weatherAnalysis.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "weatherAnalysis.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOeLE7BgIRpZrCHdV4fg8Qy",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mohamedprojects/Weather-Analysis/blob/main/weatherAnalysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Importing Needed packages"
      ],
      "metadata": {
        "id": "BynxWcDRRVTf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "i_xsYgURLMDm"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Downloading Data"
      ],
      "metadata": {
        "id": "1Lp0CvJ_RcQv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "upload = files.upload()"
      ],
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "cdnbLKvHIFhu",
        "outputId": "1e320a3c-ba0b-449d-e1e4-5d18068535ca"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-04a22c11-9786-4399-91fc-6e3f63ca1886\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-04a22c11-9786-4399-91fc-6e3f63ca1886\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving weatherHistory.csv to weatherHistory (2).csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import io\n",
        "df = pd.read_csv(io.BytesIO(upload['weatherHistory.csv']))\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 459
        },
        "id": "94PUxQwlK_R2",
        "outputId": "acae475d-e68b-4a64-9d52-fa09008173c2"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-52648e38-8685-4410-b210-7d21b1d21c40\">\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>Formatted Date</th>\n",
              "      <th>Summary</th>\n",
              "      <th>Precip Type</th>\n",
              "      <th>Temperature (C)</th>\n",
              "      <th>Apparent Temperature (C)</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Wind Speed (km/h)</th>\n",
              "      <th>Wind Bearing (degrees)</th>\n",
              "      <th>Visibility (km)</th>\n",
              "      <th>Loud Cover</th>\n",
              "      <th>Pressure (millibars)</th>\n",
              "      <th>Daily Summary</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2006-04-01 00:00:00.000 +0200</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>9.472222</td>\n",
              "      <td>7.388889</td>\n",
              "      <td>0.89</td>\n",
              "      <td>14.1197</td>\n",
              "      <td>251.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015.13</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-04-01 01:00:00.000 +0200</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>9.355556</td>\n",
              "      <td>7.227778</td>\n",
              "      <td>0.86</td>\n",
              "      <td>14.2646</td>\n",
              "      <td>259.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015.63</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-04-01 02:00:00.000 +0200</td>\n",
              "      <td>Mostly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>9.377778</td>\n",
              "      <td>9.377778</td>\n",
              "      <td>0.89</td>\n",
              "      <td>3.9284</td>\n",
              "      <td>204.0</td>\n",
              "      <td>14.9569</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1015.94</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-04-01 03:00:00.000 +0200</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>8.288889</td>\n",
              "      <td>5.944444</td>\n",
              "      <td>0.83</td>\n",
              "      <td>14.1036</td>\n",
              "      <td>269.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1016.41</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-04-01 04:00:00.000 +0200</td>\n",
              "      <td>Mostly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>8.755556</td>\n",
              "      <td>6.977778</td>\n",
              "      <td>0.83</td>\n",
              "      <td>11.0446</td>\n",
              "      <td>259.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1016.51</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-52648e38-8685-4410-b210-7d21b1d21c40')\"\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",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\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",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-52648e38-8685-4410-b210-7d21b1d21c40 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-52648e38-8685-4410-b210-7d21b1d21c40');\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": [
              "                  Formatted Date        Summary Precip Type  Temperature (C)  \\\n",
              "0  2006-04-01 00:00:00.000 +0200  Partly Cloudy        rain         9.472222   \n",
              "1  2006-04-01 01:00:00.000 +0200  Partly Cloudy        rain         9.355556   \n",
              "2  2006-04-01 02:00:00.000 +0200  Mostly Cloudy        rain         9.377778   \n",
              "3  2006-04-01 03:00:00.000 +0200  Partly Cloudy        rain         8.288889   \n",
              "4  2006-04-01 04:00:00.000 +0200  Mostly Cloudy        rain         8.755556   \n",
              "\n",
              "   Apparent Temperature (C)  Humidity  Wind Speed (km/h)  \\\n",
              "0                  7.388889      0.89            14.1197   \n",
              "1                  7.227778      0.86            14.2646   \n",
              "2                  9.377778      0.89             3.9284   \n",
              "3                  5.944444      0.83            14.1036   \n",
