Coffee_&_Code.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Coffee & Code.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyPEhnzcOsgRqf5tlcUOqke1",
      "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/DataMinati/Super-Notebooks-1K/blob/main/Coffee_%26_Code.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ptx9q1UzUuTb"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "plt.style.use('fivethirtyeight')\n",
        "plt.rcParams[\"figure.figsize\"] = (12, 6)"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 356
        },
        "id": "TvCIi2hkUgYL",
        "outputId": "38ac2452-cc90-4650-ebd1-1fda3d03819f"
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/MainakRepositor/Datasets-/master/CoffeeAndCodeLT2018%20-%20CoffeeAndCodeLT2018.csv'\n",
        "df = pd.read_csv(url,error_bad_lines=False)\n",
        "df.head(10)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CodingHours</th>\n",
              "      <th>CoffeeCupsPerDay</th>\n",
              "      <th>CoffeeTime</th>\n",
              "      <th>CodingWithoutCoffee</th>\n",
              "      <th>CoffeeType</th>\n",
              "      <th>CoffeeSolveBugs</th>\n",
              "      <th>Gender</th>\n",
              "      <th>Country</th>\n",
              "      <th>AgeRange</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>Before coding</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Caffè latte</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Female</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>18 to 29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>Before coding</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Americano</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Female</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>30 to 39</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>While coding</td>\n",
              "      <td>No</td>\n",
              "      <td>Nescafe</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Female</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>18 to 29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>Before coding</td>\n",
              "      <td>No</td>\n",
              "      <td>Nescafe</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>10</td>\n",
              "      <td>3</td>\n",
              "      <td>While coding</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Turkish</td>\n",
              "      <td>No</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>18 to 29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>While coding</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Nescafe</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>30 to 39</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>While coding</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Nescafe</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "      <td>Before coding</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Turkish</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>18 to 29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>While coding</td>\n",
              "      <td>Yes</td>\n",
              "      <td>American Coffee</td>\n",
              "      <td>Sometimes</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>30 to 39</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>While coding</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Nescafe</td>\n",
              "      <td>No</td>\n",
              "      <td>Male</td>\n",
              "      <td>Lebanon</td>\n",
              "      <td>30 to 39</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   CodingHours  CoffeeCupsPerDay     CoffeeTime  ...  Gender  Country  AgeRange\n",
              "0            8                 2  Before coding  ...  Female  Lebanon  18 to 29\n",
              "1            3                 2  Before coding  ...  Female  Lebanon  30 to 39\n",
              "2            5                 3   While coding  ...  Female  Lebanon  18 to 29\n",
              "3            8                 2  Before coding  ...    Male  Lebanon       NaN\n",
              "4           10                 3   While coding  ...    Male  Lebanon  18 to 29\n",
              "5            8                 2   While coding  ...    Male  Lebanon  30 to 39\n",
              "6            5                 2   While coding  ...    Male  Lebanon       NaN\n",
              "7           10                 4  Before coding  ...    Male  Lebanon  18 to 29\n",
              "8           10                 2   While coding  ...    Male  Lebanon  30 to 39\n",
              "9           10                 2   While coding  ...    Male  Lebanon  30 to 39\n",
              "\n",
              "[10 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XxLk6GFKVJ6y",
        "outputId": "387ddeae-9cb6-415d-846e-5b0a7fd4ddb3"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['CodingHours', 'CoffeeCupsPerDay', 'CoffeeTime', 'CodingWithoutCoffee',\n",
              "       'CoffeeType', 'CoffeeSolveBugs', 'Gender', 'Country', 'AgeRange'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pjfxTzQ7VOS9",
        "outputId": "9b5ed802-646b-413c-abaf-a547c94f1974"
      },
      "source": [
        "r,c = df.shape\n",
        "print(\"Number of rows =\",r)\n",
        "print(\"Number of cols =\",c)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of rows = 100\n",
            "Number of cols = 9\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wSg3K4oeVWRz",
        "outputId": "fcfa89c3-17a5-4fff-8d61-71aa141070a9"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 100 entries, 0 to 99\n",
            "Data columns (total 9 columns):\n",
            " #   Column               Non-Null Count  Dtype \n",
            "---  ------               --------------  ----- \n",
            " 0   CodingHours          100 non-null    int64 \n",
            " 1   CoffeeCupsPerDay     100 non-null    int64 \n",
            " 2   CoffeeTime           100 non-null    object\n",
            " 3   CodingWithoutCoffee  100 non-null    object\n",
            " 4   CoffeeType           99 non-null     object\n",
            " 5   CoffeeSolveBugs      100 non-null    object\n",
            " 6   Gender               100 non-null    object\n",
            " 7   Country              100 non-null    object\n",
            " 8   AgeRange             98 non-null     object\n",
            "dtypes: int64(2), object(7)\n",
            "memory usage: 7.2+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HVjFVCoAVZqR",
        "outputId": "5965872f-bce7-4be8-d41f-01cf876a2b4d"
      },
      "source": [
        "print(\"Are there any missing values?\")\n",
        "df.isnull().values.any()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Are there any missing values?\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GPBIERGMVf7t",
        "outputId": "431cbef3-b888-4072-d8ba-9ac1ade4cb96"
      },
      "source": [
        "df.isna().sum()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CodingHours            0\n",
              "CoffeeCupsPerDay       0\n",
              "CoffeeTime             0\n",
              "CodingWithoutCoffee    0\n",
              "CoffeeType             1\n",
