Practice-2 (Statistics[Cardio_Fitness], seaborn).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a1895a0c",
   "metadata": {},
   "source": [
    "## Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "717abfbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#measures of central tendency(mean,median,mode)\n",
    "#mean can be impacted by outlier\n",
    "#no mean for categorical data/qualitative data\n",
    "#if there missing vales & no outliers we can replace it by mean\n",
    "#all observations are used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d13014ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "#median:middle most \n",
    "#arrange in asc/des\n",
    "#not much impacted by missing values,outlier\n",
    "#no median for categorical data\n",
    "#all observations are not used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d47b9f09",
   "metadata": {},
   "outputs": [],
   "source": [
    "#mode:frequency\n",
    "#can use for categorial data\n",
    "#no outlier missing values can be replaced by mean/median\n",
    "#when outlier present use mean\n",
    "#not affrcted by outlier\n",
    "#all obersations are not used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "df0e8191",
   "metadata": {},
   "outputs": [],
   "source": [
    "#gausian distribution curve/bell curve: mean=median=mode\n",
    "#skewed curve: mean!=median!=mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "26da73e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#measures of dispersion(range,variance,standard deviation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bff43e44",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6cbd1496",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Cardio Good Fitness Case Study- Descriptive Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5d64fedb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f4f1828b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"https://raw.githubusercontent.com/Premalatha-success/Statistics/main/CardioGoodFitness-1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5d7a833d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180, 9)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e4fb0f96",
   "metadata": {},
   "outputs": [
    {
     "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>Product</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Education</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Fitness</th>\n",
       "      <th>Income</th>\n",
       "      <th>Miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TM195</td>\n",
       "      <td>18</td>\n",
       "      <td>Male</td>\n",
       "      <td>14</td>\n",
       "      <td>Single</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>29562</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TM195</td>\n",
       "      <td>19</td>\n",
       "      <td>Male</td>\n",
       "      <td>15</td>\n",
       "      <td>Single</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>31836</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TM195</td>\n",
       "      <td>19</td>\n",
       "      <td>Female</td>\n",
       "      <td>14</td>\n",
       "      <td>Partnered</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>30699</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TM195</td>\n",
       "      <td>19</td>\n",
       "      <td>Male</td>\n",
       "      <td>12</td>\n",
       "      <td>Single</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>32973</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TM195</td>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>13</td>\n",
       "      <td>Partnered</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>35247</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Product  Age  Gender  Education MaritalStatus  Usage  Fitness  Income  Miles\n",
       "0   TM195   18    Male         14        Single      3        4   29562    112\n",
       "1   TM195   19    Male         15        Single      2        3   31836     75\n",
       "2   TM195   19  Female         14     Partnered      4        3   30699     66\n",
       "3   TM195   19    Male         12        Single      3        3   32973     85\n",
       "4   TM195   20    Male         13     Partnered      4        2   35247     47"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c2bf8eda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product          object\n",
       "Age               int64\n",
       "Gender           object\n",
       "Education         int64\n",
       "MaritalStatus    object\n",
       "Usage             int64\n",
       "Fitness           int64\n",
       "Income            int64\n",
       "Miles             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a3a786db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product          0\n",
       "Age              0\n",
       "Gender           0\n",
       "Education        0\n",
       "MaritalStatus    0\n",
       "Usage            0\n",
       "Fitness          0\n",
       "Income           0\n",
       "Miles            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4a6c0778",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Product', 'Age', 'Gender', 'Education', 'MaritalStatus', 'Usage',\n",
       "       'Fitness', 'Income', 'Miles'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fc2ad4da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 180 entries, 0 to 179\n",
      "Data columns (total 9 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   Product        180 non-null    object\n",
      " 1   Age            180 non-null    int64 \n",
      " 2   Gender         180 non-null    object\n",
      " 3   Education      180 non-null    int64 \n",
      " 4   MaritalStatus  180 non-null    object\n",
      " 5   Usage          180 non-null    int64 \n",
      " 6   Fitness        180 non-null    int64 \n",
      " 7   Income         180 non-null    int64 \n",
      " 8   Miles          180 non-null    int64 \n",
      "dtypes: int64(6), object(3)\n",
      "memory usage: 12.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a4a636b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='count'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Product\",data=df)       #countplot used best for Categorical Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ea058821",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gender', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Gender\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d18f9457",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='MaritalStatus', ylabel='count'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"MaritalStatus\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "dbba2913",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df,x=\"Product\",hue=\"Gender\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3c707920",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='MaritalStatus', ylabel='count'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df,x=\"MaritalStatus\",hue=\"Product\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "131e5597",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='MaritalStatus', ylabel='count'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df,x=\"MaritalStatus\",hue=\"Gender\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7d9d3df4",
