From 35de4681aa98335afba38ad1f5d2f7f24ecfa645 Mon Sep 17 00:00:00 2001
From: AtharvInamdar <90698481+AtharvInamdar@users.noreply.github.com>
Date: Thu, 24 Feb 2022 22:22:39 +0530
Subject: [PATCH 1/2] Add files via upload

---
 setdataset.ipynb | 2116 ++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 2116 insertions(+)
 create mode 100644 setdataset.ipynb

diff --git a/setdataset.ipynb b/setdataset.ipynb
new file mode 100644
index 0000000..db0a3e9
--- /dev/null
+++ b/setdataset.ipynb
@@ -0,0 +1,2116 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "setdataset.ipynb",
+      "provenance": [],
+      "collapsed_sections": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "cXAaaqUMtXeK"
+      },
+      "outputs": [],
+      "source": [
+        "# Importing the libraries\n",
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.linear_model import LinearRegression\n",
+        "from sklearn.metrics import mean_squared_error"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Importing the dataset\n",
+        "df=pd.read_csv('day.csv')"
+      ],
+      "metadata": {
+        "id": "ShNt4BLht4Wb"
+      },
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 424
+        },
+        "id": "dFiagtGFt-5o",
+        "outputId": "8f76f919-b13e-45ce-9165-d3c56af1cee8"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-0ec641d4-1b38-4e1d-a556-5891c9ae37ed\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>instant</th>\n",
+              "      <th>dteday</th>\n",
+              "      <th>season</th>\n",
+              "      <th>yr</th>\n",
+              "      <th>mnth</th>\n",
+              "      <th>holiday</th>\n",
+              "      <th>weekday</th>\n",
+              "      <th>workingday</th>\n",
+              "      <th>weathersit</th>\n",
+              "      <th>temp</th>\n",
+              "      <th>atemp</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>windspeed</th>\n",
+              "      <th>casual</th>\n",
+              "      <th>registered</th>\n",
+              "      <th>cnt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>2011-01-01</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.344167</td>\n",
+              "      <td>0.363625</td>\n",
+              "      <td>0.805833</td>\n",
+              "      <td>0.160446</td>\n",
+              "      <td>331</td>\n",
+              "      <td>654</td>\n",
+              "      <td>985</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2</td>\n",
+              "      <td>2011-01-02</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.363478</td>\n",
+              "      <td>0.353739</td>\n",
+              "      <td>0.696087</td>\n",
+              "      <td>0.248539</td>\n",
+              "      <td>131</td>\n",
+              "      <td>670</td>\n",
+              "      <td>801</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>3</td>\n",
+              "      <td>2011-01-03</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.196364</td>\n",
+              "      <td>0.189405</td>\n",
+              "      <td>0.437273</td>\n",
+              "      <td>0.248309</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1229</td>\n",
+              "      <td>1349</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4</td>\n",
+              "      <td>2011-01-04</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.200000</td>\n",
+              "      <td>0.212122</td>\n",
+              "      <td>0.590435</td>\n",
+              "      <td>0.160296</td>\n",
+              "      <td>108</td>\n",
+              "      <td>1454</td>\n",
+              "      <td>1562</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5</td>\n",
+              "      <td>2011-01-05</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.226957</td>\n",
+              "      <td>0.229270</td>\n",
+              "      <td>0.436957</td>\n",
+              "      <td>0.186900</td>\n",
+              "      <td>82</td>\n",
+              "      <td>1518</td>\n",
+              "      <td>1600</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>726</th>\n",
+              "      <td>727</td>\n",
+              "      <td>2012-12-27</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.254167</td>\n",
+              "      <td>0.226642</td>\n",
+              "      <td>0.652917</td>\n",
+              "      <td>0.350133</td>\n",
+              "      <td>247</td>\n",
+              "      <td>1867</td>\n",
+              "      <td>2114</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>727</th>\n",
+              "      <td>728</td>\n",
+              "      <td>2012-12-28</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.255046</td>\n",
