GRIP April 2021.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "visible-girlfriend",
   "metadata": {},
   "source": [
    "#  Exploratory Data Analysis\n",
    "## By : Drishti Patel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ruled-bangkok",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "following-rainbow",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load the data\n",
    "data=pd.read_csv(\"Downloads/SampleSuperstore.csv\",delimiter=',',error_bad_lines=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "forced-wagon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90036</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>48.8600</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.1694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>7.2800</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>907.1520</td>\n",
       "      <td>6</td>\n",
       "      <td>0.20</td>\n",
       "      <td>90.7152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>18.5040</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.7825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90032</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>114.9000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.4700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "5  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "6  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "7  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "8  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "9  Standard Class   Consumer  United States      Los Angeles  California   \n",
       "\n",
       "   Postal Code Region         Category Sub-Category     Sales  Quantity  \\\n",
       "0        42420  South        Furniture    Bookcases  261.9600         2   \n",
       "1        42420  South        Furniture       Chairs  731.9400         3   \n",
       "2        90036   West  Office Supplies       Labels   14.6200         2   \n",
       "3        33311  South        Furniture       Tables  957.5775         5   \n",
       "4        33311  South  Office Supplies      Storage   22.3680         2   \n",
       "5        90032   West        Furniture  Furnishings   48.8600         7   \n",
       "6        90032   West  Office Supplies          Art    7.2800         4   \n",
       "7        90032   West       Technology       Phones  907.1520         6   \n",
       "8        90032   West  Office Supplies      Binders   18.5040         3   \n",
       "9        90032   West  Office Supplies   Appliances  114.9000         5   \n",
       "\n",
       "   Discount    Profit  \n",
       "0      0.00   41.9136  \n",
       "1      0.00  219.5820  \n",
       "2      0.00    6.8714  \n",
       "3      0.45 -383.0310  \n",
       "4      0.20    2.5164  \n",
       "5      0.00   14.1694  \n",
       "6      0.00    1.9656  \n",
       "7      0.20   90.7152  \n",
       "8      0.20    5.7825  \n",
       "9      0.00   34.4700  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "raised-acting",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To display shape of data\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "unable-arlington",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Details of each column\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "verbal-anchor",
   "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": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "caroline-fisher",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ship Mode          4\n",
       "Segment            3\n",
       "Country            1\n",
       "City             531\n",
       "State             49\n",
       "Postal Code      631\n",
       "Region             4\n",
       "Category           3\n",