              "CoffeeSolveBugs        0\n",
              "Gender                 0\n",
              "Country                0\n",
              "AgeRange               2\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ovIZXMl2VmO7"
      },
      "source": [
        "df.dropna(inplace=True)"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rphlOO8tVqrY",
        "outputId": "38a6042c-dd68-4681-cb26-004fe25c5bea"
      },
      "source": [
        "df.isnull().values.any()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        },
        "id": "yJ6IqaFKVvS6",
        "outputId": "ff42c59d-8907-480c-de6d-479abee351bc"
      },
      "source": [
        "df.describe().T"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>CodingHours</th>\n",
              "      <td>97.0</td>\n",
              "      <td>6.371134</td>\n",
              "      <td>2.650942</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CoffeeCupsPerDay</th>\n",
              "      <td>97.0</td>\n",
              "      <td>2.876289</td>\n",
              "      <td>1.602457</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>8.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  count      mean       std  min  25%  50%  75%   max\n",
              "CodingHours        97.0  6.371134  2.650942  1.0  4.0  7.0  8.0  10.0\n",
              "CoffeeCupsPerDay   97.0  2.876289  1.602457  1.0  2.0  3.0  4.0   8.0"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9phXSwZ2WuHC"
      },
      "source": [
        "### General value distribution across various attributes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "faiULEtYV4wK",
        "outputId": "c01fcfd1-040e-4c9d-f135-c3ee7dbe3dbc"
      },
      "source": [
        "sns.pairplot(df)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7fa1089e7b10>"
            ]
          },
          "metadata": {},
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 6 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9ZEVKsgrW2V8"
      },
      "source": [
        "### Gender statistics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "3hICZ68zV9jW",
        "outputId": "6925eed4-5042-4723-8e0c-d9fa4823431c"
      },
      "source": [
        "sns.pairplot(df, hue='Gender')"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7fa10833c550>"
            ]
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 461.15x360 with 6 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e7SfROrQW5E0"
      },
      "source": [
        "### Coding and coffee parternship time"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "-CiUK7o2WRh9",
        "outputId": "67fc0649-f192-4f82-b897-e491bc023632"
      },
      "source": [
        "sns.pairplot(df, hue='CodingWithoutCoffee')"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7fa1061ace90>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 520.575x360 with 6 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X3BXX_sOW-pv"
      },
      "source": [
        "### General statistics over various parameters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ymJOl08QWU8m"
      },
      "source": [
        "def count_plot(variable):\n",
        "    \"\"\"\n",
        "        input: variable example: \"CoffeTime\"\n",
        "        output: count plot and value count\n",
        "    \"\"\"\n",
        "    # get feature\n",
        "    var = df[variable]\n",
        "    \n",
        "    #visualization\n",
        "    plt.figure(figsize=(10,4))\n",
        "    sns.countplot(x=var, palette=\"dark\", order=var.value_counts().index)\n",
        "    plt.xticks(rotation=45)\n",
        "    plt.ylabel(\"Frequency\")\n",
        "    plt.title(variable)\n",
        "    print(\"{}\".format(var.value_counts()))\n",
        "    plt.show()"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QA1wb-5OWbsv",
        "outputId": "5a8306f9-84ac-4e14-db42-1e0a124abd16"
      },
      "source": [
        "categorical = [\"CoffeeTime\", \"CodingWithoutCoffee\", \"CoffeeType\", \"CoffeeSolveBugs\", \"Gender\", \"Country\", \"AgeRange\"]\n",
        "for i in categorical:\n",
        "    count_plot(i)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "While coding               59\n",
            "Before coding              24\n",
            "All the time                4\n",
            "Before and while coding     4\n",
            "In the morning              3\n",
            "After coding                2\n",
            "No specific time            1\n",
            "Name: CoffeeTime, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sometimes    50\n",
            "Yes          29\n",
            "No           18\n",
            "Name: CodingWithoutCoffee, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Nescafe                     30\n",
            "American Coffee             23\n",
            "Turkish                     19\n",
            "Espresso (Short Black)       8\n",
            "Cappuccino                   7\n",
            "Caffè latte                  5\n",
            "Double Espresso (Doppio)     3\n",
            "Americano                    2\n",
            "Name: CoffeeType, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sometimes    42\n",
            "Yes          29\n",
            "No           26\n",
            "Name: CoffeeSolveBugs, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Male      71\n",
            "Female    26\n",
            "Name: Gender, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Lebanon    97\n",
            "Name: Country, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "18 to 29    59\n",
            "30 to 39    29\n",
            "40 to 49     6\n",
            "Under 18     2\n",
            "50 to 59     1\n",
            "Name: AgeRange, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "id": "V9ylGQuYWeOF",
        "outputId": "83b904b2-0a46-4de5-8549-e78b908a8487"
      },
      "source": [
        "df[[\"Gender\",\"CoffeeCupsPerDay\"]].groupby([\"Gender\"]).mean().sort_values(by=\"CoffeeCupsPerDay\", ascending=False)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CoffeeCupsPerDay</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gender</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Male</th>\n",
              "      <td>3.098592</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Female</th>\n",
              "      <td>2.269231</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        CoffeeCupsPerDay\n",
              "Gender                  \n",
              "Male            3.098592\n",
              "Female          2.269231"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "IxJVyxvfWkce",
        "outputId": "373b93b9-db6a-4111-e669-6704504c753f"
      },
      "source": [
        "sns.barplot(x=\"Gender\", y=\"CoffeeCupsPerDay\", data=df, palette=\"dark\")"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa105c83850>"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QX_VbQO1XJdM"
      },
      "source": [
        "### Thus, it is concluded that on an average, male coders drink more coffee than female coders in a day"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qR7u2DMAWm0Z"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}