+              "      <td>0.590000</td>\n",
+              "      <td>0.155471</td>\n",
+              "      <td>644</td>\n",
+              "      <td>2451</td>\n",
+              "      <td>3095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>728</th>\n",
+              "      <td>729</td>\n",
+              "      <td>2012-12-29</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.242400</td>\n",
+              "      <td>0.752917</td>\n",
+              "      <td>0.124383</td>\n",
+              "      <td>159</td>\n",
+              "      <td>1182</td>\n",
+              "      <td>1341</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>729</th>\n",
+              "      <td>730</td>\n",
+              "      <td>2012-12-30</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.255833</td>\n",
+              "      <td>0.231700</td>\n",
+              "      <td>0.483333</td>\n",
+              "      <td>0.350754</td>\n",
+              "      <td>364</td>\n",
+              "      <td>1432</td>\n",
+              "      <td>1796</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>730</th>\n",
+              "      <td>731</td>\n",
+              "      <td>2012-12-31</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.215833</td>\n",
+              "      <td>0.223487</td>\n",
+              "      <td>0.577500</td>\n",
+              "      <td>0.154846</td>\n",
+              "      <td>439</td>\n",
+              "      <td>2290</td>\n",
+              "      <td>2729</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>731 rows × 16 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0ec641d4-1b38-4e1d-a556-5891c9ae37ed')\"\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",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </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",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      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",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-0ec641d4-1b38-4e1d-a556-5891c9ae37ed 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-0ec641d4-1b38-4e1d-a556-5891c9ae37ed');\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": [
+              "     instant      dteday  season  yr  ...  windspeed  casual  registered   cnt\n",
+              "0          1  2011-01-01       1   0  ...   0.160446     331         654   985\n",
+              "1          2  2011-01-02       1   0  ...   0.248539     131         670   801\n",
+              "2          3  2011-01-03       1   0  ...   0.248309     120        1229  1349\n",
+              "3          4  2011-01-04       1   0  ...   0.160296     108        1454  1562\n",
+              "4          5  2011-01-05       1   0  ...   0.186900      82        1518  1600\n",
+              "..       ...         ...     ...  ..  ...        ...     ...         ...   ...\n",
+              "726      727  2012-12-27       1   1  ...   0.350133     247        1867  2114\n",
+              "727      728  2012-12-28       1   1  ...   0.155471     644        2451  3095\n",
+              "728      729  2012-12-29       1   1  ...   0.124383     159        1182  1341\n",
+              "729      730  2012-12-30       1   1  ...   0.350754     364        1432  1796\n",
+              "730      731  2012-12-31       1   1  ...   0.154846     439        2290  2729\n",
+              "\n",
+              "[731 rows x 16 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Shape of dataset\n",
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "1Qtm2RU9uFs2",
+        "outputId": "ee3904b0-0b3c-47c0-f147-53dfdbfbeefd"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(731, 16)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Using isna() function to check NaN values in dataframe\n",
+        "df.isna()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 424
+        },
+        "id": "KqguTf_ZukyV",
+        "outputId": "8a39a3c6-cb92-4e43-d03b-3a0f0070ed3c"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8807194d-d62d-498a-9289-cc38522a4591\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>instant</th>\n",
+              "      <th>dteday</th>\n",
+              "      <th>season</th>\n",
+              "      <th>yr</th>\n",
+              "      <th>mnth</th>\n",
+              "      <th>holiday</th>\n",
+              "      <th>weekday</th>\n",
+              "      <th>workingday</th>\n",
+              "      <th>weathersit</th>\n",
+              "      <th>temp</th>\n",
+              "      <th>atemp</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>windspeed</th>\n",
+              "      <th>casual</th>\n",
