forecast.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "forecast.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OLwA-XUbaRIw"
      },
      "source": [
        "# Importing Needed Packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LiBvwD-vtkFe"
      },
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import sklearn\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn import preprocessing\n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_P3UIxtga5ZZ"
      },
      "source": [
        "# Reading CSV file as weather_df and making date_time column as index of dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "id": "IrgauQnRtsaU",
        "outputId": "0b2f3eab-866d-47d1-c953-44693cda1039"
      },
      "source": [
        "weather_df = pd.read_csv('kanpur.csv', parse_dates=['date_time'], index_col='date_time')\n",
        "weather_df.head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\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>maxtempC</th>\n",
              "      <th>mintempC</th>\n",
              "      <th>totalSnow_cm</th>\n",
              "      <th>sunHour</th>\n",
              "      <th>uvIndex</th>\n",
              "      <th>uvIndex.1</th>\n",
              "      <th>moon_illumination</th>\n",
              "      <th>moonrise</th>\n",
              "      <th>moonset</th>\n",
              "      <th>sunrise</th>\n",
              "      <th>sunset</th>\n",
              "      <th>DewPointC</th>\n",
              "      <th>FeelsLikeC</th>\n",
              "      <th>HeatIndexC</th>\n",
              "      <th>WindChillC</th>\n",
              "      <th>WindGustKmph</th>\n",
              "      <th>cloudcover</th>\n",
              "      <th>humidity</th>\n",
              "      <th>precipMM</th>\n",
              "      <th>pressure</th>\n",
              "      <th>tempC</th>\n",
              "      <th>visibility</th>\n",
              "      <th>winddirDegree</th>\n",
              "      <th>windspeedKmph</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2009-01-01 00:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>31</td>\n",
              "      <td>09:56 AM</td>\n",
              "      <td>09:45 PM</td>\n",
              "      <td>06:57 AM</td>\n",
              "      <td>05:28 PM</td>\n",
              "      <td>2</td>\n",
              "      <td>11</td>\n",
              "      <td>12</td>\n",
              "      <td>11</td>\n",
              "      <td>21</td>\n",
              "      <td>17</td>\n",
              "      <td>50</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>11</td>\n",
              "      <td>10</td>\n",
              "      <td>320</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 01:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>31</td>\n",
              "      <td>09:56 AM</td>\n",
              "      <td>09:45 PM</td>\n",
              "      <td>06:57 AM</td>\n",
              "      <td>05:28 PM</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>13</td>\n",
              "      <td>12</td>\n",
              "      <td>22</td>\n",
              "      <td>11</td>\n",
              "      <td>52</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>11</td>\n",
              "      <td>10</td>\n",
              "      <td>315</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 02:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>31</td>\n",
              "      <td>09:56 AM</td>\n",
              "      <td>09:45 PM</td>\n",
              "      <td>06:57 AM</td>\n",
              "      <td>05:28 PM</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>13</td>\n",
              "      <td>12</td>\n",
              "      <td>23</td>\n",
              "      <td>6</td>\n",
              "      <td>55</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>11</td>\n",
              "      <td>10</td>\n",
              "      <td>310</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 03:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>31</td>\n",
              "      <td>09:56 AM</td>\n",
              "      <td>09:45 PM</td>\n",
              "      <td>06:57 AM</td>\n",
              "      <td>05:28 PM</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>13</td>\n",
              "      <td>12</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>57</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>304</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 04:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>31</td>\n",
              "      <td>09:56 AM</td>\n",
              "      <td>09:45 PM</td>\n",
              "      <td>06:57 AM</td>\n",
              "      <td>05:28 PM</td>\n",
              "      <td>5</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>54</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1016</td>\n",
              "      <td>11</td>\n",
              "      <td>10</td>\n",
              "      <td>302</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     maxtempC  mintempC  ...  winddirDegree  windspeedKmph\n",
              "date_time                                ...                              \n",
              "2009-01-01 00:00:00        24        10  ...            320             10\n",
              "2009-01-01 01:00:00        24        10  ...            315             11\n",
              "2009-01-01 02:00:00        24        10  ...            310             11\n",
              "2009-01-01 03:00:00        24        10  ...            304             12\n",
