From 0332fc7a58caf511731efd4b3bcdbe6aef671adf Mon Sep 17 00:00:00 2001
From: omkarpatil01 <64961668+omkarpatil01@users.noreply.github.com>
Date: Thu, 24 Feb 2022 22:42:51 +0530
Subject: [PATCH 1/2] Add files via upload

---
 SET_Assignment_2.ipynb | 1212 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1212 insertions(+)
 create mode 100644 SET_Assignment_2.ipynb

diff --git a/SET_Assignment_2.ipynb b/SET_Assignment_2.ipynb
new file mode 100644
index 0000000..648bff9
--- /dev/null
+++ b/SET_Assignment_2.ipynb
@@ -0,0 +1,1212 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "SET Assignment 2.ipynb",
+      "provenance": [],
+      "collapsed_sections": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "7It97T8mWXLq",
+        "outputId": "83a2c656-a98e-40ee-c018-3766661246e3"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+          ]
+        }
+      ],
+      "source": [
+        "from google.colab import drive\n",
+        "drive.mount('/content/drive')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Importing the libraries\n",
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.linear_model import LinearRegression\n",
+        "from sklearn.metrics import mean_squared_error\n"
+      ],
+      "metadata": {
+        "id": "nvhGgRm1YAcd"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#Reading the dataset\n",
+        "data=pd.read_csv('/content/drive/MyDrive/SET-Dataset/energydata_complete.csv')"
+      ],
+      "metadata": {
+        "id": "MwmmYnhmYVhT"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 444
+        },
+        "id": "ug_Uiu7VY15J",
+        "outputId": "219cd724-c60a-4bd4-b80f-3fbe78693d88"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-da185f96-a0ab-49b3-98b0-fde98e87ec9f\">\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>date</th>\n",
+              "      <th>Appliances</th>\n",
+              "      <th>lights</th>\n",
+              "      <th>T1</th>\n",
+              "      <th>RH_1</th>\n",
+              "      <th>T2</th>\n",
+              "      <th>RH_2</th>\n",
+              "      <th>T3</th>\n",
+              "      <th>RH_3</th>\n",
+              "      <th>T4</th>\n",
+              "      <th>RH_4</th>\n",
+              "      <th>T5</th>\n",
+              "      <th>RH_5</th>\n",
+              "      <th>T6</th>\n",
+              "      <th>RH_6</th>\n",
+              "      <th>T7</th>\n",
+              "      <th>RH_7</th>\n",
+              "      <th>T8</th>\n",
+              "      <th>RH_8</th>\n",
+              "      <th>T9</th>\n",
+              "      <th>RH_9</th>\n",
+              "      <th>T_out</th>\n",
+              "      <th>Press_mm_hg</th>\n",
+              "      <th>RH_out</th>\n",
+              "      <th>Windspeed</th>\n",
+              "      <th>Visibility</th>\n",
+              "      <th>Tdewpoint</th>\n",
+              "      <th>rv1</th>\n",
+              "      <th>rv2</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2016-01-11 17:00:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.89</td>\n",
+              "      <td>47.596667</td>\n",
+              "      <td>19.2</td>\n",
+              "      <td>44.790000</td>\n",
+              "      <td>19.79</td>\n",
+              "      <td>44.730000</td>\n",
+              "      <td>19.000000</td>\n",
+              "      <td>45.566667</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.20</td>\n",
+              "      <td>7.026667</td>\n",
+              "      <td>84.256667</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.626667</td>\n",
+              "      <td>18.2</td>\n",
+              "      <td>48.900000</td>\n",
+              "      <td>17.033333</td>\n",
+              "      <td>45.53</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>733.5</td>\n",
+              "      <td>92.0</td>\n",
+              "      <td>7.000000</td>\n",
+              "      <td>63.000000</td>\n",
+              "      <td>5.3</td>\n",
+              "      <td>13.275433</td>\n",
+              "      <td>13.275433</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2016-01-11 17:10:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.89</td>\n",
+              "      <td>46.693333</td>\n",
+              "      <td>19.2</td>\n",
+              "      <td>44.722500</td>\n",
+              "      <td>19.79</td>\n",
+              "      <td>44.790000</td>\n",
+              "      <td>19.000000</td>\n",
+              "      <td>45.992500</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.20</td>\n",
+              "      <td>6.833333</td>\n",
+              "      <td>84.063333</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.560000</td>\n",
+              "      <td>18.2</td>\n",
+              "      <td>48.863333</td>\n",
+              "      <td>17.066667</td>\n",
+              "      <td>45.56</td>\n",
+              "      <td>6.483333</td>\n",
+              "      <td>733.6</td>\n",
+              "      <td>92.0</td>\n",