       "Sub-Category      17\n",
       "Sales           5825\n",
       "Quantity          14\n",
       "Discount          12\n",
       "Profit          7287\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To find out the total unique values\n",
    "data.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cooperative-little",
   "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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data type\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "assisted-teacher",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Furniture', 'Office Supplies', 'Technology'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#type of categories\n",
    "data['Category'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "hearing-pontiac",
   "metadata": {},
   "outputs": [],
   "source": [
    "#To find out top 5 cities with maximum sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "addressed-refund",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2697</th>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>22638.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6826</th>\n",
       "      <td>Lafayette</td>\n",
       "      <td>17499.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8153</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>13999.960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2623</th>\n",
       "      <td>New York City</td>\n",
       "      <td>11199.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4190</th>\n",
       "      <td>Newark</td>\n",
       "      <td>10499.970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               City      Sales\n",
       "2697   Jacksonville  22638.480\n",
       "6826      Lafayette  17499.950\n",
       "8153        Seattle  13999.960\n",
       "2623  New York City  11199.968\n",
       "4190         Newark  10499.970"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s=data.sort_values(by=[\"Sales\"], ascending=False)\n",
    "top=s.head()\n",
    "top[['City','Sales']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "foster-contractor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Region   Sales    \n",
       "Central  10.368       18\n",
       "         15.552       14\n",
       "         25.920       11\n",
       "         5.184         7\n",
       "         12.960        6\n",
       "                      ..\n",
       "West     4799.984      1\n",
       "         4912.590      1\n",
       "         5083.960      1\n",
       "         8187.650      1\n",
       "         13999.960     1\n",
       "Name: Sales, Length: 7897, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Number of sales in each region\n",
    "data.groupby('Region')['Sales'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "weighted-travel",
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['State'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "three-expression",
   "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>6826</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Lafayette</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>47905</td>\n",
       "      <td>Central</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>17499.95</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8399.9760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8153</th>\n",
       "      <td>First Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>Washington</td>\n",
       "      <td>98115</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>13999.96</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6719.9808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4190</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Newark</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>19711</td>\n",
