flight_task_1.ipynb

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  "metadata": {
    "colab": {
      "name": "flight task#1.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNIzlKI3Fg4KRIXohHOIqsw",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/nenavathkrishna/TSF-Data-Science-And-Business-Analytics-Tasks/blob/main/flight_task_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kJfrG8dsanwo",
        "outputId": "9522261a-4dfa-4146-b04b-669c12ca0474"
      },
      "source": [
        "from google.colab import drive\r\n",
        "drive.mount('/content/drive/')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount(\"/content/drive/\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GrjGolJua6P8"
      },
      "source": [
        "import pandas as pd\r\n",
        "import numpy as np\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import seaborn as sns"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "DhyVsBAObL0U",
        "outputId": "6b78f3c2-fcfc-4344-a8ab-6470b284baa5"
      },
      "source": [
        "data=pd.read_csv('flights.csv',  low_memory=False)\r\n",
        "data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>FLIGHT_NUMBER</th>\n",
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              "      <th>ORIGIN_AIRPORT</th>\n",
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              "      <th>ARRIVAL_TIME</th>\n",
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              "      <th>DIVERTED</th>\n",
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              "<p>1165713 rows × 31 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         YEAR  MONTH  DAY  ...  AIRLINE_DELAY LATE_AIRCRAFT_DELAY  WEATHER_DELAY\n",
              "0        2015      1    1  ...            NaN                 NaN            NaN\n",
              "1        2015      1    1  ...            NaN                 NaN            NaN\n",
              "2        2015      1    1  ...            NaN                 NaN            NaN\n",
              "3        2015      1    1  ...            NaN                 NaN            NaN\n",
              "4        2015      1    1  ...            NaN                 NaN            NaN\n",
              "...       ...    ...  ...  ...            ...                 ...            ...\n",
              "1165708  2015      3   17  ...            NaN                 NaN            NaN\n",
              "1165709  2015      3   17  ...            0.0                22.0            0.0\n",
              "1165710  2015      3   17  ...            NaN                 NaN            NaN\n",
              "1165711  2015      3   17  ...            NaN                 NaN            NaN\n",
              "1165712  2015      3   17  ...            NaN                 NaN            NaN\n",
              "\n",
              "[1165713 rows x 31 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DOgNzvrHbdhY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "8a2563bb-67c7-4939-aa6f-ef9480a5dfc7"
      },
      "source": [
        "df = data[0:100000]\r\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>YEAR</th>\n",
              "      <th>MONTH</th>\n",
              "      <th>DAY</th>\n",
              "      <th>DAY_OF_WEEK</th>\n",
              "      <th>AIRLINE</th>\n",
              "      <th>FLIGHT_NUMBER</th>\n",
              "      <th>TAIL_NUMBER</th>\n",
              "      <th>ORIGIN_AIRPORT</th>\n",
              "      <th>DESTINATION_AIRPORT</th>\n",
              "      <th>SCHEDULED_DEPARTURE</th>\n",
              "      <th>DEPARTURE_TIME</th>\n",
              "      <th>DEPARTURE_DELAY</th>\n",
              "      <th>TAXI_OUT</th>\n",
              "      <th>WHEELS_OFF</th>\n",
              "      <th>SCHEDULED_TIME</th>\n",
              "      <th>ELAPSED_TIME</th>\n",
              "      <th>AIR_TIME</th>\n",
              "      <th>DISTANCE</th>\n",
              "      <th>WHEELS_ON</th>\n",
              "      <th>TAXI_IN</th>\n",
              "      <th>SCHEDULED_ARRIVAL</th>\n",
              "      <th>ARRIVAL_TIME</th>\n",
              "      <th>ARRIVAL_DELAY</th>\n",
              "      <th>DIVERTED</th>\n",
              "      <th>CANCELLED</th>\n",
              "      <th>CANCELLATION_REASON</th>\n",
              "      <th>AIR_SYSTEM_DELAY</th>\n",
              "      <th>SECURITY_DELAY</th>\n",
              "      <th>AIRLINE_DELAY</th>\n",
              "      <th>LATE_AIRCRAFT_DELAY</th>\n",
              "      <th>WEATHER_DELAY</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>AS</td>\n",
              "      <td>98</td>\n",
              "      <td>N407AS</td>\n",
              "      <td>ANC</td>\n",
              "      <td>SEA</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2354.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>205.0</td>\n",
              "      <td>194.0</td>\n",
              "      <td>169.0</td>\n",
              "      <td>1448.0</td>\n",
              "      <td>404.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>430.0</td>\n",
              "      <td>408.0</td>\n",
              "      <td>-22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>AA</td>\n",
              "      <td>2336</td>\n",
