 12  population_per_household  20640 non-null  float64\n",
            "dtypes: float64(12), object(1)\n",
            "memory usage: 2.0+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import OrdinalEncoder\n",
        "encode = OrdinalEncoder()\n",
        "housing_cat_encode=encode.fit_transform(housing[['ocean_proximity']])"
      ],
      "metadata": {
        "id": "NupjgppyXr4r"
      },
      "execution_count": 157,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing_cat_encode"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gRh_BQRFXr8P",
        "outputId": "45aea5c3-2651-4935-8b8c-b6bd2a3b077a"
      },
      "execution_count": 158,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[3.],\n",
              "       [3.],\n",
              "       [3.],\n",
              "       ...,\n",
              "       [1.],\n",
              "       [1.],\n",
              "       [1.]])"
            ]
          },
          "metadata": {},
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "encode.categories_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nr2BrC5OXr-5",
        "outputId": "02ed9b4f-4b01-41a8-a5e5-c3173d5121c1"
      },
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
              "       dtype=object)]"
            ]
          },
          "metadata": {},
          "execution_count": 159
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing_num = housing.drop(\"ocean_proximity\", axis=1)"
      ],
      "metadata": {
        "id": "04DACwXBXsBi"
      },
      "execution_count": 160,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.impute import SimpleImputer\n",
        "\n",
        "num_pipeline = Pipeline([\n",
        "                      ('imputer', SimpleImputer(strategy='median')),\n",
        "                      ('std_scaler', StandardScaler())\n",
        "])\n",
        "\n",
        "housing_num_tr = num_pipeline.fit_transform(housing_num)"
      ],
      "metadata": {
        "id": "qV3y7PhiXsFA"
      },
      "execution_count": 161,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing_num_tr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oGmSUDMpXsIa",
        "outputId": "1ecad06b-b6f7-435c-f2da-b9dd2f926c12"
      },
      "execution_count": 162,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-1.32783522,  1.05254828,  0.98214266, ...,  0.62855945,\n",
              "        -1.14993031, -0.04959654],\n",
              "       [-1.32284391,  1.04318455, -0.60701891, ...,  0.32704136,\n",
              "        -0.99038135, -0.09251223],\n",
              "       [-1.33282653,  1.03850269,  1.85618152, ...,  1.15562047,\n",
              "        -1.44586501, -0.02584253],\n",
              "       ...,\n",
              "       [-0.8237132 ,  1.77823747, -0.92485123, ..., -0.09031802,\n",
              "         0.03870567, -0.0717345 ],\n",
              "       [-0.87362627,  1.77823747, -0.84539315, ..., -0.04021111,\n",
              "         0.12050112, -0.09122515],\n",
              "       [-0.83369581,  1.75014627, -1.00430931, ..., -0.07044252,\n",
              "         0.14290124, -0.04368215]])"
            ]
          },
          "metadata": {},
          "execution_count": 162
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.compose import ColumnTransformer\n",
        "from sklearn.preprocessing import OneHotEncoder\n",
        "\n",
        "numerical_attr = list(housing_num)\n",
        "categorical_attr = [\"ocean_proximity\"]\n",
        "full_pipeline = ColumnTransformer([\n",
        "                                   (\"num\", num_pipeline, numerical_attr),\n",
        "                                   (\"cat\", OneHotEncoder(), categorical_attr)\n",