+              "      <td>6.666667</td>\n",
+              "      <td>59.166667</td>\n",
+              "      <td>5.2</td>\n",
+              "      <td>18.606195</td>\n",
+              "      <td>18.606195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2016-01-11 17:20:00</td>\n",
+              "      <td>50</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.89</td>\n",
+              "      <td>46.300000</td>\n",
+              "      <td>19.2</td>\n",
+              "      <td>44.626667</td>\n",
+              "      <td>19.79</td>\n",
+              "      <td>44.933333</td>\n",
+              "      <td>18.926667</td>\n",
+              "      <td>45.890000</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.09</td>\n",
+              "      <td>6.560000</td>\n",
+              "      <td>83.156667</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.433333</td>\n",
+              "      <td>18.2</td>\n",
+              "      <td>48.730000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.50</td>\n",
+              "      <td>6.366667</td>\n",
+              "      <td>733.7</td>\n",
+              "      <td>92.0</td>\n",
+              "      <td>6.333333</td>\n",
+              "      <td>55.333333</td>\n",
+              "      <td>5.1</td>\n",
+              "      <td>28.642668</td>\n",
+              "      <td>28.642668</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>2016-01-11 17:30:00</td>\n",
+              "      <td>50</td>\n",
+              "      <td>40</td>\n",
+              "      <td>19.89</td>\n",
+              "      <td>46.066667</td>\n",
+              "      <td>19.2</td>\n",
+              "      <td>44.590000</td>\n",
+              "      <td>19.79</td>\n",
+              "      <td>45.000000</td>\n",
+              "      <td>18.890000</td>\n",
+              "      <td>45.723333</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.09</td>\n",
+              "      <td>6.433333</td>\n",
+              "      <td>83.423333</td>\n",
+              "      <td>17.133333</td>\n",
+              "      <td>41.290000</td>\n",
+              "      <td>18.1</td>\n",
+              "      <td>48.590000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.40</td>\n",
+              "      <td>6.250000</td>\n",
+              "      <td>733.8</td>\n",
+              "      <td>92.0</td>\n",
+              "      <td>6.000000</td>\n",
+              "      <td>51.500000</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>45.410389</td>\n",
+              "      <td>45.410389</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>2016-01-11 17:40:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>40</td>\n",
+              "      <td>19.89</td>\n",
+              "      <td>46.333333</td>\n",
+              "      <td>19.2</td>\n",
+              "      <td>44.530000</td>\n",
+              "      <td>19.79</td>\n",
+              "      <td>45.000000</td>\n",
+              "      <td>18.890000</td>\n",
+              "      <td>45.530000</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>55.09</td>\n",
+              "      <td>6.366667</td>\n",
+              "      <td>84.893333</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.230000</td>\n",
+              "      <td>18.1</td>\n",
+              "      <td>48.590000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.40</td>\n",
+              "      <td>6.133333</td>\n",
+              "      <td>733.9</td>\n",
+              "      <td>92.0</td>\n",
+              "      <td>5.666667</td>\n",
+              "      <td>47.666667</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>10.084097</td>\n",
+              "      <td>10.084097</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-da185f96-a0ab-49b3-98b0-fde98e87ec9f')\"\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-da185f96-a0ab-49b3-98b0-fde98e87ec9f 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-da185f96-a0ab-49b3-98b0-fde98e87ec9f');\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": [
+              "                  date  Appliances  lights  ...  Tdewpoint        rv1        rv2\n",
+              "0  2016-01-11 17:00:00          60      30  ...        5.3  13.275433  13.275433\n",
+              "1  2016-01-11 17:10:00          60      30  ...        5.2  18.606195  18.606195\n",
+              "2  2016-01-11 17:20:00          50      30  ...        5.1  28.642668  28.642668\n",
+              "3  2016-01-11 17:30:00          50      40  ...        5.0  45.410389  45.410389\n",
+              "4  2016-01-11 17:40:00          60      40  ...        4.9  10.084097  10.084097\n",
+              "\n",
+              "[5 rows x 29 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 24
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#Describing the shape of the dataset i.e. (Number of rows, Number of Columns)\n",
+        "data.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rQOptAzmkYTB",