              "      <td>N3KUAA</td>\n",
              "      <td>LAX</td>\n",
              "      <td>PBI</td>\n",
              "      <td>10.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>280.0</td>\n",
              "      <td>279.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>2330.0</td>\n",
              "      <td>737.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>741.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>US</td>\n",
              "      <td>840</td>\n",
              "      <td>N171US</td>\n",
              "      <td>SFO</td>\n",
              "      <td>CLT</td>\n",
              "      <td>20.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>293.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>2296.0</td>\n",
              "      <td>800.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>811.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>AA</td>\n",
              "      <td>258</td>\n",
              "      <td>N3HYAA</td>\n",
              "      <td>LAX</td>\n",
              "      <td>MIA</td>\n",
              "      <td>20.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>-5.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>285.0</td>\n",
              "      <td>281.0</td>\n",
              "      <td>258.0</td>\n",
              "      <td>2342.0</td>\n",
              "      <td>748.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>805.0</td>\n",
              "      <td>756.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>AS</td>\n",
              "      <td>135</td>\n",
              "      <td>N527AS</td>\n",
              "      <td>SEA</td>\n",
              "      <td>ANC</td>\n",
              "      <td>25.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>215.0</td>\n",
              "      <td>199.0</td>\n",
              "      <td>1448.0</td>\n",
              "      <td>254.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>-21.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99995</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>EV</td>\n",
              "      <td>4992</td>\n",
              "      <td>N837AS</td>\n",
              "      <td>ATL</td>\n",
              "      <td>BQK</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>1102.0</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>1125.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>1205.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1219.0</td>\n",
              "      <td>1208.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99996</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>NK</td>\n",
              "      <td>394</td>\n",
              "      <td>N522NK</td>\n",
              "      <td>LAS</td>\n",
              "      <td>PHL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>1117.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1128.0</td>\n",
              "      <td>274.0</td>\n",
              "      <td>267.0</td>\n",
              "      <td>248.0</td>\n",
              "      <td>2176.0</td>\n",
              "      <td>1836.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1842.0</td>\n",
              "      <td>1844.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99997</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>OO</td>\n",
              "      <td>5606</td>\n",
              "      <td>N582SW</td>\n",
              "      <td>SFO</td>\n",
              "      <td>BFL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>1101.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>1129.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>1228.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1225.0</td>\n",
              "      <td>1232.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99998</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>UA</td>\n",
              "      <td>1135</td>\n",
              "      <td>N38473</td>\n",
              "      <td>ORD</td>\n",
              "      <td>MCO</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>1116.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>1142.0</td>\n",
              "      <td>165.0</td>\n",
              "      <td>157.0</td>\n",
              "      <td>123.0</td>\n",
              "      <td>1005.0</td>\n",
              "      <td>1445.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1454.0</td>\n",
              "      <td>1453.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99999</th>\n",
              "      <td>2015</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>AA</td>\n",
              "      <td>74</td>\n",
              "      <td>N4XLAA</td>\n",
              "      <td>HOU</td>\n",
              "      <td>DFW</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>1100.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1118.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>247.0</td>\n",
              "      <td>1204.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1220.0</td>\n",
              "      <td>1212.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100000 rows × 31 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       YEAR  MONTH  DAY  ...  AIRLINE_DELAY LATE_AIRCRAFT_DELAY  WEATHER_DELAY\n",