              "2009-01-01 04:00:00        24        10  ...            302             11\n",
              "\n",
              "[5 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 133
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G2aBzDI5bfg4"
      },
      "source": [
        "# Checking columns in our dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2JSTSrKuv4AN",
        "outputId": "11567d9e-c53f-4a1c-ae14-f05a1749ea4f"
      },
      "source": [
        "weather_df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['maxtempC', 'mintempC', 'totalSnow_cm', 'sunHour', 'uvIndex',\n",
              "       'uvIndex.1', 'moon_illumination', 'moonrise', 'moonset', 'sunrise',\n",
              "       'sunset', 'DewPointC', 'FeelsLikeC', 'HeatIndexC', 'WindChillC',\n",
              "       'WindGustKmph', 'cloudcover', 'humidity', 'precipMM', 'pressure',\n",
              "       'tempC', 'visibility', 'winddirDegree', 'windspeedKmph'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 134
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j1PU-N_dbmka"
      },
      "source": [
        "## Now shape"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ghoNo7OwwAr1",
        "outputId": "23fd2c29-edb1-4f11-ed37-c9a83722d5f4"
      },
      "source": [
        "weather_df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(96432, 24)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 314
        },
        "id": "PnxYGdbIwJxq",
        "outputId": "afd9c791-2735-4f25-d989-5f708a18d811"
      },
      "source": [
        "weather_df.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "    }\n",
              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>maxtempC</th>\n",
              "      <th>mintempC</th>\n",
              "      <th>totalSnow_cm</th>\n",
              "      <th>sunHour</th>\n",
              "      <th>uvIndex</th>\n",
              "      <th>uvIndex.1</th>\n",
              "      <th>moon_illumination</th>\n",
              "      <th>DewPointC</th>\n",
              "      <th>FeelsLikeC</th>\n",
              "      <th>HeatIndexC</th>\n",
              "      <th>WindChillC</th>\n",
              "      <th>WindGustKmph</th>\n",
              "      <th>cloudcover</th>\n",
              "      <th>humidity</th>\n",
              "      <th>precipMM</th>\n",
              "      <th>pressure</th>\n",
              "      <th>tempC</th>\n",
              "      <th>visibility</th>\n",
              "      <th>winddirDegree</th>\n",
              "      <th>windspeedKmph</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.0</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.00000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "      <td>96432.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>33.400199</td>\n",
              "      <td>22.374564</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.037805</td>\n",
              "      <td>6.877053</td>\n",
              "      <td>4.465012</td>\n",
              "      <td>46.094077</td>\n",
              "      <td>13.230629</td>\n",
              "      <td>30.735783</td>\n",
              "      <td>30.86884</td>\n",
              "      <td>29.088384</td>\n",
              "      <td>14.211766</td>\n",
              "      <td>16.993550</td>\n",
              "      <td>44.370479</td>\n",
              "      <td>0.037756</td>\n",
              "      <td>1006.217946</td>\n",
              "      <td>27.429577</td>\n",
              "      <td>9.885214</td>\n",
              "      <td>205.537270</td>\n",
              "      <td>9.734092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>6.994211</td>\n",
              "      <td>7.635253</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.152973</td>\n",
              "      <td>1.551294</td>\n",
              "      <td>3.414374</td>\n",
              "      <td>31.249725</td>\n",
              "      <td>8.053778</td>\n",
              "      <td>9.320398</td>\n",
              "      <td>9.17754</td>\n",
              "      <td>8.051981</td>\n",
              "      <td>6.926605</td>\n",
              "      <td>23.150025</td>\n",
              "      <td>22.484991</td>\n",
              "      <td>0.307143</td>\n",
              "      <td>7.593850</td>\n",
              "      <td>8.459575</td>\n",
              "      <td>1.058515</td>\n",
              "      <td>104.369548</td>\n",
              "      <td>4.835331</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>15.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-14.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>7.00000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>986.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>28.000000</td>\n",
              "      <td>16.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.700000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>25.00000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1000.000000</td>\n",
              "      <td>21.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>101.000000</td>\n",
              "      <td>6.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>34.000000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.600000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>46.000000</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>31.000000</td>\n",
              "      <td>31.00000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1006.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>240.000000</td>\n",