              "4                  6.977778      0.83            11.0446   \n",
              "\n",
              "   Wind Bearing (degrees)  Visibility (km)  Loud Cover  Pressure (millibars)  \\\n",
              "0                   251.0          15.8263         0.0               1015.13   \n",
              "1                   259.0          15.8263         0.0               1015.63   \n",
              "2                   204.0          14.9569         0.0               1015.94   \n",
              "3                   269.0          15.8263         0.0               1016.41   \n",
              "4                   259.0          15.8263         0.0               1016.51   \n",
              "\n",
              "                       Daily Summary  \n",
              "0  Partly cloudy throughout the day.  \n",
              "1  Partly cloudy throughout the day.  \n",
              "2  Partly cloudy throughout the day.  \n",
              "3  Partly cloudy throughout the day.  \n",
              "4  Partly cloudy throughout the day.  "
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# the number of elements per axis\n",
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qo8iLXypMROI",
        "outputId": "9804ae71-c814-4fe4-9821-e276e0674c25"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(96453, 12)"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Computes and displays summary statistics for dataframe\n",
        "df.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "id": "26iTH6QXMRR9",
        "outputId": "49a98ed9-98dd-4265-add8-8b65074a9a46"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Temperature (C)</th>\n",
              "      <th>Apparent Temperature (C)</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Wind Speed (km/h)</th>\n",
              "      <th>Wind Bearing (degrees)</th>\n",
              "      <th>Visibility (km)</th>\n",
              "      <th>Loud Cover</th>\n",
              "      <th>Pressure (millibars)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.000000</td>\n",
              "      <td>96453.0</td>\n",
              "      <td>96453.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>11.932678</td>\n",
              "      <td>10.855029</td>\n",
              "      <td>0.734899</td>\n",
              "      <td>10.810640</td>\n",
              "      <td>187.509232</td>\n",
              "      <td>10.347325</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1003.235956</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>9.551546</td>\n",
              "      <td>10.696847</td>\n",
              "      <td>0.195473</td>\n",
              "      <td>6.913571</td>\n",
              "      <td>107.383428</td>\n",
              "      <td>4.192123</td>\n",
              "      <td>0.0</td>\n",
              "      <td>116.969906</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-21.822222</td>\n",
              "      <td>-27.716667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>4.688889</td>\n",
              "      <td>2.311111</td>\n",
              "      <td>0.600000</td>\n",
              "      <td>5.828200</td>\n",
              "      <td>116.000000</td>\n",
              "      <td>8.339800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1011.900000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>12.000000</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>0.780000</td>\n",
              "      <td>9.965900</td>\n",
              "      <td>180.000000</td>\n",
              "      <td>10.046400</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1016.450000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>18.838889</td>\n",
              "      <td>18.838889</td>\n",
              "      <td>0.890000</td>\n",
              "      <td>14.135800</td>\n",
              "      <td>290.000000</td>\n",
              "      <td>14.812000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1021.090000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>39.905556</td>\n",
              "      <td>39.344444</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>63.852600</td>\n",
              "      <td>359.000000</td>\n",
              "      <td>16.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1046.380000</td>\n",
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              "  </tbody>\n",
              "</table>\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
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              "\n",
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              "          const element = document.querySelector('#df-e483c72b-15c6-47bb-8d1d-d6aa5efc3fb3');\n",
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              "            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",
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              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       Temperature (C)  Apparent Temperature (C)      Humidity  \\\n",
              "count     96453.000000              96453.000000  96453.000000   \n",
              "mean         11.932678                 10.855029      0.734899   \n",
              "std           9.551546                 10.696847      0.195473   \n",
              "min         -21.822222                -27.716667      0.000000   \n",
              "25%           4.688889                  2.311111      0.600000   \n",
              "50%          12.000000                 12.000000      0.780000   \n",