              "0      2015      1    1  ...            NaN                 NaN            NaN\n",
              "1      2015      1    1  ...            NaN                 NaN            NaN\n",
              "2      2015      1    1  ...            NaN                 NaN            NaN\n",
              "3      2015      1    1  ...            NaN                 NaN            NaN\n",
              "4      2015      1    1  ...            NaN                 NaN            NaN\n",
              "...     ...    ...  ...  ...            ...                 ...            ...\n",
              "99995  2015      1    7  ...            NaN                 NaN            NaN\n",
              "99996  2015      1    7  ...            NaN                 NaN            NaN\n",
              "99997  2015      1    7  ...            NaN                 NaN            NaN\n",
              "99998  2015      1    7  ...            NaN                 NaN            NaN\n",
              "99999  2015      1    7  ...            NaN                 NaN            NaN\n",
              "\n",
              "[100000 rows x 31 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iCxpdXw_m7C3",
        "outputId": "8bb39d3b-a4de-4eb3-d9ef-099e362f0df6"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 100000 entries, 0 to 99999\n",
            "Data columns (total 31 columns):\n",
            " #   Column               Non-Null Count   Dtype  \n",
            "---  ------               --------------   -----  \n",
            " 0   YEAR                 100000 non-null  int64  \n",
            " 1   MONTH                100000 non-null  int64  \n",
            " 2   DAY                  100000 non-null  int64  \n",
            " 3   DAY_OF_WEEK          100000 non-null  int64  \n",
            " 4   AIRLINE              100000 non-null  object \n",
            " 5   FLIGHT_NUMBER        100000 non-null  int64  \n",
            " 6   TAIL_NUMBER          99833 non-null   object \n",
            " 7   ORIGIN_AIRPORT       100000 non-null  object \n",
            " 8   DESTINATION_AIRPORT  100000 non-null  object \n",
            " 9   SCHEDULED_DEPARTURE  100000 non-null  float64\n",
            " 10  DEPARTURE_TIME       97702 non-null   float64\n",
            " 11  DEPARTURE_DELAY      97702 non-null   float64\n",
            " 12  TAXI_OUT             97629 non-null   float64\n",
            " 13  WHEELS_OFF           97629 non-null   float64\n",
            " 14  SCHEDULED_TIME       100000 non-null  float64\n",
            " 15  ELAPSED_TIME         97387 non-null   float64\n",
            " 16  AIR_TIME             97387 non-null   float64\n",
            " 17  DISTANCE             100000 non-null  float64\n",
            " 18  WHEELS_ON            97560 non-null   float64\n",
            " 19  TAXI_IN              97560 non-null   float64\n",
            " 20  SCHEDULED_ARRIVAL    100000 non-null  float64\n",
            " 21  ARRIVAL_TIME         97560 non-null   float64\n",
            " 22  ARRIVAL_DELAY        97387 non-null   float64\n",
            " 23  DIVERTED             100000 non-null  float64\n",
            " 24  CANCELLED            100000 non-null  float64\n",
            " 25  CANCELLATION_REASON  2389 non-null    object \n",
            " 26  AIR_SYSTEM_DELAY     34625 non-null   float64\n",
            " 27  SECURITY_DELAY       34625 non-null   float64\n",
            " 28  AIRLINE_DELAY        34625 non-null   float64\n",
            " 29  LATE_AIRCRAFT_DELAY  34625 non-null   float64\n",
            " 30  WEATHER_DELAY        34625 non-null   float64\n",
            "dtypes: float64(21), int64(5), object(5)\n",
            "memory usage: 23.7+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CywG-nvrnLzW",
        "outputId": "c80cc5b7-cee8-467e-b54c-92a73dfba6cc"
      },
      "source": [
        "df.value_counts('DIVERTED')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DIVERTED\n",
              "0.0    99776\n",
              "1.0      224\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "LWG4RMxlniuM",
        "outputId": "a5410882-ba62-402a-fa0c-4c3aca92ecd5"
      },
      "source": [
        "sns.jointplot(data=df, x=\"SCHEDULED_ARRIVAL\", y=\"ARRIVAL_TIME\")\r\n",
        "sns.jointplot(data=df, x=\"CANCELLED\", y=\"ARRIVAL_TIME\")\r\n",
        "sns.jointplot(data=df, x=\"AIR_SYSTEM_DELAY\", y=\"ARRIVAL_TIME\")\r\n",
        "sns.jointplot(data=df, x=\"AIR_SYSTEM_DELAY\", y=\"ARRIVAL_TIME\")\r\n",
        "sns.jointplot(data=df, x=\"LATE_AIRCRAFT_DELAY\", y=\"ARRIVAL_TIME\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f0aaa5cb2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "id": "-IGkjGCtrFNY",
        "outputId": "d8f7081e-6939-4157-a2c5-2473185aba0f"
      },
      "source": [
        "df.corr()\r\n",
        "#Correlation with output variable\r\n",
        "plt.figure(figsize=(27,18))\r\n",
        "cor = df.corr()# here corr is an correlation between each feature of data\r\n",
        "sns.heatmap(cor, annot=True, cmap=plt.cm.RdBu)\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1944x1296 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyvxHnjWtZ_q",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "340541d3-2e3c-4f82-9491-7046f8f392ba"