       "      <td>East</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>10499.97</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5039.9856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9039</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Detroit</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>48205</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>9892.74</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4946.3700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4098</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>55407</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>9449.95</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4630.4755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ship Mode    Segment        Country         City       State  \\\n",
       "6826  Standard Class  Corporate  United States    Lafayette     Indiana   \n",
       "8153     First Class   Consumer  United States      Seattle  Washington   \n",
       "4190  Standard Class   Consumer  United States       Newark    Delaware   \n",
       "9039  Standard Class   Consumer  United States      Detroit    Michigan   \n",
       "4098  Standard Class   Consumer  United States  Minneapolis   Minnesota   \n",
       "\n",
       "      Postal Code   Region         Category Sub-Category     Sales  Quantity  \\\n",
       "6826        47905  Central       Technology      Copiers  17499.95         5   \n",
       "8153        98115     West       Technology      Copiers  13999.96         4   \n",
       "4190        19711     East       Technology      Copiers  10499.97         3   \n",
       "9039        48205  Central  Office Supplies      Binders   9892.74        13   \n",
       "4098        55407  Central  Office Supplies      Binders   9449.95         5   \n",
       "\n",
       "      Discount     Profit  \n",
       "6826       0.0  8399.9760  \n",
       "8153       0.0  6719.9808  \n",
       "4190       0.0  5039.9856  \n",
       "9039       0.0  4946.3700  \n",
       "4098       0.0  4630.4755  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#List of data with maximum profit\n",
    "s=data.sort_values(by=[\"Profit\"], ascending=False)\n",
    "max_profit=s.head()\n",
    "max_profit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "painted-funeral",
   "metadata": {},
   "source": [
    "# Data visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "military-contact",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City', ylabel='Profit'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='City',y='Profit',data=max_profit,palette=\"rocket\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exciting-centre",
   "metadata": {},
   "source": [
    "Lafayette has the maximum profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "official-innocent",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\python\\python38\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Region', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data['Region'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "altered-three",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Region', ylabel='Profit'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='Region',y='Profit',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "contained-thanksgiving",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x260b0177460>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "prerequisite-register",
   "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>4101</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Houston</td>\n",
       "      <td>Texas</td>\n",