              "75%          18.838889                 18.838889      0.890000   \n",
              "max          39.905556                 39.344444      1.000000   \n",
              "\n",
              "       Wind Speed (km/h)  Wind Bearing (degrees)  Visibility (km)  Loud Cover  \\\n",
              "count       96453.000000            96453.000000     96453.000000     96453.0   \n",
              "mean           10.810640              187.509232        10.347325         0.0   \n",
              "std             6.913571              107.383428         4.192123         0.0   \n",
              "min             0.000000                0.000000         0.000000         0.0   \n",
              "25%             5.828200              116.000000         8.339800         0.0   \n",
              "50%             9.965900              180.000000        10.046400         0.0   \n",
              "75%            14.135800              290.000000        14.812000         0.0   \n",
              "max            63.852600              359.000000        16.100000         0.0   \n",
              "\n",
              "       Pressure (millibars)  \n",
              "count          96453.000000  \n",
              "mean            1003.235956  \n",
              "std              116.969906  \n",
              "min                0.000000  \n",
              "25%             1011.900000  \n",
              "50%             1016.450000  \n",
              "75%             1021.090000  \n",
              "max             1046.380000  "
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# returns the data type of each column\n",
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Duf4DlF6MRU3",
        "outputId": "682e064a-438a-4298-fa45-cd740cc72116"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Formatted Date               object\n",
              "Summary                      object\n",
              "Precip Type                  object\n",
              "Temperature (C)             float64\n",
              "Apparent Temperature (C)    float64\n",
              "Humidity                    float64\n",
              "Wind Speed (km/h)           float64\n",
              "Wind Bearing (degrees)      float64\n",
              "Visibility (km)             float64\n",
              "Loud Cover                  float64\n",
              "Pressure (millibars)        float64\n",
              "Daily Summary                object\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# know all type of unique values in 'Loud Cover' column\n",
        "df['Loud Cover'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OvyvzR_gMRYJ",
        "outputId": "89729165-b5d5-4657-b4dd-6263cce2687d"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.])"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# delete the 'Loud Cover' column\n",
        "\n",
        "del df['Loud Cover']\n",
        "df.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "fQvuAPQHMRa8",
        "outputId": "10df766d-8e4c-4485-ff77-36de2faf9f7d"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>Formatted Date</th>\n",
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              "      <th>0</th>\n",
              "      <td>2006-04-01 00:00:00.000 +0200</td>\n",
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              "      <td>0.89</td>\n",
              "      <td>14.1197</td>\n",
              "      <td>251.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>1015.13</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2006-04-01 01:00:00.000 +0200</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>9.355556</td>\n",
              "      <td>7.227778</td>\n",
              "      <td>0.86</td>\n",
              "      <td>14.2646</td>\n",
              "      <td>259.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>1015.63</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2006-04-01 02:00:00.000 +0200</td>\n",
              "      <td>Mostly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>9.377778</td>\n",
              "      <td>9.377778</td>\n",
              "      <td>0.89</td>\n",
              "      <td>3.9284</td>\n",
              "      <td>204.0</td>\n",
              "      <td>14.9569</td>\n",
              "      <td>1015.94</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2006-04-01 03:00:00.000 +0200</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>8.288889</td>\n",
              "      <td>5.944444</td>\n",
              "      <td>0.83</td>\n",
              "      <td>14.1036</td>\n",
              "      <td>269.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>1016.41</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2006-04-01 04:00:00.000 +0200</td>\n",
              "      <td>Mostly Cloudy</td>\n",
              "      <td>rain</td>\n",
              "      <td>8.755556</td>\n",
              "      <td>6.977778</td>\n",
              "      <td>0.83</td>\n",
              "      <td>11.0446</td>\n",
              "      <td>259.0</td>\n",
              "      <td>15.8263</td>\n",
              "      <td>1016.51</td>\n",
              "      <td>Partly cloudy throughout the day.</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3e0c30a0-a2ac-4a6e-a537-ac395f80f6ae')\"\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-3e0c30a0-a2ac-4a6e-a537-ac395f80f6ae 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-3e0c30a0-a2ac-4a6e-a537-ac395f80f6ae');\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": [