      },
      "source": [
        "df[df.columns[1:]].corr()['ARRIVAL_DELAY'][:].sort_values(ascending=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ARRIVAL_DELAY          1.000000\n",
              "DEPARTURE_DELAY        0.950838\n",
              "AIRLINE_DELAY          0.592718\n",
              "LATE_AIRCRAFT_DELAY    0.572956\n",
              "AIR_SYSTEM_DELAY       0.259700\n",
              "TAXI_OUT               0.245363\n",
              "WEATHER_DELAY          0.235906\n",
              "DEPARTURE_TIME         0.223654\n",
              "WHEELS_OFF             0.217344\n",
              "TAXI_IN                0.170073\n",
              "SCHEDULED_DEPARTURE    0.154951\n",
              "SCHEDULED_ARRIVAL      0.140565\n",
              "WHEELS_ON              0.088131\n",
              "ARRIVAL_TIME           0.076791\n",
              "DAY                    0.070770\n",
              "DAY_OF_WEEK            0.067520\n",
              "FLIGHT_NUMBER          0.056163\n",
              "ELAPSED_TIME           0.048448\n",
              "SECURITY_DELAY         0.006070\n",
              "AIR_TIME              -0.002742\n",
              "SCHEDULED_TIME        -0.022043\n",
              "DISTANCE              -0.023821\n",
              "MONTH                       NaN\n",
              "DIVERTED                    NaN\n",
              "CANCELLED                   NaN\n",
              "Name: ARRIVAL_DELAY, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eypZrAByubT4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "749a57f9-68b0-4450-a783-3b2785c1b166"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "YEAR                       0\n",
              "MONTH                      0\n",
              "DAY                        0\n",
              "DAY_OF_WEEK                0\n",
              "AIRLINE                    0\n",
              "FLIGHT_NUMBER              0\n",
              "TAIL_NUMBER              167\n",
              "ORIGIN_AIRPORT             0\n",
              "DESTINATION_AIRPORT        0\n",
              "SCHEDULED_DEPARTURE        0\n",
              "DEPARTURE_TIME          2298\n",
              "DEPARTURE_DELAY         2298\n",
              "TAXI_OUT                2371\n",
              "WHEELS_OFF              2371\n",
              "SCHEDULED_TIME             0\n",
              "ELAPSED_TIME            2613\n",
              "AIR_TIME                2613\n",
              "DISTANCE                   0\n",
              "WHEELS_ON               2440\n",
              "TAXI_IN                 2440\n",
              "SCHEDULED_ARRIVAL          0\n",
              "ARRIVAL_TIME            2440\n",
              "ARRIVAL_DELAY           2613\n",
              "DIVERTED                   0\n",
              "CANCELLED                  0\n",
              "CANCELLATION_REASON    97611\n",
              "AIR_SYSTEM_DELAY       65375\n",
              "SECURITY_DELAY         65375\n",
              "AIRLINE_DELAY          65375\n",
              "LATE_AIRCRAFT_DELAY    65375\n",
              "WEATHER_DELAY          65375\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-cDWpQUAvdJo",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4176a705-5591-4ee4-aed0-c50083ecb0c6"
      },
      "source": [
        "#Correlation with output variable\r\n",
        "cor_target = abs(cor[\"ARRIVAL_DELAY\"])\r\n",
        "#Selecting highly correlated features\r\n",
        "relevant_features = cor_target[cor_target>0.06]\r\n",
        "relevant_features"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DAY                    0.070770\n",
              "DAY_OF_WEEK            0.067520\n",
              "SCHEDULED_DEPARTURE    0.154951\n",
              "DEPARTURE_TIME         0.223654\n",
              "DEPARTURE_DELAY        0.950838\n",
              "TAXI_OUT               0.245363\n",
              "WHEELS_OFF             0.217344\n",
              "WHEELS_ON              0.088131\n",
              "TAXI_IN                0.170073\n",
              "SCHEDULED_ARRIVAL      0.140565\n",
              "ARRIVAL_TIME           0.076791\n",
              "ARRIVAL_DELAY          1.000000\n",
              "AIR_SYSTEM_DELAY       0.259700\n",
              "AIRLINE_DELAY          0.592718\n",
              "LATE_AIRCRAFT_DELAY    0.572956\n",
              "WEATHER_DELAY          0.235906\n",
              "Name: ARRIVAL_DELAY, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vCWvhaa5wGEa"
      },
      "source": [
        "### droping some unwantted featurs"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eqrJhPGawDxO"
      },
      "source": [
        "df=df.drop(['YEAR','FLIGHT_NUMBER','AIRLINE','DISTANCE','TAIL_NUMBER','TAXI_OUT', \r\n",
        "            'SCHEDULED_TIME','DEPARTURE_TIME','WHEELS_OFF','ELAPSED_TIME', 'AIR_TIME',\r\n",
        "            'WHEELS_ON','DAY_OF_WEEK','TAXI_IN','CANCELLATION_REASON'], axis=1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U_WMFk20Qn4H",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "d40c2950-6072-4d7b-92ce-2082095f7ac1"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "\n",
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              "        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>MONTH</th>\n",