+              "      <th>registered</th>\n",
+              "      <th>cnt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>726</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>727</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>728</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>729</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>730</th>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>731 rows × 16 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8807194d-d62d-498a-9289-cc38522a4591')\"\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",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </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",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      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",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-8807194d-d62d-498a-9289-cc38522a4591 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-8807194d-d62d-498a-9289-cc38522a4591');\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": [
+              "     instant  dteday  season     yr  ...  windspeed  casual  registered    cnt\n",
+              "0      False   False   False  False  ...      False   False       False  False\n",
+              "1      False   False   False  False  ...      False   False       False  False\n",
+              "2      False   False   False  False  ...      False   False       False  False\n",
+              "3      False   False   False  False  ...      False   False       False  False\n",
+              "4      False   False   False  False  ...      False   False       False  False\n",
+              "..       ...     ...     ...    ...  ...        ...     ...         ...    ...\n",
+              "726    False   False   False  False  ...      False   False       False  False\n",
+              "727    False   False   False  False  ...      False   False       False  False\n",
+              "728    False   False   False  False  ...      False   False       False  False\n",
+              "729    False   False   False  False  ...      False   False       False  False\n",
+              "730    False   False   False  False  ...      False   False       False  False\n",
+              "\n",
+              "[731 rows x 16 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 5
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop columns which are not necessary\n",
+        "df=df.drop(['dteday', 'casual', 'registered'],axis=1)"
+      ],
+      "metadata": {
+        "id": "zHn1NMA4uqee"
+      },
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df=df.drop(['instant'],axis=1)"
+      ],
+      "metadata": {
+        "id": "6DC65BtvwHhw"
+      },
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 424
+        },
+        "id": "LcDh5wIGwNlc",
+        "outputId": "333cd0fc-e686-4714-8c96-d3169ba01c0c"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-a07c7194-7ee5-4480-a56f-714d4b5415f9\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>season</th>\n",
+              "      <th>yr</th>\n",
+              "      <th>mnth</th>\n",
+              "      <th>holiday</th>\n",
+              "      <th>weekday</th>\n",
+              "      <th>workingday</th>\n",
+              "      <th>weathersit</th>\n",
+              "      <th>temp</th>\n",
+              "      <th>atemp</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>windspeed</th>\n",
+              "      <th>cnt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.344167</td>\n",
+              "      <td>0.363625</td>\n",
+              "      <td>0.805833</td>\n",
+              "      <td>0.160446</td>\n",
+              "      <td>985</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.363478</td>\n",
+              "      <td>0.353739</td>\n",
+              "      <td>0.696087</td>\n",
+              "      <td>0.248539</td>\n",
+              "      <td>801</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.196364</td>\n",
+              "      <td>0.189405</td>\n",
+              "      <td>0.437273</td>\n",
+              "      <td>0.248309</td>\n",
+              "      <td>1349</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.200000</td>\n",
+              "      <td>0.212122</td>\n",
+              "      <td>0.590435</td>\n",
+              "      <td>0.160296</td>\n",
+              "      <td>1562</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.226957</td>\n",
+              "      <td>0.229270</td>\n",
+              "      <td>0.436957</td>\n",
+              "      <td>0.186900</td>\n",
+              "      <td>1600</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>726</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.254167</td>\n",