   "metadata": {},
   "outputs": [
    {
     "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>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Fitness</th>\n",
       "      <th>Income</th>\n",
       "      <th>Miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>28.788889</td>\n",
       "      <td>15.572222</td>\n",
       "      <td>3.455556</td>\n",
       "      <td>3.311111</td>\n",
       "      <td>53719.577778</td>\n",
       "      <td>103.194444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.943498</td>\n",
       "      <td>1.617055</td>\n",
       "      <td>1.084797</td>\n",
       "      <td>0.958869</td>\n",
       "      <td>16506.684226</td>\n",
       "      <td>51.863605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>29562.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>24.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>44058.750000</td>\n",
       "      <td>66.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>26.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>50596.500000</td>\n",
       "      <td>94.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>58668.000000</td>\n",
       "      <td>114.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>104581.000000</td>\n",
       "      <td>360.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Age   Education       Usage     Fitness         Income  \\\n",
       "count  180.000000  180.000000  180.000000  180.000000     180.000000   \n",
       "mean    28.788889   15.572222    3.455556    3.311111   53719.577778   \n",
       "std      6.943498    1.617055    1.084797    0.958869   16506.684226   \n",
       "min     18.000000   12.000000    2.000000    1.000000   29562.000000   \n",
       "25%     24.000000   14.000000    3.000000    3.000000   44058.750000   \n",
       "50%     26.000000   16.000000    3.000000    3.000000   50596.500000   \n",
       "75%     33.000000   16.000000    4.000000    4.000000   58668.000000   \n",
       "max     50.000000   21.000000    7.000000    5.000000  104581.000000   \n",
       "\n",
       "            Miles  \n",
       "count  180.000000  \n",
       "mean   103.194444  \n",
       "std     51.863605  \n",
       "min     21.000000  \n",
       "25%     66.000000  \n",
       "50%     94.000000  \n",
       "75%    114.750000  \n",
       "max    360.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fa7739d9",
   "metadata": {},
   "outputs": [
    {
     "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>Product</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Education</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Fitness</th>\n",
       "      <th>Income</th>\n",
       "      <th>Miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>180</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>TM195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Partnered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>28.788889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.572222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.455556</td>\n",
       "      <td>3.311111</td>\n",
       "      <td>53719.577778</td>\n",
       "      <td>103.194444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>6.943498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.617055</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.084797</td>\n",
       "      <td>0.958869</td>\n",
       "      <td>16506.684226</td>\n",
       "      <td>51.863605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>29562.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>44058.750000</td>\n",
       "      <td>66.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>50596.500000</td>\n",
       "      <td>94.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>58668.000000</td>\n",
       "      <td>114.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>104581.000000</td>\n",
       "      <td>360.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Product         Age Gender   Education MaritalStatus       Usage  \\\n",
       "count      180  180.000000    180  180.000000           180  180.000000   \n",
       "unique       3         NaN      2         NaN             2         NaN   \n",
       "top      TM195         NaN   Male         NaN     Partnered         NaN   \n",
       "freq        80         NaN    104         NaN           107         NaN   \n",
       "mean       NaN   28.788889    NaN   15.572222           NaN    3.455556   \n",
       "std        NaN    6.943498    NaN    1.617055           NaN    1.084797   \n",
       "min        NaN   18.000000    NaN   12.000000           NaN    2.000000   \n",
       "25%        NaN   24.000000    NaN   14.000000           NaN    3.000000   \n",
       "50%        NaN   26.000000    NaN   16.000000           NaN    3.000000   \n",
       "75%        NaN   33.000000    NaN   16.000000           NaN    4.000000   \n",
       "max        NaN   50.000000    NaN   21.000000           NaN    7.000000   \n",
       "\n",
       "           Fitness         Income       Miles  \n",
       "count   180.000000     180.000000  180.000000  \n",
       "unique         NaN            NaN         NaN  \n",
       "top            NaN            NaN         NaN  \n",
       "freq           NaN            NaN         NaN  \n",
       "mean      3.311111   53719.577778  103.194444  \n",
       "std       0.958869   16506.684226   51.863605  \n",
       "min       1.000000   29562.000000   21.000000  \n",
       "25%       3.000000   44058.750000   66.000000  \n",
       "50%       3.000000   50596.500000   94.000000  \n",
       "75%       4.000000   58668.000000  114.750000  \n",
       "max       5.000000  104581.000000  360.000000  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d85cecb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Age'}>,\n",
       "        <AxesSubplot:title={'center':'Education'}>],\n",
       "       [<AxesSubplot:title={'center':'Usage'}>,\n",
       "        <AxesSubplot:title={'center':'Fitness'}>],\n",
       "       [<AxesSubplot:title={'center':'Income'}>,\n",
       "        <AxesSubplot:title={'center':'Miles'}>]], dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(10,20))     #histogram is best to study Numerical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ddd3e17e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='Age'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"Product\",y=\"Age\",data=df)       #boxplot one should be numerical & one is categorical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f51cc158",
   "metadata": {},
   "outputs": [],
   "source": [
    "#boxplot is five number summary (min,max,Q1,Q2,Q3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "abef2e44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='Age'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxenplot(x=\"Product\",y=\"Age\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1d4e7f81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='Usage'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"Product\",y=\"Usage\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "87ec4e65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='MaritalStatus', ylabel='Usage'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"MaritalStatus\",y=\"Usage\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0c438290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='Education'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"Product\",y=\"Education\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2f7d6bc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product', ylabel='Income'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"Product\",y=\"Income\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "571fab63",