              "      <th>DAY</th>\n",
              "      <th>ORIGIN_AIRPORT</th>\n",
              "      <th>DESTINATION_AIRPORT</th>\n",
              "      <th>SCHEDULED_DEPARTURE</th>\n",
              "      <th>DEPARTURE_DELAY</th>\n",
              "      <th>SCHEDULED_ARRIVAL</th>\n",
              "      <th>ARRIVAL_TIME</th>\n",
              "      <th>ARRIVAL_DELAY</th>\n",
              "      <th>DIVERTED</th>\n",
              "      <th>CANCELLED</th>\n",
              "      <th>AIR_SYSTEM_DELAY</th>\n",
              "      <th>SECURITY_DELAY</th>\n",
              "      <th>AIRLINE_DELAY</th>\n",
              "      <th>LATE_AIRCRAFT_DELAY</th>\n",
              "      <th>WEATHER_DELAY</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>ANC</td>\n",
              "      <td>SEA</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>430.0</td>\n",
              "      <td>408.0</td>\n",
              "      <td>-22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>LAX</td>\n",
              "      <td>PBI</td>\n",
              "      <td>10.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>741.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SFO</td>\n",
              "      <td>CLT</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>811.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>LAX</td>\n",
              "      <td>MIA</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-5.0</td>\n",
              "      <td>805.0</td>\n",
              "      <td>756.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SEA</td>\n",
              "      <td>ANC</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>-21.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>99995</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ATL</td>\n",
              "      <td>BQK</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>1219.0</td>\n",
              "      <td>1208.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99996</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>LAS</td>\n",
              "      <td>PHL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1842.0</td>\n",
              "      <td>1844.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99997</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>SFO</td>\n",
              "      <td>BFL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>1225.0</td>\n",
              "      <td>1232.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99998</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ORD</td>\n",
              "      <td>MCO</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1454.0</td>\n",
              "      <td>1453.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99999</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>HOU</td>\n",
              "      <td>DFW</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>1220.0</td>\n",
              "      <td>1212.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100000 rows × 16 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       MONTH  DAY  ... LATE_AIRCRAFT_DELAY WEATHER_DELAY\n",
              "0          1    1  ...                 NaN           NaN\n",
              "1          1    1  ...                 NaN           NaN\n",
              "2          1    1  ...                 NaN           NaN\n",
              "3          1    1  ...                 NaN           NaN\n",
              "4          1    1  ...                 NaN           NaN\n",
              "...      ...  ...  ...                 ...           ...\n",
              "99995      1    7  ...                 NaN           NaN\n",
              "99996      1    7  ...                 NaN           NaN\n",
              "99997      1    7  ...                 NaN           NaN\n",
              "99998      1    7  ...                 NaN           NaN\n",
              "99999      1    7  ...                 NaN           NaN\n",
              "\n",
              "[100000 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iB-PgIceRtj7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f19262bc-999b-4a16-ddc0-fc37d3b76767"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MONTH                      0\n",
              "DAY                        0\n",
              "ORIGIN_AIRPORT             0\n",
              "DESTINATION_AIRPORT        0\n",
              "SCHEDULED_DEPARTURE        0\n",
              "DEPARTURE_DELAY         2298\n",
              "SCHEDULED_ARRIVAL          0\n",
              "ARRIVAL_TIME            2440\n",
              "ARRIVAL_DELAY           2613\n",
              "DIVERTED                   0\n",
              "CANCELLED                  0\n",
              "AIR_SYSTEM_DELAY       65375\n",
              "SECURITY_DELAY         65375\n",
              "AIRLINE_DELAY          65375\n",
              "LATE_AIRCRAFT_DELAY    65375\n",
              "WEATHER_DELAY          65375\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cd_Zd4NASJnB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "c2b47564-bb6a-4071-da24-84800119e26d"
      },
      "source": [
        "df=df.fillna(df.mean())\r\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th>MONTH</th>\n",