        "                                  ])\n",
        "housing_prepared = full_pipeline.fit_transform(housing)"
      ],
      "metadata": {
        "id": "lC-bXxe2XsLU"
      },
      "execution_count": 163,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing_prepared"
      ],
      "metadata": {
        "id": "KHukf4oxp6SG",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9cc65f2f-cb2e-44df-c0a2-060b2ebcfdf4"
      },
      "execution_count": 164,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-1.32783522,  1.05254828,  0.98214266, ...,  0.        ,\n",
              "         1.        ,  0.        ],\n",
              "       [-1.32284391,  1.04318455, -0.60701891, ...,  0.        ,\n",
              "         1.        ,  0.        ],\n",
              "       [-1.33282653,  1.03850269,  1.85618152, ...,  0.        ,\n",
              "         1.        ,  0.        ],\n",
              "       ...,\n",
              "       [-0.8237132 ,  1.77823747, -0.92485123, ...,  0.        ,\n",
              "         0.        ,  0.        ],\n",
              "       [-0.87362627,  1.77823747, -0.84539315, ...,  0.        ,\n",
              "         0.        ,  0.        ],\n",
              "       [-0.83369581,  1.75014627, -1.00430931, ...,  0.        ,\n",
              "         0.        ,  0.        ]])"
            ]
          },
          "metadata": {},
          "execution_count": 164
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing_labels = housing['median_house_value']"
      ],
      "metadata": {
        "id": "dnmQr0ULp6VG"
      },
      "execution_count": 165,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "housing_labels"
      ],
      "metadata": {
        "id": "NWkXi_Vap6Xv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c33bd824-b285-48cb-a122-1addf41eda00"
      },
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        452600.0\n",
              "1        358500.0\n",
              "2        352100.0\n",
              "3        341300.0\n",
              "4        342200.0\n",
              "           ...   \n",
              "20635     78100.0\n",
              "20636     77100.0\n",
              "20637     92300.0\n",
              "20638     84700.0\n",
              "20639     89400.0\n",
              "Name: median_house_value, Length: 20640, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Final Data Set**"
      ],
      "metadata": {
        "id": "HaS042cotm6m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, Y_train, Y_test = train_test_split(housing_prepared, housing_labels, test_size=0.33, random_state=23)"
      ],
      "metadata": {
        "id": "yovJx2waXsOO"
      },
      "execution_count": 167,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Select and Train the model**"
      ],
      "metadata": {
        "id": "_mcyU4SEtG-E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Linear Regression**"
      ],
      "metadata": {
        "id": "phq7MQQ3apP3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "lin_reg = LinearRegression()\n",
        "lin_reg.fit(X_train, Y_train)"
      ],
      "metadata": {
        "id": "QzmS7bc6XsRC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "415b4f80-3308-4702-c7de-6fb4335fb773"
      },
      "execution_count": 168,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ]
          },
          "metadata": {},
          "execution_count": 168
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lin_reg.score(X_train, Y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T_hXeFnEuEqG",
        "outputId": "df5e6ae9-d8e0-4ba5-d34c-8733451937e3"
      },
      "execution_count": 169,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.0"