              "      <td>9.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>38.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>73.000000</td>\n",
              "      <td>21.000000</td>\n",
              "      <td>38.000000</td>\n",
              "      <td>38.00000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>27.000000</td>\n",
              "      <td>61.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1013.000000</td>\n",
              "      <td>33.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>299.000000</td>\n",
              "      <td>12.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>51.000000</td>\n",
              "      <td>39.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.900000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>31.000000</td>\n",
              "      <td>65.000000</td>\n",
              "      <td>65.00000</td>\n",
              "      <td>54.000000</td>\n",
              "      <td>75.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>20.600000</td>\n",
              "      <td>1024.000000</td>\n",
              "      <td>50.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>360.000000</td>\n",
              "      <td>47.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           maxtempC      mintempC  ...  winddirDegree  windspeedKmph\n",
              "count  96432.000000  96432.000000  ...   96432.000000   96432.000000\n",
              "mean      33.400199     22.374564  ...     205.537270       9.734092\n",
              "std        6.994211      7.635253  ...     104.369548       4.835331\n",
              "min       15.000000      3.000000  ...       0.000000       0.000000\n",
              "25%       28.000000     16.000000  ...     101.000000       6.000000\n",
              "50%       34.000000     24.000000  ...     240.000000       9.000000\n",
              "75%       38.000000     28.000000  ...     299.000000      12.000000\n",
              "max       51.000000     39.000000  ...     360.000000      47.000000\n",
              "\n",
              "[8 rows x 20 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r47ADSH6buXm"
      },
      "source": [
        "# Checking is there any null values in dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BTVX7wZGwY5Y",
        "outputId": "972b09ad-461b-4f14-f077-d31d66979c73"
      },
      "source": [
        "weather_df.isnull().any()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "maxtempC             False\n",
              "mintempC             False\n",
              "totalSnow_cm         False\n",
              "sunHour              False\n",
              "uvIndex              False\n",
              "uvIndex.1            False\n",
              "moon_illumination    False\n",
              "moonrise             False\n",
              "moonset              False\n",
              "sunrise              False\n",
              "sunset               False\n",
              "DewPointC            False\n",
              "FeelsLikeC           False\n",
              "HeatIndexC           False\n",
              "WindChillC           False\n",
              "WindGustKmph         False\n",
              "cloudcover           False\n",
              "humidity             False\n",
              "precipMM             False\n",
              "pressure             False\n",
              "tempC                False\n",
              "visibility           False\n",
              "winddirDegree        False\n",
              "windspeedKmph        False\n",
              "dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 137
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UD0ZD9t7xp7E"
      },
      "source": [
        "### Now lets separate the feature (i.e. temperature) to be predicted from the rest of the featured. weather_x stores the rest of the dataset while weather_y has temperature column."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6W6_NKT9wjsA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 232
        },
        "outputId": "34686c24-72ec-4d33-dced-477d4451defc"
      },
      "source": [
        "weather_df_num=weather_df.loc[:,['maxtempC','mintempC','cloudcover','humidity','tempC', 'sunHour','HeatIndexC', 'precipMM', 'pressure','windspeedKmph']]\n",
        "weather_df_num.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>maxtempC</th>\n",
              "      <th>mintempC</th>\n",
              "      <th>cloudcover</th>\n",
              "      <th>humidity</th>\n",
              "      <th>tempC</th>\n",
              "      <th>sunHour</th>\n",
              "      <th>HeatIndexC</th>\n",
              "      <th>precipMM</th>\n",
              "      <th>pressure</th>\n",
              "      <th>windspeedKmph</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2009-01-01 00:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>17</td>\n",
              "      <td>50</td>\n",
              "      <td>11</td>\n",
              "      <td>8.7</td>\n",
              "      <td>12</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 01:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>11</td>\n",
              "      <td>52</td>\n",
              "      <td>11</td>\n",
              "      <td>8.7</td>\n",
              "      <td>13</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 02:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>55</td>\n",
              "      <td>11</td>\n",
              "      <td>8.7</td>\n",
