Exploratory Data Analysis - Retail.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Sparks Foundation: Data Science and Business Analytics Intern"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TASK 3 Exploratory Data Analysis - Retail"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BY : Harshita Nayak"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question : As a business manager, try to find out the weak areas where you can work to make more profit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90036</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>48.8600</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>7.2800</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>907.1520</td>\n",
       "      <td>6</td>\n",
       "      <td>0.20</td>\n",
       "      <td>90.7152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>18.5040</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.7825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>114.9000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.4700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "5  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "6  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "7  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "8  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "9  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "\n",
       "   Postal Code Region         Category Sub-Category     Sales  Quantity  \\\n",
       "0        42420  South        Furniture    Bookcases  261.9600         2   \n",
       "1        42420  South        Furniture       Chairs  731.9400         3   \n",
       "2        90036   West  Office Supplies       Labels   14.6200         2   \n",
       "3        33311  South        Furniture       Tables  957.5775         5   \n",
       "4        33311  South  Office Supplies      Storage   22.3680         2   \n",
       "5        90032   West        Furniture  Furnishings   48.8600         7   \n",
       "6        90032   West  Office Supplies          Art    7.2800         4   \n",
       "7        90032   West       Technology       Phones  907.1520         6   \n",
       "8        90032   West  Office Supplies      Binders   18.5040         3   \n",
       "9        90032   West  Office Supplies   Appliances  114.9000         5   \n",
       "\n",
       "   Discount    Profit  \n",
       "0      0.00   41.9136  \n",
       "1      0.00  219.5820  \n",
       "2      0.00    6.8714  \n",
       "3      0.45 -383.0310  \n",
       "4      0.20    2.5164  \n",
       "5      0.00   14.1694  \n",
       "6      0.00    1.9656  \n",
       "7      0.20   90.7152  \n",
       "8      0.20    5.7825  \n",
       "9      0.00   34.4700  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"C:\\\\Users\\\\Harshita\\\\Downloads\\\\SampleSuperstore.csv\")\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ship Mode       0\n",
       "Segment         0\n",
       "Country         0\n",
       "City            0\n",
       "State           0\n",
       "Postal Code     0\n",
       "Region          0\n",
       "Category        0\n",
       "Sub-Category    0\n",
       "Sales           0\n",
       "Quantity        0\n",
       "Discount        0\n",
       "Profit          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90036</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>48.8600</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>7.2800</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>907.1520</td>\n",
       "      <td>6</td>\n",
       "      <td>0.20</td>\n",
       "      <td>90.7152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>18.5040</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.7825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>114.9000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.4700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "5  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "6  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "7  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "8  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "9  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "\n",
       "   Postal Code Region         Category Sub-Category     Sales  Quantity  \\\n",
       "0        42420  South        Furniture    Bookcases  261.9600         2   \n",
       "1        42420  South        Furniture       Chairs  731.9400         3   \n",
       "2        90036   West  Office Supplies       Labels   14.6200         2   \n",
       "3        33311  South        Furniture       Tables  957.5775         5   \n",
       "4        33311  South  Office Supplies      Storage   22.3680         2   \n",
       "5        90032   West        Furniture  Furnishings   48.8600         7   \n",
       "6        90032   West  Office Supplies          Art    7.2800         4   \n",
       "7        90032   West       Technology       Phones  907.1520         6   \n",
       "8        90032   West  Office Supplies      Binders   18.5040         3   \n",
       "9        90032   West  Office Supplies   Appliances  114.9000         5   \n",
       "\n",
       "   Discount    Profit  \n",
       "0      0.00   41.9136  \n",
       "1      0.00  219.5820  \n",
       "2      0.00    6.8714  \n",
       "3      0.45 -383.0310  \n",
       "4      0.20    2.5164  \n",
       "5      0.00   14.1694  \n",
       "6      0.00    1.9656  \n",
       "7      0.20   90.7152  \n",
       "8      0.20    5.7825  \n",
       "9      0.00   34.4700  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Removing null values from dataset\n",
    "df = df.dropna(axis=0)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Postal Code</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>55190.379428</td>\n",
