Task_3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# By - Saurav Chaudhary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GRIPNOV20 : TASK-3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GRIP-The Sparks Foundation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <p style=\"font-family: Calibri; font-size:1.4em;color:Darkblue;\">Exploratory Data Analysis - Retail</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <p style=\"font-family: Calibri; font-size:1.4em;color:Darkblue;\"><u>Objective</u></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- As a business manager, try to find out the weak areas where you can work to make more profit.\n",
    "- What all business problems you can derive by exploring the data?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing the important libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import the required Libraries.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "pd.set_option('display.max_columns',150)\n",
    "pd.set_option('display.max_rows',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the warnings.\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading and  Understanding the Data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#reading data from local\n",
    "df=pd.read_csv(\"SampleSuperstore SPark intern.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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",
       "  </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",
       "\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",
       "\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  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reading the dataset\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reading the shape of the dataset\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We have 9000+ rows and 13 columns in the dataset we recieved "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the data from statistical point of view \n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Identification of datatypes and variables "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9994 entries, 0 to 9993\n",
      "Data columns (total 13 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Ship Mode     9994 non-null   object \n",
      " 1   Segment       9994 non-null   object \n",
      " 2   Country       9994 non-null   object \n",
      " 3   City          9994 non-null   object \n",
      " 4   State         9994 non-null   object \n",
      " 5   Postal Code   9994 non-null   int64  \n",
      " 6   Region        9994 non-null   object \n",
      " 7   Category      9994 non-null   object \n",
      " 8   Sub-Category  9994 non-null   object \n",
      " 9   Sales         9994 non-null   float64\n",
      " 10  Quantity      9994 non-null   int64  \n",
      " 11  Discount      9994 non-null   float64\n",
      " 12  Profit        9994 non-null   float64\n",
      "dtypes: float64(3), int64(2), object(8)\n",
      "memory usage: 1015.1+ KB\n"
     ]
    }
   ],
   "source": [
    "#checking the details of the dataset\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We notice we have 5 numerical columns and the rest 8 columns are categorical columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ship Mode        object\n",
       "Segment          object\n",
       "Country          object\n",
       "City             object\n",
       "State            object\n",
       "Postal Code       int64\n",
       "Region           object\n",
       "Category         object\n",
       "Sub-Category     object\n",
       "Sales           float64\n",
       "Quantity          int64\n",
       "Discount        float64\n",
       "Profit          float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking only the datatypes \n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data cleaning "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the null values in the dataset\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The dataset looks clean there is no missing values.\n",
    "- We can proceed with the data visualization process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data varaiables "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Checking the categories of the variables "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Standard Class    5968\n",
       "Second Class      1945\n",
       "First Class       1538\n",
       "Same Day           543\n",
       "Name: Ship Mode, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Ship Mode\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Consumer       5191\n",
       "Corporate      3020\n",
       "Home Office    1783\n",
       "Name: Segment, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Segment\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States    9994\n",
       "Name: Country, dtype: int64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Country\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York City        915\n",
       "Los Angeles          747\n",
       "Philadelphia         537\n",
       "San Francisco        510\n",
       "Seattle              428\n",
       "Houston              377\n",
       "Chicago              314\n",
       "Columbus             222\n",
       "San Diego            170\n",
       "Springfield          163\n",
       "Dallas               157\n",
       "Jacksonville         125\n",
       "Detroit              115\n",
       "Newark                95\n",
       "Richmond              90\n",
       "Jackson               82\n",
       "Columbia              81\n",
       "Aurora                68\n",
       "Phoenix               63\n",
       "Long Beach            61\n",
       "Arlington             60\n",
       "San Antonio           59\n",
       "Miami                 57\n",
       "Louisville            57\n",
       "Rochester             53\n",
       "Charlotte             52\n",
       "Henderson             51\n",
       "Lakewood              49\n",
       "Lancaster             46\n",
       "Milwaukee             45\n",
       "Fairfield             45\n",
       "Lawrence              44\n",
       "Denver                44\n",
       "Baltimore             43\n",
       "Pasadena              42\n",
       "San Jose              42\n",
       "Cleveland             42\n",
       "Fayetteville          41\n",
       "Salem                 40\n",
       "Austin                39\n",
       "Atlanta               39\n",
       "Franklin              37\n",
       "Huntsville            36\n",
       "Tampa                 36\n",
       "Wilmington            36\n",
       "Decatur               35\n",
       "Toledo                32\n",
       "Tucson                32\n",
       "Concord               31\n",
       "Providence            31\n",
       "Lafayette             31\n",
       "Memphis               30\n",
       "Oceanside             30\n",
       "Clinton               29\n",
       "Troy                  29\n",
       "Nashville             29\n",
       "Mesa                  28\n",
       "Omaha                 28\n",
       "Fort Worth            27\n",
       "Anaheim               27\n",
       "Oakland               26\n",
       "Tulsa                 26\n",
       "Roseville             26\n",
       "Fresno                26\n",
       "Colorado Springs      25\n",
       "Burlington            25\n",
       "Auburn                24\n",
       "Little Rock           24\n",
       "Knoxville             24\n",
       "Smyrna                24\n",
       "Portland              24\n",
       "Minneapolis           23\n",
       "Glendale              23\n",
       "Indianapolis          23\n",
       "Oklahoma City         23\n",
       "Peoria                23\n",
       "Everett               22\n",
       "Lakeland              22\n",
       "Raleigh               22\n",
       "Florence              21\n",
       "Akron                 21\n",
       "Monroe                21\n",
       "Paterson              20\n",
       "Marion                20\n",
       "Quincy                20\n",
       "Dover                 19\n",
       "El Paso               19\n",
       "Mcallen               19\n",
       "Des Moines            19\n",
       "Chesapeake            18\n",
       "Roswell               18\n",
       "Hialeah               18\n",
       "Westminster           17\n",
       "Tallahassee           17\n",
       "Cincinnati            17\n",
       "Brentwood             16\n",
       "Inglewood             16\n",
       "Lowell                16\n",
       "Alexandria            16\n",
       "North Las Vegas       16\n",
       "Redlands              16\n",
       "Chester               16\n",
       "Virginia Beach        16\n",
       "Bakersfield           16\n",
       "Cranston              16\n",
       "Carrollton            15\n",
       "Yonkers               15\n",
       "Gilbert               15\n",
       "Fort Lauderdale       15\n",
       "Lakeville             15\n",
       "Bloomington           15\n",
       "Plano                 15\n",
       "Edmonds               14\n",
       "Pembroke Pines        14\n",
       "Dublin                14\n",
       "Saint Petersburg      14\n",
       "Santa Ana             14\n",
       "Albuquerque           14\n",
       "Riverside             14\n",
       "Sandy Springs         14\n",
       "Sacramento            13\n",
       "Grand Prairie         13\n",
       "Plainfield            13\n",
       "Laredo                13\n",
       "Westland              13\n",
       "Kent                  13\n",
       "Las Vegas             13\n",
       "Greensboro            13\n",
       "Trenton               13\n",
       "Bristol               13\n",
       "Tempe                 13\n",
       "Newport News          12\n",
       "Johnson City          12\n",
       "Scottsdale            12\n",
       "Midland               12\n",
       "Jonesboro             11\n",
       "Chico                 11\n",
       "Murfreesboro          11\n",
       "Hampton               11\n",
       "Costa Mesa            11\n",
       "Waterbury             11\n",
       "Skokie                11\n",
       "Rockford              11\n",
       "Orlando               11\n",
       "Hempstead             11\n",
       "Plantation            11\n",
       "Carlsbad              11\n",
       "Hollywood             11\n",
       "Meriden               11\n",
       "Manchester            11\n",
       "Mobile                11\n",
       "Redmond               11\n",
       "Watertown             10\n",
       "Boynton Beach         10\n",
       "Buffalo               10\n",
       "Moreno Valley         10\n",
       "Amarillo              10\n",
       "Parma                 10\n",
       "Suffolk               10\n",
       "Montgomery            10\n",
       "Belleville            10\n",
       "La Porte              10\n",
       "Chattanooga           10\n",
       "Saint Charles         10\n",
       "Provo                 10\n",
       "Freeport              10\n",
       "Waynesboro            10\n",
       "Thornton              10\n",
       "Bowling Green         10\n",
       "Washington            10\n",
       "Madison               10\n",
       "Middletown             9\n",
       "Medina                 9\n",
       "Hattiesburg            9\n",
       "Lorain                 9\n",