+              "      <td>0.226642</td>\n",
+              "      <td>0.652917</td>\n",
+              "      <td>0.350133</td>\n",
+              "      <td>2114</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>727</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.255046</td>\n",
+              "      <td>0.590000</td>\n",
+              "      <td>0.155471</td>\n",
+              "      <td>3095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>728</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.242400</td>\n",
+              "      <td>0.752917</td>\n",
+              "      <td>0.124383</td>\n",
+              "      <td>1341</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>729</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.255833</td>\n",
+              "      <td>0.231700</td>\n",
+              "      <td>0.483333</td>\n",
+              "      <td>0.350754</td>\n",
+              "      <td>1796</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>730</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.215833</td>\n",
+              "      <td>0.223487</td>\n",
+              "      <td>0.577500</td>\n",
+              "      <td>0.154846</td>\n",
+              "      <td>2729</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>731 rows × 12 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a07c7194-7ee5-4480-a56f-714d4b5415f9')\"\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",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </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",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      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",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-a07c7194-7ee5-4480-a56f-714d4b5415f9 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-a07c7194-7ee5-4480-a56f-714d4b5415f9');\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": [
+              "     season  yr  mnth  holiday  ...     atemp       hum  windspeed   cnt\n",
+              "0         1   0     1        0  ...  0.363625  0.805833   0.160446   985\n",
+              "1         1   0     1        0  ...  0.353739  0.696087   0.248539   801\n",
+              "2         1   0     1        0  ...  0.189405  0.437273   0.248309  1349\n",
+              "3         1   0     1        0  ...  0.212122  0.590435   0.160296  1562\n",
+              "4         1   0     1        0  ...  0.229270  0.436957   0.186900  1600\n",
+              "..      ...  ..   ...      ...  ...       ...       ...        ...   ...\n",
+              "726       1   1    12        0  ...  0.226642  0.652917   0.350133  2114\n",
+              "727       1   1    12        0  ...  0.255046  0.590000   0.155471  3095\n",
+              "728       1   1    12        0  ...  0.242400  0.752917   0.124383  1341\n",
+              "729       1   1    12        0  ...  0.231700  0.483333   0.350754  1796\n",
+              "730       1   1    12        0  ...  0.223487  0.577500   0.154846  2729\n",
+              "\n",
+              "[731 rows x 12 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uAp54NZywT-I",
+        "outputId": "a077a4b1-a96d-4930-e319-bb03c6fdc98c"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(731, 12)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Remove rows which has null vlaues\n",
+        "df=df.dropna()"
+      ],
+      "metadata": {
+        "id": "67S5NTBEwZ9D"
+      },
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 424
+        },
+        "id": "yhWrvRzQwhvg",
+        "outputId": "009af491-d653-453d-c911-47c125aa494f"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-d799efd9-6c0d-46bd-aa88-8af8d618dca6\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>season</th>\n",
+              "      <th>yr</th>\n",
+              "      <th>mnth</th>\n",
+              "      <th>holiday</th>\n",
+              "      <th>weekday</th>\n",
+              "      <th>workingday</th>\n",
+              "      <th>weathersit</th>\n",
+              "      <th>temp</th>\n",
+              "      <th>atemp</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>windspeed</th>\n",
+              "      <th>cnt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.344167</td>\n",
+              "      <td>0.363625</td>\n",
+              "      <td>0.805833</td>\n",
+              "      <td>0.160446</td>\n",
+              "      <td>985</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.363478</td>\n",
+              "      <td>0.353739</td>\n",
+              "      <td>0.696087</td>\n",
+              "      <td>0.248539</td>\n",