            ]
          },
          "metadata": {},
          "execution_count": 169
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Predictions : \",lin_reg.predict(X_test))\n",
        "print(\"Labels : \",list(Y_test))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yl9Jk3_fv9hh",
        "outputId": "ccd33dfa-c77a-437d-f65d-4aa9186bc78c"
      },
      "execution_count": 170,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predictions :  [202000. 470000. 121900. ...  60900. 116700. 184400.]\n",
            "Labels :  [202000.0, 470000.0, 121900.0, 134100.0, 122500.0, 82100.0, 237900.0, 162300.0, 112800.0, 173300.0, 180200.0, 359000.0, 109100.0, 240900.0, 500001.0, 279500.0, 86900.0, 500001.0, 304700.0, 94400.0, 155400.0, 172400.0, 67500.0, 500001.0, 284200.0, 251000.0, 92200.0, 166400.0, 157700.0, 102200.0, 204500.0, 500001.0, 112500.0, 119400.0, 254200.0, 217300.0, 276100.0, 112500.0, 226500.0, 207400.0, 224100.0, 220800.0, 96800.0, 339400.0, 181300.0, 220000.0, 151200.0, 336700.0, 192300.0, 296000.0, 155800.0, 84700.0, 183400.0, 97300.0, 192900.0, 219400.0, 220100.0, 500001.0, 441100.0, 242700.0, 158600.0, 128600.0, 121400.0, 343600.0, 145700.0, 262000.0, 149500.0, 264300.0, 97900.0, 134600.0, 274000.0, 58100.0, 119400.0, 57800.0, 179400.0, 137500.0, 123500.0, 86300.0, 95600.0, 182800.0, 275000.0, 134500.0, 140400.0, 132000.0, 167900.0, 125200.0, 252300.0, 351600.0, 100100.0, 107400.0, 194700.0, 63500.0, 240700.0, 69300.0, 305800.0, 412500.0, 212300.0, 89000.0, 159700.0, 233200.0, 193800.0, 257700.0, 500001.0, 82700.0, 173300.0, 71400.0, 119800.0, 191900.0, 245100.0, 300500.0, 198400.0, 48300.0, 67400.0, 92600.0, 500001.0, 341400.0, 118200.0, 377300.0, 157800.0, 52000.0, 160600.0, 157600.0, 186600.0, 146900.0, 55800.0, 153300.0, 167100.0, 255900.0, 156500.0, 54600.0, 170600.0, 55900.0, 80400.0, 136900.0, 70500.0, 500001.0, 108300.0, 255700.0, 198300.0, 140100.0, 255400.0, 167900.0, 140800.0, 127000.0, 91100.0, 287500.0, 221200.0, 353000.0, 129800.0, 163500.0, 249100.0, 237500.0, 81300.0, 230200.0, 216200.0, 195800.0, 380800.0, 54700.0, 99700.0, 110500.0, 239500.0, 500001.0, 95200.0, 124300.0, 219900.0, 291300.0, 173900.0, 325200.0, 240400.0, 242600.0, 279400.0, 287500.0, 235300.0, 76400.0, 161400.0, 291400.0, 137500.0, 308600.0, 89800.0, 360500.0, 412500.0, 500001.0, 218100.0, 186800.0, 199500.0, 129400.0, 150000.0, 99800.0, 500001.0, 327600.0, 203700.0, 456300.0, 84200.0, 416700.0, 93400.0, 129100.0, 90800.0, 147200.0, 172900.0, 152300.0, 500001.0, 316700.0, 227400.0, 238900.0, 332800.0, 254200.0, 316100.0, 173500.0, 165200.0, 84700.0, 140600.0, 159400.0, 192200.0, 308300.0, 330800.0, 338400.0, 406200.0, 92600.0, 137500.0, 204600.0, 231900.0, 160800.0, 500001.0, 48300.0, 250400.0, 124600.0, 500001.0, 260900.0, 59400.0, 149600.0, 103100.0, 110200.0, 241600.0, 237500.0, 132900.0, 51100.0, 257500.0, 151600.0, 127900.0, 213900.0, 96800.0, 101500.0, 214700.0, 117800.0, 169500.0, 212500.0, 500001.0, 339600.0, 350000.0, 186800.0, 66100.0, 161800.0, 43100.0, 142400.0, 95900.0, 263800.0, 170100.0, 201300.0, 277200.0, 189900.0, 44100.0, 122500.0, 224200.0, 106300.0, 193800.0, 230000.0, 102900.0, 179600.0, 75000.0, 71300.0, 163000.0, 281700.0, 96200.0, 287500.0, 322700.0, 225900.0, 132800.0, 219000.0, 500001.0, 463700.0, 247900.0, 116300.0, 152900.0, 161100.0, 106000.0, 174200.0, 375400.0, 265500.0, 331800.0, 107400.0, 96000.0, 182500.0, 123500.0, 115500.0, 361800.0, 376200.0, 158200.0, 202100.0, 161100.0, 258300.0, 200000.0, 309200.0, 458600.0, 187500.0, 257600.0, 137200.0, 293300.0, 187500.0, 319700.0, 313000.0, 175800.0, 222700.0, 226900.0, 94600.0, 83300.0, 162500.0, 305000.0, 160200.0, 426900.0, 123400.0, 75000.0, 178700.0, 221100.0, 