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              "      <th>0</th>\n",
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              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
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              "      <td>1</td>\n",
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              "      <td>PBI</td>\n",
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              "      <td>-8.0</td>\n",
              "      <td>750.0</td>\n",
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              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SFO</td>\n",
              "      <td>CLT</td>\n",
              "      <td>20.0</td>\n",
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              "      <td>806.0</td>\n",
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              "      <td>5.0</td>\n",
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              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>LAX</td>\n",
              "      <td>MIA</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-5.0</td>\n",
              "      <td>805.0</td>\n",
              "      <td>756.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SEA</td>\n",
              "      <td>ANC</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>-21.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>99995</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ATL</td>\n",
              "      <td>BQK</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>1219.0</td>\n",
              "      <td>1208.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99996</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>LAS</td>\n",
              "      <td>PHL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1842.0</td>\n",
              "      <td>1844.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
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              "    <tr>\n",
              "      <th>99997</th>\n",
              "      <td>1</td>\n",
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              "      <td>SFO</td>\n",
              "      <td>BFL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>1225.0</td>\n",
              "      <td>1232.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99998</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ORD</td>\n",
              "      <td>MCO</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1454.0</td>\n",
              "      <td>1453.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99999</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>HOU</td>\n",
              "      <td>DFW</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>1220.0</td>\n",
              "      <td>1212.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100000 rows × 16 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       MONTH  DAY  ... LATE_AIRCRAFT_DELAY WEATHER_DELAY\n",
              "0          1    1  ...           26.014556      2.751971\n",
              "1          1    1  ...           26.014556      2.751971\n",
              "2          1    1  ...           26.014556      2.751971\n",
              "3          1    1  ...           26.014556      2.751971\n",
              "4          1    1  ...           26.014556      2.751971\n",
              "...      ...  ...  ...                 ...           ...\n",
              "99995      1    7  ...           26.014556      2.751971\n",
              "99996      1    7  ...           26.014556      2.751971\n",
              "99997      1    7  ...           26.014556      2.751971\n",
              "99998      1    7  ...           26.014556      2.751971\n",
              "99999      1    7  ...           26.014556      2.751971\n",
              "\n",
              "[100000 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jk7mYlEzToCA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "533910fe-f4d3-4c40-cf63-4ac544224e1d"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MONTH                  0\n",
              "DAY                    0\n",
              "ORIGIN_AIRPORT         0\n",
              "DESTINATION_AIRPORT    0\n",
              "SCHEDULED_DEPARTURE    0\n",
              "DEPARTURE_DELAY        0\n",
              "SCHEDULED_ARRIVAL      0\n",
              "ARRIVAL_TIME           0\n",
              "ARRIVAL_DELAY          0\n",
              "DIVERTED               0\n",
              "CANCELLED              0\n",
              "AIR_SYSTEM_DELAY       0\n",
              "SECURITY_DELAY         0\n",
              "AIRLINE_DELAY          0\n",
              "LATE_AIRCRAFT_DELAY    0\n",
              "WEATHER_DELAY          0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T-CwhxxoUO59"
      },
      "source": [
        "result=[]\r\n",
        "for row in df['ARRIVAL_DELAY']:\r\n",
        "    if row > 15:\r\n",
        "        result.append(1)\r\n",
        "    else:\r\n",
        "        result.append(0) "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N2wPv5j6V1JP"
      },
      "source": [