+        "outputId": "4e6773c1-9476-4d44-a898-0ea0b78d9fc1"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(19735, 29)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 40
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#Complete view of dataset\n",
+        "data"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 835
+        },
+        "id": "WMlV-srPezrj",
+        "outputId": "260dd108-ab33-4a24-a4ee-20731b55b2ab"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "\n",
+              "  <div id=\"df-79a9e6e0-841c-4d35-99a2-a441859f9193\">\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>date</th>\n",
+              "      <th>Appliances</th>\n",
+              "      <th>lights</th>\n",
+              "      <th>T1</th>\n",
+              "      <th>RH_1</th>\n",
+              "      <th>T2</th>\n",
+              "      <th>RH_2</th>\n",
+              "      <th>T3</th>\n",
+              "      <th>RH_3</th>\n",
+              "      <th>T4</th>\n",
+              "      <th>RH_4</th>\n",
+              "      <th>T5</th>\n",
+              "      <th>RH_5</th>\n",
+              "      <th>T6</th>\n",
+              "      <th>RH_6</th>\n",
+              "      <th>T7</th>\n",
+              "      <th>RH_7</th>\n",
+              "      <th>T8</th>\n",
+              "      <th>RH_8</th>\n",
+              "      <th>T9</th>\n",
+              "      <th>RH_9</th>\n",
+              "      <th>T_out</th>\n",
+              "      <th>Press_mm_hg</th>\n",
+              "      <th>RH_out</th>\n",
+              "      <th>Windspeed</th>\n",
+              "      <th>Visibility</th>\n",
+              "      <th>Tdewpoint</th>\n",
+              "      <th>rv1</th>\n",
+              "      <th>rv2</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2016-01-11 17:00:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.890000</td>\n",
+              "      <td>47.596667</td>\n",
+              "      <td>19.200000</td>\n",
+              "      <td>44.790000</td>\n",
+              "      <td>19.790000</td>\n",
+              "      <td>44.730000</td>\n",
+              "      <td>19.000000</td>\n",
+              "      <td>45.566667</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.200000</td>\n",
+              "      <td>7.026667</td>\n",
+              "      <td>84.256667</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.626667</td>\n",
+              "      <td>18.2000</td>\n",
+              "      <td>48.900000</td>\n",
+              "      <td>17.033333</td>\n",
+              "      <td>45.5300</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>733.5</td>\n",
+              "      <td>92.000000</td>\n",
+              "      <td>7.000000</td>\n",
+              "      <td>63.000000</td>\n",
+              "      <td>5.300000</td>\n",
+              "      <td>13.275433</td>\n",
+              "      <td>13.275433</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2016-01-11 17:10:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.890000</td>\n",
+              "      <td>46.693333</td>\n",
+              "      <td>19.200000</td>\n",
+              "      <td>44.722500</td>\n",
+              "      <td>19.790000</td>\n",
+              "      <td>44.790000</td>\n",
+              "      <td>19.000000</td>\n",
+              "      <td>45.992500</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.200000</td>\n",
+              "      <td>6.833333</td>\n",
+              "      <td>84.063333</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.560000</td>\n",
+              "      <td>18.2000</td>\n",
+              "      <td>48.863333</td>\n",
+              "      <td>17.066667</td>\n",
+              "      <td>45.5600</td>\n",
+              "      <td>6.483333</td>\n",
+              "      <td>733.6</td>\n",
+              "      <td>92.000000</td>\n",
+              "      <td>6.666667</td>\n",
+              "      <td>59.166667</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>18.606195</td>\n",
+              "      <td>18.606195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2016-01-11 17:20:00</td>\n",
+              "      <td>50</td>\n",
+              "      <td>30</td>\n",
+              "      <td>19.890000</td>\n",
+              "      <td>46.300000</td>\n",
+              "      <td>19.200000</td>\n",
+              "      <td>44.626667</td>\n",
+              "      <td>19.790000</td>\n",
+              "      <td>44.933333</td>\n",
+              "      <td>18.926667</td>\n",
+              "      <td>45.890000</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.090000</td>\n",
+              "      <td>6.560000</td>\n",
+              "      <td>83.156667</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.433333</td>\n",
+              "      <td>18.2000</td>\n",
+              "      <td>48.730000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.5000</td>\n",
+              "      <td>6.366667</td>\n",
+              "      <td>733.7</td>\n",
+              "      <td>92.000000</td>\n",
+              "      <td>6.333333</td>\n",