              "                  Formatted Date        Summary Precip Type  Temperature (C)  \\\n",
              "0  2006-04-01 00:00:00.000 +0200  Partly Cloudy        rain         9.472222   \n",
              "1  2006-04-01 01:00:00.000 +0200  Partly Cloudy        rain         9.355556   \n",
              "2  2006-04-01 02:00:00.000 +0200  Mostly Cloudy        rain         9.377778   \n",
              "3  2006-04-01 03:00:00.000 +0200  Partly Cloudy        rain         8.288889   \n",
              "4  2006-04-01 04:00:00.000 +0200  Mostly Cloudy        rain         8.755556   \n",
              "\n",
              "   Apparent Temperature (C)  Humidity  Wind Speed (km/h)  \\\n",
              "0                  7.388889      0.89            14.1197   \n",
              "1                  7.227778      0.86            14.2646   \n",
              "2                  9.377778      0.89             3.9284   \n",
              "3                  5.944444      0.83            14.1036   \n",
              "4                  6.977778      0.83            11.0446   \n",
              "\n",
              "   Wind Bearing (degrees)  Visibility (km)  Pressure (millibars)  \\\n",
              "0                   251.0          15.8263               1015.13   \n",
              "1                   259.0          15.8263               1015.63   \n",
              "2                   204.0          14.9569               1015.94   \n",
              "3                   269.0          15.8263               1016.41   \n",
              "4                   259.0          15.8263               1016.51   \n",
              "\n",
              "                       Daily Summary  \n",
              "0  Partly cloudy throughout the day.  \n",
              "1  Partly cloudy throughout the day.  \n",
              "2  Partly cloudy throughout the day.  \n",
              "3  Partly cloudy throughout the day.  \n",
              "4  Partly cloudy throughout the day.  "
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# draw histograms of column with type float64\n",
        "df.hist(figsize=(15, 12))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 903
        },
        "id": "huFBO4soMRhi",
        "outputId": "1b9dcad0-26ca-4870-fed8-1a451d071708"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd3a9ad0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd34e650>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd37bcd0>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd33d310>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd2f1910>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd2a7f10>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd26b5d0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd220b10>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fb9cd220b50>]],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x864 with 9 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# numbers of time where Temperature (C) equals Apparent Temperature (C)\n",
        "df['correct']= np.where(df['Temperature (C)'] == df['Apparent Temperature (C)'],df['Temperature (C)'], np.nan)\n",
        "df['correct'].count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ptklnQENUyYR",
        "outputId": "ab1f9747-f74e-4058-b42c-0e4be73daaf1"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "55776"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# show the relation between variabels\n",
        "sns.heatmap(df.corr('spearman').abs()[['Temperature (C)']].sort_values('Temperature (C)'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 290
        },
        "id": "bth1R75eMRrZ",
        "outputId": "cb36ecad-e726-4564-f3f5-b693a7bf20dd"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb9cdbbe850>"
            ]
          },
          "metadata": {},
          "execution_count": 47
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Precip Type'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e0tHg4FOMkY2",
        "outputId": "5cb4e850-0ee2-4e7f-b95b-e53119ce3d60"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['rain', 'snow', nan], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#the number of times when the Precip Type is exactly snow.\n",
        "df.groupby('Precip Type').get_group('snow')\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 850
        },
        "id": "dyEGUAM_Mkbu",
        "outputId": "f2fd8d47-fc0d-4b46-fedd-681008687eef"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-09e3a0cc-b530-4fe1-b43c-f07bd18fd717\">\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>Formatted Date</th>\n",
              "      <th>Summary</th>\n",
              "      <th>Precip Type</th>\n",
              "      <th>Temperature (C)</th>\n",
              "      <th>Apparent Temperature (C)</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Wind Speed (km/h)</th>\n",
              "      <th>Wind Bearing (degrees)</th>\n",
              "      <th>Visibility (km)</th>\n",
              "      <th>Pressure (millibars)</th>\n",
              "      <th>Daily Summary</th>\n",
              "      <th>correct</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1562</th>\n",
              "      <td>2006-12-13 02:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.483333</td>\n",
              "      <td>-4.150000</td>\n",
              "      <td>1.00</td>\n",
              "      <td>11.0929</td>\n",
              "      <td>219.0</td>\n",
              "      <td>0.4830</td>\n",
              "      <td>1031.56</td>\n",