        "df['results']=result"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IvAbfJWLWEnf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "432681e9-43b1-484c-d340-e787a5c93997"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MONTH</th>\n",
              "      <th>DAY</th>\n",
              "      <th>ORIGIN_AIRPORT</th>\n",
              "      <th>DESTINATION_AIRPORT</th>\n",
              "      <th>SCHEDULED_DEPARTURE</th>\n",
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              "      <th>SCHEDULED_ARRIVAL</th>\n",
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              "      <th>0</th>\n",
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              "      <td>-11.0</td>\n",
              "      <td>430.0</td>\n",
              "      <td>408.0</td>\n",
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              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>LAX</td>\n",
              "      <td>PBI</td>\n",
              "      <td>10.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>741.0</td>\n",
              "      <td>-9.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SFO</td>\n",
              "      <td>CLT</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>811.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>LAX</td>\n",
              "      <td>MIA</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-5.0</td>\n",
              "      <td>805.0</td>\n",
              "      <td>756.0</td>\n",
              "      <td>-9.0</td>\n",
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              "      <td>0</td>\n",
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              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>SEA</td>\n",
              "      <td>ANC</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>259.0</td>\n",
              "      <td>-21.0</td>\n",
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              "      <td>2.751971</td>\n",
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              "    </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",
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              "    <tr>\n",
              "      <th>99995</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ATL</td>\n",
              "      <td>BQK</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>1219.0</td>\n",
              "      <td>1208.0</td>\n",
              "      <td>-11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99996</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>LAS</td>\n",
              "      <td>PHL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1842.0</td>\n",
              "      <td>1844.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99997</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>SFO</td>\n",
              "      <td>BFL</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>1225.0</td>\n",
              "      <td>1232.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99998</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>ORD</td>\n",
              "      <td>MCO</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1454.0</td>\n",
              "      <td>1453.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
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              "      <td>2.751971</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>99999</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>HOU</td>\n",
              "      <td>DFW</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>1220.0</td>\n",
              "      <td>1212.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100000 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       MONTH  DAY ORIGIN_AIRPORT  ... LATE_AIRCRAFT_DELAY  WEATHER_DELAY  results\n",
              "0          1    1            ANC  ...           26.014556       2.751971        0\n",
              "1          1    1            LAX  ...           26.014556       2.751971        0\n",
              "2          1    1            SFO  ...           26.014556       2.751971        0\n",
              "3          1    1            LAX  ...           26.014556       2.751971        0\n",
              "4          1    1            SEA  ...           26.014556       2.751971        0\n",
              "...      ...  ...            ...  ...                 ...            ...      ...\n",
              "99995      1    7            ATL  ...           26.014556       2.751971        0\n",
              "99996      1    7            LAS  ...           26.014556       2.751971        0\n",
              "99997      1    7            SFO  ...           26.014556       2.751971        0\n",
              "99998      1    7            ORD  ...           26.014556       2.751971        0\n",
              "99999      1    7            HOU  ...           26.014556       2.751971        0\n",
              "\n",
              "[100000 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BUtvk2tBWGqp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fe3e5a42-3ba2-422c-9040-090615e06f0f"
      },
      "source": [
        "df['results'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    63779\n",
              "1    36221\n",
              "Name: results, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jz6VXH68Ox_j",