              "      <td>13</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 03:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>57</td>\n",
              "      <td>10</td>\n",
              "      <td>8.7</td>\n",
              "      <td>13</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-01-01 04:00:00</th>\n",
              "      <td>24</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>54</td>\n",
              "      <td>11</td>\n",
              "      <td>8.7</td>\n",
              "      <td>14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1016</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     maxtempC  mintempC  ...  pressure  windspeedKmph\n",
              "date_time                                ...                         \n",
              "2009-01-01 00:00:00        24        10  ...      1015             10\n",
              "2009-01-01 01:00:00        24        10  ...      1015             11\n",
              "2009-01-01 02:00:00        24        10  ...      1015             11\n",
              "2009-01-01 03:00:00        24        10  ...      1015             12\n",
              "2009-01-01 04:00:00        24        10  ...      1016             11\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "toMYuEK1cbyp"
      },
      "source": [
        "# Shape of new dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y-rP7g_8K-pP",
        "outputId": "4c064614-78d5-4d32-853c-82fd79ad6632"
      },
      "source": [
        "weather_df_num.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(96432, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 139
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i--M_1_pchGz"
      },
      "source": [
        "# Columns in new dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hYocntUDLBvk",
        "outputId": "18b8888a-aa2e-4771-8a3c-75d132612e63"
      },
      "source": [
        "weather_df_num.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['maxtempC', 'mintempC', 'cloudcover', 'humidity', 'tempC', 'sunHour',\n",
              "       'HeatIndexC', 'precipMM', 'pressure', 'windspeedKmph'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 140
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C_Wzrm07cl4A"
      },
      "source": [
        "## Ploting all the column values"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AMwCkx8DNMeV",
        "outputId": "58307795-e6e3-4d13-8344-a7722a714e8b"
      },
      "source": [
        "weather_df_num.plot(subplots=True, figsize=(25,20))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e2f1f10>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e02e6d0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e2ee3d0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8dd8ded0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8db37310>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e2c3710>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e252b90>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e288ed0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e288f10>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e1cc450>],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 141
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1800x1440 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cKyVloTtdF51"
      },
      "source": [
        "# Ploting all the column values for 1 year"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "vpvjPu-uPI8Z",
        "outputId": "f32944f1-a085-4fd1-af05-a38c2118cd6b"
      },
      "source": [
        "weather_df_num['2019':'2020'].resample('D').fillna(method='pad').plot(subplots=True, figsize=(25,20))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8e48b890>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a86824ed0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8dadfe10>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a86794650>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a8674aa10>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a86780dd0>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a86745250>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a866fd550>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a866fd590>,\n",
              "       <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a866b5a50>],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 142
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1800x1440 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "g79Icimbm2W1",
        "outputId": "3d4a7b1b-fefe-443e-d3bc-6cbd541c1542"
      },
      "source": [
        "weather_df_num.hist(bins=10,figsize=(15,15))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85e2b850>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85dddb50>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85da4610>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85d56b90>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85d18150>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85ccf6d0>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85d04cd0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85cc81d0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85cc8210>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85c7c890>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85bf42d0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f7a85ba7850>]],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 143
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 232
        },
        "id": "5cQ93QDzwin1",
        "outputId": "4412a714-5fea-4607-f122-324ac78655bd"