       "Apple Valley           9\n",
       "San Bernardino         9\n",
       "New Rochelle           9\n",
       "Greenville             9\n",
       "Superior               9\n",
       "Kenosha                9\n",
       "Oxnard                 9\n",
       "Orem                   9\n",
       "Durham                 9\n",
       "Sioux Falls            9\n",
       "Parker                 8\n",
       "Salt Lake City         8\n",
       "Redondo Beach          8\n",
       "Perth Amboy            8\n",
       "Coral Springs          8\n",
       "Georgetown             8\n",
       "Tigard                 8\n",
       "Pueblo                 8\n",
       "Salinas                8\n",
       "Utica                  8\n",
       "Athens                 8\n",
       "Fremont                8\n",
       "Great Falls            8\n",
       "Eagan                  8\n",
       "Santa Barbara          8\n",
       "Naperville             8\n",
       "Lansing                8\n",
       "Mount Vernon           8\n",
       "Corpus Christi         8\n",
       "Irving                 8\n",
       "Miramar                8\n",
       "Vineland               8\n",
       "Clarksville            7\n",
       "Chandler               7\n",
       "Grand Rapids           7\n",
       "Asheville              7\n",
       "Brownsville            7\n",
       "Spokane                7\n",
       "Pomona                 7\n",
       "Danville               7\n",
       "Highland Park          7\n",
       "Southaven              7\n",
       "Fort Collins           7\n",
       "Morristown             7\n",
       "Allentown              7\n",
       "Round Rock             7\n",
       "Marietta               7\n",
       "Harrisonburg           7\n",
       "Pleasant Grove         7\n",
       "Revere                 7\n",
       "Apopka                 7\n",
       "Wichita                7\n",
       "Pocatello              7\n",
       "Fargo                  7\n",
       "Wheeling               7\n",
       "Macon                  6\n",
       "Cary                   6\n",
       "Bryan                  6\n",
       "Mentor                 6\n",
       "Hackensack             6\n",
       "Eau Claire             6\n",
       "Port Arthur            6\n",
       "Des Plaines            6\n",
       "Pasco                  6\n",
       "Waco                   6\n",
       "Wilson                 6\n",
       "Eugene                 6\n",
       "Santa Clara            6\n",
       "Lake Forest            6\n",
       "League City            6\n",
       "Passaic                6\n",
       "Stockton               6\n",
       "Saginaw                6\n",
       "Orange                 6\n",
       "Leominster             6\n",
       "South Bend             6\n",
       "Dearborn Heights       6\n",
       "Bolingbrook            6\n",
       "Bellevue               6\n",
       "Overland Park          6\n",
       "Huntington Beach       6\n",
       "Bossier City           6\n",
       "Sunnyvale              6\n",
       "Avondale               6\n",
       "Lubbock                6\n",
       "Milford                6\n",
       "Rome                   6\n",
       "Westfield              6\n",
       "Vallejo                6\n",
       "Cambridge              6\n",
       "Beaumont               5\n",
       "Broomfield             5\n",
       "Woodstock              5\n",
       "La Crosse              5\n",
       "Hendersonville         5\n",
       "Olympia                5\n",
       "Harlingen              5\n",
       "Ann Arbor              5\n",
       "Encinitas              5\n",
       "Logan                  5\n",
       "Broken Arrow           5\n",
       "Reading                5\n",
       "Thousand Oaks          5\n",
       "East Orange            5\n",
       "Mesquite               5\n",
       "Deltona                5\n",
       "Bangor                 5\n",
       "Tyler                  5\n",
       "Carol Stream           5\n",
       "Dearborn               5\n",
       "Palm Coast             5\n",
       "Camarillo              5\n",
       "Saint Louis            5\n",
       "Bedford                5\n",
       "Rockville              5\n",
       "Vancouver              5\n",
       "Gresham                5\n",
       "Mission Viejo          5\n",
       "Murray                 5\n",
       "West Jordan            5\n",
       "Odessa                 5\n",
       "York                   5\n",
       "New Bedford            5\n",
       "Olathe                 5\n",
       "Warwick                5\n",
       "Bethlehem              5\n",
       "Garden City            5\n",
       "Hot Springs            4\n",
       "Meridian               4\n",
       "Andover                4\n",
       "Elmhurst               4\n",
       "Pharr                  4\n",
       "Noblesville            4\n",
       "Hamilton               4\n",
       "Haltom City            4\n",
       "Lewiston               4\n",
       "Muskogee               4\n",
       "Visalia                4\n",
       "Greenwood              4\n",
       "Woonsocket             4\n",
       "Sheboygan              4\n",
       "Green Bay              4\n",
       "Covington              4\n",
       "San Marcos             4\n",
       "Medford                4\n",
       "San Angelo             4\n",
       "Evanston               4\n",
       "Temecula               4\n",
       "Garland                4\n",
       "Allen                  4\n",
       "Arvada                 4\n",
       "Laguna Niguel          4\n",
       "Coppell                4\n",
       "Rancho Cucamonga       4\n",
       "New Albany             4\n",
       "Norwich                4\n",
       "Morgan Hill            4\n",
       "Hillsboro              4\n",
       "Hesperia               4\n",
       "Lawton                 4\n",
       "Maple Grove            4\n",
       "Reno                   4\n",
       "Tamarac                4\n",
       "Boise                  4\n",
       "Daytona Beach          4\n",
       "Loveland               4\n",
       "Wausau                 4\n",
       "Hoover                 4\n",
       "Gastonia               4\n",
       "Yuma                   4\n",
       "Torrance               4\n",
       "Pearland               3\n",
       "Woodbury               3\n",
       "Urbandale              3\n",
       "Edinburg               3\n",
       "Dubuque                3\n",
       "Helena                 3\n",
       "Sierra Vista           3\n",
       "Delray Beach           3\n",
       "Woodland               3\n",
       "Sparks                 3\n",
       "Texas City             3\n",
       "Oak Park               3\n",
       "Chula Vista            3\n",
       "Saint Cloud            3\n",
       "Manteca                3\n",
       "Park Ridge             3\n",
       "Burbank                3\n",
       "Holland                3\n",
       "Cuyahoga Falls         3\n",
       "Farmington             3\n",
       "Taylor                 3\n",
       "Longview               3\n",
       "Canton                 3\n",
       "College Station        3\n",
       "East Point             3\n",
       "The Colony             3\n",
       "Beverly                3\n",
       "Longmont               3\n",
       "Bellingham             3\n",
       "Oswego                 3\n",
       "Malden                 3\n",
       "Caldwell               3\n",
       "Mason                  3\n",
       "Boca Raton             3\n",
       "Port Saint Lucie       3\n",
       "Niagara Falls          3\n",
       "Lincoln Park           3\n",
       "Las Cruces             3\n",
       "West Palm Beach        3\n",
       "Bayonne                3\n",
       "Draper                 3\n",
       "Homestead              3\n",
       "San Gabriel            3\n",
       "Thomasville            3\n",
       "Renton                 3\n",
       "Lebanon                3\n",
       "Gulfport               3\n",
       "Sterling Heights       3\n",
       "Modesto                3\n",
       "Lake Charles           3\n",
       "Escondido              3\n",
       "Pompano Beach          3\n",
       "Cedar Hill             2\n",
       "Clifton                2\n",
       "Edmond                 2\n",
       "Bullhead City          2\n",
       "Marysville             2\n",
       "Mansfield              2\n",
       "Grove City             2\n",
       "Laurel                 2\n",
       "Moorhead               2\n",
       "Pine Bluff             2\n",
       "La Mesa                2\n",
       "Texarkana              2\n",
       "Santa Fe               2\n",
       "Kenner                 2\n",
       "Warner Robins          2\n",
       "El Cajon               2\n",
       "Coon Rapids            2\n",
       "Mishawaka              2\n",
       "Grapevine              2\n",
       "Marlborough            2\n",
       "Rapid City             2\n",
       "Shelton                2\n",
       "Buffalo Grove          2\n",
       "Hickory                2\n",
       "Frankfort              2\n",
       "Nashua                 2\n",
       "Saint Paul             2\n",
       "Richardson             2\n",
       "Coral Gables           2\n",
       "North Charleston       2\n",
       "Coachella              2\n",
       "New Castle             2\n",
       "Altoona                2\n",
       "Sanford                2\n",
       "Norman                 2\n",
       "Twin Falls             2\n",
       "Royal Oak              2\n",
       "San Clemente           2\n",
       "West Allis             2\n",
       "Tuscaloosa             2\n",
       "Independence           2\n",
       "Rio Rancho             2\n",
       "Clovis                 2\n",
       "Elkhart                2\n",
       "Greeley                2\n",
       "Mount Pleasant         2\n",
       "Lodi                   2\n",
       "Appleton               2\n",
       "Owensboro              2\n",
       "Cottage Grove          2\n",
       "Bridgeton              2\n",
       "Gladstone              2\n",
       "Gaithersburg           2\n",
       "Englewood              2\n",
       "Lehi                   2\n",
       "North Miami            2\n",
       "Jamestown              2\n",
       "Charlottesville        2\n",
       "Frisco                 2\n",
       "Summerville            2\n",
       "Kirkwood               2\n",
       "New Brunswick          2\n",
       "Bozeman                2\n",
       "Murrieta               1\n",
       "Yucaipa                1\n",
       "Missoula               1\n",
       "Jefferson City         1\n",
       "Champaign              1\n",
       "Holyoke                1\n",
       "Pico Rivera            1\n",
       "Whittier               1\n",
       "Norfolk                1\n",
       "Atlantic City          1\n",
       "Iowa City              1\n",
       "Antioch                1\n",
       "Layton                 1\n",
       "Saint Peters           1\n",
       "Lindenhurst            1\n",
       "Conroe                 1\n",
       "Arlington Heights      1\n",
       "Cedar Rapids           1\n",
       "Keller                 1\n",
       "Littleton              1\n",
       "Linden                 1\n",
       "Chapel Hill            1\n",
       "Waukesha               1\n",
       "Redding                1\n",
       "Margate                1\n",