+              "      <td>55.333333</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>28.642668</td>\n",
+              "      <td>28.642668</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>2016-01-11 17:30:00</td>\n",
+              "      <td>50</td>\n",
+              "      <td>40</td>\n",
+              "      <td>19.890000</td>\n",
+              "      <td>46.066667</td>\n",
+              "      <td>19.200000</td>\n",
+              "      <td>44.590000</td>\n",
+              "      <td>19.790000</td>\n",
+              "      <td>45.000000</td>\n",
+              "      <td>18.890000</td>\n",
+              "      <td>45.723333</td>\n",
+              "      <td>17.166667</td>\n",
+              "      <td>55.090000</td>\n",
+              "      <td>6.433333</td>\n",
+              "      <td>83.423333</td>\n",
+              "      <td>17.133333</td>\n",
+              "      <td>41.290000</td>\n",
+              "      <td>18.1000</td>\n",
+              "      <td>48.590000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.4000</td>\n",
+              "      <td>6.250000</td>\n",
+              "      <td>733.8</td>\n",
+              "      <td>92.000000</td>\n",
+              "      <td>6.000000</td>\n",
+              "      <td>51.500000</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>45.410389</td>\n",
+              "      <td>45.410389</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>2016-01-11 17:40:00</td>\n",
+              "      <td>60</td>\n",
+              "      <td>40</td>\n",
+              "      <td>19.890000</td>\n",
+              "      <td>46.333333</td>\n",
+              "      <td>19.200000</td>\n",
+              "      <td>44.530000</td>\n",
+              "      <td>19.790000</td>\n",
+              "      <td>45.000000</td>\n",
+              "      <td>18.890000</td>\n",
+              "      <td>45.530000</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>55.090000</td>\n",
+              "      <td>6.366667</td>\n",
+              "      <td>84.893333</td>\n",
+              "      <td>17.200000</td>\n",
+              "      <td>41.230000</td>\n",
+              "      <td>18.1000</td>\n",
+              "      <td>48.590000</td>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>45.4000</td>\n",
+              "      <td>6.133333</td>\n",
+              "      <td>733.9</td>\n",
+              "      <td>92.000000</td>\n",
+              "      <td>5.666667</td>\n",
+              "      <td>47.666667</td>\n",
+              "      <td>4.900000</td>\n",
+              "      <td>10.084097</td>\n",
+              "      <td>10.084097</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19730</th>\n",
+              "      <td>2016-05-27 17:20:00</td>\n",
+              "      <td>100</td>\n",
+              "      <td>0</td>\n",
+              "      <td>25.566667</td>\n",
+              "      <td>46.560000</td>\n",
+              "      <td>25.890000</td>\n",
+              "      <td>42.025714</td>\n",
+              "      <td>27.200000</td>\n",
+              "      <td>41.163333</td>\n",
+              "      <td>24.700000</td>\n",
+              "      <td>45.590000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>52.400000</td>\n",
+              "      <td>24.796667</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>24.500000</td>\n",
+              "      <td>44.500000</td>\n",
+              "      <td>24.7000</td>\n",
+              "      <td>50.074000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>46.7900</td>\n",
+              "      <td>22.733333</td>\n",
+              "      <td>755.2</td>\n",
+              "      <td>55.666667</td>\n",
+              "      <td>3.333333</td>\n",
+              "      <td>23.666667</td>\n",
+              "      <td>13.333333</td>\n",
+              "      <td>43.096812</td>\n",
+              "      <td>43.096812</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19731</th>\n",
+              "      <td>2016-05-27 17:30:00</td>\n",
+              "      <td>90</td>\n",
+              "      <td>0</td>\n",
+              "      <td>25.500000</td>\n",
+              "      <td>46.500000</td>\n",
+              "      <td>25.754000</td>\n",
+              "      <td>42.080000</td>\n",
+              "      <td>27.133333</td>\n",
+              "      <td>41.223333</td>\n",
+              "      <td>24.700000</td>\n",
+              "      <td>45.590000</td>\n",
+              "      <td>23.230000</td>\n",
+              "      <td>52.326667</td>\n",
+              "      <td>24.196667</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>24.557143</td>\n",
+              "      <td>44.414286</td>\n",
+              "      <td>24.7000</td>\n",
+              "      <td>49.790000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>46.7900</td>\n",
+              "      <td>22.600000</td>\n",
+              "      <td>755.2</td>\n",
+              "      <td>56.000000</td>\n",
+              "      <td>3.500000</td>\n",