       "      <td>77095</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>0.444</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-1.1100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9292</th>\n",
       "      <td>Same Day</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Waco</td>\n",
       "      <td>Texas</td>\n",
       "      <td>76706</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>0.556</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.9452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8658</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>60623</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>0.836</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-1.3376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4711</th>\n",
       "      <td>Same Day</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>19120</td>\n",
       "      <td>East</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>0.852</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-0.5964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2106</th>\n",
       "      <td>Same Day</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Mesquite</td>\n",
       "      <td>Texas</td>\n",
       "      <td>75150</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>0.876</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-1.4016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ship Mode    Segment        Country          City         State  \\\n",
       "4101  Standard Class   Consumer  United States       Houston         Texas   \n",
       "9292        Same Day  Corporate  United States          Waco         Texas   \n",
       "8658  Standard Class  Corporate  United States       Chicago      Illinois   \n",
       "4711        Same Day   Consumer  United States  Philadelphia  Pennsylvania   \n",
       "2106        Same Day  Corporate  United States      Mesquite         Texas   \n",
       "\n",
       "      Postal Code   Region         Category Sub-Category  Sales  Quantity  \\\n",
       "4101        77095  Central  Office Supplies   Appliances  0.444         1   \n",
       "9292        76706  Central  Office Supplies      Binders  0.556         1   \n",
       "8658        60623  Central  Office Supplies      Binders  0.836         1   \n",
       "4711        19120     East  Office Supplies      Binders  0.852         1   \n",
       "2106        75150  Central  Office Supplies      Binders  0.876         1   \n",
       "\n",
       "      Discount  Profit  \n",
       "4101       0.8 -1.1100  \n",
       "9292       0.8 -0.9452  \n",
       "8658       0.8 -1.3376  \n",
       "4711       0.7 -0.5964  \n",
       "2106       0.8 -1.4016  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s=data.sort_values(by=[\"Sales\"], ascending=True)\n",
    "min_sales=s.head()\n",
    "min_sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "technological-festival",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cities with Minimum Sales')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='City',y='Sales',data=min_sales)\n",
    "plt.title('Cities with Minimum Sales',color = 'blue',fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ideal-jerusalem",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_sales=data.groupby('Region')['Sales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "selective-mathematics",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OKwIVgE1TzfmlUup+ERmulNpkb3MP8IBS6kkRWQNMVEo1ichQpdQWEYkB25RSN/RJTCw0A/gjMKJPx8lNbiVWd1lqYriqeiiwiezFTDLhr8B3a2dP/9hHDYEkaCWTBqXUlKTX/Xb6sSLyqohYwHHAvnb6EuBeETkXcKe7dixUTiw0F3iE/DQS8Cf4milfBZaEq6pP9llH4AiamXRCREqB24CzlFKV6NJCqZ09HbgV3b37dRHpWwwpFpqKHnr/jT4dJ/dxMhMv4yVdMQr4W7iqek64qnqA32KCQuDNhJ3GsUFEyoGzAESkABivlHoG+AEQQtev64HBPTpDLFRELHQt8AJ6EqJ8ZgcQd8jrL2YCuoR0BfBquKrarQ50eU3QzGSgHThtf81WSm1Bl0beBv4JtHdoKgT+Yld