156600.0, 217700.0, 201700.0, 450000.0, 92700.0, 171900.0, 144100.0, 59400.0, 273000.0, 140800.0, 130500.0, 268800.0, 150000.0, 221900.0, 141500.0, 316700.0, 100000.0, 86700.0, 54800.0, 87500.0, 349500.0, 175200.0, 125000.0, 118500.0, 92900.0, 230300.0, 230700.0, 190900.0, 288300.0, 239100.0, 117700.0, 110800.0, 155400.0, 377200.0, 352900.0, 409800.0, 111900.0, 76800.0, 219600.0, 112600.0, 275900.0, 87500.0, 72000.0, 332100.0, 142500.0, 183100.0, 257900.0, 98400.0, 142600.0, 187300.0, 187200.0, 144600.0, 215800.0, 162200.0, 221600.0, 241500.0, 292500.0, 101600.0, 264100.0, 309300.0, 227800.0, 218100.0, 160100.0, 313900.0, 271600.0, 500001.0, 500001.0, 88300.0, 74200.0, 134700.0, 135400.0, 97800.0, 259800.0, 120200.0, 444700.0, 128900.0, 248600.0, 143300.0, 93300.0, 53100.0, 228500.0, 115600.0, 368700.0, 189800.0, 252500.0, 56400.0, 94200.0, 105600.0, 180400.0, 158000.0, 218000.0, 163800.0, 500001.0, 74000.0, 227900.0, 81300.0, 113900.0, 204400.0, 125900.0, 212000.0, 275000.0, 153500.0, 216700.0, 238000.0, 500001.0, 139200.0, 117000.0, 304100.0, 117400.0, 150000.0, 175400.0, 492900.0, 122500.0, 204200.0, 225000.0, 192500.0, 174000.0, 101000.0, 500001.0, 217700.0, 322900.0, 158900.0, 55000.0, 383700.0, 272200.0, 150000.0, 331100.0, 390500.0, 185300.0, 183300.0, 288000.0, 232700.0, 159900.0, 85900.0, 96700.0, 178300.0, 230400.0, 94900.0, 148900.0, 229200.0, 129300.0, 116300.0, 226700.0, 211800.0, 65500.0, 224700.0, 103300.0, 196600.0, 137500.0, 59800.0, 456300.0, 94300.0, 137500.0, 263600.0, 49500.0, 147200.0, 182100.0, 231600.0, 221100.0, 92800.0, 202300.0, 119500.0, 146700.0, 131700.0, 180100.0, 150600.0, 141700.0, 228000.0, 140500.0, 165000.0, 104200.0, 141700.0, 119200.0, 150500.0, 228300.0, 95300.0, 156000.0, 148400.0, 500001.0, 140700.0, 495800.0, 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436100.0, 337900.0, 118100.0, 142500.0, 174000.0, 137500.0, 79800.0, 381500.0, 67500.0, 118600.0, 106300.0, 308700.0, 201900.0, 269800.0, 162500.0, 160300.0, 100800.0, 183800.0, 396400.0, 149100.0, 187500.0, 155600.0, 147300.0, 215800.0, 168100.0, 174200.0, 297200.0, 65600.0, 347900.0, 170600.0, 500001.0, 112500.0, 97900.0, 91700.0, 142900.0, 128900.0, 162500.0, 132200.0, 93100.0, 96100.0, 400000.0, 333300.0, 164700.0, 136100.0, 145300.0, 196200.0, 129200.0, 183600.0, 223900.0, 161300.0, 112500.0, 500001.0, 386100.0, 290900.0, 340000.0, 181300.0, 180700.0, 234700.0, 96700.0, 353200.0, 159200.0, 500001.0, 154300.0, 321900.0, 100400.0, 216100.0, 488900.0, 259600.0, 217500.0, 90400.0, 121500.0, 98300.0, 70400.0, 240500.0, 189900.0, 166300.0, 116700.0, 154700.0, 148700.0, 201300.0, 186600.0, 387400.0, 254500.0, 357200.0, 255000.0, 275000.0, 77400.0, 225600.0, 138100.0, 329300.0, 188000.0, 236000.0, 122500.0, 323800.0, 275000.0, 257800.0, 149300.0, 102600.0, 126000.0, 254900.0, 120400.0, 215200.0, 94300.0, 150400.0, 74000.0, 189900.0, 230600.0, 324000.0, 251500.0, 156500.0, 325000.0, 314100.0, 366100.0, 434500.0, 129200.0, 152300.0, 215700.0, 76100.0, 440100.0, 243200.0, 267200.0, 162500.0, 61000.0, 194600.0, 215000.0, 500001.0, 64700.0, 132500.0, 321600.0, 122200.0, 53900.0, 275000.0, 212000.0, 189700.0, 67000.0, 103100.0, 335200.0, 162100.0, 156400.0, 187500.0, 184800.0, 322500.0, 133400.0, 67500.0, 258900.0, 257800.0, 185200.0, 87500.0, 283300.0, 178000.0, 97100.0, 500001.0, 222800.0, 181000.0, 251800.0, 500001.0, 275000.0, 383300.0, 431400.0, 112300.0, 130700.0, 332800.0, 242500.0, 376000.0, 500001.0, 216700.0, 78600.0, 172600.0, 500001.0, 128300.0, 173300.0, 213200.0, 113700.0, 75400.0, 98000.0, 500001.0, 294900.0, 69400.0, 350000.0, 76200.0, 61400.0, 311800.0, 151700.0, 159100.0, 374000.0, 160700.0, 500001.0, 249100.0, 113300.0, 240300.0, 175000.0, 302400.0, 67500.0, 