+              "      <td>801</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.196364</td>\n",
+              "      <td>0.189405</td>\n",
+              "      <td>0.437273</td>\n",
+              "      <td>0.248309</td>\n",
+              "      <td>1349</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.200000</td>\n",
+              "      <td>0.212122</td>\n",
+              "      <td>0.590435</td>\n",
+              "      <td>0.160296</td>\n",
+              "      <td>1562</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.226957</td>\n",
+              "      <td>0.229270</td>\n",
+              "      <td>0.436957</td>\n",
+              "      <td>0.186900</td>\n",
+              "      <td>1600</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>726</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.254167</td>\n",
+              "      <td>0.226642</td>\n",
+              "      <td>0.652917</td>\n",
+              "      <td>0.350133</td>\n",
+              "      <td>2114</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>727</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.255046</td>\n",
+              "      <td>0.590000</td>\n",
+              "      <td>0.155471</td>\n",
+              "      <td>3095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>728</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.253333</td>\n",
+              "      <td>0.242400</td>\n",
+              "      <td>0.752917</td>\n",
+              "      <td>0.124383</td>\n",
+              "      <td>1341</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>729</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>0.255833</td>\n",
+              "      <td>0.231700</td>\n",
+              "      <td>0.483333</td>\n",
+              "      <td>0.350754</td>\n",
+              "      <td>1796</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>730</th>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>12</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0.215833</td>\n",
+              "      <td>0.223487</td>\n",
+              "      <td>0.577500</td>\n",
+              "      <td>0.154846</td>\n",
+              "      <td>2729</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>731 rows × 12 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d799efd9-6c0d-46bd-aa88-8af8d618dca6')\"\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",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </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",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      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",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-d799efd9-6c0d-46bd-aa88-8af8d618dca6 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-d799efd9-6c0d-46bd-aa88-8af8d618dca6');\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": [
+              "     season  yr  mnth  holiday  ...     atemp       hum  windspeed   cnt\n",
+              "0         1   0     1        0  ...  0.363625  0.805833   0.160446   985\n",
+              "1         1   0     1        0  ...  0.353739  0.696087   0.248539   801\n",
+              "2         1   0     1        0  ...  0.189405  0.437273   0.248309  1349\n",
+              "3         1   0     1        0  ...  0.212122  0.590435   0.160296  1562\n",
+              "4         1   0     1        0  ...  0.229270  0.436957   0.186900  1600\n",
+              "..      ...  ..   ...      ...  ...       ...       ...        ...   ...\n",
+              "726       1   1    12        0  ...  0.226642  0.652917   0.350133  2114\n",
+              "727       1   1    12        0  ...  0.255046  0.590000   0.155471  3095\n",
+              "728       1   1    12        0  ...  0.242400  0.752917   0.124383  1341\n",
+              "729       1   1    12        0  ...  0.231700  0.483333   0.350754  1796\n",
+              "730       1   1    12        0  ...  0.223487  0.577500   0.154846  2729\n",
+              "\n",
+              "[731 rows x 12 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.columns"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EnW8izPJwlbl",
+        "outputId": "1dbf3c84-c844-4021-868f-ffa01797308c"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday',\n",
+              "       'weathersit', 'temp', 'atemp', 'hum', 'windspeed', 'cnt'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 14
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for col in df:\n",
+        "    print(df[col].value_counts(ascending=False), '\\n\\n\\n')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "AhKPKfVuwprY",
+        "outputId": "5a7f7986-98b8-45f1-d5c1-b33d2b5be156"
+      },