9FgE32ds+CczIOAAbC00EXgKuJpidz3rKYmJ1bQ55/clM2pkCLAxXVZ/vt5BcJ1ABWM/R1ZrH0cVmg+YmYnVXpCaGq6pHABt80NMT5gEXmSbk3hG0kol3xEJfBv6LMZJU3Bop7AczgX+Eq6pDfgvJRYyZ9IZY6IfAAnbGYww76e/B1+44Dng5XFWdT/2CXMGYSU+IhYRY6Bbgevxv4uyP1ANOkxflipmAnpTplXBVdS5p9h1jJpkSCxUBfwEu9VtKP2YRsbqEQ16ufTHHAs+Fq6q/2NcDichYu4f1MhFZKCJPichevTjOTBHZpRf7xUTkez3dr6cYM8mEWGgg8Bhwjs9K+jtpB/eFq6pHA+M91uIGg4BHw1XVX+3tAeyhG48Czyql9lRKHQT8EBjTi8PNBNKaiYj43pJozKQ79DSKf0d3cDN0Ta7HS9JRANwdrqo+s5f7Hwu0KKXuaE9QSr2llHpBRK6yx4wtEZFrAEQkLCJxEfmjiLwjIk+LyEAROQt9H++1uy0MFJFaEfmViLwJfElELrSP95aIPCwig/p68T3BmElX6EWt7gWO8VtKjpDLLTldUQT8tZdVnv1IU2ITkROBycCh6L4uB4nI0Xb2ZOBWpdS+wBbgTKXUQ+j7+zV7qEiDve1GpdSBSqkFwCNKqUOUUvujOw562nfGmEnXzAHO8FtEjlAHvO+Ql8slk3aKgQfDVdWfd+l4J9qvRcCbQAXaRACWK6UW258XAuEujnN/0uf9ROQFuyPm19g5Bs0TjJk4EQt9H/iO3zJyiDeJ1Tn1gAyCmQAMQMdQju/BPu+QvmQm6FHt7YNSJyml7rLzkldAbKPreYe2J32eB1xmj0G7Bo+7LhgzSUcsdA7QoxnaDOmrOOGq6nE4BA1zlFLgiXBV9eEZbv9foERELmpPEJHPoBch+6Y9XgwR2VVEuludsbtxY4OBtSJSjC6ZeIoxk1RioeOAP2P6kfSUIAZfnRgEPJZJxzalx6vMAD5nNw2/g16N4D779T+7WvIQ3Q8wnQfc0R6ATZP/E/S6zS8BNZlejFuYsTnJxEKfQY/8HeK3lBxkErG6ZamJ4arqa4Cf+qDHCyzgs7Wzp9f7LaQ/YEom7cRC49FNwMZIes7mdEZiE8SSSTuVwL3hqmpTisWYiSYWKgQeIFh1ey9xmokecr9ZuDtOJbglrx5hzETzIyDTgJqhM07B193oXU/PXONn4arqoK3I2GOMmcRCh2B+WfpKPgVf0yHAPeGq6lwcMuAa+W0msdAg9OC9oK0f5DX5biagp/2cm8/xk/w2E7gB6PHoTUMHNhCrW+GQl09mAvA54BK/RfhF/ppJLHQy0GlhbUOPyefgazp+Ha6qntz9ZsEjP80kFhoJ3NXtdoZMcAq+hoGR3krpFwwC5oerqn2fEsBr8tNM9Gz1Y/0WERCCOlK4L0wFrvJbhNfkn5nEQmcBp/stI0CY4Gt6rglXVVf4LcJL8stM9NSL1/stI0B8TKzuI4e8fDeTAegAf96QX2YCF7JzzghD3zHB166ZHq6q/pzfIrwif/pXxEJleNQ5bVVdgq8/1sAn2xQicNGBxVxxeAlvfdzGxdWNbGtWhIcWcO8ZAxlS0rlbQnhOPYNLhEKBogJ446JyAH7wr0b+/kErU8YWcvcMPWj0L0ua2bBDMevwEi8uLRWnOV/3BIZ5rKW/8ttwVfUBtbOnO020HRjyqWTyXTwKuhYVwG9PLGXppeW8cn4Zt77ewtL1bVzwZAOzjy/B+nY5MyqK+M1LTY7HeCY6iMUXl39qJHWNijc/bmPJt8sZUAjWJ200tCj+vLiFSw/xbe1tEy/pns/g8fSJfpEfZqKbgj2Lro8bXMCB43TL4OASITKqgNVbFe9tTHD07jr9hD2KeDjemvExCwRa2kApxY4WRXEh3PByM985dADFhb51ujQtOZlxbbiqutxvEdkmP8xETxrT3cQzWaF2S4JFa9s4bLdC9h1VyOPvagN5cGkLq7amL/mKwIn37OCgO7dx58JmQJvSyZOLOOAP2xlXXkCoRHh1dRunVxR7di0prCFWt9Yhz5RMOjIGvbxFoAn+5Eix0ET0rFOe1wW2NSuOmbedHx9VwhmRYmo2tHH53xvZ2KD44l7F3PRaMxu/39njVm9NsOuQAtZtT3DCPTu4+QulHL17x/DWBU80cMkhA3hzbRtPL2vlM2MKufpoT+MmTxCrOy010R6bshk9VsWwk23A+NrZ07f4LSRb5EPJ5Fp8MJKWNsWZD+zga5XFnBHRpYeKkYU8fV4ZCy8q56uVRew5LH31ZNch+t8yuqyAGRVFvLa6rUP+orVtKAV7jyjgwaUtPPClQSzbnOD9jW3pDpctnKo4kzFGko5yAj58I9itObHQnkCvV2PrLUopzn+ikcjIQr47dWdpYd32BKPLCkgoxXXPN3PxwZ09bnuzIqF0tWZ7s+LpZW389JiOJY6fPNPEnaeW0pKANrumVADsaMnmVXUi68HX1q3r2VD9OxLbtwBC+ZSTGHLwaWyveZG6F++jZeMqxn79d5SMS9/av/X1x9j21tMgUDwqzMiTZyFFA1j/5G9oWb+CgXsewrBjogBseXkBA0buzqC9prolPx2Xh6uqf1s7e3pzNk/iF8E2E/1L4Hnp66VVbdyzpIXK0QVMuWMbANcfX8L7GxPc+rr+xp8RKeIbU3SJZU19ggueaOSprw3ik+2KGffvAKA1AefsV8znJ+38Nz1W08LBuxSwy2B9WVPGFlJ5+zY+M6aA/cd6OhzEqY+Je/GSgkKGHXs+JWMnkWjawdr5sygNH8CAkbszasaP2PjPWxx3ba3fwNaFT7LL+bdRUFzC+sdmsz3+PAPG7ElBUQm7fPMWPllwNYmm7SRammhe8y5Dj/iKa9IdGAucC8zN9on8ILhmotcH/qYfpz5yQhHqZ2mmkp0MV6TpD7LL4AKe+ppeyXGPYQW8dbFz4P/0iuIOQdcbTiz1o5vlKmJ16xzyXDOTovLhFJUPB6CgZBDFI8bTVr+RgRMPyOwAiTZUazOqsAjV2kRh+XCkoIhEaxNKJVCJVpAC6l74C6EjPVsZ4nvhquo/186eHrhgZXDNRC8ybjpOZQenkcIFQIbf9J7RWvcJzZ98SMkue2e0fdHgkQw5dAarb/8GUjSA0okHMHDigQAUDgyxdt4VlO97LK2b16KUomTspGzITkcEvW7137w6oVcE2Uwu9VtAgHGKl+yNDjS6SqK5gfWPXs/w4y+koCSztbjbGrex4/1X2fXiuygoKWP947PZ9s4zlO97LMM/9+l6WKx76BqGn3QZdS/fT/O65ZSGpzB4ilsrgDryfwTQTILZmhMLHUCWfiENgIc9X1VbK+sfvZ6yfaYxaO8jMt6vsXYxRaExFA4KIYVFDNprKk2r4x222fH+KwwYOwnV0kjLlrWMOr2KHe++RKKl0e3LSOUYe76XQBFMM4GZfgsIOJ6YiVKKjX//PcUjxjPk0Bk92rdoyCia17xLoqURpRSNK96ieMTO+Z5VWytb33icIYediWpt4tMFHFUC2jLvmdxLBB+W78w2wavmxELF6HiJITssJ1a3ySHPVTNpWr2U7e88Q/GoMGv+rNeQH3b011FtLWz61x9oa6hj3UPXMGD0RMacfS2t9RvZ+I+bGPOlayjZZW8G7f1Z1s6bhRQUMGDMngzef2f1pf7Nasr3O56C4lKKR01EtTax5q5LGbjnwRSUetLz/WvAL7w4kVcErwdsLDQDeMRvGQHmIWJ1X0pNtKcp3IqettCQGQfWzp6+yG8RbhHEas65