       "      <td>229.858001</td>\n",
       "      <td>3.789574</td>\n",
       "      <td>0.156203</td>\n",
       "      <td>28.656896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>32063.693350</td>\n",
       "      <td>623.245101</td>\n",
       "      <td>2.225110</td>\n",
       "      <td>0.206452</td>\n",
       "      <td>234.260108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1040.000000</td>\n",
       "      <td>0.444000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6599.978000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>23223.000000</td>\n",
       "      <td>17.280000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.728750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>56430.500000</td>\n",
       "      <td>54.490000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>8.666500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>90008.000000</td>\n",
       "      <td>209.940000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>29.364000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99301.000000</td>\n",
       "      <td>22638.480000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>8399.976000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Postal Code         Sales     Quantity     Discount       Profit\n",
       "count   9994.000000   9994.000000  9994.000000  9994.000000  9994.000000\n",
       "mean   55190.379428    229.858001     3.789574     0.156203    28.656896\n",
       "std    32063.693350    623.245101     2.225110     0.206452   234.260108\n",
       "min     1040.000000      0.444000     1.000000     0.000000 -6599.978000\n",
       "25%    23223.000000     17.280000     2.000000     0.000000     1.728750\n",
       "50%    56430.500000     54.490000     3.000000     0.200000     8.666500\n",
       "75%    90008.000000    209.940000     5.000000     0.200000    29.364000\n",
       "max    99301.000000  22638.480000    14.000000     0.800000  8399.976000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count              9994\n",
       "unique              531\n",
       "top       New York City\n",
       "freq                915\n",
       "Name: City, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"City\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9587bf8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#heatmap of Correlation of data attributes\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.heatmap(data = df.corr(), annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Countplot of Sub-Category')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Countplot for sub category\n",
    "plt.figure(figsize=(10,8))\n",
    "sns.countplot(df[\"Sub-Category\"])\n",
    "plt.xticks(rotation = 50)\n",
    "plt.title(\"Countplot of Sub-Category\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Count Plots for every region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Category with respect to Region')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# count plot of Category for every region\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(df[\"Category\"], hue=df[\"Region\"])\n",
    "plt.title(\"Countplot of Category with respect to Region\")\n",
    "plt.xlabel(\"Category with respect to Region\")              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Customers with respect to Region')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# count plot of Segment for every region\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(df[\"Segment\"], hue=df[\"Region\"])\n",
    "plt.title(\"Customers with respect to Region\")\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"Customer's preferred Shipping mode\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# count plot of Shipping for every region\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(df[\"Ship Mode\"], hue=df[\"Region\"])\n",
    "plt.title(\"Customer's preferred Shipping mode\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Category vs Sales')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# count plot for category and sales\n",
    "plt.figure(figsize=(5,5))\n",
    "sns.barplot(x = df[\"Category\"], y=df[\"Sales\"],ci=False)\n",
    "plt.title(\"Category vs Sales\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sub-Category vs Sales')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar plot for sub-category and sales\n",
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(x = \"Sub-Category\",y=\"Sales\",data = df,ci=False)\n",
    "plt.xticks(rotation = 40)\n",
    "plt.title(\"Sub-Category vs Sales\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Profit vs Category')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar plot for sub-category and sales\n",
    "plt.figure(figsize=(5,5))\n",
    "sns.barplot(x = \"Category\",y=\"Profit\",data=df,ci=False)\n",
    "plt.title(\"Profit vs Category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sub-Category vs Sales')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar plot for sub-category and sales\n",
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(x = \"Sub-Category\",y=\"Profit\",data = df,ci=False)\n",
    "plt.xticks(rotation = 40)\n",
    "plt.title(\"Sub-Category vs Sales\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line plot\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.lineplot(x=df[\"Discount\"], y=df[\"Quantity\"])\n",
    "plt.title(\"Discount vs Quantity\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Line plot\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.lineplot(x = \"Discount\",y=\"Profit\",data = df)\n",
    "plt.title(\"Profit vs Discount\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}