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "3    188\n",
+            "2    184\n",
+            "1    181\n",
+            "4    178\n",
+            "Name: season, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    366\n",
+            "0    365\n",
+            "Name: yr, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1     62\n",
+            "3     62\n",
+            "5     62\n",
+            "7     62\n",
+            "8     62\n",
+            "10    62\n",
+            "12    62\n",
+            "4     60\n",
+            "6     60\n",
+            "9     60\n",
+            "11    60\n",
+            "2     57\n",
+            "Name: mnth, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0    710\n",
+            "1     21\n",
+            "Name: holiday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "6    105\n",
+            "0    105\n",
+            "1    105\n",
+            "2    104\n",
+            "3    104\n",
+            "4    104\n",
+            "5    104\n",
+            "Name: weekday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    500\n",
+            "0    231\n",
+            "Name: workingday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    463\n",
+            "2    247\n",
+            "3     21\n",
+            "Name: weathersit, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.635000    5\n",
+            "0.265833    5\n",
+            "0.680000    4\n",
+            "0.710833    4\n",
+            "0.564167    4\n",
+            "           ..\n",
+            "0.669167    1\n",
+            "0.643333    1\n",
+            "0.707059    1\n",
+            "0.700000    1\n",
+            "0.215833    1\n",
+            "Name: temp, Length: 499, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.654688    4\n",
+            "0.375621    3\n",
+            "0.637008    3\n",
+            "0.571975    2\n",
+            "0.466525    2\n",
+            "           ..\n",
+            "0.578946    1\n",
+            "0.609229    1\n",
+            "0.602130    1\n",
+            "0.626900    1\n",
+            "0.223487    1\n",
+            "Name: atemp, Length: 690, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.613333    4\n",
+            "0.605000    3\n",
+            "0.590000    3\n",
+            "0.538333    3\n",
+            "0.690000    3\n",
+            "           ..\n",
+            "0.548333    1\n",
+            "0.561765    1\n",
+            "0.850000    1\n",
+            "0.761250    1\n",
+            "0.577500    1\n",
+            "Name: hum, Length: 595, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.134954    3\n",
+            "0.228858    3\n",
+            "0.136817    3\n",
+            "0.110700    3\n",
+            "0.118792    3\n",
+            "           ..\n",
+            "0.206467    1\n",
+            "0.212696    1\n",
+            "0.343943    1\n",
+            "0.097021    1\n",
+            "0.154846    1\n",
+            "Name: windspeed, Length: 650, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "5409    2\n",
+            "2424    2\n",
+            "5698    2\n",
+            "4459    2\n",
+            "5119    2\n",
+            "       ..\n",
+            "5046    1\n",
+            "4713    1\n",
+            "4763    1\n",
+            "4785    1\n",
+            "2729    1\n",
+            "Name: cnt, Length: 696, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Replace negative values in dataframe with 0\n",
+        "num = df._get_numeric_data()\n",
+        "num[num < 0] = 0"
+      ],
+      "metadata": {
+        "id": "68Ye1KI8xKtd"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for col in df:\n",
+        "    print(df[col].value_counts(ascending=False), '\\n\\n\\n')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "nHcHZB5vxSk9",
+        "outputId": "77a47af2-3b70-4ccd-d34c-5b2c3e835e76"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "3    188\n",
+            "2    184\n",
+            "1    181\n",
+            "4    178\n",
+            "Name: season, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    366\n",
+            "0    365\n",
+            "Name: yr, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1     62\n",
+            "3     62\n",
+            "5     62\n",
+            "7     62\n",
+            "8     62\n",
+            "10    62\n",
+            "12    62\n",
+            "4     60\n",
+            "6     60\n",
+            "9     60\n",
+            "11    60\n",
+            "2     57\n",
+            "Name: mnth, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0    710\n",
+            "1     21\n",
+            "Name: holiday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "6    105\n",