+              "      <td>24.500000</td>\n",
+              "      <td>13.300000</td>\n",
+              "      <td>49.282940</td>\n",
+              "      <td>49.282940</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19732</th>\n",
+              "      <td>2016-05-27 17:40:00</td>\n",
+              "      <td>270</td>\n",
+              "      <td>10</td>\n",
+              "      <td>25.500000</td>\n",
+              "      <td>46.596667</td>\n",
+              "      <td>25.628571</td>\n",
+              "      <td>42.768571</td>\n",
+              "      <td>27.050000</td>\n",
+              "      <td>41.690000</td>\n",
+              "      <td>24.700000</td>\n",
+              "      <td>45.730000</td>\n",
+              "      <td>23.230000</td>\n",
+              "      <td>52.266667</td>\n",
+              "      <td>23.626667</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>24.540000</td>\n",
+              "      <td>44.400000</td>\n",
+              "      <td>24.7000</td>\n",
+              "      <td>49.660000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>46.7900</td>\n",
+              "      <td>22.466667</td>\n",
+              "      <td>755.2</td>\n",
+              "      <td>56.333333</td>\n",
+              "      <td>3.666667</td>\n",
+              "      <td>25.333333</td>\n",
+              "      <td>13.266667</td>\n",
+              "      <td>29.199117</td>\n",
+              "      <td>29.199117</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19733</th>\n",
+              "      <td>2016-05-27 17:50:00</td>\n",
+              "      <td>420</td>\n",
+              "      <td>10</td>\n",
+              "      <td>25.500000</td>\n",
+              "      <td>46.990000</td>\n",
+              "      <td>25.414000</td>\n",
+              "      <td>43.036000</td>\n",
+              "      <td>26.890000</td>\n",
+              "      <td>41.290000</td>\n",
+              "      <td>24.700000</td>\n",
+              "      <td>45.790000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>52.200000</td>\n",
+              "      <td>22.433333</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>24.500000</td>\n",
+              "      <td>44.295714</td>\n",
+              "      <td>24.6625</td>\n",
+              "      <td>49.518750</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>46.8175</td>\n",
+              "      <td>22.333333</td>\n",
+              "      <td>755.2</td>\n",
+              "      <td>56.666667</td>\n",
+              "      <td>3.833333</td>\n",
+              "      <td>26.166667</td>\n",
+              "      <td>13.233333</td>\n",
+              "      <td>6.322784</td>\n",
+              "      <td>6.322784</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19734</th>\n",
+              "      <td>2016-05-27 18:00:00</td>\n",
+              "      <td>430</td>\n",
+              "      <td>10</td>\n",
+              "      <td>25.500000</td>\n",
+              "      <td>46.600000</td>\n",
+              "      <td>25.264286</td>\n",
+              "      <td>42.971429</td>\n",
+              "      <td>26.823333</td>\n",
+              "      <td>41.156667</td>\n",
+              "      <td>24.700000</td>\n",
+              "      <td>45.963333</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>52.200000</td>\n",
+              "      <td>21.026667</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>24.500000</td>\n",
+              "      <td>44.054000</td>\n",
+              "      <td>24.7360</td>\n",
+              "      <td>49.736000</td>\n",
+              "      <td>23.200000</td>\n",
+              "      <td>46.8450</td>\n",
+              "      <td>22.200000</td>\n",
+              "      <td>755.2</td>\n",
+              "      <td>57.000000</td>\n",
+              "      <td>4.000000</td>\n",
+              "      <td>27.000000</td>\n",
+              "      <td>13.200000</td>\n",
+              "      <td>34.118851</td>\n",
+              "      <td>34.118851</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>19735 rows × 29 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-79a9e6e0-841c-4d35-99a2-a441859f9193')\"\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-79a9e6e0-841c-4d35-99a2-a441859f9193 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-79a9e6e0-841c-4d35-99a2-a441859f9193');\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": [
+              "                      date  Appliances  lights  ...  Tdewpoint        rv1        rv2\n",
+              "0      2016-01-11 17:00:00          60      30  ...   5.300000  13.275433  13.275433\n",
+              "1      2016-01-11 17:10:00          60      30  ...   5.200000  18.606195  18.606195\n",
+              "2      2016-01-11 17:20:00          50      30  ...   5.100000  28.642668  28.642668\n",
+              "3      2016-01-11 17:30:00          50      40  ...   5.000000  45.410389  45.410389\n",
+              "4      2016-01-11 17:40:00          60      40  ...   4.900000  10.084097  10.084097\n",