152800.0, 231400.0, 291500.0, 230200.0, 308400.0, 176100.0, 450000.0, 53900.0, 76900.0, 91600.0, 174700.0, 247600.0, 201700.0, 350000.0, 164200.0, 88600.0, 154400.0, 231700.0, 326100.0, 72100.0, 163500.0, 114500.0, 316700.0, 108900.0, 211000.0, 201000.0, 275700.0, 104600.0, 275000.0, 235400.0, 500001.0, 177300.0, 212600.0, 139900.0, 147600.0, 73600.0, 180500.0, 273100.0, 187500.0, 85700.0, 184800.0, 161500.0, 81300.0, 287500.0, 268000.0, 108600.0, 143400.0, 143500.0, 279500.0, 143400.0, 365600.0, 126900.0, 380400.0, 200000.0, 314500.0, 187500.0, 302500.0, 140600.0, 68000.0, 165300.0, 110400.0, 438500.0, 112500.0, 96800.0, 230600.0, 250000.0, 207900.0, 121100.0, 500001.0, 241000.0, 374200.0, 140600.0, 144900.0, 333800.0, 224800.0, 267100.0, 228600.0, 133900.0, 333100.0, 287900.0, 136200.0, 85800.0, 247100.0, 75000.0, 500001.0, 199600.0, 191100.0, 85000.0, 500001.0, 373800.0, 103800.0, 151600.0, 133000.0, 106300.0, 65000.0, 229300.0, 94600.0, 148300.0, 355800.0, 238200.0, 243200.0, 131300.0, 125400.0, 152400.0, 145500.0, 245500.0, 340600.0, 161400.0, 121300.0, 59000.0, 140400.0, 192500.0, 73400.0, 201700.0, 129700.0, 218300.0, 126000.0, 184400.0, 328100.0, 159000.0, 500001.0, 172500.0, 69700.0, 302900.0, 190500.0, 173200.0, 152500.0, 102500.0, 228500.0, 154600.0, 153300.0, 288400.0, 332400.0, 271400.0, 166100.0, 221900.0, 90100.0, 91800.0, 93900.0, 168800.0, 265400.0, 92700.0, 356600.0, 112500.0, 500001.0, 207200.0, 78000.0, 119300.0, 129500.0, 500001.0, 46900.0, 125800.0, 135200.0, 248100.0, 500001.0, 73100.0, 183200.0, 67500.0, 267700.0, 141800.0, 203200.0, 500001.0, 215500.0, 241300.0, 342900.0, 500001.0, 218600.0, 71500.0, 350900.0, 500001.0, 295800.0, 223700.0, 212800.0, 244100.0, 251600.0, 216600.0, 167700.0, 45500.0, 159400.0, 287600.0, 444100.0, 264000.0, 135300.0, 275000.0, 140600.0, 49000.0, 162500.0, 160600.0, 277300.0, 233300.0, 151800.0, 172600.0, 492500.0, 86300.0, 84700.0, 417900.0, 130500.0, 350000.0, 126500.0, 116400.0, 500001.0, 239300.0, 121900.0, 94400.0, 399700.0, 180800.0, 500001.0, 239300.0, 71000.0, 85100.0, 216000.0, 442500.0, 100500.0, 166300.0, 162500.0, 375300.0, 271900.0, 80900.0, 500001.0, 88200.0, 172900.0, 158200.0, 267600.0, 291700.0, 121100.0, 101200.0, 316700.0, 172100.0, 165200.0, 54200.0, 121600.0, 103200.0, 369400.0, 209900.0, 152500.0, 158100.0, 157400.0, 231400.0, 283200.0, 348500.0, 95900.0, 327300.0, 225800.0, 118600.0, 258300.0, 95100.0, 81300.0, 139800.0, 57900.0, 58800.0, 60000.0, 218300.0, 151600.0, 207400.0, 90900.0, 161300.0, 92500.0, 118800.0, 218200.0, 137500.0, 73800.0, 85800.0, 350000.0, 361700.0, 165100.0, 127300.0, 196400.0, 100000.0, 198700.0, 258500.0, 277500.0, 197600.0, 137000.0, 198100.0, 48100.0, 163100.0, 226300.0, 239300.0, 262500.0, 162500.0, 221700.0, 289400.0, 133000.0, 142900.0, 231300.0, 174100.0, 302400.0, 500001.0, 110000.0, 393800.0, 163100.0, 300000.0, 170300.0, 286100.0, 253500.0, 417000.0, 109700.0, 146800.0, 261000.0, 205300.0, 238000.0, 237500.0, 75600.0, 260800.0, 196300.0, 247700.0, 250800.0, 145200.0, 64600.0, 108200.0, 225000.0, 127200.0, 176700.0, 270400.0, 115800.0, 63100.0, 130800.0, 160100.0, 266200.0, 342700.0, 275000.0, 371900.0, 105100.0, 138800.0, 51800.0, 244100.0, 64000.0, 68100.0, 126400.0, 218300.0, 500001.0, 455300.0, 60900.0, 116700.0, 184400.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Calculating Root Mean Square Error**"
      ],
      "metadata": {
        "id": "Y6LE3_ULxAL2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from sklearn.metrics import mean_squared_error\n",
        "\n",
        "housing_predictions = lin_reg.predict(housing_prepared)\n",
        "lin_mse = mean_squared_error(housing_labels, housing_predictions)\n",
        "lin_rmse = np.sqrt(lin_mse)\n",