+            "0    105\n",
+            "1    105\n",
+            "2    104\n",
+            "3    104\n",
+            "4    104\n",
+            "5    104\n",
+            "Name: weekday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    500\n",
+            "0    231\n",
+            "Name: workingday, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "1    463\n",
+            "2    247\n",
+            "3     21\n",
+            "Name: weathersit, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.635000    5\n",
+            "0.265833    5\n",
+            "0.680000    4\n",
+            "0.710833    4\n",
+            "0.564167    4\n",
+            "           ..\n",
+            "0.669167    1\n",
+            "0.643333    1\n",
+            "0.707059    1\n",
+            "0.700000    1\n",
+            "0.215833    1\n",
+            "Name: temp, Length: 499, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.654688    4\n",
+            "0.375621    3\n",
+            "0.637008    3\n",
+            "0.571975    2\n",
+            "0.466525    2\n",
+            "           ..\n",
+            "0.578946    1\n",
+            "0.609229    1\n",
+            "0.602130    1\n",
+            "0.626900    1\n",
+            "0.223487    1\n",
+            "Name: atemp, Length: 690, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.613333    4\n",
+            "0.605000    3\n",
+            "0.590000    3\n",
+            "0.538333    3\n",
+            "0.690000    3\n",
+            "           ..\n",
+            "0.548333    1\n",
+            "0.561765    1\n",
+            "0.850000    1\n",
+            "0.761250    1\n",
+            "0.577500    1\n",
+            "Name: hum, Length: 595, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "0.134954    3\n",
+            "0.228858    3\n",
+            "0.136817    3\n",
+            "0.110700    3\n",
+            "0.118792    3\n",
+            "           ..\n",
+            "0.206467    1\n",
+            "0.212696    1\n",
+            "0.343943    1\n",
+            "0.097021    1\n",
+            "0.154846    1\n",
+            "Name: windspeed, Length: 650, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n",
+            "5409    2\n",
+            "2424    2\n",
+            "5698    2\n",
+            "4459    2\n",
+            "5119    2\n",
+            "       ..\n",
+            "5046    1\n",
+            "4713    1\n",
+            "4763    1\n",
+            "4785    1\n",
+            "2729    1\n",
+            "Name: cnt, Length: 696, dtype: int64 \n",
+            "\n",
+            "\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "Independant_variables=df.drop(['temp'],axis=1)\n",
+        "Dependant_variable=df['temp']"
+      ],
+      "metadata": {
+        "id": "dOFiEnjIxaTs"
+      },
+      "execution_count": 18,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# train test split\n",
+        "X_train,X_test,y_train,y_test=train_test_split(Independant_variables,Dependant_variable,test_size=0.3)"
+      ],
+      "metadata": {
+        "id": "jkEFQVV4xzhw"
+      },
+      "execution_count": 19,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(X_train.shape,y_train.shape)\n",
+        "print(X_test.shape,y_test.shape)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mDO7x-Alxzdx",
+        "outputId": "98d4004b-d3ec-4a19-d14d-19a85af98f69"
+      },
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(511, 11) (511,)\n",
+            "(220, 11) (220,)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Fitting Linear Regression to the dataset\n",
+        "model=LinearRegression()\n",
+        "model.fit(X_train,y_train)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vhO3VaYcyAm7",
+        "outputId": "a2fb51a1-d627-4460-c240-d68ca85ac56b"
+      },
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "LinearRegression()"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 22
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.score(X_test,y_test)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kTeRNOulyDvy",
+        "outputId": "b4c40c1b-523e-4285-c1cc-585f2e297174"
+      },
+      "execution_count": 23,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.9618679848468319"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 23
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_pred = model.predict(X_test)\n",
+        "print(\"Predicted values:\")\n",
+        "print(y_pred)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "yn4_5gFzyLaj",
+        "outputId": "01d497a6-adc0-4503-8b08-89c5bfc8d018"
+      },