        "outputId": "040e8551-2f75-40e0-abb4-b62c095cb12f"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MONTH                  0\n",
              "DAY                    0\n",
              "ORIGIN_AIRPORT         0\n",
              "DESTINATION_AIRPORT    0\n",
              "SCHEDULED_DEPARTURE    0\n",
              "DEPARTURE_DELAY        0\n",
              "SCHEDULED_ARRIVAL      0\n",
              "ARRIVAL_TIME           0\n",
              "ARRIVAL_DELAY          0\n",
              "DIVERTED               0\n",
              "CANCELLED              0\n",
              "AIR_SYSTEM_DELAY       0\n",
              "SECURITY_DELAY         0\n",
              "AIRLINE_DELAY          0\n",
              "LATE_AIRCRAFT_DELAY    0\n",
              "WEATHER_DELAY          0\n",
              "results                0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qYy7xYgBWYCN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "5b2f6e85-abd8-4154-9dd9-b5dfeca62f2e"
      },
      "source": [
        "df=df.drop(['ORIGIN_AIRPORT', 'DESTINATION_AIRPORT', 'ARRIVAL_TIME', 'ARRIVAL_DELAY'], axis=1)\r\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99995</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-6.0</td>\n",
              "      <td>1219.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99996</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1842.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99997</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1108.0</td>\n",
              "      <td>-7.0</td>\n",
              "      <td>1225.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99998</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1454.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99999</th>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1109.0</td>\n",
              "      <td>-9.0</td>\n",
              "      <td>1220.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.026801</td>\n",
              "      <td>0.070787</td>\n",
              "      <td>17.853921</td>\n",
              "      <td>26.014556</td>\n",
              "      <td>2.751971</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100000 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       MONTH  DAY  ...  WEATHER_DELAY  results\n",
              "0          1    1  ...       2.751971        0\n",
              "1          1    1  ...       2.751971        0\n",
              "2          1    1  ...       2.751971        0\n",
              "3          1    1  ...       2.751971        0\n",
              "4          1    1  ...       2.751971        0\n",
              "...      ...  ...  ...            ...      ...\n",
              "99995      1    7  ...       2.751971        0\n",
              "99996      1    7  ...       2.751971        0\n",
              "99997      1    7  ...       2.751971        0\n",
              "99998      1    7  ...       2.751971        0\n",
              "99999      1    7  ...       2.751971        0\n",
              "\n",
              "[100000 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nmj2KJp_PTyN"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\r\n",
        "train_set,test_set = train_test_split(df,test_size=0.30,random_state=42)\r\n",
        "X=df.drop(['results'],axis=1)\r\n",
        "y=df.results\r\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=42)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8fnGDNhUPsOs"
      },
      "source": [
        "# Normalizing continuous variables\r\n",
        "from sklearn.preprocessing import StandardScaler\r\n",
        "scaler = StandardScaler()\r\n",
        "scaler.fit(X_train)\r\n",
        "X_train = scaler.transform(X_train)\r\n",
        "X_test = scaler.transform(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PRJNmq0EP9YZ"
      },
      "source": [
        "# import decision tree model from sklearn\r\n",
        "from sklearn.tree import DecisionTreeClassifier\r\n",
        "dtr=DecisionTreeClassifier()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "S9CfI1G_SF3o",
        "outputId": "a2638064-1f60-4e6d-8e75-a79222d15ea2"
      },
      "source": [
        "dtr.fit(X_train, y_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
              "                       max_depth=None, max_features=None, max_leaf_nodes=None,\n",
              "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                       min_samples_leaf=1, min_samples_split=2,\n",
              "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
              "                       random_state=None, splitter='best')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MKLIPL09SUH2"
      },
      "source": [
        "Predictions = dtr.predict(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j_c7mb7cTy6n",
        "outputId": "c608e443-621a-4d74-e96b-05f36861798d"
      },
      "source": [
        "from sklearn.metrics import roc_auc_score\r\n",
        "roc_score = roc_auc_score(y_test, Predictions)\r\n",
        "roc_score"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9981162357043479"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yC1DRctCUGG0"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}