              "      <td>Foggy throughout the day.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1563</th>\n",
              "      <td>2006-12-13 03:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.483333</td>\n",
              "      <td>-4.061111</td>\n",
              "      <td>0.96</td>\n",
              "      <td>10.7387</td>\n",
              "      <td>200.0</td>\n",
              "      <td>0.3220</td>\n",
              "      <td>1031.47</td>\n",
              "      <td>Foggy throughout the day.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1564</th>\n",
              "      <td>2006-12-13 04:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.922222</td>\n",
              "      <td>-3.477778</td>\n",
              "      <td>1.00</td>\n",
              "      <td>7.0679</td>\n",
              "      <td>206.0</td>\n",
              "      <td>0.1610</td>\n",
              "      <td>1031.23</td>\n",
              "      <td>Foggy throughout the day.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1565</th>\n",
              "      <td>2006-12-13 05:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-1.038889</td>\n",
              "      <td>-4.400000</td>\n",
              "      <td>1.00</td>\n",
              "      <td>9.4990</td>\n",
              "      <td>199.0</td>\n",
              "      <td>0.1610</td>\n",
              "      <td>1031.41</td>\n",
              "      <td>Foggy throughout the day.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1566</th>\n",
              "      <td>2006-12-13 06:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-1.088889</td>\n",
              "      <td>-4.438889</td>\n",
              "      <td>1.00</td>\n",
              "      <td>9.4346</td>\n",
              "      <td>219.0</td>\n",
              "      <td>0.3220</td>\n",
              "      <td>1031.98</td>\n",
              "      <td>Foggy throughout the day.</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93265</th>\n",
              "      <td>2016-03-28 05:00:00.000 +0200</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.783333</td>\n",
              "      <td>-2.950000</td>\n",
              "      <td>0.99</td>\n",
              "      <td>6.1019</td>\n",
              "      <td>91.0</td>\n",
              "      <td>3.1073</td>\n",
              "      <td>1016.30</td>\n",
              "      <td>Foggy in the morning.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93266</th>\n",
              "      <td>2016-03-28 06:00:00.000 +0200</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-1.111111</td>\n",
              "      <td>-1.111111</td>\n",
              "      <td>0.93</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1610</td>\n",
              "      <td>1016.41</td>\n",
              "      <td>Foggy in the morning.</td>\n",
              "      <td>-1.111111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93267</th>\n",
              "      <td>2016-03-28 07:00:00.000 +0200</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-1.044444</td>\n",
              "      <td>-1.044444</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7728</td>\n",
              "      <td>1016.60</td>\n",
              "      <td>Foggy in the morning.</td>\n",
              "      <td>-1.044444</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93311</th>\n",
              "      <td>2016-03-03 03:00:00.000 +0100</td>\n",
              "      <td>Partly Cloudy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.511111</td>\n",
              "      <td>-0.511111</td>\n",
              "      <td>1.00</td>\n",
              "      <td>3.5098</td>\n",
              "      <td>74.0</td>\n",
              "      <td>14.6832</td>\n",
              "      <td>1004.57</td>\n",
              "      <td>Mostly cloudy throughout the day.</td>\n",
              "      <td>-0.511111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93506</th>\n",
              "      <td>2016-03-09 06:00:00.000 +0100</td>\n",
              "      <td>Foggy</td>\n",
              "      <td>snow</td>\n",
              "      <td>-0.027778</td>\n",
              "      <td>-2.705556</td>\n",
              "      <td>0.99</td>\n",
              "      <td>7.8568</td>\n",
              "      <td>320.0</td>\n",
              "      <td>3.0107</td>\n",
              "      <td>1014.76</td>\n",
              "      <td>Foggy in the morning.</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10712 rows × 12 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-09e3a0cc-b530-4fe1-b43c-f07bd18fd717')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-09e3a0cc-b530-4fe1-b43c-f07bd18fd717 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-09e3a0cc-b530-4fe1-b43c-f07bd18fd717');\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",
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              "          element.appendChild(docLink);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                      Formatted Date        Summary Precip Type  \\\n",
              "1562   2006-12-13 02:00:00.000 +0100          Foggy        snow   \n",
              "1563   2006-12-13 03:00:00.000 +0100          Foggy        snow   \n",
              "1564   2006-12-13 04:00:00.000 +0100          Foggy        snow   \n",
              "1565   2006-12-13 05:00:00.000 +0100          Foggy        snow   \n",
              "1566   2006-12-13 06:00:00.000 +0100          Foggy        snow   \n",