       "Billings               1\n",
       "Vacaville              1\n",
       "Baytown                1\n",
       "Orland Park            1\n",
       "Davis                  1\n",
       "Manhattan              1\n",
       "Commerce City          1\n",
       "San Luis Obispo        1\n",
       "La Quinta              1\n",
       "Kissimmee              1\n",
       "Redwood City           1\n",
       "Grand Island           1\n",
       "Springdale             1\n",
       "Normal                 1\n",
       "San Mateo              1\n",
       "Rock Hill              1\n",
       "Bartlett               1\n",
       "Pensacola              1\n",
       "Abilene                1\n",
       "Cheyenne               1\n",
       "Hagerstown             1\n",
       "Glenview               1\n",
       "Rogers                 1\n",
       "Waterloo               1\n",
       "Jupiter                1\n",
       "Lake Elsinore          1\n",
       "Portage                1\n",
       "Rochester Hills        1\n",
       "Palatine               1\n",
       "Citrus Heights         1\n",
       "Melbourne              1\n",
       "Goldsboro              1\n",
       "Missouri City          1\n",
       "Conway                 1\n",
       "Montebello             1\n",
       "Ormond Beach           1\n",
       "Port Orange            1\n",
       "Elyria                 1\n",
       "Tinley Park            1\n",
       "Ontario                1\n",
       "Aberdeen               1\n",
       "Deer Park              1\n",
       "Romeoville             1\n",
       "Danbury                1\n",
       "Santa Maria            1\n",
       "Name: City, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"City\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "California              2001\n",
       "New York                1128\n",
       "Texas                    985\n",
       "Pennsylvania             587\n",
       "Washington               506\n",
       "Illinois                 492\n",
       "Ohio                     469\n",
       "Florida                  383\n",
       "Michigan                 255\n",
       "North Carolina           249\n",
       "Virginia                 224\n",
       "Arizona                  224\n",
       "Georgia                  184\n",
       "Tennessee                183\n",
       "Colorado                 182\n",
       "Indiana                  149\n",
       "Kentucky                 139\n",
       "Massachusetts            135\n",
       "New Jersey               130\n",
       "Oregon                   124\n",
       "Wisconsin                110\n",
       "Maryland                 105\n",
       "Delaware                  96\n",
       "Minnesota                 89\n",
       "Connecticut               82\n",
       "Missouri                  66\n",
       "Oklahoma                  66\n",
       "Alabama                   61\n",
       "Arkansas                  60\n",
       "Rhode Island              56\n",
       "Mississippi               53\n",
       "Utah                      53\n",
       "Louisiana                 42\n",
       "South Carolina            42\n",
       "Nevada                    39\n",
       "Nebraska                  38\n",
       "New Mexico                37\n",
       "Iowa                      30\n",
       "New Hampshire             27\n",
       "Kansas                    24\n",
       "Idaho                     21\n",
       "Montana                   15\n",
       "South Dakota              12\n",
       "Vermont                   11\n",
       "District of Columbia      10\n",
       "Maine                      8\n",
       "North Dakota               7\n",
       "West Virginia              4\n",
       "Wyoming                    1\n",
       "Name: State, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"State\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "West       3203\n",
       "East       2848\n",
       "Central    2323\n",
       "South      1620\n",
       "Name: Region, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Region\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Office Supplies    6026\n",
       "Furniture          2121\n",
       "Technology         1847\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Category\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Binders        1523\n",
       "Paper          1370\n",
       "Furnishings     957\n",
       "Phones          889\n",
       "Storage         846\n",
       "Art             796\n",
       "Accessories     775\n",
       "Chairs          617\n",
       "Appliances      466\n",
       "Labels          364\n",
       "Tables          319\n",
       "Envelopes       254\n",
       "Bookcases       228\n",
       "Fasteners       217\n",
       "Supplies        190\n",
       "Machines        115\n",
       "Copiers          68\n",
       "Name: Sub-Category, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the categories of the categorical features \n",
    "df[\"Sub-Category\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#visualizing the variables \n",
    "sns.countplot(x=\"Ship Mode\",data=df)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- *More of the shipping mode was from the Standard class*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#visualizing the varaibale\n",
    "sns.countplot(x=\"Segment\",data=df)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Consumer segment has larger participation as compared to other segments "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing the varaibale\n",
    "plt.figure(figsize=(20,15))\n",
    "sns.countplot(x=\"State\",data=df)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Few states have high activity in business\n",
    "- States like California,Texas,New York, Ohioetc. are active in the business\n",
    "- States like West Virginia, District of Columbia etc are least involved "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#visualizing the varaibale\n",
    "sns.countplot(x=\"Region\",data=df)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- West is the highest participating region in the business than is the east. The business activity is least in the south"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#visualizing the varaibale\n",
    "sns.countplot(x=\"Category\",data=df)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The office supplies are the highest ordered or preferred category ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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",
       "    <tr>\n",
       "      <th>City</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>New York City</th>\n",
       "      <td>9168909</td>\n",
       "      <td>256368.161</td>\n",
       "      <td>3417</td>\n",
       "      <td>51.4</td>\n",
       "      <td>62036.9837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Los Angeles</th>\n",
       "      <td>67252887</td>\n",
       "      <td>175851.341</td>\n",
       "      <td>2879</td>\n",
       "      <td>55.5</td>\n",
       "      <td>30440.7579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seattle</th>\n",
       "      <td>41989758</td>\n",
       "      <td>119540.742</td>\n",
       "      <td>1590</td>\n",
       "      <td>27.8</td>\n",
       "      <td>29156.0967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Francisco</th>\n",
       "      <td>47998395</td>\n",
       "      <td>112669.092</td>\n",
       "      <td>1935</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17507.3854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Detroit</th>\n",
       "      <td>5545741</td>\n",
       "      <td>42446.944</td>\n",
       "      <td>441</td>\n",
       "      <td>0.8</td>\n",
       "      <td>13181.7908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lafayette</th>\n",
       "      <td>1914474</td>\n",
       "      <td>25036.200</td>\n",
       "      <td>104</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10018.3876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jackson</th>\n",
       "      <td>3585856</td>\n",
       "      <td>24963.858</td>\n",
       "      <td>318</td>\n",
       "      <td>2.5</td>\n",
       "      <td>7581.6828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlanta</th>\n",
       "      <td>1182402</td>\n",
       "      <td>17197.840</td>\n",
       "      <td>156</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6993.6629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minneapolis</th>\n",
       "      <td>1274361</td>\n",
       "      <td>16870.540</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6824.5846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Diego</th>\n",
       "      <td>15650880</td>\n",
       "      <td>47521.029</td>\n",
       "      <td>670</td>\n",
       "      <td>13.6</td>\n",
       "      <td>6377.1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield</th>\n",
       "      <td>9016357</td>\n",
       "      <td>43054.342</td>\n",
       "      <td>649</td>\n",
       "      <td>23.2</td>\n",
       "      <td>6200.6974</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Postal Code       Sales  Quantity  Discount      Profit\n",
       "City                                                                  \n",
       "New York City      9168909  256368.161      3417      51.4  62036.9837\n",
       "Los Angeles       67252887  175851.341      2879      55.5  30440.7579\n",
       "Seattle           41989758  119540.742      1590      27.8  29156.0967\n",
       "San Francisco     47998395  112669.092      1935      34.0  17507.3854\n",
       "Detroit            5545741   42446.944       441       0.8  13181.7908\n",
       "Lafayette          1914474   25036.200       104       0.0  10018.3876\n",
       "Jackson            3585856   24963.858       318       2.5   7581.6828\n",
       "Atlanta            1182402   17197.840       156       0.0   6993.6629\n",
       "Minneapolis        1274361   16870.540        80       0.0   6824.5846\n",
       "San Diego         15650880   47521.029       670      13.6   6377.1960\n",
       "Springfield        9016357   43054.342       649      23.2   6200.6974"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grp_city=df.groupby([\"City\"]).sum().sort_values(by=\"Profit\",ascending=False)\n",
    "grp_city=grp_city[grp_city[\"Profit\"]>6000]\n",
    "grp_city"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- New york city has larger participation in the business and thus top the char followed by Los Angeles ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing the varaibale\n",
    "plt.figure(figsize=(12,10))\n",
    "df[\"Sub-Category\"].value_counts().plot.pie(autopct=\"%1.1f%%\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Among the categories we saw in the previous plot where Office supplies was the highest  the sub category that is the binders are the highest Office Supplies   in demand when it comes to  business"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#visualizing the varaibale\n",
    "sns.countplot(x=\"Sub-Category\",data=df)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Numerical Variable Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the visualization on sales \n",
    "plt.figure(figsize=(20,10))\n",
    "ax=sns.distplot(df[\"Sales\"])\n",