   "metadata": {},
   "outputs": [
    {
     "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>Gender</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TM195</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TM498</th>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TM798</th>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Gender   Female  Male\n",
       "Product              \n",
       "TM195        40    40\n",
       "TM498        29    31\n",
       "TM798         7    33"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df[\"Product\"],df[\"Gender\"])     #count plot is visual representation of crosstab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "176e702b",
   "metadata": {},
   "outputs": [
    {
     "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>MaritalStatus</th>\n",
       "      <th>Partnered</th>\n",
       "      <th>Single</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product</th>\n",
       "      <th>Gender</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM195</th>\n",
       "      <th>Female</th>\n",
       "      <td>46153.777778</td>\n",
       "      <td>45742.384615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>50028.000000</td>\n",
       "      <td>43265.842105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM498</th>\n",
       "      <th>Female</th>\n",
       "      <td>49724.800000</td>\n",
       "      <td>48920.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>49378.285714</td>\n",
       "      <td>47071.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM798</th>\n",
       "      <th>Female</th>\n",
       "      <td>84972.250000</td>\n",
       "      <td>58516.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>81431.368421</td>\n",
       "      <td>68216.428571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "MaritalStatus      Partnered        Single\n",
       "Product Gender                            \n",
       "TM195   Female  46153.777778  45742.384615\n",
       "        Male    50028.000000  43265.842105\n",
       "TM498   Female  49724.800000  48920.357143\n",
       "        Male    49378.285714  47071.800000\n",
       "TM798   Female  84972.250000  58516.000000\n",
       "        Male    81431.368421  68216.428571"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.pivot_table(df,'Income',index=['Product','Gender'],\n",
    "              columns=['MaritalStatus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "b5c4750f",
   "metadata": {},
   "outputs": [
    {
     "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>MaritalStatus</th>\n",
       "      <th>Partnered</th>\n",
       "      <th>Single</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product</th>\n",
       "      <th>Gender</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM195</th>\n",
       "      <th>Female</th>\n",
       "      <td>74.925926</td>\n",
       "      <td>78.846154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>80.190476</td>\n",
       "      <td>99.526316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM498</th>\n",
       "      <th>Female</th>\n",
       "      <td>94.000000</td>\n",
       "      <td>80.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>87.238095</td>\n",
       "      <td>91.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">TM798</th>\n",
       "      <th>Female</th>\n",
       "      <td>215.000000</td>\n",
       "      <td>133.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>176.315789</td>\n",
       "      <td>147.571429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "MaritalStatus    Partnered      Single\n",
       "Product Gender                        \n",
       "TM195   Female   74.925926   78.846154\n",
       "        Male     80.190476   99.526316\n",
       "TM498   Female   94.000000   80.214286\n",
       "        Male     87.238095   91.100000\n",
       "TM798   Female  215.000000  133.333333\n",
       "        Male    176.315789  147.571429"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.pivot_table(df,'Miles',index=['Product','Gender'],\n",
    "              columns=['MaritalStatus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "c4b837a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1cb80dd4dc0>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df,diag_kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "37941886",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1cb82fe11f0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "fd9622dc",
   "metadata": {},
   "outputs": [
    {
     "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>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Fitness</th>\n",
       "      <th>Income</th>\n",
       "      <th>Miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.280496</td>\n",
       "      <td>0.015064</td>\n",
       "      <td>0.061105</td>\n",
       "      <td>0.513414</td>\n",
       "      <td>0.036618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>0.280496</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.395155</td>\n",
       "      <td>0.410581</td>\n",
       "      <td>0.625827</td>\n",
       "      <td>0.307284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Usage</th>\n",
       "      <td>0.015064</td>\n",
       "      <td>0.395155</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.668606</td>\n",
       "      <td>0.519537</td>\n",
       "      <td>0.759130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fitness</th>\n",
       "      <td>0.061105</td>\n",
       "      <td>0.410581</td>\n",
       "      <td>0.668606</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.535005</td>\n",
       "      <td>0.785702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>0.513414</td>\n",
       "      <td>0.625827</td>\n",
       "      <td>0.519537</td>\n",
       "      <td>0.535005</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.543473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miles</th>\n",
       "      <td>0.036618</td>\n",
       "      <td>0.307284</td>\n",
       "      <td>0.759130</td>\n",
       "      <td>0.785702</td>\n",
       "      <td>0.543473</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Age  Education     Usage   Fitness    Income     Miles\n",
       "Age        1.000000   0.280496  0.015064  0.061105  0.513414  0.036618\n",
       "Education  0.280496   1.000000  0.395155  0.410581  0.625827  0.307284\n",
       "Usage      0.015064   0.395155  1.000000  0.668606  0.519537  0.759130\n",
       "Fitness    0.061105   0.410581  0.668606  1.000000  0.535005  0.785702\n",
       "Income     0.513414   0.625827  0.519537  0.535005  1.000000  0.543473\n",
       "Miles      0.036618   0.307284  0.759130  0.785702  0.543473  1.000000"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr=df.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "33b45e2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2349d988",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}