      },
      "source": [
        "weth=weather_df_num['2019':'2020']\n",
        "weth.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>maxtempC</th>\n",
              "      <th>mintempC</th>\n",
              "      <th>cloudcover</th>\n",
              "      <th>humidity</th>\n",
              "      <th>tempC</th>\n",
              "      <th>sunHour</th>\n",
              "      <th>HeatIndexC</th>\n",
              "      <th>precipMM</th>\n",
              "      <th>pressure</th>\n",
              "      <th>windspeedKmph</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2019-01-01 00:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>46</td>\n",
              "      <td>17</td>\n",
              "      <td>8.7</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1020</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-01-01 01:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>46</td>\n",
              "      <td>17</td>\n",
              "      <td>8.7</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1019</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-01-01 02:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>47</td>\n",
              "      <td>16</td>\n",
              "      <td>8.7</td>\n",
              "      <td>16</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1019</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-01-01 03:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>48</td>\n",
              "      <td>16</td>\n",
              "      <td>8.7</td>\n",
              "      <td>16</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1019</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-01-01 04:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>48</td>\n",
              "      <td>16</td>\n",
              "      <td>8.7</td>\n",
              "      <td>16</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1019</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     maxtempC  mintempC  ...  pressure  windspeedKmph\n",
              "date_time                                ...                         \n",
              "2019-01-01 00:00:00        26        15  ...      1020              7\n",
              "2019-01-01 01:00:00        26        15  ...      1019              7\n",
              "2019-01-01 02:00:00        26        15  ...      1019              7\n",
              "2019-01-01 03:00:00        26        15  ...      1019              6\n",
              "2019-01-01 04:00:00        26        15  ...      1019              6\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 144
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2iS8R-qixhqa"
      },
      "source": [
        "weather_y=weather_df_num.pop(\"tempC\")\n",
        "weather_x=weather_df_num"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TZyD05JAyMOo"
      },
      "source": [
        "### Now our dataset is prepared and it is ready to be fed to the model for training.it’s time to split the dataset into training and testing."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EbnyUZPhyHpn"
      },
      "source": [
        "train_X,test_X,train_y,test_y=train_test_split(weather_x,weather_y,test_size=0.2,random_state=4)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Il9T4IB0ywO4",
        "outputId": "07379245-377d-4aca-eda5-ce88a5aba0b3"
      },
      "source": [
        "train_X.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(77145, 9)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 147
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tR5EhAN5KjLC",
        "outputId": "d4f1e872-acf9-41ab-867e-cf1c2d72b19c"
      },
      "source": [
        "train_y.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(77145,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 148
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rOdM8PDJy52k"
      },
      "source": [
        "### train_x has all the features except temperature and train_y has the corresponding temperature for those features. in supervised machine learning we first feed the model with input and associated output and then we check with a new input."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FeAvXijZz-2U",
        "outputId": "c238f1ba-f08a-4dab-c2ac-8d2d4366180f"
      },
      "source": [
        "train_y.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "date_time\n",
              "2012-03-13 07:00:00    22\n",
              "2009-11-05 21:00:00    21\n",
              "2017-10-11 22:00:00    30\n",
              "2019-06-08 11:00:00    47\n",
              "2019-03-06 05:00:00    18\n",
              "Name: tempC, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 149
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ujPAvT2Py-bm"
      },
      "source": [
        "# Multiple Linear Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "c_91ZE51vSJo",
        "outputId": "b89049aa-75a8-455f-84e2-8eb73646db53"
      },
      "source": [
        "plt.scatter(weth.mintempC, weth.tempC)\n",
        "plt.xlabel(\"Minimum Temperature\")\n",
        "plt.ylabel(\"Temperature\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "NeOepLI_BI2h",
        "outputId": "eff30029-9b9c-4fda-9155-9e6b1be1fdae"
      },
      "source": [
        "plt.scatter(weth.HeatIndexC, weth.tempC)\n",
        "plt.xlabel(\"Heat Index\")\n",
        "plt.ylabel(\"Temperature\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "ODeUABGBB6oX",
        "outputId": "647a54b2-1497-4871-9c89-be8a795f694b"