              "...                              ...            ...         ...   \n",
              "93265  2016-03-28 05:00:00.000 +0200          Foggy        snow   \n",
              "93266  2016-03-28 06:00:00.000 +0200          Foggy        snow   \n",
              "93267  2016-03-28 07:00:00.000 +0200          Foggy        snow   \n",
              "93311  2016-03-03 03:00:00.000 +0100  Partly Cloudy        snow   \n",
              "93506  2016-03-09 06:00:00.000 +0100          Foggy        snow   \n",
              "\n",
              "       Temperature (C)  Apparent Temperature (C)  Humidity  Wind Speed (km/h)  \\\n",
              "1562         -0.483333                 -4.150000      1.00            11.0929   \n",
              "1563         -0.483333                 -4.061111      0.96            10.7387   \n",
              "1564         -0.922222                 -3.477778      1.00             7.0679   \n",
              "1565         -1.038889                 -4.400000      1.00             9.4990   \n",
              "1566         -1.088889                 -4.438889      1.00             9.4346   \n",
              "...                ...                       ...       ...                ...   \n",
              "93265        -0.783333                 -2.950000      0.99             6.1019   \n",
              "93266        -1.111111                 -1.111111      0.93             0.0000   \n",
              "93267        -1.044444                 -1.044444      1.00             0.0000   \n",
              "93311        -0.511111                 -0.511111      1.00             3.5098   \n",
              "93506        -0.027778                 -2.705556      0.99             7.8568   \n",
              "\n",
              "       Wind Bearing (degrees)  Visibility (km)  Pressure (millibars)  \\\n",
              "1562                    219.0           0.4830               1031.56   \n",
              "1563                    200.0           0.3220               1031.47   \n",
              "1564                    206.0           0.1610               1031.23   \n",
              "1565                    199.0           0.1610               1031.41   \n",
              "1566                    219.0           0.3220               1031.98   \n",
              "...                       ...              ...                   ...   \n",
              "93265                    91.0           3.1073               1016.30   \n",
              "93266                     0.0           0.1610               1016.41   \n",
              "93267                     0.0           0.7728               1016.60   \n",
              "93311                    74.0          14.6832               1004.57   \n",
              "93506                   320.0           3.0107               1014.76   \n",
              "\n",
              "                           Daily Summary   correct  \n",
              "1562           Foggy throughout the day.       NaN  \n",
              "1563           Foggy throughout the day.       NaN  \n",
              "1564           Foggy throughout the day.       NaN  \n",
              "1565           Foggy throughout the day.       NaN  \n",
              "1566           Foggy throughout the day.       NaN  \n",
              "...                                  ...       ...  \n",
              "93265              Foggy in the morning.       NaN  \n",
              "93266              Foggy in the morning. -1.111111  \n",
              "93267              Foggy in the morning. -1.044444  \n",
              "93311  Mostly cloudy throughout the day. -0.511111  \n",
              "93506              Foggy in the morning.       NaN  \n",
              "\n",
              "[10712 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set_theme(style=\"darkgrid\")\n",
        "g = sns.jointplot(x=\"Temperature (C)\", y=\"Humidity\", data=df,kind=\"reg\",color=\"m\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "LqTEsMzYMkep",
        "outputId": "069b7095-5f62-4146-9131-afa1efc68b48"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Scatter plot with color coding for eache summary type\n",
        "sns.set_theme(style=\"whitegrid\", palette=\"muted\")\n",
        "\n",
        "ax = sns.FacetGrid(df, hue=\"Summary\", height=10).map(plt.scatter, \"Temperature (C)\", \"Humidity\").add_legend()\n",
        "ax.set(ylabel=\"Scatter plot with color coding for eache summary type\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "id": "qMrBPmrzMkhe",
        "outputId": "3dd7943e-7780-4d3f-bfd0-a9effb49596c"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fb9cce1f650>"
            ]
          },
          "metadata": {},
          "execution_count": 50
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 967.475x720 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Analysis of Weather Conditions with Temperature(C)\n",
        "sns.set_style(\"darkgrid\")\n",
        "sns.FacetGrid(df, hue=\"Summary\", height=10).map(sns.histplot, \"Temperature (C)\").add_legend()\n",
        "plt.title(\"Analysis of Weather Conditions with Temperature(C)\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "id": "KKZtZtWYMkkL",
        "outputId": "5443a811-296b-4d2a-9e69-d42d3a52fe30"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Analysis of Weather Conditions with Temperature(C)')"
            ]
          },
          "metadata": {},
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 967.475x720 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}