    "ax.set_yscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The sales are higher in the range of 0-5000 and also mostly when the is the sales around 10,000 as the price is higher the sale has decreased ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i/sefyRfv3Nn3GEAPzvvKfbl5266+xwAAVmGUU8+uS/KqqnplkgeTvCXJ29ZkKgCm3j9571VJkm+9+8f7HQQYu9/6zO1J/PwDwDRa1hFFVXVhkmuSvLqqtlfVma21/UnekeSyJHck+Xhr7bb1GxUAAACA9bTcu569dYnllya5dE0nSlJVc0nmTj755LV+aQAAAACWMMo1itZNa21za21+MBj0PQoAAADAzJjIUAQAAADA+AlFAAAAACQRigAAAADoCEUAAAAAJJnQUFRVc1W1MBwO+x4FAAAAYGZMZChy1zMAAACA8ZvIUARA/373srvyvb/y2b7HAGbQ699zZc77yn19jwEAM0koAuCIzv3i1hxsfU8BzKJtT+zJb33m9r7HAICZJBQBAAAAkEQoAgAAAKAzkaHIXc8AAAAAxm8iQ5G7ngEAAACM30SGIgAAAADGTygCAGBDOffKe3Lrgy5hAACrIRQBbFB/esP2nHHuV/oeA2Dsfvfzd+f0D3j/A4DV2NT3AACsj1/6xC19jwAAAEwZRxQBAAAAkGRCQ1FVzVXVwnDo3HIAAACAcZnIUNRa29xamx8MBn2PAgAAADAzJjIUAQAAADB+QhEAAAAASYQigIm169m9uf5bT/Q9BsDM+dw3duTh4XN9jwEAvRCKACbU2z68JW/+0DV9jwEwUw4ebPnZj92YN3/oL/oeBQB6IRQBTKjbd+zuewSAmdO6/z60a0+vcwBAXzb1PQAAwLFcsOWBNX/e2049cbXjAABsWI4oAgAAACDJhIaiqpqrqoXhcNj3KAAAAAAzYyJDUWttc2ttfjAY9D0KAAAAwMyYyFAEAADT6o+v+Va2PfFs32MAwKoIRQDr5Gv3Pp6fu/CmtNaO/WAANoSnn9+f3/j0bXnLwtf6HgUAVkUoAlgnP33etdl8y0N5fv/BvkcBYEwOdjsHdu/Z1/MkALA6QhEAAAAASYQiAAAAADpCEQAAAABJhCIAAAAAOkIRwBKe3bs/tz447HsMAGbI/gMHc/oHvpyr7trZ9ygAzCihCGAJP3/hzTn9A1/JU8+5cw0A4/HY03tz64O78+/+9Ot9jwLAjJrIUFRVc1W1MBzakw/058YHnkyS7HV7ewAAYEZMZChqrW1urc0PBoO+RwEAAACYGRMZigAAAAAYP6EIAAAAgCRCEbCB3fjAk3n7+ddl/wHXGAJgNhw82PKbl9yWbz76dN+jADClhCJgw/r5C2/KlXfuzI7hc32PAgBjcd/jz+T8v/hW/vVHru97FACmlFAEAAAAQBKhCAAAAICOUAQAAABAEqEImGB79x/MnQ/v7nsMAJgZrbX83uV3Z8dwT9+jANAToQiYWO+65Lac9vtftrEKAGNy+47def8V9+QdF9zU9ygA9EQoAibWjfc/mSQZ7tnX8yQAMBsOHlz87/P7D/Q7CAC9EYqAdXPgYMv2J5/tewwAAACWSSgC1s05l9+df/Q7X8y2J8QiAACAaTCRoaiq5qpqYTgc9j0KMIKvfvOxJMnOp57veRIAYBxaa/nIX3wru57d2/coAKzSRIai1trm1tr8YDDoexQAAGCZbt62K++65Lb8209+ve9RAFiliQxFAADA9Hl+/+LVsHe5EQXA1BKKAAAAAEgiFAFHse2JZ/P//MnN2dvtHQQAWG93P/JUDhxsfY8BMLOEImBJv3LxN3LxTQ9my32P9z0KADAD7tixO2865+qce+XWvkcBmFlCEQAAMBF2DPckSW7e9mTPkwDMLqEIAAAAgCRCEWxon/36jpx01mfzwOPP9j0KAMC623/gYP7DpXfkiWf29j0KwNQSimAD+/TNDyZJbt+xu+dJAADW3xfueCQLV9+b37zktr5HAZhaQhEAALAhHOhu1Lr/oDu2AqyWUAQTbPdz+3LO5Xe7RSwAAABjIRTBBPsPn70j77vinnzu1h19jwIAsOE9/fz+/MwfXZsHd+3pexSA3ghFMMH27DuQJNl/wBFFAADr7dJv7MhVdz2acy6/u+9RAHojFME62nfgYD5104NpTegBAODYbnrgSduOQK829T0AbGQf/OLW/P4X7slfOe478uOvfXnf4wAbyAVbHljTxwEwul3P7s2ZH7k+73/rD+X4l/zVFT//0m/syP/1sRvz3je/Nv/ilFesw4QAx+aIIlhHj+x+Pkmya8/enicBAGC9feqmB3PD/U9m4UvfXNXz73vsmSTJvd1/AfogFMFR7Nl7IOdcfnf27neLVQAAADY+oQiO4j9etTXvu+KeXHitUzcAAADY+CYyFFXVXFUtDIfDvkdhxu3Zu3jXMUcUAQAAMAsmMhS11ja31uYHg0HfozDlbt62Kyed9dncvG1X36MAAMC6+tZjz+QHfvOybHvi2b5HAabYRIYiWCtX3rkzSXLVXTt7ngQAANbXJ27Ylqee259P3/xg36MAU0woYqI9/fz+vPOim/LkM+4aBgAA62n3c/vyrk/fmuf2Heh7FKBHQhET7WNfuz+fvvmh/KdV3mIUAABYnvd/4Z585Jr7c5EbucBME4pYV8/tO5Bf/bNvZNezjggCAIBJtv9gS5J0/1mx4bP78u833+ZGMDDlhCLW1Sdv2J4LtjyQ3/38XX2PAlOrtVVurQEAjNHvXHZn/uir38qnXCMJpppQxFHtfOq5fP9v/Hm+sX24que/8M9b/84FAICNbf+BxSOJVruT66YHnszJv3ppHn3q+bUcC1ihTX0PwPq79cFhvv/lL85x31Erfu5X7nkse/YdyHlfvS/n/NTfXYfpAKAfF2w59jU4lvOYF7zt1BNHGQdg5v3hV+7L/oMtX7v38cz94P+44ufv3X8w1973RP7Rq166DtPB7HBE0QZ3y7ZdOf0DX8m5V27texQAAIB1897L7sz/9p+35Ib7n+x7FJhqQtGEe/r5/XnTOV9a9alfO4bPJUlue2h1zwcAAJgG9z76TJLkyWdWdyOdj1+/LSed9dk83P0baqWGe/blz27avqrnwiQRitbZ/gMHs2O4J8/u3b+q599w/5O5+5Gn857L7lzjyQAAAHjBxTcuRp57H3t6Vc//5U/ckl/8k1ty18NPreVYMHZC0Trb+dTz+QdnX5nNtzzU9yhAT1zMHQBg43tk9+KRSM/tO7Cq52974tn83uV3r/pi4Dt3P5eLrl3+tfUOt2fvgdz9yOoj1979B0e6EPmevQey7YlnV/38R3Y/l69ufWzVz7/7kafypzc4IiwRigDWTa38+vEAAMyo//OPb8j7r7gn3+xOoVupMz9yfc66+BvZuXt1p879/EU35U3nXL3qs2F++RO35Id/+ws5cHB1oWv+j6/P69/zxVU9N0l+4tyv5F/94ZZVP/9N51ydX/rELat+/kYiFAEAAEDPnt//wpFIqwstjz29eDTP/lWGmi33Pp4k2bd/dc+/9Bs7kiQHV3lE1JfvWf3RQEnyyO7VH83EtxOKAAAAAEgiFAEAAADQEYoAjsG1qAEAgFkhFAEswbWoAQCAWSMUAQAAAJBEKAIAAACgIxQBG94q79AJAAAwc4QiYMMqFxkCAABYEaEIAAAAgCRCEQAAAAAdoQhgnbg2EgAAMG2EIoB15lpJAEwbOzsAZpdQBAAAJLFzAwChCFhH9kYCAABMl7GFoqp6Q1V9uao+VFVvGNfvC/TP3kkAAIDpsKxQVFXnVdXOqrr1sOWnVdVdVbW1qs46xsu0JE8n+a4k21c3LsD4OCAKAFbJhyjA1Nq0zMedn+TcJB99YUFVHZfkg0nemMXwc11VXZLkuCRnH/b8tyf5cmvtS1X1N5L8XpJ/NdroAOPhgCgAWB6fmQDTb1mhqLV2dVWddNji1yXZ2lq7N0mq6qIkZ7TWzk5y+lFe7skk37nyUQEAAABYT8s9ouhIjk+y7ZCvtyc5dakHV9U/T/KjSV6SxaOTgAnXHDcOAPTAFghAf0YJRUc6snTJ9/TW2sVJLj7mi1bNJ5lPkhNPPHHVwwFrp6b0QHJ3XQOA6TKt2xwAG8kodz3bnuQVh3x9QpKHRhsnaa0ttNZOaa2d8rKXvWzUlwNw1zUAAIBlGiUUXZfkVVX1yqp6UZK3JLlkbcYC1oIDagCAWeK0eYDRLSsUVdWFSa5J8uqq2l5VZ7bW9id5R5LLktyR5OOttdvWb1RgtRxRAwDMEqewAazecu969tYlll+a5NI1nQj4S+wdAwDGwfX9ABjl1LN1U1VzVbUwHA77HgV6ZV8YANCHmT0aWSgDmMxQ1Frb3FqbHwwGfY8CrAF7JwGAaTKrnQwgmdBQBBvNrIaSmd0bCQAAMKWEIlhHQgkAMEtmdN8YwIYiFAEAAGvLzjKAqTWRocjFrGGyuOsaAADAbJjIUORi1jAZyu5AAGCM7JwC6N9EhiIAAGB22VUF0B+hCGbArN51DQAAgJURimADszcOAJhFTmEDWD2hCAAA2BBcXxFgdEIRTDD7wgAAxs82GDDLJjIUVdVcVS0Mh8O+R4GJYO8YAMAY2OQCmMxQ1Frb3FqbHwwGfY8CI3ERaQAAAKbJRIYi2GjK3ikAAACmgFAEAAAAQBKhCAAAAICOUAQAAABAEqEIAAAAgM5EhqKqmquqheFw2PcoAAAAADNjIkNRa21za21+MBj0PQoAAADAzJjIUATAf9Va3xMAzI7mTReAGScUAQAAAJBEKJoB9ooBAAAAyyMUzYiqvicAAAAAJp1QNCZOd4fZ5ecfAACYFkLROnMkD8wuP/8AAMwaO0mnn1AEAAAAjMRO0o1jIkNRVc1V1cJwOOx7FAAAAICZMZGhqLW2ubU2PxgM+h4FwL0DAQCAmTGRoQhgEjh6FgAAmDWb+h4AACbNBVseOOKvV/tabzv1xFFHAgCAsXBEEbDhufMCAADA8ghFwIblzgsAAAArIxQBAAAAkMQ1igAA1sSRrme1Fte4Wqvnu1YWALAcjigCAAC+jev7AcwuoQgAAEji+n4ACEXAOrI3EgAAYLpM5DWKqmouydzJJ5/c9yjAGrB3klk3ynVmRr1GDUAv7CwCmFoTeURRa21za21+MBj0PQoAALBM9g0BTL+JDEWsPacAsRrN7kAAoAe2QAD6IxRtePbrMLqyHgEAY2CbA6B/QhFsYPbGAQCzxNHQAKMTimAGuJg0ADBLHJkE4+dyJxuHUARTwN4xAABgGthJPf2EIphg3mMBAMbIvjkAoQjGwWGYAADTw846YJYJRbCOHHYJAADANBGKAAAAAEgiFAEAAADQEYoA1olrUwEAANNmIkNRVc1V1cJwOOx7FICRuVYVAAAwLSYyFLXWNrfW5geDQd+jAAAAAMyMiQxFAAAAAIyfUASwBJcYAgAAZo1QBHAMLjEEAADMCqEI2LDcdQwAAGBlhCJgw3PXMQAAgOURigAAAABIIhQBAAAdp20DIBQBAADfxmnbALNLKALWnb2TAAAA00EoAtaNvZEAMFvsGwKYfkIRcEzNZh8AsBJ2FgFMLaEIWFLZygMAxsjOKYD+CUUwA1wjCACYJnZVAfRHKIINzEYWADCLHJkEsHpCEUwwmzgAAMu3VqfN2wYDZplQBFPAtYIAAMbAJheAUATrybWBAAAAmCZCEYxB2TsFAADAFJjIUFRVc1W1MBwO+x4FAAAAYGZMZChqrW1urc0PBoO+RwEAAACYGRMZigAAAAAYP6EIYMK5JjrA+HjPBWDWCUUbns0dAAAAYHmEojHpO9e46xYAAABwLELROqsoNDDrWt+lGAAAxsS27/QTigDWiSP5AACYFbZ9Nw6hCOAY7BQBAABmhVAEsAQ7RQAAgFkjFAEbnvOkAQAAlkcoAjYs50kDAACsjFAEAAAAQBKhCAAAOIzTtgFml1AErBsbmQAwXZy2DYBQBKw7G50AMGPsLAKYWkIRsKRmKw8AWIG12jdkCwSgP0IRcEy1Zpt9AABLs80B0D+hCDYwe+MAgFniaGiA0W3qewDg2Ebd6HGNIDa6C7Y8sKrvAZPl8J9XP7+s1qqPTNKZABxRBOOw2rt/6TsAAONnGwyYZUIRrCNH8gAAADBNhCIAAAAAkghFAAAAAHSEIgAAAACSCEUAAAAAdIQiAAAAAJIIRQAAAAB0hCIAAAAAkiSbxvUbVdV3JPl/k7w4yfWttY+M6/cGAPaU3+UAAA/cSURBVAAA4NiWdURRVZ1XVTur6tbDlp9WVXdV1daqOusYL3NGkuOT7EuyfXXjAgAAALBelntE0flJzk3y0RcWVNVxST6Y5I1ZDD/XVdUlSY5LcvZhz397klcnuaa19gdV9ckkV4w2OgAAAABraVmhqLV2dVWddNji1yXZ2lq7N0mq6qIkZ7TWzk5y+uGvUVXbk+ztvjyw2oEBAAAAWB+jXKPo+CTbDvl6e5JTj/L4i5N8oKpen+TqpR5UVfNJ5pPkxBNPHGE8ANbCBVseWPPnv+1U7++wERzr/WHU949Rreb3P3CwJUla+8vP994FwCwYJRTVEZa1pR7cWns2yZnHetHW2kKShSQ55ZRTlnw9AAAAANbWsi5mvYTtSV5xyNcnJHlotHEAAAAA6Msooei6JK+qqldW1YuSvCXJJWszFgAAAADjtqxQVFUXJrkmyaurantVndla25/kHUkuS3JHko+31m5bv1EBAAAAWE/LvevZW5dYfmmSS9d0oiRVNZdk7uSTT17rlwYAAABgCaOcerZuWmubW2vzg8Gg71EAAAAAZsZEhiLWXnP/OAAAAOAYhKINr/oeAAAAgA3OwQkbh1AEAAAArIlyrMLUE4oAAAAASDKhoaiq5qpqYTgc9j0KAAAAwMyYyFDkrmfARuA8bQAAYNpMZCgC2Eicpw0AAEwLoQhgCQ4IAgAAZo1QBGxYa3XqlwOCAACAWSEUARueU78AYHlcXw+AiQxF7noGG4uNTgCYLnayAMyuiQxF7noGk6Wt8mo9NjIBYLbYNwQw/SYyFAFra7VH9JSr8wAAq7HKTYjV7pwCYO1s6nsAYGmjbiqNI/NcsOWBJb/32FPPJ0kuv+3h3PXwU8t6vbedeuKazAXAtzva+/VaPgfWwqjbMKMGp7XMVSv5Obpl264kye0P7T7q82wvAevJEUWwjtburluO7AEAOJaRt5lscgEIRTAOrtUDAOPR3EEBAEYiFAEAAACQRCiaAfaqwbSzdxxgfFxMGYBZN5GhqKrmqmphOBz2Pcqa6fvfeU59gv70/fMPAADjYtt3+k1kKGqtbW6tzQ8Gg75HGZlAA9NvtZ91fv4BAJgVtn03jokMRQBrabV7NXzWAQAAs0YoAjYsezUAAABWRigCAAC+jWuMAMwuoQhY0prd+cWhPQAwFdbsI3vETQidCqA/QhFsYGu1kVWu1gMALMOoWwyjbnOs2U4ugBkmFMEYjHr49qgbPQ7oAQBmyaqDk84EIBTBeho10Og7AADjZxsMmGUTGYqqaq6qFobDYd+jAAAAAMyMiQxFrbXNrbX5wWDQ9ygAAAAAM2MiQxEAAAAA4ycUAQAAAJBEKAIAAACgIxQBAAAAkEQoAgAAAKAjFAEAAACQRCgCAAAAoCMUAQAAAJBkQkNRVc1V1cJwOOx7FAAAAICZMZGhqLW2ubU2PxgM+h4FAAAAYGZMZCgCAAAAYPyEIgAAAACSCEUAAAAAdIQiAAAAAJIIRQAAAAB0hCIAAAAAkghFAAAAAHQ29T3ArLj2vidW9by7H3kqSfLw8LlcsOWBb/ve2049ceS5YNIcup7v2rM3SXLp1x/OjffvWvFrPf3c/jWb6wWH/xwezYGDLUnyJ9dty4s2rb7LX3jtthz3HbXq569k5nFZyUyTOD8wm5bzfvTcvgNJkr0HDq7q/Wu4Z1+SZM/eA6t6/qnf+z0rfs64He3PddfDu5MkD+3as+w//3psE9/76DOr+v//+vufTJLc9cjTPr9mzAVbHsjjTy9uu15228O57aHdK36N3XsWt10/c8uO/MIb/7s1nW8WrfZncKnnzdK/vx1RBAAAAEASoQgAAACAjlAEAAAAQBKhCAAAAIDORIaiqpqrqoXhcNj3KAAAAAAzYyJDUWttc2ttfjAY9D0KAAAAwMyYyFAEAAAAwPgJRQAAAAAkEYoAAAAA6AhFAAAAACQRigAAAADoCEUAAAAAJBGKAAAAAOgIRQAAAAAkEYoAAAAA6AhFAAAAACQRigAAAADoCEUAAAAAJBGKAAAAAOgIRQAAAAAkEYoAAAAA6AhFAAAAACQRigAAAADoCEVj0tJGfP6Iv/+IL9BGfIHR5x/x9x/1zz/1f38jPn/UP8HI60/Pzx/1LxAAVmjkbYdRn9/3tsOI+t52G/UV+t/2m/Lff8Tn97zp2/ufv/9tbxvffatJ/Euoqrkkc0l+Ksk9PY8zS16a5LG+h2AiWTdYinWDpVg3WIp1g6VYN1iKdYOlWDdW72+21l52pG9MZCiiH1V1fWvtlL7nYPJYN1iKdYOlWDdYinWDpVg3WIp1g6VYN9aHU88AAAAASCIUAQAAANARijjUQt8DMLGsGyzFusFSrBssxbrBUqwbLMW6wVKsG+vANYoAAAAASOKIIgAAAAA6QtEMqaqfq6q7quq2qnrPIct/paq2dt/70UOWn9Yt21pVZx2y/JVVtaWq7qmqP6mqF437z8Laq6pfrqpWVS/tvq6qen/39//1qvp7hzz2p7u//3uq6qcPWf73q+ob3XPeX1XVx5+FtVFV762qO7u//z+rqpcc8j3vGyxpqfWAjamqXlFVX6yqO7ptjHd2y7+nqi7vfu4vr6q/1i1f8ecL062qjquqm6rqM93XR/xMqKrv7L7e2n3/pENe44ifO0y3qnpJVX2y2964o6r+gfcOkqSqfrH7TLm1qi6squ/y3jE+QtGMqKp/muSMJK9trf3tJL/bLX9Nkrck+dtJTkvyH7sP8+OSfDDJjyV5TZK3do9Nkt9Jck5r7VVJnkxy5lj/MKy5qnpFkjcmeeCQxT+W5FXd/+aT/Kfusd+T5F1JTk3yuiTveuEDvHvM/CHPO20c87NuLk/yd1prr01yd5JfSbxvcHTHWA/YmPYn+aXW2vcn+Z+S/N/d3/lZSa7ofu6v6L5OVvf5wnR7Z5I7Dvl6qc+EM5M82Vo7Ock53eOW/NwZ0+ysr/cl+fPW2t9K8oNZXE+8d8y4qjo+yc8nOaW19neSHJfF9wDvHWMiFM2On03y7tba80nSWtvZLT8jyUWttedba/cl2ZrFN9jXJdnaWru3tbY3yUVJzqiqSvK/JPlk9/yPJPnJMf45WB/nJPm3SQ69aNkZST7aFn0tyUuq6uVJfjTJ5a21J1prT2YxJpzWfe/FrbVr2uLFzz4a68ZUa619vrW2v/vya0lO6H7tfYOjOeJ60PNMrKPW2o7W2o3dr5/K4j/0js/i3/tHuocd+nO/os+XMf5RWAdVdUKSH0/yh93XR/tMOHSd+WSSf9Y9fqnPHaZYVb04yT9O8p+TpLW2t7W2K947WLQpyV+tqk1J/pskO+K9Y2yEotnxfUle3x2K96Wq+uFu+fFJth3yuO3dsqWW//dJdh3yj8cXljOlquonkjzYWrvlsG+tdN04vvv14cvZGN6e5HPdr71vcDRLrQfMgO5w/x9KsiXJ32it7UgWY1KSv949bKXvIUy338/izqiD3ddH+0z4/9eB7vvD7vHWjY3pe5M8muSPulMT/7CqvjveO2Zea+3BLJ4B80AWA9EwyQ3x3jE2m/oegLVTVV9I8j8c4Vu/lsW/67+WxUPCfzjJx6vqe5Mc6RoyLUeOiO0oj2eCHWPd+NUkbzrS046w7GjrgHVjCh1t3Witfbp7zK9l8dSSj73wtCM83vsGL/D3PaOq6r9N8qdJfqG1truWvkydz5EZUVWnJ9nZWruhqt7wwuIjPLQd43vWjY1pU5K/l+TnWmtbqup9+a+nmR2J9WNGdKcOnpHklUl2JflEFk89PJz3jnUiFG0grbUfWep7VfWzSS7uTgm6tqoOJnlpFqvqKw556AlJHup+faTlj2XxMM9NXa099PFMqKXWjar6gSy+Ad/SbdCfkOTGqnpdll43tid5w2HLr+qWn3CExzPBjva+kSxeHDLJ6Un+Wff+kXjf4OiOtn6wQVXVX8liJPpYa+3ibvEjVfXy1tqO7vSQF057X+nnC9Prf07yE1X1vyb5riQvzuIRRkt9JrywbmzvTjcZJHki3lc2qu1JtrfWtnRffzKLoch7Bz+S5L7W2qNJUlUXJ/mH8d4xNk49mx2fyuI5namq70vyoiz+4+2SJG/prhT/yixeHO7aJNcleVV3ZfkXZfEiYJd0/1D8YpI3d6/70/9fe3cTolUVx3H8+0shFFoE0apgFoGbFlMkDL1agVSLKEhQJCPc2Cu0CLFFC2uRBAURIcEMUQhRbewVCbJwYyDjxGhuInpZFARCSAo28m9xj/QEM8/g5PPM2/ezejh37sO5cO45d37zP3eAg0O9El02VTVdVddW1UhVjdBNpjdX1e90Y2NH+w8TY8Cfrfz3ELA5ydUt7d8MHGrHziQZa3uCd+DYWNaS3AfsBh6sqrM9h5w31M+s42CR+6QBanP+OHCqql7rOfQx3f0O/73vL2l9GcpFaCCqak9VXdeeMbYCX1XVduZeE3rHzCPt54u51x0tY+1589ckG1rTvcD3OHeo23I2lmR9W2Mujg3njiGxomj1mAAmkpwAzgOPtZvnZJIP6G68GeCpqroAkORpukl2DTBRVSfbd+0G3k/yMnCc9gI6rTifAw/QvfTtLPA4QFWdTvIS3S+DAHur6nT7/ATwDrCO7n02X6Dl7E3gSuDLVnF2tKp2VZXzhuZUVTN9xoFWptuAR4HpJFOt7QXgFbqt7jvpHvq3tGMLWV+0ssy1JowD7yX5ga4aYCtAv3VHy94zwIH2h4Uf6eaDK3DuWNXaVsSPgEm6e/448DbwGc4dQ5F/dxJIkiRJkiRpNXPrmSRJkiRJkgCDIkmSJEmSJDUGRZIkSZIkSQIMiiRJkiRJktQYFEmSJEmSJAkwKJIkSZpVkgtJppKcSPJhkvWXeP6WJKeSHE5yS5I3WvumJLcOpteSJEn/j0GRJEnS7M5V1WhV3QicB3b1Hkyn37PUTuDJqrq7qo5V1bOtfRNgUCRJkpYkgyJJkqT5HQFuSDLSqoTeAiaB65NsSzLdKo/2ASR5Ebgd2J/k1VZF9GmSEbrA6blWrXTHIl2PJEnSrAyKJEmS+kiyFrgfmG5NG4B3q+om4G9gH3APMApsTPJQVe0FjgHbq+r5i99VVT8B+4HXW7XSkeFdiSRJ0vwMiiRJkma3LskUXeDzCzDe2n+uqqPt80bg66r6o6pmgAPAncPvqiRJ0uWxdrE7IEmStESdq6rR3oYkAH/1Ng21R5IkSQNmRZEkSdLCfQvcleSaJGuAbcA385xzBrhq4D2TJElaAIMiSZKkBaqq34A9wGHgO2Cyqg7Oc9onwMO+zFqSJC1FqarF7oMkSZIkSZKWACuKJEmSJEmSBBgUSZIkSZIkqTEokiRJkiRJEmBQJEmSJEmSpMagSJIkSZIkSYBBkSRJkiRJkhqDIkmSJEmSJAEGRZIkSZIkSWr+AVI5vvT58zp8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the visualization on profit \n",