+              "...                    ...         ...     ...  ...        ...        ...        ...\n",
+              "19730  2016-05-27 17:20:00         100       0  ...  13.333333  43.096812  43.096812\n",
+              "19731  2016-05-27 17:30:00          90       0  ...  13.300000  49.282940  49.282940\n",
+              "19732  2016-05-27 17:40:00         270      10  ...  13.266667  29.199117  29.199117\n",
+              "19733  2016-05-27 17:50:00         420      10  ...  13.233333   6.322784   6.322784\n",
+              "19734  2016-05-27 18:00:00         430      10  ...  13.200000  34.118851  34.118851\n",
+              "\n",
+              "[19735 rows x 29 columns]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 41
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Drop columns \n",
+        "data=data.drop(['date', 'T7','RH_7', 'T8','RH_8', 'T9','RH_9', 'rv1', 'rv2'],axis=1)"
+      ],
+      "metadata": {
+        "id": "vgdvHRCpzt1L"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "n_v67_e_0xg6",
+        "outputId": "098fa1a3-035e-4eaf-d18c-0f3c7fb1ac45"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(19735, 20)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 43
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.columns"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "iyAhJGCG0_-m",
+        "outputId": "b014e771-d6bd-4b77-d4a3-ad0d53c7bd5f"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['Appliances', 'lights', 'T1', 'RH_1', 'T2', 'RH_2', 'T3', 'RH_3', 'T4',\n",
+              "       'RH_4', 'T5', 'RH_5', 'T6', 'RH_6', 'T_out', 'Press_mm_hg', 'RH_out',\n",
+              "       'Windspeed', 'Visibility', 'Tdewpoint'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 44
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x=data.drop(['Windspeed'], axis=1)\n",
+        "y=data['Windspeed']"
+      ],
+      "metadata": {
+        "id": "jyeOr6uB1fF1"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print('splitting the data into train and test')\n",
+        "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.3,random_state=0)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "_-slONShaKHL",
+        "outputId": "9524e63e-3f18-4c33-e385-8cb85466ad79"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "splitting the data into train and test\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(x_train.shape,y_train.shape)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kbiKBLlD2HCt",
+        "outputId": "e4f9eb27-eedb-4436-9bd3-30c29bb2feb1"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(13814, 19) (13814,)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(x_test.shape,y_test.shape)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ab6cpifa2Lrg",
+        "outputId": "164a583b-8409-4cd1-f781-2f634f44c4df"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(5921, 19) (5921,)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Fitting Linear Regression to the dataset\n",
+        "model=LinearRegression()\n",
+        "model.fit(x_train,y_train)"
+      ],
+      "metadata": {
+        "id": "044jT5fviqwf",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "62246e06-2424-49f0-b9e9-efc6468af6a8"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "LinearRegression()"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 49
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.score(x_test,y_test)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Kkj2mjK07959",
+        "outputId": "aae625f1-7c47-44cf-cb31-b0a60afddb5c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.35241150486596606"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 50
+        }
+      ]
+    },
+    {
+      "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": "9PYG7Klb8NlT",
+        "outputId": "0809ac8e-17ae-445d-9a0f-9c62117b78cb"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Predicted values:\n",
+            "[5.05228562 4.54819651 5.18688828 ... 2.69611319 3.04059327 3.77132473]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mean_squared_error(y_test,y_pred)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rHCtAuVs8Usv",
+        "outputId": "b265e753-6f8d-4130-8d72-a0871efd1080"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "3.9100376882934595"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 52
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file

From b33920d81bfaba459138ba45a7b76265830c0d4d Mon Sep 17 00:00:00 2001
From: omkarpatil01 <64961668+omkarpatil01@users.noreply.github.com>
Date: Thu, 24 Feb 2022 22:45:06 +0530
Subject: [PATCH 2/2] Update Student assignment updates.txt

---
 Student assignment updates.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/Student assignment updates.txt b/Student assignment updates.txt
index 9979d7c..bd293a5 100644
--- a/Student assignment updates.txt	
+++ b/Student assignment updates.txt	
@@ -1,2 +1,3 @@
-Write your name and PRN no
+Omkar Patil
+2019BTECS00104
 Hello Updated