        "lin_rmse\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rF03In2pvtiI",
        "outputId": "7bb66973-28a0-4887-891e-0afc8ae1eee1"
      },
      "execution_count": 171,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.1435733384574985e-10"
            ]
          },
          "metadata": {},
          "execution_count": 171
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.tree import DecisionTreeRegressor\n",
        "tree_reg = DecisionTreeRegressor()\n",
        "tree_reg.fit(X_train, Y_train)"
      ],
      "metadata": {
        "id": "yMqkKhp2oI8E",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7cf59fe0-d94a-494b-ed61-10b4c7d92f54"
      },
      "execution_count": 172,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeRegressor()"
            ]
          },
          "metadata": {},
          "execution_count": 172
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tree_reg.score(X_test, Y_test)"
      ],
      "metadata": {
        "id": "vykQCr4joJCU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "89b34e6f-2ed2-4914-ec0f-e30e48192389"
      },
      "execution_count": 173,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9999972186840531"
            ]
          },
          "metadata": {},
          "execution_count": 173
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Predictions : \",tree_reg.predict(X_test))\n",
        "print(\"Labels : \",list(Y_test))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zQdeWSJKKly6",
        "outputId": "10f045a3-66b3-41de-ed87-47f60536562b"
      },
      "execution_count": 174,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predictions :  [201900. 469800. 121900. ...  60900. 116700. 184400.]\n",
            "Labels :  [202000.0, 470000.0, 121900.0, 134100.0, 122500.0, 82100.0, 237900.0, 162300.0, 112800.0, 173300.0, 180200.0, 359000.0, 109100.0, 240900.0, 500001.0, 279500.0, 86900.0, 500001.0, 304700.0, 94400.0, 155400.0, 172400.0, 67500.0, 500001.0, 284200.0, 251000.0, 92200.0, 166400.0, 157700.0, 102200.0, 204500.0, 500001.0, 112500.0, 119400.0, 254200.0, 217300.0, 276100.0, 112500.0, 226500.0, 207400.0, 224100.0, 220800.0, 96800.0, 339400.0, 181300.0, 220000.0, 151200.0, 336700.0, 192300.0, 296000.0, 155800.0, 84700.0, 183400.0, 97300.0, 192900.0, 219400.0, 220100.0, 500001.0, 441100.0, 242700.0, 158600.0, 128600.0, 121400.0, 343600.0, 145700.0, 262000.0, 149500.0, 264300.0, 97900.0, 134600.0, 274000.0, 58100.0, 119400.0, 57800.0, 179400.0, 137500.0, 123500.0, 86300.0, 95600.0, 182800.0, 275000.0, 134500.0, 140400.0, 132000.0, 167900.0, 125200.0, 252300.0, 351600.0, 100100.0, 107400.0, 194700.0, 63500.0, 240700.0, 69300.0, 305800.0, 412500.0, 212300.0, 89000.0, 159700.0, 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270400.0, 115800.0, 63100.0, 130800.0, 160100.0, 266200.0, 342700.0, 275000.0, 371900.0, 105100.0, 138800.0, 51800.0, 244100.0, 64000.0, 68100.0, 126400.0, 218300.0, 500001.0, 455300.0, 60900.0, 116700.0, 184400.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "housing_predictions = tree_reg.predict(housing_prepared)\n",
        "tree_mse = mean_squared_error(housing_labels, housing_predictions)\n",
        "tree_rmse = np.sqrt(tree_mse)\n",
        "tree_rmse"
      ],
      "metadata": {
        "id": "UbE0zGUsKpJC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5dc5a2fa-dac9-4526-f4cb-73cfcf3f193e"
      },
      "execution_count": 175,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "110.96934636796476"
            ]
          },
          "metadata": {},
          "execution_count": 175
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Evaluation Using Cross Validation**"
      ],
      "metadata": {