    "plt.figure(figsize=(20,10))\n",
    "ax=sns.distplot(df[\"Profit\"])\n",
    "ax.set_yscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The profit is higher when the product rate is cheaper as the product rate is higher lower the sale and lower the profit .\n",
    "- Thus we can see only few profit noticed around the higher prices ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Checking on the state variable with the profit\n",
    "plt.figure(figsize=(20,10))\n",
    "df_group=df.groupby([\"State\"])[\"Profit\"].sum()\n",
    "df_group.sort_values(ascending=False,inplace=True)\n",
    "df_group.plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The state \" California \" Shows the highest profit \n",
    "- The states like New York , Washington etc shown good profit\n",
    "- On the other hand few states like Texas , Ohio has the reverse impact on the profit though the paticipation was more in these states still the states has shown loss than profit "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nuS3J5unY07v7w93dSW7Y77WW+h0AAAAArBKj11x6dnc/mCTTv8+a5icnuX9m3e5pdrD57iXmB/sdAAAAAKwSK31B71pi1gPzJ/dLq7ZV1a6q2rVnz54nezoAAAAAg0bj0lemr7Rl+vehab47ySkz69YneeAQ8/VLzA/2O56gu6/t7k3dvWndunWDfxIAAAAAT9ZoXNqZZN8d37YmuXlmftF017gzkzwyfaXt1iRnV9WJ04W8z05y63Ts61V15nSXuIv2e62lfgcAAAAAq8TaQy2oqvckeWmSk6pqdxbv+nZlkhur6uIkX05y/rT8liQvT7KQ5NEkr02S7t5bVW9Jcue07s3dve8i4a/L4h3pnprk/dNPDvI7AAAAAFglDhmXuvvCAxw6a4m1neSSA7zO9iTbl5jvSvL8JeZ/vtTvAAAAAGD1WOkLegMAAABwDBGXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYcuKS1X1r6vqnqr6dFW9p6q+p6pOq6o7qureqnpvVR03rX3K9HxhOr5h5nUum+afr6pzZuabp9lCVV26nL0CAAAAsPKG41JVnZzkXyXZ1N3PT7ImyQVJ3prkqu7emOThJBdPp1yc5OHufm6Sq6Z1qarTp/Oel2RzkrdX1ZqqWpPkbUnOTXJ6kguntQAAAACsEsv9WtzaJE+tqrVJvjfJg0leluSm6fj1Sc6bHm+Znmc6flZV1TTf0d3f7O4vJFlIcsb0s9Dd93X3Y0l2TGsBAAAAWCWG41J3/2mS30ry5SxGpUeS3JXka939+LRsd5KTp8cnJ7l/Ovfxaf0zZ+f7nXOgOQAAAACrxHK+FndiFj9JdFqSv5/kaVn8Ctv+et8pBzj2ZOdL7WVbVe2qql179uw51NYBAAAAWCHL+VrcP0nyhe7e091/neT3k/x0khOmr8klyfokD0yPdyc5JUmm48cn2Ts73++cA82foLuv7e5N3b1p3bp1y/iTAAAAAHgylhOXvpzkzKr63unaSWcl+UySDyZ51bRma5Kbp8c7p+eZjn+gu3uaXzDdTe60JBuTfDTJnUk2TnefOy6LF/3euYz9AgAAALDC1h56ydK6+46quinJx5I8nuTjSa5N8r4kO6rq16fZddMp1yV5V1UtZPETSxdMr3NPVd2YxTD1eJJLuvtbSVJVr09yaxbvRLe9u+8Z3S8AAAAAK284LiVJd1+e5PL9xvdl8U5v+6/9RpLzD/A6VyS5Yon5LUluWc4eAQAAADh8lvO1OAAAAACOceISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwbFlxqapOqKqbqupzVfXZqvqpqnpGVd1WVfdO/544ra2qurqqFqrq7qp64czrbJ3W31tVW2fmL6qqT03nXF1VtZz9AgAAALCylvvJpd9J8ofd/SNJfjzJZ5NcmuT27t6Y5PbpeZKcm2Tj9LMtyTVJUlXPSHJ5khcnOSPJ5fuC1LRm28x5m5e5XwAAAABW0HBcqqqnJ/lHSa5Lku5+rLu/lmRLkuunZdcnOW96vCXJDb3oI0lOqKrnJDknyW3dvbe7H05yW5LN07Gnd/eHu7uT3DDzWgAAAACsAsv55NIPJtmT5Peq6uNV9Y6qelqSZ3f3g0ky/fusaf3JSe6fOX/3NDvYfPcScwAAAABWieXEpbVJXpjkmu7+iSR/lb/9CtxSlrpeUg/Mn/jCVduqaldV7dqzZ8/Bdw0AAADAillOXNqdZHd33zE9vymLsekr01faMv370Mz6U2bOX5/kgUPM1y8xf4Luvra7N3X3pnXr1i3jTwIAAADgyRiOS939Z0nur6ofnkZnJflMkp1J9t3xbWuSm6fHO5NcNN017swkj0xfm7s1ydlVdeJ0Ie+zk9w6Hft6VZ053SXuopnXAgAAAGAVWLvM838lybur6rgk9yV5bRaD1Y1VdXGSLyc5f1p7S5KXJ1lI8ui0Nt29t6rekuTOad2bu3vv9Ph1Sd6Z5KlJ3j/9AAAAALBKLCsudfcnkmxa4tBZS6ztJJcc4HW2J9m+xHxXkucvZ48AAAAAHD7LueYSAAAAAMc4cQkAAACAYeISAAAAAMOWe0FvAI5hGy5937y3wBHii1e+Yt5bAADgMPHJJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADFs77w0AAMCsDZe+b95b4AjxxStfMe8tABCfXAIAAABgGcQlAAAAAIaJSwAAAAAME5cAAAAAGCYuAQAAADBMXAIAAABgmLgEAAAAwDBxCQAAAIBh4hIAAAAAw8QlAAAAAIaJSwAAAAAME5cAAAAAGCYuAQAAADBMXAIAAABgmLgEAAAAwDBxCQAAAIBh4hIAAAAAw8QlAAAAAIaJSwAAAAAME5cAAAAAGCYuAQAAADBMXAIAAABgmLgEAAAAwDBxCQAAAIBhy45LVbWmqj5eVf9jen5aVd1RVfdW1Xur6rhp/pTp+cJ0fMPMa1w2zT9fVefMzDdPs4WqunS5ewUAAABgZa3EJ5fekOSzM8/fmuSq7t6Y5OEkF0/zi5M83N3PTXLVtC5VdXqSC5I8L8nmJG+fgtWaJG9Lcm6S05NcOK0FAAAAYJVYVlyqqvVJXpHkHdPzSvKyJDdNS65Pct70eMv0PNPxs6b1W5Ls6O5vdvcXkiwkOWP6Weju+7r7sSQ7prUAAAAArBLL/eTSf0ryxiR/Mz1/ZpKvdffj0/PdSU6eHp+c5P4kmY4/Mq3///P9zjnQ/AmqaltV7aqqXXv27FnmnwQAAADAd2o4LlXVzyd5qLvvmh0vsbQPcezJzp847L62uzd196Z169YdZNcAAAAArKS1yzj3JUleWVUvT/I9SZ6exU8ynVBVa6dPJ61P8sC0fneSU5Lsrqq1SY5Psndmvs/sOQeaAwAAALAKDH9yqbsv6+713b0hixfk/kB3vzrJB5O8alq2NcnN0+Od0/NMxz/Q3T3NL5juJndako1JPprkziQbp7vPHTf9jp2j+wUAAABg5S3nk0sH8qYkO6rq15N8PMl10/y6JO+qqoUsfmLpgiTp7nuq6sYkn0nyeJJLuvtbSVJVr09ya5I1SbZ39z2HYb8AAAAADFqRuNTdf5zkj6fH92XxTm/7r/lGkvMPcP4VSa5YYn5LkltWYo8AAAAArLzl3i0OAAAAgGOYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGHiEgAAAADDxCUAAAAAholLAAAAAAwbjktVdUpVfbCqPltV91TVG6b5M6rqtqq6d/r3xGleVXV1VS1U1d1V9cKZ19o6rb+3qrbOzF9UVZ+azrm6qmo5fywAAAAAK2s5n1x6PMm/7e4fTXJmkkuq6vQklya5vbs3Jrl9ep4k5ybZOP1sS3JNshijklye5MVJzkhy+b4gNa3ZNnPe5mXsFwAAAIAVNhyXuvvB7v7Y9PjrST6b5OQkW5JcPy27Psl50+MtSW7oRR9JckJVPSfJOUlu6+693f1wktuSbJ6OPb27P9zdneSGmdcCAAAAYBVYkWsuVdWGJD+R5I4kz+7uB5PFAJXkWdOyk5PcP3Pa7ml2sPnuJeYAAAAArBLLjktV9feS/Lckv9rdf3GwpUvMemC+1B62VdWuqtq1Z8+eQ20ZAAAAgBWyrLhUVd+dxbD07u7+/Wn8lekrbZn+fWia705yyszp65M8cIj5+iXmT9Dd13b3pu7etG7duuX8SQAAAAA8Ccu5W1wluS7JZ7v7t2cO7Uyy745vW5PcPDO/aLpr3JlJHpm+NndrkrOr6sTpQt5nJ7l1Ovb1qjpz+l0XzbwWAAAAAKvA2mWc+5Ik/yLJp6rqE9Ps3ye5MsmNVXVxki8nOX86dkuSlydZSPJoktcmSXfvraq3JLlzWvfm7t47PX5dkncmeWqS908/AAAAAKwSw3Gpu/9Xlr4uUpKctcT6TnLJAV5re5LtS8x3JXn+6B4BAAAAOLxW5G5xAAAAABybxCUAAAAAholLAAAAAAwTlwAAAAAYJi4BAAAAMExcAgAAAGCYuAQAAADAMHEJAAAAgGFr570BAAAAONw2XPq+eW+BI8QXr3zFvLdwxPHJJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYJi4BAAAAMAwcQkAAACAYeISAAAAAMPEJQAAAACGiUsAAAAADBOXAAAAABgmLgEAAAAwTFwCAAAAYNiqj0tVtbmqPl9VC1V16bz3AwAAAMDfWtVxqarWJCZtXBwAABNNSURBVHlbknOTnJ7kwqo6fb67AgAAAGCfVR2XkpyRZKG77+vux5LsSLJlznsCAAAAYLLa49LJSe6feb57mgEAAACwCqyd9wYOoZaY9RMWVW1Lsm16+pdV9fnDuiuOFicl+eq8N7Ha1FvnvQM44nlvWYL3Flg27y1L8N4Cy+a9ZQneWw7oBw50YLXHpd1JTpl5vj7JA/sv6u5rk1z7d7Upjg5Vtau7N817H8DRxXsLcDh4bwEOB+8trJTV/rW4O5NsrKrTquq4JBck2TnnPQEAAAAwWdWfXOrux6vq9UluTbImyfbuvmfO2wIAAABgsqrjUpJ09y1Jbpn3Pjgq+SolcDh4bwEOB+8twOHgvYUVUd1PuD42AAAAAHxHVvs1lwAAAABYxcQlAAAAAIaJSxwzquolVfW06fFrquq3q+oH5r0v4MjmvQU4HKrqDVX19Fp0XVV9rKrOnve+gCNbVf1WVT1v3vvg6CMucSy5JsmjVfXjSd6Y5EtJbpjvloCjgPcW4HD4xe7+iyRnJ1mX5LVJrpzvloCjwOeSXFtVd1TVL1fV8fPeEEcHcYljyeO9eAX7LUl+p7t/J8n3zXlPwJHPewtwONT078uT/F53f3JmBjCku9/R3S9JclGSDUnurqr/WlU/O9+dcaQTlziWfL2qLkvymiTvq6o1Sb57znsCjnzeW4DD4a6q+qMsxqVbq+r7kvzNnPcEHAWm/1b5kennq0k+meTfVNWOuW6MI1ot/s9WOPpV1fcn+edJ7uzu/1lVpyZ5aXf7+gowzHsLcDhU1Xcl+YdJ7uvur1XVM5Ks7+6757w14AhWVb+d5JVJbk9yXXd/dObY57v7h+e2OY5o4hLHjOmCu9/o7m9V1Q9lsdS/v7v/es5bA45g3luAw6GqXpLkE939V1X1miQvzOJXb780560BR7Cq+sUkO7r70SWOHd/dj8xhWxwFxCWOGVV1V5KfSXJiko8k2ZXk0e5+9Vw3BhzRvLcAh0NV3Z3kx5O8IMm7klyX5Be6+x/PdWPAEa+qTkyyMcn37Jt194fmtyOOBq65xLGkpkL/C0l+t7v/aRK34QSWy3sLcDi4WQCw4qrql5J8KMmtSf7j9O9/mOeeODqISxxLqqp+Ksmrk7xvmq2Z436Ao4P3FuBwcLMA4HB4Q5KfTPKl7v7ZJD+RZM98t8TRQFziWPKGJJcl+YPuvqeqfjDJB+e8J+DI570FOBz+WZJvJrm4u/8syclJfnO+WwKOAt/o7m8kSVU9pbs/l8RFvFk211wCAACAY0BV/UGS1yb51SQvS/Jwku/u7pfPdWMc8cQljhlVtS7JG7N4LZTZi9e9bG6bAo543luAw6Gqzkzyu0l+NMlxWfy67V929/Fz3Rhw1Kiqf5zk+CR/2N2PzXs/HNl8LY5jybuTfC7JaVm8eN0Xk9w5zw0BRwXvLcDh8J+TXJjk3iRPTfJLSd421x0BR7yq+rGqOr+qzk/y5929U1hiJfjkEseMqrqru19UVXd39wum2Z+4pS+wHN5bgMOhqnZ196b93lv+d3f/9Lz3Bhx5qur4JDcnOTXJJ5NUkh9L8uUkW7r7L+a4PY4Ca+e9Afg79NfTvw9W1SuSPJBk/Rz3AxwdvLcAh8OjVXVckk9U1W8keTDJ0+a8J+DI9ZYku/L/2rv3YLvK8o7j31+CEC0iWBDxgtxURA0CxoIXUKjOqGinoiJTBrEXbx1EpzJ1RluhDoJjtRasAtYW8VapwTZaxUxxQMALmnAJeKta0I6mIdoGpEAMefrHXmfYHs9Jck5y9ute+/uZObP3etY6e/+SSd7sPOd93wXHVtVmgCSLgHOBs4HTGmZTDzhzSRMjyfHA1cCjGexhsBtwVlWtaBpM0lhzbJG0EJI8BlgHPAB4E4N9UT5QVd9vGkzSWEryLWBpVW2aVt8JWFNVT2iTTH1hc0mSJEmSpB5LckNVPWWu56Rt5bI49V6S84FZu6hV9YYRxpHUE44tkhZCkjVseWxZOsI4kvpjSZLDGOy1NCzALg3yqGdsLmkSfLN1AEm95NgiaSEc3zqApF76KfDeWc6tHWUQ9ZPL4tR7SZYAD66q26fVHwbcUVX3tEkmaZw5tkhaCEkOAvauqmun1Z8F/KSqftAmmSRJs1vUOoA0AucBz5qh/lzgb0acRVJ/OLZIWgjvA+6coX53d06SpN84zlxS7yX5VlUdMsu5W6rqiaPOJGn8ObZIWghJbq6qJ81ybk1VPXnUmSRJ2hpnLmkSTN+0bph/ByTNl2OLpIWwZAvnHjiyFJIkzYEffjUJ1iV52vRikmXA7TNcL0nbwrFF0kL4RpI/mV5M8kfAqgZ5JPVIBk5O8pfd8b4zfZ6R5splceq9brC8FLiY+z+UPRU4BXhFVX29UTRJY8yxRdJCSLI38BlgI786tuwM/H5VeVcnSfOW5IPAZuDYqnpCkj2AlVW1rHE0jTmbS5oI3d2b/hSY2sPgFuD9VbWuXSpJ486xRdJCSfIchsaWqvpSyzyS+iHJ6qo6PMn1VXVYV7uxqg5tnU3jzeaSJEmSJEkTIMnXgacD3+iaTHsxmLl0WONoGnPuuSRJkiRJ0mQ4j8HS24clORu4Bnhn20jqA2cuSZIkSZI0IZIcDBzH4M63V1TVtxtHUg84c0mSJEn6DZPkXdtSk6R5+G/gauArwAOTHN44j3rAmUvqvSSfBWb9g15VLx5hHEk94dgiaSFNbbo7rXZTVS1tlUnS+EvyDuBU4Afc/zmmqurYZqHUCzu1DiCNwF93jy8BHg58rDs+Cbi1RSBJveDYImmHS/I64PXAAUluGjr1YODaNqkk9cjLgQOramPrIOoXZy5pYiT5clUdvbWaJM2FY4ukHSnJQ4A9gHOAtwydurOqft4mlaS+SLIceF1VrWudRf3izCVNkr2SHFBVPwRIsj+wV+NMksafY4ukHaaqNgAbkrwNWFtV9yZ5NrA0ySVV9b9tE0oac+cA1ye5Gbh3quhyfm0vm0uaJG8Crkzyw+54P+DV7eJI6omZxpbXtIsjqSeWA09NchDwYWAF8AngBU1TSRp3HwHeBawBNjfOoh6xuaSJkGQRcAfwWODgrvydqrp39u+SpK2rqsuTOLZI2tE2V9WmJC8B3ldV5ye5vnUoSWNvfVWd1zqE+sfmkiZCVW1O8p6qOgq4sXUeSb1zBIMZSzsBhyahqi5pG0nSmPtlkpOAU4AXdbUHNMwjqR9WJTmHwWzI4WVxq9tFUh/YXNIkWZnkBOCycid7STtIko8CBwI3APd15QJsLknaHq8CXgucXVX/2e3n9rGtfI8kbc1h3eORQ7UCjm2QRT3i3eI0MZLcCfwWsAm4BwhQVbVb02CSxlqSbwOH2LSWtKMkWQx8pKpObp1FkqRt4cwlTYyqenDrDJJ66Wbg4cBPWweR1A9VdV+SvZLsXFUbW+eR1C9JXgg8EVgyVauqv2qXSH1gc0kTJckeDDb1Hh5Iv9wukaQe2BP4VpLr8Ja+knacW4Frk6wA7poqVtV7myWSNPaSXAA8CHgO8PfAS4HrmoZSL9hc0sRI8sfA6cCjGOyNciTwVVxfLGn7nNk6gKRe+kn3tQhw9rWkHeXpVbU0yU1VdVaS9wCXtQ6l8WdzSZPkdGAZ8LWqek6Sg4GzGmeSNOaq6qokezMYXwCuq6p1LTNJGn9V5WcUSQvh7u7x/5I8AvgZsH/DPOoJm0uaJPdU1T1JSLJLVX0nyeNbh5I03pK8HHg3cCWDGwWcn+SMqvp002CSxlKS91XVG5N8lsEdnH6FS24lbafPJdmdwWeX1QzGmQ+1jaQ+8G5xmhhJPsPgtr5vZLAU7n+AB1TVC5oGkzTWktwIPHdqtlKSvYB/r6pD2yaTNI6SHFFVq5IcM9P5qrpq1Jkk9VOSXYAlVbWhdRaNP5tLmkjdB7aHAJd7FxZJ2yPJmqp68tDxIuDG4Zokbask+1bVj1rnkNQvSZYBP66qtd3xKcAJwG3AmVX185b5NP4WtQ4gLbQkD53+BawBrgF2bRxP0vi7PMkXk5ya5FTg34AvNM4kaXz9y9STJMtbBpHUKxcCGwGSHA2cC1wCbAAuaphLPeGeS5oEqxisJQ6wL4PlcAF2B36EG9hJ2g5VdUaSlwDPZDC2XFRVn2kcS9L4ytDzA5qlkNQ3i4dmJ53I4PPKcmB5khsa5lJP2FxS71XV/gBJLgBWVNXnu+PnA7/bMpuk8Zdkf+DzVXVZd/zAJPtV1a1tk0kaUzXLc0naHouT7FRVm4DjgFcPnbMvoO3msjhNkmVTjSWAqvoCMONmmZI0B/8MbB46vq+rSdJ8HJrkjiR3Aku753ckuTPJHa3DSRpbnwSuSvKvwN3A1QBJDmKwNE7aLnYoNUnWJ3kb8DEGPwk8GfhZ20iSemCn4RsDVNXGJDu3DCRpfFXV4tYZJPVPVZ2d5ApgH2Bl3X9nr0XAae2SqS9sLmmSnAS8HZjaC+XLXU2StsftSV5cVSsAkvwesL5xJkmSpF9RVV+bofa9FlnUP7m/YSlJkuYqyYHAx4FHMpgV+V/AKVX1/abBJEmSpBGxuaSJkeRxwJuB/RiatVdVx7bKJKk/kuzK4N/VO1tnkSRJkkbJ5pImRpIbgQuAVQw23AWgqlY1CyVp7CXZG3gn8Iiqen6SQ4CjqurDjaNJkiRJI2FzSRMjyaqqOqJ1Dkn9kuQLwD8Cb62qQ5PsBFxfVU9uHE2SJEkaiUWtA0gj9Nkkr0+yT5KHTn21DiVp7O1ZVZcCmwGqahNDsyMlSZKkvvNucZokr+wezxiqFXBAgyyS+uOuJL/NYDwhyZHAhraRJEmSpNFxWZwkSdshyeHA+cCTgJuBvYCXVtVNTYNJkiRJI2JzSRMlyZOAQ4AlU7WquqRdIkl90O2z9HggwHer6peNI0mSJEkj47I4TYwkbweezaC59Hng+cA1gM0lSXOWZBnw46paW1WbkhwBnADcluTMqvp544iSJEnSSLihtybJS4HjgLVV9SrgUGCXtpEkjbELgY0ASY4GzmXQrN4AXNQwlyRJkjRSzlzSJLm7qjYn2ZRkN2AdbuYtaf4WD81OOhG4qKqWA8uT3NAwlyRJkjRSzlzSJPlmkt2BDwGrgNXAdW0jSRpji7u9lmAwK/JLQ+f84Y0kSZImhht6ayIl2Q/Yzbs5SZqvJG8FXgCsB/YFDq+qSnIQ8JGqekbTgJIkSdKI2FzSxEhyRVUdt7WaJG2rJEcC+wArq+qurvY4YNeqWt00nCRJkjQiTttX7yVZAjwI2DPJHgxuFQ6wG/CIZsEkjb2q+toMte+1yCJJkiS1YnNJk+A1wBsZNJJWcX9z6Q7g71qFkiRJkiSpD1wWp4mR5LSqOr91DkmSJEmS+sTmknovyTLgx1W1tjs+BTgBuA04c+hW4pIkSZIkaY4WtQ4gjcCFwEaAJEcD5wKXABuAixrmkiRJkiRp7LnnkibB4qHZSScCF1XVcmB5khsa5pIkSZIkaew5c0mTYHGSqUbqccCXhs7ZYJUkSZIkaTv4H2tNgk8CVyVZD9wNXA2Q5CAGS+MkSZIkSdI8uaG3JkKSI4F9gJVVdVdXexywa1WtbhpOkiRJkqQxZnNJkiRJkiRJ8+aeS5IkSZIkSZo3m0uSJEmSJEmaN5tLkiRJM0jy1iS3JLkpyQ1Jfqer35pkzxmuf3GSt8zh9fdLUkneMVTbM8kvk7x/jll/MZfrJUmSdiTvFidJkjRNkqOA44HDq+rerpm085a+p6pWACvm+FY/7N7nL7rjlwG3zPE1JEmSmnLmkiRJ0q/bB1hfVfcCVNX6qvrJ0PnTkqxOsibJwQBJTp2acZTk4iQXJLk6yfeSHD/L+9wNfDvJU7vjE4FLp04meUySK7rZU1ck2ber75/kq0m+MTzzqTt3Rle/KclZO+I3Q5IkaUtsLkmSJP26lcCju8bQB5IcM+38+qo6HPgg8OZZXmM/4BjghcAFSZbMct0/Aa9I8ijgPmC4ifV+4JKqWgp8HDivq/8t8MGqWgasnbo4yfOAxwJPA54CHJHk6G35BUuSJM2XzSVJkqRpquoXwBHAq4HbgU8lOXXoksu6x1UMmkgzubSqNlfVfzBY/nbwLNddDjwXOAn41LRzRwGf6J5/FHhm9/wZwCeH6lOe131dD6zu3vOxs7yvJEnSDuGeS5IkSTOoqvuAK4Erk6wBXglc3J2+t3u8j9k/T9VWjqfeZ2OSVcCfAU8EXrSlWFt5vQDnVNWFW3gNSZKkHcqZS5IkSdMkeXyS4Rk/TwFum+PLvCzJoiQHAgcA393Cte8B/ryqfjat/hXgFd3zPwCu6Z5fO60+5YvAHybZtft1PDLJw+aYW5IkaU6cuSRJkvTrdgXOT7I7sAn4PoMlcnPxXeAqYG/gtVV1z2wXVtUtzHyXuDcA/5DkDAbL817V1U8HPpHkdGD50OusTPIE4KtJAH4BnAysm2N2SZKkbZaqGWdoS5IkaZ6SXAx8rqo+3TqLJEnSQnNZnCRJkiRJkubNmUuSJEmSJEmaN2cuSZIkSZIkad5sLkmSJEmSJGnebC5JkiRJkiRp3mwuSZIkSZIkad5sLkmSJEmSJGnebC5JkiRJkiRp3v4fzVP2Lq4HVL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Checking on the Shipmode variable with the profit\n",