+      "execution_count": 24,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Predicted values:\n",
+            "[0.26139833 0.24843521 0.57131762 0.46340071 0.73222751 0.42925864\n",
+            " 0.65221116 0.30942026 0.27721202 0.33599549 0.24746918 0.5244218\n",
+            " 0.72728082 0.707459   0.5515109  0.79293599 0.69154659 0.59194944\n",
+            " 0.53415555 0.24943123 0.42990328 0.4123266  0.1686194  0.75294334\n",
+            " 0.27959153 0.57164315 0.69695136 0.62093264 0.65262078 0.21879391\n",
+            " 0.75169612 0.78289948 0.39884028 0.25300551 0.22447105 0.6078554\n",
+            " 0.2495403  0.58064256 0.62074778 0.41619943 0.39082596 0.60387529\n",
+            " 0.54512197 0.61977368 0.38064467 0.30284106 0.28435554 0.6628038\n",
+            " 0.69963989 0.32409023 0.43345099 0.75005181 0.63043925 0.6819958\n",
+            " 0.47599378 0.69343173 0.31038888 0.25798883 0.7767981  0.31584768\n",
+            " 0.69432705 0.55722329 0.39954645 0.25184504 0.18177377 0.36186834\n",
+            " 0.5507138  0.18857743 0.75539344 0.31570068 0.52105538 0.6341357\n",
+            " 0.67282208 0.50166654 0.29392652 0.62884028 0.32604945 0.63985031\n",
+            " 0.27612366 0.53013777 0.23698819 0.33029211 0.50623254 0.56397112\n",
+            " 0.59818857 0.71825545 0.25223548 0.6706068  0.17602199 0.39689776\n",
+            " 0.64003218 0.43404124 0.67042189 0.07511919 0.4623536  0.61195081\n",
+            " 0.38719967 0.28576807 0.5443404  0.42866563 0.50813055 0.31119618\n",
+            " 0.5429557  0.36574452 0.6747021  0.17484689 0.19794907 0.24638034\n",
+            " 0.57279308 0.69141186 0.5743126  0.77497681 0.7871679  0.23044344\n",
+            " 0.26007091 0.35365621 0.3260192  0.70599096 0.68252517 0.35467262\n",
+            " 0.36480047 0.38318989 0.47098053 0.24829875 0.75243295 0.43966285\n",
+            " 0.43548234 0.43655537 0.16437059 0.3196555  0.33029807 0.49144516\n",
+            " 0.30761803 0.53357889 0.39495703 0.72686136 0.31485003 0.44623891\n",
+            " 0.73364368 0.41215329 0.71067627 0.70796604 0.65106689 0.29479719\n",
+            " 0.78771798 0.37393705 0.16841837 0.43583229 0.4703323  0.80768506\n",
+            " 0.3452518  0.38323456 0.40320437 0.5779206  0.27402613 0.29245606\n",
+            " 0.76606316 0.55641492 0.75096604 0.39289307 0.76567483 0.45508641\n",
+            " 0.25216835 0.72826098 0.47814245 0.2186926  0.54514164 0.47080859\n",
+            " 0.47248718 0.62200077 0.53283727 0.51041735 0.45235661 0.38388501\n",
+            " 0.81835626 0.45301072 0.62550536 0.09873213 0.21604778 0.25129175\n",
+            " 0.35903034 0.69031484 0.69331629 0.33627929 0.3912977  0.69414387\n",
+            " 0.44862737 0.34760098 0.5940439  0.58038327 0.64867188 0.35062691\n",
+            " 0.57461317 0.59909018 0.40147666 0.5974061  0.71063735 0.32438582\n",
+            " 0.23513132 0.79521049 0.2489857  0.44528626 0.68370916 0.26047469\n",
+            " 0.5500718  0.51146117 0.54201142 0.46168646 0.46735153 0.69765124\n",
+            " 0.3259509  0.52784103 0.7553458  0.72303439 0.41283342 0.70875842\n",
+            " 0.69221006 0.24677735 0.61404769 0.7626857 ]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mean_squared_error(y_test,y_pred)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "bNEN2Pf2yLWB",
+        "outputId": "471cdb61-c180-48ff-8fb8-a2249db7ff10"
+      },
+      "execution_count": 25,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.0012685416562742769"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 25
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "plt.xlabel('y_test')\n",
+        "plt.ylabel('y_pred')\n",
+        "plt.scatter(y_test,y_pred)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 297
+        },
+        "id": "_iOuMT79yTic",
+        "outputId": "bcecedd3-5152-4d34-c8eb-548130c2fbd3"
+      },
+      "execution_count": 26,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.collections.PathCollection at 0x7f3e862a6cd0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 26
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file

From 78fd733b8d77980c4ee4cec7668e11d06a27c50f Mon Sep 17 00:00:00 2001
From: AtharvInamdar <90698481+AtharvInamdar@users.noreply.github.com>
Date: Thu, 24 Feb 2022 22:24:12 +0530
Subject: [PATCH 2/2] Update Student assignment updates.txt

---
 Student assignment updates.txt | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/Student assignment updates.txt b/Student assignment updates.txt
index 9979d7c..9ad8571 100644
--- a/Student assignment updates.txt	
+++ b/Student assignment updates.txt	
@@ -1,2 +1,5 @@
 Write your name and PRN no
 Hello Updated
+
+Name-Inamdar Atharv Nitin
+PRN-2019BTECS00051