      },
      "source": [
        "plt.scatter(weth.pressure, weth.tempC)\n",
        "plt.xlabel(\"Minimum Temperature\")\n",
        "plt.ylabel(\"Temperature\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "Oz4XGlpmCYCI",
        "outputId": "a9ae1874-285a-42cc-da28-282fae64b163"
      },
      "source": [
        "plt.scatter(weth.mintempC, weth.tempC)\n",
        "plt.xlabel(\"Minimum Temperature\")\n",
        "plt.ylabel(\"Temperature\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LREfZTdly3Jd",
        "outputId": "79ad278f-4dd7-4241-b8ee-91924cec166c"
      },
      "source": [
        "model=LinearRegression()\n",
        "model.fit(train_X,train_y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 154
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xqc1xVB5zM9J"
      },
      "source": [
        "prediction = model.predict(test_X)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L3x5zW_wzZ3W",
        "outputId": "7e0edda2-e1df-446b-8792-9faccc4e5244"
      },
      "source": [
        "#calculating error\n",
        "np.mean(np.absolute(prediction-test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1.2004735794096681"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 156
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uLdc3pJeDyAm",
        "outputId": "e33d94a9-e30e-4ed7-d04f-12e16c281422"
      },
      "source": [
        "print('Variance score: %.2f' % model.score(test_X, test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Variance score: 0.96\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "id": "94VU2KJpzuoP",
        "outputId": "69743f9a-51c0-4680-c108-f43d1bc2ab53"
      },
      "source": [
        "for i in range(len(prediction)):\n",
        "  prediction[i]=round(prediction[i],2)\n",
        "pd.DataFrame({'Actual':test_y,'Prediction':prediction,'diff':(test_y-prediction)})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Actual</th>\n",
              "      <th>Prediction</th>\n",
              "      <th>diff</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2013-07-10 08:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>34.89</td>\n",
              "      <td>-0.89</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-04 20:00:00</th>\n",
              "      <td>25</td>\n",
              "      <td>24.57</td>\n",
              "      <td>0.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-21 09:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>35.08</td>\n",
              "      <td>-1.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-16 11:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>25.22</td>\n",
              "      <td>2.78</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-07-21 01:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>28.04</td>\n",
              "      <td>-0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-03-30 09:00:00</th>\n",
              "      <td>37</td>\n",
              "      <td>33.55</td>\n",
              "      <td>3.45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-12 12:00:00</th>\n",
              "      <td>32</td>\n",
              "      <td>30.36</td>\n",
              "      <td>1.64</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-12-31 05:00:00</th>\n",
              "      <td>8</td>\n",
              "      <td>9.13</td>\n",
              "      <td>-1.13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02 17:00:00</th>\n",
              "      <td>35</td>\n",
              "      <td>35.92</td>\n",
              "      <td>-0.92</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-10-22 08:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>25.77</td>\n",
              "      <td>0.23</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>19287 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                     Actual  Prediction  diff\n",
              "date_time                                    \n",
              "2013-07-10 08:00:00      34       34.89 -0.89\n",
              "2015-11-04 20:00:00      25       24.57  0.43\n",
              "2015-09-21 09:00:00      34       35.08 -1.08\n",
              "2017-02-16 11:00:00      28       25.22  2.78\n",
              "2012-07-21 01:00:00      28       28.04 -0.04\n",
              "...                     ...         ...   ...\n",
              "2019-03-30 09:00:00      37       33.55  3.45\n",
              "2015-11-12 12:00:00      32       30.36  1.64\n",
              "2019-12-31 05:00:00       8        9.13 -1.13\n",
              "2019-08-02 17:00:00      35       35.92 -0.92\n",
              "2019-10-22 08:00:00      26       25.77  0.23\n",
              "\n",
              "[19287 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FP-NOE3l37HR"
      },
      "source": [
        "# Decision Tree Regression "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HB87-hf936wg",
        "outputId": "7cde2b14-eb96-4a4b-9771-a432b72d4b64"
      },
      "source": [
        "from sklearn.tree import DecisionTreeRegressor\n",
        "regressor=DecisionTreeRegressor(random_state=0)\n",
        "regressor.fit(train_X,train_y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeRegressor(ccp_alpha=0.0, criterion='mse', max_depth=None,\n",
              "                      max_features=None, max_leaf_nodes=None,\n",
              "                      min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                      min_samples_leaf=1, min_samples_split=2,\n",
              "                      min_weight_fraction_leaf=0.0, presort='deprecated',\n",