    "plt.figure(figsize=(20,10))\n",
    "df_group_city=df.groupby([\"Ship Mode\"])[\"Profit\"].sum()\n",
    "df_group_city.sort_values(ascending=False,inplace=True)\n",
    "df_group_city.plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The Standard Class is a shipping mode making more profit among all the other mode "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Checking on the city  variable with the profit\n",
    "plt.figure(figsize=(20,10))\n",
    "df_group_city=df.groupby([\"City\"])[\"Profit\"].sum()\n",
    "df_top=df_group_city[df_group_city>5000]\n",
    "df_top.sort_values(ascending=False,inplace=True)\n",
    "df_top.plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We can observe few profit making cities like New york city,Los Angeles,Seattle etc .\n",
    "- We can focus on few cities which might see rise in the profit like Providence,Richmond,COlumbia etc, \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Checking on the city  variable with the sales\n",
    "plt.figure(figsize=(20,10))\n",
    "df_group_city=df.groupby([\"City\"])[\"Sales\"].sum()\n",
    "df_topsales=df_group_city[df_group_city>20000]\n",
    "df_topsales.sort_values(ascending=False,inplace=True)\n",
    "df_topsales.plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- From the above we can observe that the cities like New York City , Los Angeles ,Seattle had good sales rate and thus had good profit too.\n",
    "- Thus focusing on the cities were sale was less may increase the profit. Cities like  Dellas, Arlington .etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20f2e3f7148>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#the relation between the two variable profit and sales \n",
    "plt.figure(figsize=(12,8))\n",
    "sns.scatterplot(df['Sales'],df['Profit'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We observe that the increase in the sales dosn't have much impact on the profit \n",
    "- At certain point the increase in sales have good impact on making the profit but after that when the sale is higher not much helping to earn profit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing region and the quantity ordered from that region\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.countplot(\"Region\",data=df,hue=\"Quantity\")\n",
    "plt.title(\"Region and the Quantity Ordered\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The west region is the highest in ordering and being active in the business.\n",
    "- The east region is the second highest in ordering the good amount of products of business .\n",
    "- we can assume the higher the quantity order the higher the sales and there is a good profit in that region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing the discounts in the region\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.countplot(\"Region\",data=df,hue=\"Discount\")\n",
    "plt.title(\"Region wise Discount\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The west region gives more discount as compared to the other regions ie the discount of 80%\n",
    "- The second highest is the east region in providing the discounts \n",
    "- The more the discount in the region the higher the sales and the better the profit to that region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing region and the quantity ordered from that region\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.countplot(\"Category\",data=df,hue=\"Quantity\")\n",
    "plt.title(\"Category and the Quantity Ordered\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The office supplies was the highest in demand category among all with high quantity ordered "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing region and the quantity ordered from that region\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.countplot(\"Sub-Category\",data=df,hue=\"Quantity\")\n",
    "plt.title(\"Category and the Sales\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- In the office supplies thesub category highly in demand is the Binders. \n",
    "- The paper also is one of the highest in demand sub category\n",
    "- We can say that most of the good profit is made by the supplies provided to the office as these supplies are high in demand and thus business is making good profit from it  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing the category variable with the sales and region \n",
    "plt.figure(figsize = (20, 10))\n",
    "ax=sns.boxplot(x = 'Category', y = 'Sales', hue = 'Region', data = df)\n",
    "ax.set_yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The furniture have a good business in the western region and so is the technology\n",
    "- The office supply in the east is not much as the furniture in the east and the technology\n",
    "- The technology makes good profit in the south region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pnsg5x549e0wlzcEP3+JuueWWhvrWW28tqRO6xcjISBw7dszz/AWYMC3G9xRQdW6Kz8+N3uJqtVps3749IiK2b9/u+2oRBEkQU9NI0xMjJ0+eNJU0ByPGxQ0NDTW8qAvdWAz7DxbGhOn8fE8BneDgwYMxMDAQhw4dKruVynKjlzIIkiAi9u7d27B47dFHHy25o+oyYlxMrVaLn/mZn4mUUvzsz/6s0I1Fsf+gOAFJMb6ngE7w4IMPxptvvhkPPPBA2a1Ulhu9xdXr9di3b19EROzbt897hEUQJEFM/QBuVTPLiHFxQjfaxf6D4gQkxfieAqru4MGDcfjw4YiIOHz4sKmkFrznLMZ7hPYRJEE4qp2lIXSjXew/KE5AUozvKaDqHnzwwYbaVNLcvOcsxnuE9hEkdTkLR4s5ffp0yxrOh+f6aZez9x+klNxxbKG/v7/hayUgObfm7yHfU0DVTE8jzVXDQrmJ0j6CpC5n4Wgxq1atalnD+fBcP+1Sq9XikksuiYiISy65xB3HFgYHBxt23jna/txqtVqsWbMmIiLWrFnjewqonM2bN7esYaEsJm8fQVIXc6R9cTfffHND3d/fX1IndAvP9dNO9Xo9xsfHIyJifHzcz/MWRkZGGiaSHG1/bgcPHoyjR49GRMTRo0f9jJqHCW9Yfvfee29D/alPfaqkTugWFpO3jyCpiznSvrjbb7+9ob7jjjtK6oRu4bl+2mnXrl0NUza7du0quaPqGhsba/ha2X9wbn5GLYwJb4DuYDF5ewiSupgj7YsbGRlpqN3Bnpu7ssV4rp92euyxxxrqsbGxkjqpPjuSivEzqrh6vR6jo6ORc47R0VGvf7BMBN4sBYvJ26Mjg6SU0mBKaffExETZrVTa9D6NuWpmNV+UuYM9t127dsX+/ftNRMzjiiuuaFnDQkwHI3PVzLIjqRi7R4pzXDSUQ+AN1dWRQVLOeSTnfGdfX1/ZrVTaK6+80rJm1rXXXttQ/8RP/ERJnVRbvV6fCd327t3rrmwL/+gf/aOG+tJLLy2pE7rBTTfd1FA373Vj1p/8yZ801F/+8pdL6qTa7rrrrob6E5/4REmdVJ/joqEcGzZsaFkD5enIIIlimi9cXcjO7cCBAw31/v37S+qk2nbt2hWTk5MRMXVX1lTS3L797W831M8880xJndANdu7c2bJm1p//+Z831M2PBTLlySefbKi/9rWvldRJ9TkuGsoxvet1rhrOhzUd7SFI6mKvvvpqy5pZb775ZsuaKS7Qipt+DGKuGhbijTfeaKj/4R/+oaROqs+/vWKap2rsUZyb46JpNxeyxdxwww0N9Y033lhOI3QVazraQ5DUxa6//vqGuvmHMbNWr17dsmaKC7TiLrvsspY1LISFo8U1P/bX399fUifVZo9icbVaLbZv3x4REdu3b7eglUVzCiCUw5qO9hEkQUzdYWxVM+W6665rqJvDSmY1L659z3veU04jdAULR4u7/fbbG+o77rijpE6qzdQylMMpgMU98cQTDbVHcFksazrax9VyF2vef9D8w5hZGzdubFkzZc2aNS1rZj399NMN9Te/+c2SOqEbOGGrOMu2izG1XFy9Xo99+/ZFRMS+fftc+LMoTgEszuQk7WZNR/sIkrpY8zi/5ZBzc2e2mOY7QY8//ng5jXSA6bsdc9WwEPfee29D/alPfaqkTqqv+U3h9Ag7nC8X/rSTUwCL8/6cdrOmo30ESV1scHCwob7ttttK6qT63JktZtWqVS1rZnlckna6+uqrZ6aQNm/eHFu2bCm3ITqeGwPFufCnnfr7+2d2ca5evdqN3ha8P6fdrOloH1c2XWxkZGTmlJGUUjzyyCMld1RdJ06caFkzxel2xVn4S7v9wi/8QkRE/NIv/VLJnVTb2rVrW9ZMcchEcf39/dHb2xsREb29vS78WZShoaGGHS1OAZyb9+e0mzUd7SNI6mJjY2Mz43o5Z3fQWrBPinaz8Jd2+9znPhcREZ/97GdL7qTaBN7FHD16tGXNrKGhoZkbcz09PS78WbSzgyTm5v057WaBe/sIkrqYO2jFTb9BnKtmyo033thQTx+HzA+z8Jd2evrpp2cu9I8ePRrPPvtsyR1Vl8Xkxfg6FVer1WJgYCBSSjEwMBAXXXRR2S3RwZpPiXJq1Ny8P6fd3vWud7WsKU6Q1MXcQSvupptuaqibH0tiyj333NOyZpaFv7TTfffd11B/8pOfLKeRDmAxeTG+TgszNDQUW7du9V6KRXNqVHHen9NuL7/8csua4gRJXcwdtOJ27tw5swy5p6cndu7cWXJH1XX214m5ORWCdvIYUnEWkxfj67QwtVotHn74Ye+lWDTvD4rz/hyqy5Vgl3MHrZharRa1Wi0iIi6++GJvFOcwPDzcsMDdEchzu+CCC1rWsBDr169vWdPorrvuip6envjEJz5RdiuVdu+998b69etNI8EychhHcbVaLS6++OKI8P58PvV6Pe6+++44cuRI2a1U2hVXXNGypjhBUpdzB62Yer0er732WkREvPrqq34Iz2FsbCxOnz4dERGnT5+2wL0FC39pp61btzbU1157bUmddIYnn3wycs6WaM7j6quvjtHRUdNIBRw8eDAGBgbi0KFDZbdChzNlU1y9Xo9XX301Irw/n8/w8HAcOHDATd55/Mqv/EpD/au/+qslddL5BEkQEQ899FDLminXXXddQ3399deX1En1XXbZZQ31xo0bS+qEbrB///6G+jvf+U5JnVRfvV6P0dHRyDnHnj17XHi0IBwp7v77748333wz/u2//bdlt0KHq9VqM1NIO3bscLO3Be/Pi6nX6/Fnf/ZnkXOOP/uzP/O618IXv/jFhvo//+f/XFInnU+QBBHx+OOPN9T79u0rp5GK+/73v9+yZm52ILAYQtzihoeH4+TJkxERcfLkSXdnWxCOFHPw4MF44YUXIiLihRdeELyxaDt37oxrr73WNNI8vD8vZnh4OE6dOhURXvfmc/jw4ZY1xQmSupznZWmnb3zjGw31U089VVIn1edUCCjH3r17Z4LbnHM8+uijJXdUTcKR4u6///6GWvDGYlk9QTs1v8599atfLamT6ps+ZGKumuI6MkhKKQ2mlHZPTEyU3UrlfeYzn4n9+/fHZz7zmbJboQs4aaS4VatWtaxhIZ544omG2u6fuV1yySUta6YIR4qbDtzmqoGlYU1AMd5zFnfvvfc21A6bOH8dGSTlnEdyznf29fWV3Uql1ev1mYmRr3/966aSWLTLL7+8Zc2s6aXkc9WwEMKR4qYXs85VM0U4AlSd6ZFiHPBS3NVXXz3zfbR582aHTSxCRwZJFNM8hWQqaW6S/GL+1b/6Vw31xz72sZI6gZVFOFLcjh07IqUUEREppbjllltK7qiapr9Gc9XMcmoilOPpp59uqL/5zW+W1Em1+Xm+MPfee2+sX7/eNNIiCZK6WPP+mq9//esldVJ9zaOzzTVTnHRQnHCSdhKOFDc0NDRztPaqVatiaGio5I6q6YYbbmiob7zxxnIa6QDPP/98Q33w4MGSOoGVRUBSjJ/nlEGQBDH1GGCrmilOOijOo22009DQUPT29kZERG9vr3CkhVqtFmvWrImIiHe84x2W2c7hnnvuaVkz6/jx4y1rYGncdNNNDfXNN99cUifV9i//5b9sqD/ykY+U1ElnePDBB+PNN9+MBx54oOxWOpogCSLine98Z0Nt/9a5bdiwoWXNrPXr17esYSFqtVoMDAxESil+5md+RjjSwsGDB+PYsWMREXHs2DGnkc2hVqvNLK7duHGj7ylYRk5VLub2229vqO+4446SOqm2kZGRhvqRRx4pqZPqO3jw4MyN8MOHD3uPsAiCpC524YUXtqyZ9dprrzXU9o+c28mTJ1vWzPqxH/uxhvr9739/SZ3QLYaGhmLr1q2mkeZx3333NdR2IJxbvV6fee17/fXXXdC2MP2o5Fw1LNTw8HAcOHAghoeHy26l0v7kT/6kof7yl79cUifVNjY21lDv3bu3pE6q78EHH2yoTSWdP6+EXeyNN95oWcNC2SVV3HPPPddQf/vb3y6pE7pFrVaLhx9+2OTIPMbHx1vWTBkeHo5Tp05FxNRNARe0c7v++usb6uZ9JLAQ9Xo9RkdHI+cco6OjQtwWHnvssYa6OTBhSn9/f8MexR07dpTcUXVZ09E+giSgsFdeeaVlzazJycmWNUCZmu9YP/rooyV1Un0nTpxoWcNCDA8PR845IqbeGwhx5+a9VDGDg4Mz31M557jttttK7qi6rrjiipY1xQmSgMIuvfTSljUAnaF5N2BzzSyn4NJOY2NjM6sBTp486TGkFqbDkblqpoyMjDRMJNmRNLf3ve99DfWWLVtK6qTzCZIgfviYzO3bt5fTSMW9/PLLLWsAOkPzLkC7AWF59Pf3x+rVqyMiYvXq1R5DYtHGxsYaJpKEk3N7+umnG+pvfvObJXXS+QRJXeyCCy5oWTOref9Bc7DElOnjx+eqmbV27dqWNQCw8gwNDc08ojU5OekAhRaadwLWarWSOqm26667rqFuvq5hlq9V+wiSutg111zTUP/jf/yPS+qk+v7jf/yPDfV/+A//oaROqu3o0aMta2a99dZbLWtYKMdFF7N+/fqWNQCd4fjx4w31sWPHSuoEaCZI6mL79+9vqJtPkWJW8wuTF6pzM2UD5dm1a1fs378/du3aVXYrlfbmm2+2rJmyZs2aljWwNIaHh6OnZ+oSrKenx7LtFrw/L+ZrX/taQ/3444+X00gHePLJJxvqJ554oqROOp8gqYtZUEe7mbIprvmiTOjGYtTr9ZlTtb761a+aSmrBY93FOIkMyjE2NhanTp2KiIhTp07ZZ9PChg0bWtZMWbVqVcuaWXaUtY8gqYv19fW1rIGl03xRJnRjMZqnkEwlza35UYjmGhbKRRrt1N/fP7Njsre314VsC/fdd19D/elPf7qcRirOJG5xQ0NDDROBdpSdP0FSF3vjjTda1gB0hulppGlf/epXS+qEbuG00uI+8IEPNNQ/+ZM/WVIndIPmC1cXsnN773vf21Bv3ry5nEYqLqXUsmZWrVaLjRs3RkTExo0bf2ihO8UJkgAAVph77rmnZc2s8fHxhvqFF14oqRO6Qa1Wm3n8fc2aNS5kW2jeH2Wf1LndcMMNDbXTp+dWr9fjxRdfjIiIF1980aqARRAkAQCsMLVaLbZu3RoREddee62L2RaagyNBEotx8ODBmVNvjx49GocOHSq5o+oyjVuMGwPFDQ8PN+woE06eP0FSF2sea5x+HhSAzmJHC0vhb/7mbyIiXMjOY926dS1rWIgHH3ywoX7ggQdK6qT6ppciz1UzpVarxU//9E9HRMQHP/hBNwZa2Lt378wBVDnnHworKU6ysII4tY3Fag4jhZOwPE6fPt2yhoV6+umnZxayvvnmm/Hss8+W3FF1OYKcdjp8+HDLmlnTk1tz1cx65zvf2fAr53bJJZe0rCnOVWAXs3itONNbxVx//fUNdfMz2QB0hubTkD75yU+W0wisMM0Loy2Qntv69etb1kyp1+uxb9++iIjYt2+fvT8tvPLKKy1rinO13MXWrl3bsmZW87TW5ORkSZ1U2/RyyLlqgLK5iVKMO/3FuZilne66666G+hOf+ERJnVTf8ePHW9ZMGR4enrl2OX36tL0/LVx88cUta4oTJHUxo9i025NPPtlQP/HEEyV1AnBuzTcGPNZ9bhs2bGhZM2t6MetcNSzE2NhYQ21Hy9zcGChmbGysYYH03r17S+6oul566aWWNcUJkrrY5Zdf3rJmlmV+xVx33XUNdfOjbsxqXnRYq9VK6oRuYNk27db8aNunP/3pchrpAO5g006PPfZYQ90cLDHLe6livD8vzs7J9hEkdbEtW7Y01FdddVVJnVSfu43FvPzyyy1rZk0vsZ3msREWw6PKUJ7x8fGWNSxE8/oE6xTm9tprrzXUr776akmdAM0ESV3sm9/8ZkP9jW98o6RO6BYHDhxoqPfv319SJ9Vnpwbt1BxMNtewUJZtQzmcgEu7WT1BGSrzkyul9P6U0mdTSv8tpfTxsvvpBs3HPzoOEpZP84kZTtBgMTZu3NiyhoWybBvKcfPNNzfU/f39JXVCt2j+HhP4sCIAACAASURBVNqxY0dJnbCSLGmQlFL6/ZTSaymlv2j6+K0ppb9OKR1KKf1mRETO+a9yzv86Iu6IiG1L2ddK0Tz+aRwUoDNZGE27mZqEcuzcuXNmCqmnpyd27txZckfV5SZKMUNDQy1rWApLPZH0BxFx69kfSCmtiojfi4iBiLgmIj6cUrrmzO/dFhH/b0T8+RL3BQAdo3kfmVNG5uaxkWK2bt3aUF977bUldQIrS61Wm5kg2bFjxw8tlGbWG2+80bJmyne+852GunkVBSyFJX13lXN+IiKa/8V/ICIO5Zz/Nuf8dkR8KSJ+/sx//0jO+YMR8ctL2ddK4ZQfgO6wbt26ljWzLrjggpY1U5p33DVfiABLZ+fOnXHttdeaRprHpZde2rJmyr//9/++oXYK59y8n2qfMm7TbYqIF86qxyNiU0rpxpTSQymlXRGxZ64/nFK6M6X0TErpmddff32pe+1ojjcE6A7Hjh1rWTPLYvJiHBcN5anVavHwww+bRpqHNR3FOH26OKcmtk8ZQVI6x8dyzvnxnPM9OeedOeffm+sP55x355y35Zy3XXzxxUvYJgDQadxtLOb73/9+yxqgbM0B9w033FBSJ3SLW265paG+9dZb5/gvmU8ZQdJ4RFxxVn15RFj2AAAs2okTJ1rWTHnqqaca6q9//esldQJwbgLvYuwGLM5i8vYp47vsWxFxVUrpPSmld0TEhyLikRL6AFgyzVMQTkSC5eGxboDuIPAuZnp5+7QdO3aU1En1WUzePksaJKWU/jginoqIH00pjaeUPppzPhURd0XEoxHxVxHx5ZzzXy5lHyuVdBrK07zDxp4WFmPNmjUN9dq1a0vqBACokual7Za4z81i8vZZ6lPbPpxzvizn3Jtzvjzn/IUzH9+Tc7465/y+nPO/W+jnTSkNppR2T0xMtL/pLmKZGEB3aH4866233iqpE7pFcxgpnITlU6/X4+67744jR46U3QqsKBaTt09HjqjknEdyznf29fWV3QoAQMdpDiOFk7B8du3aFfv3749du3aV3UqlCbyL+cxnPtOyhqXQkUESAKwkzUdE12q1kjoBYDHq9XqMjY1FRMTevXtNJbXw4z/+4w31P/kn/6SkTqrNLqni3vGOd7SsKU6QBAAV540PQHfYtWvXzLqJyclJU0kt7N+/v6F+7rnnSuqEbvH222+3rClOkAQAFffyyy831C+99FJJnQCwGI899lhDPT2dxA/LObesgfJ0ZJBk2TYAK8mGDRta1gB0hpRSy5pZN998c0PdfMw9UJ6ODJIs2y7m/e9/f0Pd/JwxLFRPT0/LGlgaThkB6A7/9J/+04b6uuuuK6mT6rv99tsb6jvuuKOkTugWzQvbL7jggpI66XyuArvY9773vYb6H/7hH0rqhG4x/Uz/XDWwNG655ZaG+tZbby2pEwAWY82aNS1rZo2MjDTUjzzySEmd0C2aTyg9fvx4SZ10PkFSF7NTA6A7NN+xvuGGG0rqBIDF+NrXvtZQP/744+U00gGa90ft3bu3pE6AZoIkAKi43/3d322of/u3f7ukTmDlsdOGdlq9enXLmlnNN1Guv/76kjqpNo9rFbdq1aqWNcUJkgCg4sbHx1vWwNJxchTtdPTo0ZY1s06cONGyZorHtYqzwL19OjJIcmobAADQadatW9eyZtaTTz7ZUD/xxBMldUK32LlzZ8ua4joySHJqGwDA+fuRH/mRhvqd73xnSZ3AynLs2LGWNbNOnz7dsoaFeuONNxpqh1Gdv44MkgAAOH8/+MEPGurvf//7JXUCAMvjwQcfbKgfeOCBkjrpfIIkAKg4y34BusPGjRtb1sDSOXz4cMua4gRJAFBxlv0CdIfLLrusod60aVNJncDK49TE9hEkAQAALINnn322of7Wt75VUiew8pw6daplTXEiOAAAAFhmDz30UBw6dKjtn/eee+457z+7ZcuWRf35Klu7dm289dZbDTXnpyMnklJKgyml3RMTE2W3Umm1Wq1lDQAAQOdqPoWzuWbW2SHSuWqK68iJpJzzSESMbNu27WNl91JlR44caVkDAADLZ926dXHs2LGGmpWrHZM/9Xo9fvEXf3Gm/uIXvxgXXXTRoj8vtNKRQRLFWM4KQCcx4r98jPdDOSYnJ1vWsFC1Wi1+5Ed+JH7wgx/EBz/4QSESy6IjH20DAOD8Ge+HcvzUT/1UQ/3TP/3TJXVCN7nyyitj/fr18eu//utlt8IKYSKpoqp4Vzaie+/MAlC+dry+/MZv/EY89dRTM/UHP/jB+K3f+q1Ff16Admh+f//888+X1En1pZQanqhIKZXYTbX19vbGVVddZRqJZWMiqYtdeeWVLWsAOkNPT0/LmlnNd2PdnQWqZHx8vGXNrObgSJAE1WEiqaLaNfVz/fXXR0TEqlWr4g//8A/b8jkBWF523hVnVwTTlmq6O8LeLc7fZZddFi+//PJMvXHjxhK7qTavfVBdbml2uekppE996lMldwLA+fJmemHsiqCdLrjggpY1LETzcu3Tp0+X1En1ee2D6jKR1OUuvPDCuPDCC2P79u1ltwIAy8KuCCLaN93dfLT2H/3RH/ne4ry9+uqrLWtg6axbty6OHTvWUHN+OjJISikNRsTgli1bym6FCqjiYnJj6wDQHWq1WlxwwQVx/PjxuPbaa4VIAB2qeSKwuaa4jgyScs4jETGybdu2j5XdC3QKgRt0LifXQLne+973xuHDh+O+++4ruxUAztMtt9wSf/qnfzpT33rrrSV209k6MkiCs7UjiLjhhht+6CLtoYceWvTnpfNYzkoV2RMB5fK4JEB52vX+/OTJkw31888/7/35eRIkQUT82q/9WvzO7/zOTP1v/s2/KbGbpdGOH3LTpwCeTeAGS2/16tVx6tSphhoWY9WqVQ1LfletWlViN7ByrJR/eybhqaLe3t6Z91QXXXRR9Pb2lt1Sx/JOFCLiF37hF2aCpJRS3HbbbSV3VE2//Mu/HP/1v/7XmXpoaKjEbpZGu95g/Jf/8l/ic5/73Ez98Y9/PD784Q+35XOz8tx0003x6KOPztQ333xzid3QDZpPinJyFCwP//aKu/LKK+Pv//7vG2pWpnYGgB//+Mfj8OHD8fnPf96U6SIIkuCMTZs2xYsvvtiV00jtsnPnzoYg6aMf/WiJ3VTbRz7ykYYgSYjEYuzcuTPGxsZicnIyenp6YufOnWW3BLDitGPKZs2aNXHixImGerEXyVWctGlXP9PT8KtWrYo//MM/bMvnZGXzqHJ79JTdAFTFxRdfHD/xEz9hGmkeF198cUR05zRSu1166aURMXXnAxajVqtFf39/RETs2LHDmx+ADvXud7+7ZU2j6SmkT33qUyV3ApzNRBKwIJs2bYpNmzaZRirg0ksvjUsvvdQ0Em2xc+fOeOWVV0wj0Rbr16+PN998s6EGWmvXlE1/f3+cOHEiNm/eHJ///Ofb8jm71YUXXhgXXnhhbN++vexWgLMIkgBgCbVr4ej4+HhERNx///2L/lwR1XwUgmLa8T11dog0XVtiC8vj3e9+dxw6dMiUDdCxBEkA0AGOHz9edgt0kXPtaQGWx7p162Lr1q2xZcuWslsBOC8dGSSllAYjYtAPXwCqrl1TGtOf56GHHmrL56NzteN76uDBg/Grv/qrM/V/+k//yUUtAFBIRy7bzjmP5Jzv7OvrK7sVAICOc/XVV89MIW3evFmIBAAU1pFBEgAAi/Pud787enp67GkBABZEkAQAsALZ0wIAnA9BEgAAAACFCJIAAAAAKESQBAAAAEAhgiQAAAAAChEkAQAAAFCIIAkAAACAQgRJAAAAABQiSAIAAACgEEESAAAAAIV0ZJCUUhpMKe2emJgouxUAAACAFaMjg6Sc80jO+c6+vr6yWwEAAABYMToySAIAAABg+QmSAAAAAChEkAQAAABAIYIkAAAAAApZXXYDAAAA0CkeeuihOHToUNltzHj++ecjIuKee+4puZNGW7ZsqVxPtIcgCQAAAAo6dOhQPPeXz0W8q+xOzpic+uW5F58rt4+zfa/sBlhKgiQAAABYiHdFTN44WXYXldXzuC063UyQBACct6qN90dUc8TfeD8A0C0ESQDAeTt06FAc/Itvx5UbTpfdyox3nJy6C/rW4W+V3MmUvz+6quwWAADaRpDUZlW7M1vFu7IR7swCdJMrN5yOe7cdLbuNynrwmQ1ltwAA0DaCpDY7dOhQPPffvxuT6y4su5WIiEhv54iIePZvXim5k1k9x94ouwUAAADgPAiSlsDkugvjrWt+ruw2Kmvtd79SdgsAQEVVbbo7opoT3qa7ASiLIAkAgMo4dOhQ/I/vfCcuLbuRs0yfPfS973yn1D6mVWfOHICVSJAEAEClXBoRH41UdhuV9YXIZbcAwAomSKIU4+PjlRvHNrYOAAAArQmSKMXx48cdFz0Px0UDAACdyvBAMZ04PCBIojSOi25t+rjoqi0dreIP34iIo0ePxoYN1Tpiu4pfq058oQIAll7V3nNGVPe9FMUcP37czrt5dOrOu44MklJKgxEx6B8xK8GhQ4fiub98LuJdZXdyxuTUL8+9+Fy5fZztexEb3rEhTr/5pheqFjr1haosVXtDXcU30xFTdxtrZTcB0IKf58WMj4/Hse+95omBFjwxsHB23rXWqTvvOjJIyjmPRMTItm3bPlZ2L7As3hUxeeNk2V1UVs/jPRHHvFDNp1NfqMpy6NCheO6/fzcm111YdisREZHenvr/37N/U51IsOfYG7FhbW9Eb9mdAMzNz/P5Tf8898RAa9NPDMBK15FBEgAsh8l1F8Zb1/xc2W1U1trvfiVi8gdltwEwLz/PW/PzHFiInvn/EwAAAAAQJAEAAABQkEfbAACWgYW/xYyPj4ctJABQXYIkAIBl4BTOAs6cwilIAoDqEiQBACwXp3C2NH0KJwBQXXYkAQAAAFCIIAkAAACAQgRJAAAAABQiSAIAAACgEEESAAAAAIUIkgAAAAAoRJAEAAAAQCGCJAAAAAAKESQBAAAAUIggCQAAAIBCBEkAAAAAFLLgICml1JNSeudSNAMAAABAdRUKklJKf5RSemdKaX1EfDci/jql9OtL2xoAAAAAVVJ0IumanPP3I+KfRcSeiLgyIj6yZF0BAAAAUDlFg6TelFJvTAVJf5pzPhkReenaAgAAAKBqigZJuyLicESsj4gnUkrvjojvL1VTAAAAAFTP6iL/Uc75oYh46KwP/V1KafvStAQAAABAFRVdtn1JSukLKaXRM/U1ETG0pJ0BAAAAUClFH237g4h4NCI2nqkPRsSvLUVDAAAAAFRT0SCplnP+ckRMRkTknE9FxOl2N5NS+mcppc+llP40pbSj3Z8fAAAAgPNXNEh6M6V0UZw5qS2l9FMRMVHkD6aUfj+l9FpK6S+aPn5rSumvU0qHUkq/GRGRc/6/c84fi4j/JSL+edH/EQAAAAAsvaJB0v8aEY9ExPtSSv9fRHwxIu4u+Gf/ICJuPfsDKaVVEfF7ETEQEddExIfP7F2adu+Z3wcAAACgIoqe2vbtlNINEfGjEZEi4q9zzicL/tknUkqbmz78gYg4lHP+24iIlNKXIuLnU0p/FRG/FRGjOedvF/ufAAAAAMByaBkkpZR+cY7fujqlFDnn/+s8/95NEfHCWfV4RPxkTE053RwRfSmlLTnnz56jpzsj4s6IiCuvvPI8/3oAAAAAFmq+iaTBFr+XI+J8g6R0rs+Xc34oIh5q9QdzzrsjYndExLZt2/J5/v0AAAAALFDLICnn/CtL9PeOR8QVZ9WXR8RLS/R3AQAAANAGhXYkRUSklH42In48ItZOfyzn/MB5/r3fioirUkrviYgXI+JDEfEvzvNzAQAAALAMCp3allL6bET885jaYZQi4vaIeHfBP/vHEfFURPxoSmk8pfTRnPOpiLgrIh6NiL+KiC/nnP/yPPoHAAAAYJkUnUj6YM55a0rpQM75/pTSb0fB/Ug55w/P8fE9EbGn4N/fIKU0GBGDW7ZsOZ8/DgAAAMB5KDSRFBHHz/x6LKW0MSJORcR7lqal+eWcR3LOd/b19ZXVAgAAAMCKU3Qi6SsppXdFxP8REc+e+djnl6YlAAAAAKqoZZCUUvqfI+KFnPOnz9QbIuK/R8T/iIjfWfr2AAAAAKiK+R5t2xURb0dEpJSuj4jfOvOxiYjYvbStAQAAAFAl8wVJq3LOb5z5v/95ROzOOf+fOedPRkRpm65TSoMppd0TExNltQAAAACw4swbJKWUph9/uyki/p+zfq/ofqW2s2wbAAAAYPnNFwb9cUR8LaVUj6mT256MiEgpbYmpx9sAAAAAWCFaBkk553+XUvrziLgsIvbmnPOZ3+qJiLuXujkAAAAAqmPex9Nyzt84x8cOLk07AAAAAFTVfDuSAAAAACAiSlyYvRgppcGIGNyypbSD4wCAiDhx4kT83Vur4sFnNpTdSmX93Q9Wxfrx8bj88svLbgUAYNE6ciLJqW0AAAAAy68jJ5IAgGpYs2ZNXNF7PO7ddrTsVirrwWc2xFrTSABAl+jIiSQAAAAAlp8gCQAAAIBCBEkAAAAAFGJHEgAAlXHixIl4OSK+ELnsVirr5Yg4Oj5edhsArFAdGSSllAYjYnDLli1lt8J5clz0/BwXDQAAQNV0ZJCUcx6JiJFt27Z9rOxemo2Pj0fPsYlY+92vlN1KZfUcOxKnJ09HrwcrAYAma9asiYtPnYqPRiq7lcr6QuR4lxtNAJSkI4MkOt+qVavi3Rvedlx0C46LBgAAoGoESW12+eWXx6snVsdb1/xc2a1U1trvfiXWTP4gIo6X3QoAAF3OEwPz6zl2JE6kHNFbdidAJ/BwEQAAAACFmEgCAAC6licG5rf2u1+JOF6Pv/uBw3BacRjOwjiFc36degqnIAnoCl6o5tepL1QAAEB1CJIAAABWuDVr1sQVvccdhtPC9GE44+PjERMRPY/bFDOn7039clmEUzhb6NRTOAVJQFdwXPT8OvWFqiyWs87PclYAgJWnI4OklNJgRAxu2bKl7FYAAABYQS6//PJ4Pb0ekzdOlt1KZfU83hNrjq2JOHWq7FZYAh0ZJOWcRyJiZNu2bR8ruxcAupPlrPNb+92vxJrJH0TE8bJbAQBgmXRkkAQriWewC/hexIl8ouwuAAAAup4rUwAAAAAKMZEEFecZ7Pl5BhsAAGB5mEgCAAAAoBATSQAAy8DOuwLsvAOAyvNOBgAAAIBCTCQBACwDO+/mZ+cdAFSfiSQAAAAACunIICmlNJhS2j0xMVF2KwAAAAArRkcGSTnnkZzznX19fWW3AgAAALBidGSQBAAAAMDyEyQBAAAAUIggCQAAAIBCBEkAAAAAFCJIAgAAAKAQQRIAAAAAhQiSAAAAAChEkAQAAABAIYIkAAAAAAoRJAEAAABQiCAJAAAAgEI6MkhKKQ2mlHZPTEyU3QoAAADAitGRQVLOeSTnfGdfX1/ZrQAAAACsGB0ZJAEAAACw/ARJAAAAABQiSAIAAACgEEESAAAAAIUIkgAAAAAoRJAEAAAAQCGCJAAAAAAKESQBAAAAUIggCQAAAIBCBEkAAAAAFCJIAgAAAKAQQRIAAAAAhQiSAAAAAChEkAQAAABAIYIkAAAAAAoRJAEAAABQyOqyGzgfKaXBiBjcsmVL2a0AwIr390dXxYPPbCi7jRmvHpu6T3bJusmSO5ny90dXxdVlNwEA0CYdGSTlnEciYmTbtm0fK7sXzp8Lj9ZceACd4IILLojLr7qq7DYavP388xERsXZzNfq6OiK2bNkShw4dKrsVAIBF68ggic7nwmN+LjyATnD55ZfHQw89VHYbDe65556IiMr2BQDQyQRJlMKFR3EuPABYaV6JiC9ELruNGUfO/HpRqV3MeiUi3lV2EwCsWIIkAAAqo4pTy6+fmVp+V0X6eldMTS1TXM+xN2Ltd79SdhsREZHe+n5EROS17yy5k1k9x96IWNtbdhtAhxAkLQEvVK31HHsjIi4tuw0AoIJMLdNuVQvdnn/+BxERcdX7qvR++NIYHx+POPW9shuhy5gwba1TJ0wFSW3mhaqISyv3dQIAoDtVbU1AVYPJe+65J946/HLZbdBFTJjOr1MnTAVJbeaFCsrjjkdrnXrHAwBYHk5Vbs2pygtjwrR7CZKAruCOx/w69Y4HALD0qvgewanKUE2CJKAruOMBAHD+qvZkRUR130tV8WsFy0mQBABzcHhCaw5PAGDF+l5Ez+M9ZXcx5eiZX6vzVGLE9yJiU9lNsFQESQBwDlUb8Xd4AgBUQ9Ve+54/8wjgVZuq8QhgRERsqt7XifYRJAHAOVRtbL2q4/0AsNJ4j8BKV5FZPAAAAACqzkQSAMBysVOjNTs1AKDyBEkAAMugarsi7NQAAM6HIAk6gTvYrbmDDXQAOzUAgG4gSIKKq9qdWXewAQAAVi5BElScO9gAAABURUWelQEAAACg6gRJAAAAABQiSAIAAACgEEESAAAAAIUIkgAAAAAoRJAEAAAAQCGCJAAAAAAKESQBAAAAUIggCQAAAIBCKhMkpZTem1L6Qkrpv5XdCwAAAAA/bEmDpJTS76eUXksp/UXTx29NKf11SulQSuk3IyJyzn+bc/7oUvYDAAAAwPlb6omkP4iIW8/+QEppVUT8XkQMRMQ1EfHhlNI1S9wHAAAAAIu0pEFSzvmJiHij6cMfiIhDZyaQ3o6IL0XEzy9lHwAAAAAsXhk7kjZFxAtn1eMRsSmldFFK6bMR8T+llP63uf5wSunOlNIzKaVnXn/99aXuFQAAAIAzVpfwd6ZzfCznnI9ExL+e7w/nnHdHxO6IiG3btuU29wYAAADAHMqYSBqPiCvOqi+PiJdK6AMAAACABSgjSPpWRFyVUnpPSukdEfGhiHikhD4AAAAAWIAlDZJSSn8cEU9FxI+mlMZTSh/NOZ+KiLsi4tGI+KuI+HLO+S+Xsg8AAAAAFm9JdyTlnD88x8f3RMSe8/28KaXBiBjcsmXL+X4KAAAAABaojEfbFi3nPJJzvrOvr6/sVgAAAABWjI4MkgAAAABYfoIkAAAAAAoRJAEAAABQSEcGSSmlwZTS7omJibJbAQAAAFgxOjJIsmwbAAAAYPl1ZJAEAAAAwPITJAEAAABQiCAJAAAAgEIESQAAAAAU0pFBklPbAAAAAJZfRwZJTm0DAAAAWH4dGSQBAAAAsPwESQAAAAAUIkgCAAAAoBBBEgAAAACFCJIAAAAAKKQjg6SU0mBKaffExETZrQAAAACsGB0ZJOWcR3LOd/b19ZXdCgAAAMCK0ZFBEgAAAADLT5AEAAAAQCGCJAAAAAAKESQBAAAAUIggCQAAAIBCBEkAAAAAFCJIAgAAAKCQjgySUkqDKaXdExMTZbcCAAAAsGJ0ZJCUcx7JOd/Z19dXdisAAAAAK0ZHBkkAAAAALD9BEgAAAACFCJIAAAAAKESQBAAAAEAhgiQAAAAAChEkAQAAAFCIIAkAAACAQgRJAAAAABTSkUFSSmkwpbR7YmKi7FYAAAAAVoyODJJyziM55zv7+vrKbgUAAABgxejIIAkAAACA5SdIAgAAAKAQQRIAAAAAhQiSAAAAAChEkAQAAABAIYIkAAAAAAoRJAEAAABQiCAJAAAAgEIESQAA/P/t3XuUVNWd6PHvjwahSZNmpB2jMdpcCfEByjMGEB/RSLJGVFw4OlEDEyJhFHmM5EbWTYwas4YrjnIRREmCGNEYH8sx4KyZnuGCSJq5PLQFFbWZyIz4QMHQ0mqjDfv+UUWHN9V0N9VNfz9rsaza55xf/U6tdlfV7+y9jyRJUk4sJEmSJEmSJCknFpIkSZIkSZKUkxZZSIqIoRExu6qqKt+pSJIkSZIktRotspCUUpqfUhpdXFyc71QkSZIkSZJajbb5TkCSJEmSmrvp06ezbt26BseprKwEYNy4cQ2OBdCtW7dGiyVJubCQJEmSJEmHSWFhYb5TkKQGsZAkSZIkSQfhqB9JymiRayRJkiRJkiTp8LOQJEmSJEmSpJxYSJIkSZIkSVJOLCRJkiRJkiQpJxaSJEmSJEmSlBMLSZIkSZIkScqJhSRJkiRJkiTlxEKSJEmSJEmScmIhSZIkSZIkSTmxkCRJkiRJkqScWEiSJEmSJElSTiwkSZIkSZIkKScWkiRJkiRJkpSTFllIioihETG7qqoq36lIkiRJkiS1Gi2ykJRSmp9SGl1cXJzvVCRJkiRJklqNFllIkiRJkiRJ0uFnIUmSJEmSJEk5sZAkSZIkSZKknFhIkiRJkiRJUk4sJEmSJEmSJCknFpIkSZIkSZKUEwtJkiRJkiRJyknbfCcgSZIkSZK0L9OnT2fdunWNEquyshKAcePGNThWt27dGiVOS2QhSZIkSZIkHfEKCwvzncIRwUKSJEmSJElqlhpj1M/nn3/Ohg0bqKmpaYSM/mzt2rWNGi8fOnTowAknnEC7du1yPsZCkiRJkiRJOmJt2LCBTp06UVpaSkTkO51mI6XE5s2b2bBhA127ds35OBfbliRJkiRJR6yamhq6dOliEWkPEUGXLl3qPVLLQpIkSZIkSTqiWUTat0N5X5zaJkmSJEnSYdZYdyPzTmSHX0FBAT179qS2tpauXbvy8MMP07lz50OKdcstt3DOOedw4YUXNnKWTccRSZIkSZIktVCFhYXejewwKywspKKigpdffpmjjz6amTNnHnKs22+/vUUVkcARSZIkSZIkHXaO/DkyDBgwgNWrV9c9nzp1Ko8//jjbtm1j2LBh3HbbbQD8/Oc/55FHHuErX/kKJSUl9O3bl0mTJjFy5Eguvvhihg8fzsKFC5k0aRK1tbX079+fWbNm0b59e0pLSxkxYgTz58/n888/54knnuCUU07J1ylbSGqumuMwR3CooyRJkiRJANu3b2fhwoWMGjUKgLKyMiorK1m+fDkpJS655BKWLFlCx44dHM/J8gAAGtFJREFUeeqpp3jxxRepra2lT58+9O3bd7dYNTU1jBw