        "id": "65ITB_UBOALd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Tree Regression**"
      ],
      "metadata": {
        "id": "0DX_O2rgPV9J"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import cross_val_score\n",
        "scores = cross_val_score(tree_reg, housing_prepared, housing_labels, scoring=\"neg_mean_squared_error\", cv=10)\n",
        "tree_rmse_scores = np.sqrt(-scores)"
      ],
      "metadata": {
        "id": "NU1lfP6MLbSh"
      },
      "execution_count": 183,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def display_scores(scores):\n",
        "  print(\"Scores : \",scores)\n",
        "  print(\"Mean : \",scores.mean())\n",
        "  print(\"Standard deviation : \",scores.std())"
      ],
      "metadata": {
        "id": "buvTif7XOo09"
      },
      "execution_count": 184,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "display_scores(tree_rmse_scores)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QWrimImFPEd1",
        "outputId": "8fa2df8d-21ff-47d9-ea10-522f8414a14e"
      },
      "execution_count": 185,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Scores :  [ 79.97092495 256.83014872  99.89093131  67.05314333 127.29482846\n",
            "  65.29598679  80.8146506   61.78858679 109.94625184  54.98414148]\n",
            "Mean :  100.38695942831427\n",
            "Standard deviation :  56.554213501051194\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Linear Regression**"
      ],
      "metadata": {
        "id": "CKPliNhrPasZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lin_scores = cross_val_score(lin_reg, housing_prepared, housing_labels, scoring=\"neg_mean_squared_error\", cv=10)\n",
        "lin_rmse_scores = np.sqrt(-lin_scores)\n",
        "display_scores(lin_rmse_scores)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZmPExw9yPKbE",
        "outputId": "4750a741-b2b5-4e79-8f94-ab115d209fcc"
      },
      "execution_count": 186,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Scores :  [1.74437519e-10 9.00755407e-11 1.56632339e-10 1.75927419e-10\n",
            " 2.72916085e-10 4.84562584e-10 2.19143503e-10 2.30301698e-10\n",
            " 1.85602158e-10 2.45791321e-10]\n",
            "Mean :  2.2353901668765622e-10\n",
            "Standard deviation :  9.97685555450705e-11\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Grid Search**"
      ],
      "metadata": {
        "id": "n_oVkO5SQ2A9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "param_grid = [{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]},{'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}]\n",
        "forest_reg = RandomForestRegressor()\n",
        "grid_search = GridSearchCV(forest_reg, param_grid, cv=5,scoring='neg_mean_squared_error',return_train_score=True)\n",
        "grid_search.fit(housing_prepared, housing_labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tDaGYjJoPrVt",
        "outputId": "3d640a70-3b64-4ce7-b32a-978819b50e24"
      },
      "execution_count": 188,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GridSearchCV(cv=5, estimator=RandomForestRegressor(),\n",
              "             param_grid=[{'max_features': [2, 4, 6, 8],\n",
              "                          'n_estimators': [3, 10, 30]},\n",
              "                         {'bootstrap': [False], 'max_features': [2, 3, 4],\n",
              "                          'n_estimators': [3, 10]}],\n",
              "             return_train_score=True, scoring='neg_mean_squared_error')"
            ]
          },
          "metadata": {},
          "execution_count": 188
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "9NKJsQWeQ_dN"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}