              "                      random_state=0, splitter='best')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 159
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dl2aBS5R4aG3",
        "outputId": "03343018-1891-459e-9317-98c2c299c4c2"
      },
      "source": [
        "prediction2=regressor.predict(test_X)\n",
        "np.mean(np.absolute(prediction2-test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.563013083078412"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 160
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ptt7OohaERcn",
        "outputId": "23be4e41-298f-4bdf-8c46-cf8e5aa2a788"
      },
      "source": [
        "print('Variance score: %.2f' % regressor.score(test_X, test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Variance score: 0.98\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "id": "-3-nb29144KX",
        "outputId": "0e837861-5a0f-4723-9fcd-cdd2110bb930"
      },
      "source": [
        "for i in range(len(prediction2)):\n",
        "  prediction2[i]=round(prediction2[i],2)\n",
        "pd.DataFrame({'Actual':test_y,'Prediction':prediction2,'diff':(test_y-prediction2)})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Actual</th>\n",
              "      <th>Prediction</th>\n",
              "      <th>diff</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2013-07-10 08:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>34.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-04 20:00:00</th>\n",
              "      <td>25</td>\n",
              "      <td>24.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-21 09:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>34.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-16 11:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>27.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-07-21 01:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-03-30 09:00:00</th>\n",
              "      <td>37</td>\n",
              "      <td>32.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-12 12:00:00</th>\n",
              "      <td>32</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-12-31 05:00:00</th>\n",
              "      <td>8</td>\n",
              "      <td>9.0</td>\n",
              "      <td>-1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02 17:00:00</th>\n",
              "      <td>35</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-10-22 08:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>19287 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                     Actual  Prediction  diff\n",
              "date_time                                    \n",
              "2013-07-10 08:00:00      34        34.0   0.0\n",
              "2015-11-04 20:00:00      25        24.0   1.0\n",
              "2015-09-21 09:00:00      34        34.0   0.0\n",
              "2017-02-16 11:00:00      28        27.0   1.0\n",
              "2012-07-21 01:00:00      28        28.0   0.0\n",
              "...                     ...         ...   ...\n",
              "2019-03-30 09:00:00      37        32.0   5.0\n",
              "2015-11-12 12:00:00      32        32.0   0.0\n",
              "2019-12-31 05:00:00       8         9.0  -1.0\n",
              "2019-08-02 17:00:00      35        35.0   0.0\n",
              "2019-10-22 08:00:00      26        26.0   0.0\n",
              "\n",
              "[19287 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 162
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q620IaCYobjH"
      },
      "source": [
        "# Random Forest Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KIEJJ1Uo5NhT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c3ae1a9d-1051-4d13-ca13-88ecb1ab6412"
      },
      "source": [
        "from sklearn.ensemble import RandomForestRegressor\n",
        "regr=RandomForestRegressor(max_depth=90,random_state=0,n_estimators=100)\n",
        "regr.fit(train_X,train_y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',\n",
              "                      max_depth=90, max_features='auto', max_leaf_nodes=None,\n",
              "                      max_samples=None, min_impurity_decrease=0.0,\n",
              "                      min_impurity_split=None, min_samples_leaf=1,\n",
              "                      min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
              "                      n_estimators=100, n_jobs=None, oob_score=False,\n",
              "                      random_state=0, verbose=0, warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 163
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BKw7md615wWw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "00fb574c-d367-42a1-91d6-48804756c831"
      },
      "source": [
        "prediction3=regr.predict(test_X)\n",
        "np.mean(np.absolute(prediction3-test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.47491654535041405"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 164
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3k5zry5cEYen",
        "outputId": "6f01d12f-4665-4c5a-844e-b770a3dbed20"
      },
      "source": [
        "print('Variance score: %.2f' % regr.score(test_X, test_y))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Variance score: 0.99\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y8xFlHJ76khW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "outputId": "2dbe4399-cb35-488f-8c87-666230236bbe"
      },
      "source": [
        "for i in range(len(prediction3)):\n",