5koULF9K9e3e+973vMWvWLCZMmABASUkJL7zwAvfddx933XUXv/rVrw77+e7k1LYjnMMcJUmSJElqPJ9++im9evWiS5cufPjhh3zrW98CMoWksrIyevfuTZ8+fXjttdeorKxk6dKlXHrppRQWFtKpUyeGDh26V8zXX3+drl270r17dwBGjBjBkiVL6rZffvnlAPTt25f169c3/UkegCOSmilH/UiSJEmS1PzsXCOpqqqKiy++mJkzZzJu3DhSSkyePJkf/vCHu+1/zz33HDRmSumA29u3bw9kFvqura099OQbgSOSJEmSJEmS6qm4uJjp06dz11138fnnnzNkyBDmzJlDdXU1AG+//Tbvv/8+Z599NvPnz6empobq6mqeffbZvWKdcsoprF+/vm6Jm4cffphzzz33sJ5PrhyRJEmSJEmSdAh69+7NmWeeyWOPPca1117L2rVrGTBgAABFRUXMmzeP/v37c8kll3DmmWdy0kkn0a9fP4qLi3eL06FDBx588EGuuOKKusW2x4wZk49TOigLSZIkqVlojjea8CYTLVdj/T2Bf1OSpN3tHHG00/z58+sejx8/nvHjx+91zKRJk7j11lv55JNPOOecc7jpppsAmDt3bt0+F1xwAS+++OJex+66JlK/fv1YvHhxw06ggSwkSZLUhJpjcQSO7B+z3mRCjc2/KUlSQ40ePZpXX32VmpoaRowYQZ8+ffKd0iGzkCRJUgvQGn7IHqmFLeWHf0+SpObk0UcfzXcKjcZCkiRJTcgfs5IkSTqSeNc2SZIkSZIk5aTZjEiKiC8A9wGfAYtTSo/kOSW1EM1x/ZEjee0RSZIkSVLr1aQjkiJiTkS8HxEv79H+7Yh4PSLWRcTN2ebLgSdTStcBlzRlXtK+FBYWtoo1SCRJkiRJOlRNPSJpLjAD+M3OhogoAGYC3wI2ACsi4vfACcCa7G7bmzgvHUEc+SNJkiRJas5+8Ytf8Oijj1JQUECbNm144IEHOOuss+oVY/HixRx11FEMHDgQgJEjR3LxxRczfPjwpkh5v5q0kJRSWhIRpXs0fx1Yl1L6I0BEPAZcSqaodAJQgWs3SZIkSZKkJnDDhEls3PRho8U7tuRoZk67a7/bly1bxoIFC3jhhRdo3749mzZt4rPPPqv36yxevJiioqK6QlK+5GONpC8Db+3yfANwFjAdmBERfwXM39/BETEaGA1w4oknNmGakiRJkqT6cg1TNXcbN33Im8ed13gB31184M3vvktJSQnt27cHoKSkBICFCxcyadIkamtr6d+/P7NmzaJ9+/aUlpaycuVKSkpKWLlyJZMmTWLu3Lncf//9FBQUMG/ePO69914AlixZwt133817773HnXfeeVhGJ+Vj5E/soy2llD5OKf1tSunvDrTQdkppdkqpX0qp3zHHHNOEaUqSJEmS8sU1THWkuOiii3jrrbfo3r07119/Pc899xw1NTWMHDmS3/3ud6xZs4ba2lpmzZq13xilpaWMGTOGiRMnUlFRweDBg4FMkWrp0qUsWLCAm2++eb/HN6Z8jEjaAHxll+cnAO/kIQ9JkiRJUiNz5I+0u6KiIlatWsXzzz/PokWLuPLKK5k8eTJdu3ale/fuAIwYMYKZM2cyYcKEesW+7LLLaNOmDaeddhobN25sivT3ko9C0grgqxHRFXgbuAr4bh7ykCRJkiRJanIFBQWcd955nHfeefTs2ZOHHnpov/u2bduWHTt2AFBTU3PAuDunywGklBon2YNo0qltEfFbYBnwtYjYEBGjUkq1wFjgX4G1wOMppVeaMg9JkiRJkqR8eP311+vW/AKoqKjg2GOPZf369XXriT388MOce+65QGYa26pVqwB46qmn6o7r1KkTW7duPYyZ71uTFpJSSn+TUjoupdQupXRCSunX2fZ/Til1TymdnFL6RX3jRsTQiJhdVVXV+ElLkiRJkiQ1kurqakaMGMFpp53GGWecwauvvsqUKVN48MEHueKKK+jZsydt2rRhzJgxAPzsZz9j/PjxDB48mIKCgro4Q4cO5emnn6ZXr148//zz+TqdvExta7CU0nxgfr9+/a7Ldy6SjiyNdZcR8E4jkiRJUnN0bMnRB73TWr3jHUDfvn0pLy/fq/2CCy7gxRdf3Kt98ODBvPHGG3u1d+/endWrV++2366qq6tzTblBWmQhSZJaAu8yIkmSJDU/M6fdle8UWjQLSZK0C0f9SJIkSdL+NekaSZIkSZIkSTpytMhCkottS5IkSZIkHX4tspCUUpqfUhpdXFyc71QkSZIkSZJajRZZSJIkSZIkSdLhZyFJkiRJkiSpiUycOJFp06bVPR8yZAg/+MEP6p7fdNNN3H333fWKOW3aND755JNGy7E+vGubJEmSJElqNSZPvIGqze81WrziLl/iH+6Zud/tAwcO5IknnmDChAns2LGDTZs28dFHH9VtLy8v363QlItp06ZxzTXX0LFjx0PO+1BZSJIkSZIkSa1G1eb3uLnbG40Wb8q6A28fNGgQEydOBOCVV16hR48evPvuu/zpT3+iY8eOrF27lt69ezN16lQef/xxtm3bxrBhw7jtttv4+OOP+eu//ms2bNjA9u3b+elPf8rGjRt55513OP/88ykpKWHRokWNdi65aJGFpIgYCgzt1q1bvlORJEmSJEnar+OPP562bdvy3//935SXlzNgwADefvttli1bRnFxMWeccQaLFy+msrKS5cuXk1LikksuYcmSJXzwwQccf/zxPPvsswBUVVVRXFzM3XffzaJFiygpKTns59Mi10jyrm2SJEmSJKmlGDRoEOXl5XWFpAEDBtQ9HzhwIGVlZZSVldG7d2/69OnDa6+9RmVlJT179uTf//3f+fGPf8zzzz9Pc6iDtMhCkiRJkiRJUksxcOBAysvLWbNmDT169OAb3/gGy5Yto7y8nEGDBpFSYvLkyVRUVFBRUcG6desYNWoU3bt3Z9WqVfTs2ZPJkydz++235/tULCRJkiRJkiQ1pUGDBrFgwQKOPvpoCgoKOProo9myZQvLli1jwIABDBkyhDlz5lBdXQ3A22+/zfvvv88777xDx44dueaaa5g0aRIvvPACAJ06dWLr1q15OZcWuUaSJEmSJElSS9GzZ082bdrEd7/73d3aqqurKSkp4aKLLmLt2rUMGDAAgKKiIubNm8e6dev40Y9+RJs2bWjXrh2zZs0CYPTo0XznO9/huOOOc7FtSZIkSZKkplLc5UsHvdNafeMdTEFBAR999NFubXPnzt3t+fjx4xk/fvxubSeffDJDhgzZK96NN97IjTfeWP9kG4GFJEmSJEmS1Gr8wz0z851Ci9Yi10iKiKERMbuqqirfqUiSJEmSJLUaLbKQlFKan1Ia3RxueydJkiRJktRatMhCkiRJkiRJkg4/10iSJElqQaZPn866dQ1fIbSyshKAcePGNThWt27dGiWOJElq/iwkSZIktUKFhYX5TkGSJLVAFpIkSZJaEEf+SJLU8rz33ntMmDCBFStW0L59e0pLS5k2bRrdu3evV5y5c+dy0UUXcfzxx9fruFtvvZWioiImTZpUr+P2xUKSJEmSJElqNcbeNJaNmzc2WrxjuxzLjH+csd/tKSWGDRvGiBEjeOyxxwCoqKhg48aNh1RI6tGjxz4LSdu3b6egoKB+yR8CC0mSJEmSJKnV2Lh5I+/0fafxAq468OZFixbRrl07xowZU9fWq1cvAKZOncrjjz/Otm3bGDZsGLfddhvr16/nO9/5DmeffTbl5eV8+ctf5plnnuHZZ59l5cqVXH311RQWFrJs2TJOPfVUvv/971NWVsbYsWPZunUrs2fP5rPPPqNbt248/PDDdOzYsfHOFe/aJkmSJEmS1GRefvll+vbtu1d7WVkZlZWVLF++nIqKClatWsWSJUuAzE0xbrjhBl555RU6d+7MU089xfDhw+nXrx+PPPIIFRUVdesddujQgaVLl3LVVVdx+eWXs2LFCl566SVOPfVUfv3rXzf6+bTIEUkRMRQY2q1bt3ynIkmSJEmSVG9lZWWUlZXRu3dvAKqrq6msrOTEE0+ka9eudaOW+vbty/r16/cb58orr6x7/PLLL/OTn/yELVu2UF1dzZAhQxo97xY5IimlND+lNLq4uDjfqUiSJEmSJO3X6aefzqpVe89/SykxefJkKioqqKioYN26dYwaNQqA9u3b1+1XUFBAbW3tfuN/4QtfqHs8cuRIZsyYwZo1a/jZz35GTU1NI55JRossJEmSJEmSJLUE3/zmN9m2bRu//OUv69pWrFjBF7/4RebMmUN1dTUAb7/9Nu+///4BY3Xq1ImtW7fud/vWrVs57rjj+Pzzz3nkkUca5wT20CKntkmSJEmSJLUEEcHTTz/NhAkTmDJlCh06dKC0tJRp06bRuXNnBgwYAEBRURHz5s074J3XRo4cyZgxY+oW297Tz3/+c8466yxOOukkevbsecCi0yGfT0qp0YMeLv369UsrV67MdxpSizB9+nTWrVvX4DiVlZUAfPWrX21wrG7dujFu3LgGx5EkSZKk/Vm7di2nnnpq3fOxN41l4+aNjRb/2C7HMuMfZzRavMNtz/cHICJWpZT67Wt/RyRJqpeddwaQJEmSpJaoJRd9mgMLSVIr4cgfSZIkSVJDudi2JEmSJEmScmIhSZIkSZIkSTmxkCRJkiRJkqSctMhCUkQMjYjZVVVV+U5FkiRJkiSp1WiRhaSU0vyU0uji4uJ8pyJJkiRJknRABQUF9OrVq+7flClT6h1j8eLFlJeXN0F29eNd2yRJkiRJUqvxP8eOZcvG9xstXudj/5I7Z8w44D6FhYVUVFQ06HUWL15MUVERAwcObFCchrKQJEmSJEmSWo0tG9/n6o0bGy3eIw049vbbb2f+/Pl8+umnDBw4kAceeICIYPr06dx///20bduW0047jSlTpnD//fdTUFDAvHnzuPfeexk8eHCjnUN9WEiSJEmSJElqQp9++im9evWqez558mSuvPJKxo4dyy233ALAtddey4IFCxg6dChTpkzhzTffpH379mzZsoXOnTszZswYioqKmDRpUr5OA7CQJEmSJEmS1KT2N7Vt0aJF3HnnnXzyySd8+OGHnH766QwdOpQzzjiDq6++mssuu4zLLrssDxnvX4tcbFuSJEmSJKklq6mp4frrr+fJJ59kzZo1XHfdddTU1ADw7LPPcsMNN7Bq1Sr69u1LbW1tnrP9MwtJkiRJkiRJh9nOolFJSQnV1dU8+eSTAOzYsYO33nqL888/nzvvvJMtW7ZQXV1Np06d2Lp1az5TBpzaJkmSJEmS1KT2XCPp29/+NlOmTOG6666jZ8+elJaW0r9/fwC2b9/ONddcQ1VVFSklJk6cSOfOnRk6dCjDhw/nmWeecbFtSZIkSZKkw6HzsX/ZoDut7SvewWzfvn2f7XfccQd33HHHXu1Lly7dq6179+6sXr26/gk2MgtJkiRJkiSp1bhzxox8p9CiuUaSJEmSJEmScmIhSZIkSZIkSTlpkYWkiBgaEbOrqqrynYokSZIkSWrmUkr5TqFZOpT3pUUWklJK81NKo4uLi/OdiiRJkiRJasY6dOjA5s2bLSbtIaXE5s2b6dChQ72Oc7FtSZIkSZJ0xDrhhBPYsGEDH3zwQb5TaXY6dOjACSecUK9jLCRJkiRJkqQjVrt27ejatWu+0zhitMipbZIkSZIkSTr8LCRJkiRJkiQpJxaSJEmSJEmSlJNoyauWR8QHwH/lOw+piZUAm/KdhCSpwezPJenIYH+u1uCklNIx+9rQogtJUmsQEStTSv3ynYckqWHszyXpyGB/rtbOqW2SJEmSJEnKiYUkSZIkSZIk5cRCktT8zc53ApKkRmF/LklHBvtztWqukSRJkiRJkqScOCJJkiRJkiRJObGQJDVQRHwpIh6LiP+MiFcj4p8jonu+85Ik1V9z7dMj4rKIOC3feUhScxIR1Xs8HxkRMw7j60dE/CQiKiPijYhYFBGn77L9iohYGxGLss9/GxGrI2JiRNweERcerlylxtQ23wlILVlEBPA08FBK6apsWy/gWOCNfOaWq4hom1KqzXcekpRvDenTI6IgpbS9ga9/oBiXAQuAVxvyGpKkRnUDMBA4M6X0SURcBPw+Ik5PKdUAo4DrU0qLIuJLwMCU0kn5TFhqDI5IkhrmfODzlNL9OxtSShXA0oiYGhEvR8SaiLgSICLOi4jFEfFkRLwWEY9kf7gQEVOyV79XR8Rd2ba5ETF8Z+ydV12ycZ6LiMezVz+mRMTVEbE8+3onZ/c7JiKeiogV2X+Dsu23RsTsiCgDfnOY3itJau4OpU9fFBGPAmsiojTbtz+U7cufjIiO2X0viIgXs8fPiYj22fb1EXFLRCwFroiI67L99UvZ/rtjRAwELgGmRkRFRJyc/fcvEbEqIp6PiFMO95slSc1ZRJwUEQuz/fHCiDgx2z43ImZl++8/RsS52X55bUTM3eX4iyJiWUS8EBFPRETRPl7mx8CNKaVPAFJKZUA5cHVE3AKcDdwfEVOBMuAvs/344F2/50dE/4goz/b9yyOiU0QUZD97VmTP4YdN+oZJ9eCIJKlhegCr9tF+OdALOBMoAVZExJLstt7A6cA7wB+AQRHxKjAMOCWllCKicw6vfSZwKvAh8EfgVymlr0fEeOBGYALwf4B7UkpLsx+e/5o9BqAvcHZK6dP6nrQkHaEOpU//OtAjpfRmRJQCXwNGpZT+EBFzgOsjM81iLnBBSumNiPgN8HfAtGyMmpTS2QAR0SWl9Mvs4zuyse6NiN8DC1JKT2a3LQTGpJQqI+Is4D7gm435ZkhSC1AYERW7PD8a+H328QzgNymlhyLi+8B0MqM7Af6CTJ95CTAfGAT8gEz/3gvYAPwEuDCl9HFE/Bj4e+D2nS8UEV8EvpBS+s89cloJnJ5S+vuI+CYwKaW0MiJmkunHe2WPH5X971HA74ArU0orsnE/JTOaqSql1D978eEPEVGWUnqzge+Z1GAWkqSmcTbw2+wUhY0R8RzQH/gIWJ5S2gCQ/eArBf4DqAF+FRHPkpm+cDArUkrvZuP8J5mrHABryFxVB7gQOC076AngixHRKfv49xaRJCknB+vTd/1S/1ZK6Q/Zx/OAccC/AW+mlHZOj3uIzHSInYWk3+1yfI9sAakzUETmAsBuslfFBwJP7NK/t2/YKUpSi/TpzsIMZNZIAvplnw4gcyEA4GHgzl2Om5+9eLsG2JhSWpM9/hUy381PAE4jU7wBOApYlmNOAdTn1uhfA95NKa0ASCl9lM3lIuCM+PPshGLgq4CFJOWdhSSpYV4Bhu+jPfbRttO2XR5vB9qmlGoj4uvABcBVwFgyV0lqyU5Bjcyn2FH7ibNjl+c7+PP/222AAXsWjLIfiB8fIEdJao0OpU/fsy/d88dDOsjxe8aYC1yWUnop+4PovH3s3wbYsuuPJ0nSQe3aP+/6vXnP79RtyXxH/7eU0t/sN1hKH0XExxHxP1JKf9xlUx/guXrktb/CU5CZNrfXBQUp31wjSWqY/wu0j4jrdjZERH/gT8CV2bnNxwDnAMv3FyR7dbk4pfTPZKak7fxxsJ7MFDSAS4F29cyvjExRaufr+KNDkvavMfr0EyNiQPbx3wBLgdeA0ojolm2/lv3/yOgEvBsR7YCrd2nfmt2282r1mxFxRTbHiIgz63eqknTEKydzgRYy/enSehz7H2SWn+gGkF2vbl938JwKTI+Iwux+F5IZxfpoPV7rNeD47OcN2fWR2pIZkfp32c8DIqJ7RHyhHnGlJuOIJKkBskNihwHTIuJmMtPT1pMpBhUBL5G5wvA/U0rvHWAx1E7AMxHRgczVh4nZ9l9m25cDC6n/KKJxwMyIWE3m//clwJh6xpCkVqGR+vS1wIiIeACoBGallGoi4m/JTEVrC6wA7t/HsQA/Bf4f8F9kpirvnI78GPDLiBhHZtTU1cCsiPgJmYsMj2XzkyRljAPmRMSPgA+Av831wJTSB9lRob/Nrk8EmTWT9ryD571k1ltaExHbgfeAS+uzfERK6bPI3MTh3mxB6lMyy1P8isw0uxeyMxM+4M9rPEl5FSnVZ/qmJEmS9iW72PaClFKPPKciSZLUZJzaJkmSJEmSpJw4IkmSJEmSJEk5cUSSJEmSJEmScmIhSZIkSZIkSTmxkCRJkiRJkqScWEiSJEnaQ0T8r4h4JSJWR0RFRJyV75x2iojSiPhuvvOQJEmtU9t8JyBJktScRMQA4GKgT0ppW0SUAEflOa1dlQLfBR7Ncx6SJKkVckSSJEnS7o4DNqWUtgGklDallN6JiL4R8VxErIqIf42I4wAion925NKyiJgaES9n20dGxD9FxPyIeDMixkbE30fEixHxHxFxdHa/kyPiX7Jxn4+IU7LtcyNiekSUR8QfI2J4Nr8pwODsSKmJh/3dkSRJrZqFJEmSpN2VAV+JiDci4r6IODci2gH3AsNTSn2BOcAvsvs/CIxJKQ0Atu8RqweZ0UNfz+7/SUqpN7AM+F52n9nAjdm4k4D7djn+OOBsMiOkpmTbbgaeTyn1Sind02hnLUmSlAOntkmSJO0ipVQdEX2BwcD5wO+AO8gUhf4tIgAKgHcjojPQKaVUnj38UTJFn50WpZS2AlsjogqYn21fA5wREUXAQOCJbFyA9rsc/08ppR3AqxFxbCOfqiRJUr1ZSJIkSdpDSmk7sBhYHBFrgBuAV7KjjupExF8cJNS2XR7v2OX5DjLfw9oAW1JKvXI4PvazjyRJ0mHj1DZJkqRdRMTXIuKruzT1AtYCx2QX4iYi2kXE6SmlP5EZbfSN7L5X1ee1UkofAW9GxBXZuBERZx7ksK1Ap/q8jiRJUmOxkCRJkrS7IuChiHg1IlYDpwG3AMOB/x0RLwEVZKakAYwCZkfEMjKjhqrq+XpXA6OycV8BLj3I/quB2oh4ycW2JUnS4RYppXznIEmS1GJFRFFKqTr7+GbguJTS+DynJUmS1CRcI0mSJKlh/ioiJpP5XvVfwMj8piNJktR0HJEkSZIkSZKknLhGkiRJkiRJknJiIUmSJEmSJEk5sZAkSZIkSZKknFhIkiRJkiRJUk4sJEmSJEmSJCknFpIkSZIkSZKUk/8POfK09tBWJ/0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20, 10))\n",
    "ax=sns.boxplot(x = 'Segment', y = 'Sales', hue = 'Region', data = df)\n",
    "ax.set_yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The Corporate segment in the west makes good sales.\n",
    "- The home office in thr Central also has a good profit making business \n",
    "- The consumers in all the regions are making a good profit "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualizing the segment and the profit in the region \n",
    "plt.figure(figsize = (20, 15))\n",
    "ax=sns.boxplot(x = 'Segment', y = 'Profit', hue = 'Region', data = df)\n",
    "ax.set_yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The corporate segment is making good profit in the west region at the same time it has loss in the central region\n",
    "- The consumer segment in the south region shows the good profit in the business \n",
    "- All the segments in the central region should be taken care as  losses are also observed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- we can notice that across all the postal codes there was a good sales \n",
    "- The profit and the sales are not directly or inversly proportion to each other we can see that the higher the sale the profit also is higher but there is also some lossm observed when there was a sale "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#heatmap to check the correlation of the dataset\n",
    "plt.figure(figsize=(15,8))\n",
    "sns.heatmap(df.corr(),annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The correlation between Profit and sales do exist .\n",
    "When there is a sale there is a profit observed in the business \n",
    "- When the sales starts the quantity of the prodcut also increases as the price decreases\n",
    "- The discount is not much affecting the profit hence this feature should be taken care . May be the good discount may benifit the business\n",
    "- The focus on the central region should be more as more loss are observed there .\n",
    "- The discount is inversely proportional to the sales which has to be taken care .\n",
    "- Some of the segment like consumer and home office shows loss which need to be improved by looking at the other feature like sales and discount in that area."
   ]
  },
  {
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}