fgsIOE5VnH0wRtJTAvWsBstM9DKfeTMZjU+YkcLu8RW7OT0QBOZCbA7FLDyeTRRe9HzNH3YBpvktwi2CZiYn+C0g4CwjVrfFIc+YSe84yW8BbmHMxNATnHq+FgH7e6wlKASmWh4cM4mFyoHD/JYRcJyqOPsBpV4KCRBTwlXVw/0W4QbBMRNd9/Rt2rE8wcz56j4FwLF+i3CDIJmJqeJkl66Cr6Ylp28EoqoTJDMJxD+kH/Mesbp6hzxTMukbx/stwA2CYSax0K7oTlOG7OEUfB2AXs7B0Hsmh6uqx3e/Wf8mGGYCmQ8nNfQWp3hJJT7MsRtAcr50FxQz2ctvAXmACb5ml/38FtBXjJkYMiEBOA1IM2biDpV+C+grxkwMmVBDrG67Q54xE3cwJZN+gjGT7OIUfC0B9vVYS1CZbN/PnCX3zSQWGg4EogdhP8YpXrI/pqOgWxQBFX6L6Au5byamVOIFJvjqDTkdNzFmYuiOVmCxQ54xE3fZ028BfcGYiaE7lhKra3DIM2biLmP8FtAXgmAm6ReaNbhF2vE44arqgZhex24z2m8BfSEIZrKr3wICjlO85ADA08WN8wBjJj4z0G8BAcfM+eodxkx8Jqfb5vs5LcBbDnkmXuI+JmbiM2aGr+zxNrG6Joc8YybuMzRcVZ2z/XaMmRi6wqnnaxk53sGqHzPSbwG9xZiJoSucZlY7kGA8O/2RnK22B+GByNmbnwOYnq/ek7Prf+es8CRMycR9dgBrAcsh37TkZI+cbW7PbTPRy4Hm9jV4QxuwAfgEWNfty3m6gXbuAh7Lltg8Z43fAnqLKKX81tB7YqEyYJvfMnyijkyMQb82EqvL4X+0IRcwv+r9hyZgPZ2NIH1pIlbX7JNOgyEtuV0yAYiFWuifppgANpFp6SFWV+eTToPBFfrjl7CnbAZGeXSu7WRetVhPrK7NI10Gg+/ku5m0ogOTztWJjqWHHX1W20+pnF85FD02pP31nBW1NvoqypBTBMVMktlC5qWHTUENTFbOryyhozmMSfk7+TWKjmvfrAT2SHfceEXkKGBQ1oTnNy9FauI526AQBDO5BL0ObnvVIpCBycr5lQXACJwNIfU1pA+nu8WKWp2qaPGKyGTgOUD6cGyDM/sAcb9F9JbcN5NY3Zt+S+gtlfMry+naEJJLEyPwpkPTduCPDnlXYIwkm7T4LaAv5L6Z9CMq51cWoasMXVUpkqsW/bG6MN+KWltSE+MVkaHATK/F5Bk5Xao2ZtINlfMrh5F51WIYuf3LrYDfO+RdCJR5qCUfMSWTXKJyfmUp3Vcp2l8jya9FuZ+yotZ7qYnxikghcJkPevINYyZ+YgcmR5J56WGwP0pzgjkO6WcAEzzUkY8oYKvfIvpCTptJ5fzKU9EDzoIwlYLfvG1FrX875F3pqZL8ZG2kJp7TMZNc/xJuJPevob8wJ11ivCJyKDDVWyl5Sa3fAvpKrn8R1/otICCsB+51yJvloY58ptZvAX0l183kI3SXeEPf+IMVtRpTE+MVkV2Bs3zQk4/U+i2gr+S0mVhRqwVY7reOHKcZuNUh7zIgZ2dLzzFq/RbQV3LaTGxq/BaQ49xvRa2PUxPjFZGBwEU+6MlXav0W0FeCYCbv+i0gx5njkP51YLiHOvKdWr8F9JUgmIkpmfSe562o1WlsU7wiIuhxOAZvUMAKv0X0lSCYSc6OsuwHzHFIPwmIeKgj38n5PiYQDDN5C9Oi0xuWA4875M3yUIchII0IOW8mVtTaDizxW0cOcrMVtRKpifGKyD7okonBO173W4Ab5LyZ2PzPbwE5Rj167Zt0mFiJ9zzjtwA3CIqZvOy3gBxjrhW1Og0qi1dERgDn+aAnn0kAz/stwg2CYiamZJI5CeAmh7xvAQM91GKARZGa+Ba/RbhBIMzEilrLgdV+68gRnrCi1oepifGKSDF6Pl2DtzzrtwC3CISZ2PzdbwE5whyH9C8Bu3qow6AJRLwEgmUmf/NbQA6wyIpazznkzfJSiAHQC8q/4LcItwiSmfwbvV6vwZk56RLjFZHPAod4K8UALIzUxHN6drVkAmMmdn+TZ/3W0Y/5GFjgkDfLQx2GnQSmigM5Pm1jGqrxoMPVR3d9RP3ieoqGFDH5F5MBWHnbSprX6h7RbTvaKBxUyKRrJ2W0L8DHD3xM/ZJ6Bk4YyG4X7QbAlpe30FrfysiTRroh+3YranXqsh2viOwOzHDjBIYeEygzCUzJxOZhdNNnVhl25DDC/xfukDbhkglMunYSk66dxJCDhzDk4PQL6qXbt21HGw0rGph83WSkSGhc1UiiOcHmFzYz4vgRbkhuAm53yPsO3izuZehIPQGKl0DAzMSKWmvQsZOsUrZ3GYVl6b9/SinqXq8jdFgo830FVKtCKUWiOYEUChv+voERnxuBFLmyDM+9VtRan5oYr4iUA+e7cQJDj7k/UhPf4bcINwmUmdjc7efJd7y3g6IhRZSMLcl4n8KBhQzefzDLfrqMolARBYMKaPiwgSEH9WW54A7McUifCQx16ySGHvEnvwW4TdBiJgCPoouQvqyPU/dKHUMPG9rj/UadPIpRJ48CYPXc1YyeMZpNz21i29vbKB1fyugvju6tpP9aUctKTTRzlviKFamJv+q3CLcJXMnEilo7gIf8OLdqU9QtdK7iZELDigaUUpSMK2Hr61uZcOkEmtc10/Rxr1u9b3RIPwXoHCE2eIHTIMucJnBmYjPXj5Nue2cbJeNKKB7e+zmY1z2yjjFnjNExlITSiQKJ5l7Fld9Ht3ClY1avBBr6ShNwj98iskEgzcSKWi8Cb2Tr+KtuX8WH131I08dN1FxZw6bnNgFQ92rnKk7L5hZqf1fb7b4AWxdupTRcSvGwYgrLCimdUMr7V7+PalEMnNCr8Xc3WVFLpSbGKyKfAY7rzQENfebRSE18U/eb5R6iVKdnLRBUzq88B+eFpfKBLcBudme+DsQrInOBb3iuyABwQqQmnvUWRz8IZMnE5gFgld8ifORPDkYyGjjHBz0GPT3jf/wWkS0CayZW1GoFbvZbh0+04Xzt3wYyb7c2uMncSE08mFUBAmwmNneim4nzjUesqLUyNTFeERmANhOD9zQS0FacdgJtJlbUqgN+57cOH5jjkP5VYIyHOgw7uT1SE1/rt4hsEmgzsfktsMFvER7ymhW1nObEneWlEMOnbAd+6beIbBN4M7GiVj1wvd86POT36RLjFZFpwBRPlSTRlEhw9opaZtQu59TlH3LzBj1U6N7Nmznpw2Xs824Nm1udlz9a09LCBatWcsryDzll+YesbtEDoK9as4bTly/nxvU7hx7dsXED/67vV7XbmyI18U5jo4JGELvTp+M29K/yBJ91ZJvVwIMOebM81NGJASLMHT+BsoICWpTi3JUrOLqsnAMGDmRa+XiiKzuFeDrww7Vr+NaIkRxRVsb2RIIC4N3GRkoLhMcmTuT8VSupb2ujUSmWNDRw8QhXpm1wgzrgN36L8ILAl0wArKjVBMT81uEBt1pRqyU1MV4R2RM41Qc9nyIilBXox61VKVrt/k37lJaya/GALvf9oKmJNuCIsjIAygoKGFhQQJEIjQlFwj5egQg3b1jPZSNHZfVaesivIjXxzX6L8IK8MBOb+QRk5TQHGoA/OORdTj/4X7cpxYza5Rz5wfscUVbG/gMz69Vb29zM4IICLl/9EWfULuc369bRphR7lpQwvKiQM1fUMq28nJXNzSTQBtVPWIHz2KjA4fsD5hX2UpjfQvfBCCJ3W1GrUzfteEVkCP2kt2uhCI+GJ/LMnpOwGhp5vymzwYttKBY2NHDVqNE8sHuYj1qaeayuDoAfjh7Do+GJfGP4CG7esJ7LR47kjo0buHLNah7csiWLV5MRP4jUxBv9FuEVeWMmAFbUWkQwO7IpHAKv6MmPfJmOwYkhhYUcOmgQL2zfltH2Y4uKqSgpYfyAARSJcHz5YJY2dfyO/qe+nn1KS9mRUKxqbuHGXXbl6fp6GhJZn3jPiZciNfH7/Tq5H+SVmdj8BPjIbxEu87QVteKpifGKSCG6iuM7m1pb2dqmC4WNiQQv79jOHgMy64i7X2kp9YkEm+zWnld27GDPpH1blOKezZs5f/gIGhMJxJ6crg1Fiz9jzxLAlX6c2E/yzkysqLWN4E0K5FQvPw0Ie6jDkfWtrcxctZLTly/nyytqOWJQGdPKy7ln8yaOXfYBn7S2cnptLT/5WPfrerux4dPPhSJcNWo031y1itOWLwcUZw0d+umx/7p5M6eFhjCwoIC9S0poTCQ4bfly9i0tZUihL9Pb3hCpiQc5PpeWwI4a7o7K+ZX3oXuE5jpLrai1b7qMeEXkeeAoj/XkOwuBqZGaeKdWtaCTdyWTJC4hGKOK0y5CHq+IHIQxEq/ZDpyTj0YCeWwmVtTaAnwdD5bGyCIbcZ5Ae5aHOgyaWZGa+Ht+i/ALX8xERH4sIu+IyBIRWSwih/XiGNNE5Iikv+eJyFk9OYYVtZ4lt7va32lFrYbUxHhFZBxwtg968plHIjXxwM043xM8704vIlPRkxkfqJRqEpGRQNddINMzDdgGOA1qy5QYcLT9yiVagFsd8i4Fej8RraGnfARc6LcIv/GjZDIO2KCUagJQSm1QSq0RkeNFZJGIWCIyV0RKAESk1jYcRORgEXlWRMLAxcCVdsmmPTZwtIi8LCIfZlpKsaJWG3AWurdiLvGQFbVWpybGKyKl6M55Bm9IAF8P6ryuPcEPM3kaGC8i74nIbSJyjIiUAvOAs5VSlegSk+MkPkqpWuAO4Eal1BSlVPsyi+OAI9Eln9mZCrJXuzsNHUDLFZyag88F+s0otzzghkhNPFBrBvcWz81EKbUNOAi4CFgP3I/+JV2ulGoPXs2nd9WOx5RSCaXUUno4CZAVtd5CB2Rzoa38ZStqOfVjCFofmv7Mq8DVfovoL/gSgFVKtSmlnlVK/Qy4DDi9i81b2amzuxFcyYM9erxIrxW1HiE3RhfPSZcYr4icAOznrZS8pQY4JV+bgdPhuZmIyN4iMjkpaQqwDAiLSPsKc+cBz9mfa9ElGYAzk/bLyhKgVtT6OfBnt4/rIiuARxzyZnmoI59ZBZwYqYnn0wx+3eJHyaQcmC8iS0VkCbAPUIUe2fqgiFjooNYd9vbXAL8XkTfoOOL3SWBGSgDWLS7EpyVGM+AWO2jcgXhFZG/gCz7oyTc2oI0kCB0eXSVvu9N3R+X8ygHA48Dn/daSxDZgvN3hrgPxishtmJnns8024Lh8HHeTCXnbA7Y7rKjVDJwBvNDdth4yz8FIhqGDx4bs0QycbozEGWMmXWD3Lj2FvneMc4Ou5iy5ECjzUEu+kUCPuQnsanxuYMykG6yotRU4Afinz1Kqraj1QWpivCJShG4RM2SPb0dq4g/7LaK/Y8wkA6yotQM9IbOfM2c5dVI7ExjvpZA8QgHfi9TE7/RbSC5gzCRD7Fnfz8F50uZsssSKWv91yJvlpZA8ogE4O1IT/63fQnIFYyY9wIpaCStqXQz8DG97yjotrHU4cLiHOvKFT4BpkZq40xpEhjQYM+kFdse2M9BNhdlmPXCvQ94sD86fbywBDo3UxF/zW0iuYcykl1hR6zF0qWBZlk91u72IWAfiFZHxdOwRbOg71cCRkZp418sLGtJizKQPWFHrHeAQ4F9ZOkUzemnTdFxG/izv6gW/B06L1MT71SLFuYTpAesClfMrC9BDAmK4OynR3VbUiqYmxisig9AT8gxz8Vz5SitweaQmfrvfQnIdUzJxATswez1wBPCui4d2ag6OYozEDT4BTjZG4g7GTFzEilpvAAfiTvPxc1bUWpyaGK+ICGbOEjd4ENg3UhPPVhU17zB1bpexO7hdXDm/8gn0HK3hXh5qjkP6F4C9e3lMA2wGLo3UxP/qt5CgYUomWcKKWk8B+wK/RAdSe8Iy4AmHvFl9kJXvVAP7GSPJDiYA6wGV8ysr0KWU4zLcZZYVtTp1VItXRPYF3nZTW56wBrgiUhPvr3PUBAJTMvEAK2rVWFHreOArQKfBeilsBeY65M1yU1cekABuASLGSLKPKZl4TOX8yiL0rHI/BXZLs8kcK2pdmZoYr4iMRE8X2N08uAbNv4EfmflHvMOUTDzGilqtVtT6IzAJuBJYl5SdwGHtYPQM/sZIuucp9MLhJ2RqJCJyo4jMSvr7nyLyp6S/fysi381UQOpqk/mCMROfsKJWkxW15gB7AJcDHwKPW1Freeq28YpIMXqVPkN6FPAYcHCkJj49UhN/pYf7v4TuI4SIFKDXHdo3Kf8IejZB1rT24+UTxkx8xopa262odTOwF85LTJ6NXmDM0JEE8ACwf6QmPiNSE1/Yy+O8DEy1P7cHuetFZJi9smQEUCLynIgstEsu4wBE5PL2ydFFZEEXq00GHhMzyQHiFZFzgF/Q+z4rQaMN+Cvwi0hNvMaNA4rIcuAYdD8eAXYF/gfUATegSz+nKaXWi8jZwElKqW+KyBpgor1u9lCl1BYRiQHblFI3uKEtVzCd1nKASE38vnhFZAH6Qb8UOIn8LFW+hZ7t7r5ITdzttaFfRldNjgB+hzaTI9Bmsho4EfiXiAAUAmvt/ZYA94rIY+iqVt5iSiY5SLwisgcwEz2V5BRfxWSfd4EFwAK3SiHpEJFLgAr0WtWHACF0l/utwLPAV5RSU9PsV4heyvZUtNlXopcMzbuSiTGTHCdeEdkNmI6eRf94YKC/ilyhFl0CWRCpiS/24oQiMgW9UuKHSqnP2WkL0SWUz6BLLucppf4nIsXoGFccmKCUqrXTVqAXlTsfGGIvf5s3GDMJEPGKyEC0oZyCNph0/Vj6I83o6sLzwAORmvirXguwSxibgZuUUlfbafOAqUqpvW2zuQldYilCj52aBzxjpwnwF6XUbBHZC70iZAL4jlKqP629lDWMmQSYeEVkCrrofQC6lWIy7s630hsU8B7wmv16HVgcqYl3mk3OkFsYM8kj7P4qk9HGso/9nk2TaUSPi1nCTvN4I1ITr8vCuQw+Y8zEkGwyE9ErA5YBg7r53AZsSXltQpvHGmB1pCa+ybOLMPiOMRODweAK+dhXwWAwZAFjJgaDwRWMmRgMBlcwZmIwGFzBmInBYHAFYyYGg8EVjJkYDAZXMGZiMBhcwZiJwWBwBWMmBoPBFYyZGAwGVzBmYjAYXMGYicFgcAVjJgaDwRWMmRgMBlcwZmIwGFzBmInBYHAFYyYGg8EVjJkYDAZXMGZiMBhcwZiJwWBwBWMmBoPBFYyZGAwGVzBmYjAYXOH/AaZD1NYZkESUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(total_sales, labels=total_sales.index,autopct=\"%.1f%%\",explode=[0.05]*4)\n",
    "plt.title(\"Total Sales in each Region\",color='blue',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "advisory-coordinator",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.corr(),annot=True, linewidths=0.5,linecolor=\"red\", fmt= '.1f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "attended-rhythm",