        "  prediction3[i]=round(prediction3[i],2)\n",
        "pd.DataFrame({'Actual':test_y,'Prediction':prediction3,'diff':(test_y-prediction3)})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Actual</th>\n",
              "      <th>Prediction</th>\n",
              "      <th>diff</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date_time</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2013-07-10 08:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>33.92</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-04 20:00:00</th>\n",
              "      <td>25</td>\n",
              "      <td>24.84</td>\n",
              "      <td>0.16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-21 09:00:00</th>\n",
              "      <td>34</td>\n",
              "      <td>34.25</td>\n",
              "      <td>-0.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-16 11:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>27.00</td>\n",
              "      <td>1.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-07-21 01:00:00</th>\n",
              "      <td>28</td>\n",
              "      <td>27.99</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-03-30 09:00:00</th>\n",
              "      <td>37</td>\n",
              "      <td>32.79</td>\n",
              "      <td>4.21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-12 12:00:00</th>\n",
              "      <td>32</td>\n",
              "      <td>31.91</td>\n",
              "      <td>0.09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-12-31 05:00:00</th>\n",
              "      <td>8</td>\n",
              "      <td>8.81</td>\n",
              "      <td>-0.81</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02 17:00:00</th>\n",
              "      <td>35</td>\n",
              "      <td>34.98</td>\n",
              "      <td>0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-10-22 08:00:00</th>\n",
              "      <td>26</td>\n",
              "      <td>26.32</td>\n",
              "      <td>-0.32</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>19287 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                     Actual  Prediction  diff\n",
              "date_time                                    \n",
              "2013-07-10 08:00:00      34       33.92  0.08\n",
              "2015-11-04 20:00:00      25       24.84  0.16\n",
              "2015-09-21 09:00:00      34       34.25 -0.25\n",
              "2017-02-16 11:00:00      28       27.00  1.00\n",
              "2012-07-21 01:00:00      28       27.99  0.01\n",
              "...                     ...         ...   ...\n",
              "2019-03-30 09:00:00      37       32.79  4.21\n",
              "2015-11-12 12:00:00      32       31.91  0.09\n",
              "2019-12-31 05:00:00       8        8.81 -0.81\n",
              "2019-08-02 17:00:00      35       34.98  0.02\n",
              "2019-10-22 08:00:00      26       26.32 -0.32\n",
              "\n",
              "[19287 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-0OTnwgmdm9S"
      },
      "source": [
        "from sklearn.metrics import r2_score"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oXw8493jyU8L"
      },
      "source": [
        "# Calculating R2-score for Multiple Linear Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4PBekECW98WH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fa0f9648-66f1-48c4-eb8d-a96439a7f577"
      },
      "source": [
        "print(\"Mean absolute error: %.2f\" % np.mean(np.absolute(prediction - test_y)))\n",
        "print(\"Residual sum of squares (MSE): %.2f\" % np.mean((prediction - test_y) ** 2))\n",
        "print(\"R2-score: %.2f\" % r2_score(test_y,prediction ) )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mean absolute error: 1.20\n",
            "Residual sum of squares (MSE): 2.51\n",
            "R2-score: 0.96\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RE0sBojkyi4B"
      },
      "source": [
        "# Calculating R2-score for Decision Tree Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cthMbsHL91qu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "841b3e70-653e-4aa7-f8ea-a23c8161bbe2"
      },
      "source": [
        "print(\"Mean absolute error: %.2f\" % np.mean(np.absolute(prediction2 - test_y)))\n",
        "print(\"Residual sum of squares (MSE): %.2f\" % np.mean((prediction2 - test_y) ** 2))\n",
        "print(\"R2-score: %.2f\" % r2_score(test_y,prediction2 ) )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mean absolute error: 0.56\n",
            "Residual sum of squares (MSE): 1.12\n",
            "R2-score: 0.98\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zai7mt6mymmJ"
      },
      "source": [
        "# Calculating R2-score for Random Forest Regression"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9tQrEhQO9AeZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "adbfda87-2911-4eb3-a966-e1be6e135ef2"
      },
      "source": [
        "from sklearn.metrics import r2_score\n",
        "\n",
        "print(\"Mean absolute error: %.2f\" % np.mean(np.absolute(prediction3 - test_y)))\n",
        "print(\"Residual sum of squares (MSE): %.2f\" % np.mean((prediction3 - test_y) ** 2))\n",
        "print(\"R2-score: %.2f\" % r2_score(test_y,prediction3 ) )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mean absolute error: 0.47\n",
            "Residual sum of squares (MSE): 0.63\n",
            "R2-score: 0.99\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}