   "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>7772</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Lancaster</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>43130</td>\n",
       "      <td>East</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>4499.985</td>\n",
       "      <td>5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-6599.9780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Same Day</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Burlington</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>27217</td>\n",
       "      <td>South</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>7999.980</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-3839.9904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9774</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>San Antonio</td>\n",
       "      <td>Texas</td>\n",
       "      <td>78207</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>2177.584</td>\n",
       "      <td>8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-3701.8928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3011</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>United States</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>80027</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>2549.985</td>\n",
       "      <td>5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-3399.9800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>60653</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>1889.990</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-2929.4845</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ship Mode      Segment        Country         City           State  \\\n",
       "7772  Standard Class     Consumer  United States    Lancaster            Ohio   \n",
       "683         Same Day    Corporate  United States   Burlington  North Carolina   \n",
       "9774  Standard Class     Consumer  United States  San Antonio           Texas   \n",
       "3011  Standard Class  Home Office  United States   Louisville        Colorado   \n",
       "4991  Standard Class    Corporate  United States      Chicago        Illinois   \n",
       "\n",
       "      Postal Code   Region         Category Sub-Category     Sales  Quantity  \\\n",
       "7772        43130     East       Technology     Machines  4499.985         5   \n",
       "683         27217    South       Technology     Machines  7999.980         4   \n",
       "9774        78207  Central  Office Supplies      Binders  2177.584         8   \n",
       "3011        80027     West       Technology     Machines  2549.985         5   \n",
       "4991        60653  Central  Office Supplies      Binders  1889.990         5   \n",
       "\n",
       "      Discount     Profit  \n",
       "7772       0.7 -6599.9780  \n",
       "683        0.5 -3839.9904  \n",
       "9774       0.8 -3701.8928  \n",
       "3011       0.7 -3399.9800  \n",
       "4991       0.8 -2929.4845  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Weak Profit Areas\n",
    "p=data.sort_values(by=[\"Profit\"], ascending=True)\n",
    "min_profit=p.head()\n",
    "min_profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "governmental-framing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Profit')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data['Sales'],data['Profit'],c='magenta')\n",
    "plt.xlabel('Sales',color='blue',fontsize=20)\n",
    "plt.ylabel('Profit',color='blue',fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "charged-visitor",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}