grip task 3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "91f5d74b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b439bc74",
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"C:\\\\Users\\\\HP\\\\Downloads\\\\SampleSuperstore.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d09fed38",
   "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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking data type\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f86ac59d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check the rows and column\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7cb0853a",
   "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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d3eed069",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Consumer       5191\n",
       "Corporate      3020\n",
       "Home Office    1783\n",
       "Name: Segment, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Analysis Segment of people buying from the supermart.\n",
    "df['Segment'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6e5122ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Consumer       51.941165\n",
       "Corporate      30.218131\n",
       "Home Office    17.840704\n",
       "Name: Segment, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Segment'].value_counts()/len(df['Segment'])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e4e70c9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "S=(df['Segment'].value_counts()/len(df['Segment'])*100).plot(kind='bar',color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "014c2117",
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Anaysing ship mode for the Supermart\n",
    "df['Ship Mode'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b2717bc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Standard Class    59.715829\n",
       "Second Class      19.461677\n",
       "First Class       15.389234\n",
       "Same Day           5.433260\n",
       "Name: Ship Mode, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M=(df['Ship Mode'].value_counts()/len(df['Ship Mode'])*100)\n",
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "12fe7491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKlQ+EhMTdd1118nPz0+NGzfW0KFDtWfPnjLHFBUVafz48QoKCpKvr69iYmKUl5fn1tAAAKDqqlD5SEtL0/jx47V+/XqtWbNGJSUluu2221RYWOg6ZtKkSUpJSdGyZcuUlpamw4cPKzo62u3BAQBA1WRzOp3Oy/3mH3/8UY0bN1ZaWppuuukmFRQUqFGjRlqyZInuuOMOSdLu3bvVtm1bpaenq2fPnr/5mg6HQ3a7XQUFBfL397/caJfNNsNm/D0rA2fCZf8YAABQod/fVzTmo6CgQJIUGBgoScrIyFBJSYmioqJcx0RERKh58+ZKT0+/4GsUFxfL4XCUeQAAgOrrssvH2bNnNXHiRPXq1Uvt27eXJOXm5qpOnToKCAgoc2xwcLByc3Mv+DqJiYmy2+2uR2ho6OVGAgAAVcBll4/x48frP//5j959990rChAfH6+CggLXIycn54peDwAAVG5el/NNf/7zn/Xxxx9r7dq1atasmWt7SEiIzpw5o/z8/DJnP/Ly8hQSEnLB1/Lx8ZGPj8/lxAAAAFVQhcqH0+nUhAkT9P777+vLL79UWFhYmf1du3aVt7e3UlNTFRMTI0nas2ePsrOzFRkZ6b7UgJswwBgAzKtQ+Rg/fryWLFmiDz/8UH5+fq5xHHa7XfXq1ZPdbtfYsWMVGxurwMBA+fv7a8KECYqMjLykO10AAED1V6Hy8eqrr0qSbr755jLbFy5cqNGjR0uS5syZo1q1aikmJkbFxcXq16+fXnnlFbeEBQAAVV+FL7v8lrp162revHmaN2/eZYcCAADVF2u7AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIzysjoAAJhim2GzOoIlnAlOqyMAZXDmAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAURUuH2vXrtWgQYPUtGlT2Ww2ffDBB2X2O51OTZ8+XU2aNFG9evUUFRWlffv2uSsvAACo4ipcPgoLC9WxY0fNmzfvgvtffPFFJScna/78+dqwYYMaNGigfv36qaio6IrDAgCAqs+rot/Qv39/9e/f/4L7nE6n5s6dq6eeekpDhgyRJC1evFjBwcH64IMPNGLEiCtLCwAAqjy3jvnIzMxUbm6uoqKiXNvsdrt69Oih9PT0C35PcXGxHA5HmQcAAKi+3Fo+cnNzJUnBwcFltgcHB7v2/VJiYqLsdrvrERoa6s5IAACgkrH8bpf4+HgVFBS4Hjk5OVZHAgAAHuTW8hESEiJJysvLK7M9Ly/Pte+XfHx85O/vX+YBAACqL7eWj7CwMIWEhCg1NdW1zeFwaMOGDYqMjHTnWwEAgCqqwne7nD59Wt9//73reWZmprZt26bAwEA1b95cEydO1KxZs9S6dWuFhYVp2rRpatq0qYYOHerO3AAAoIqqcPnYvHmzbrnlFtfz2NhYSdKoUaO0aNEiPf744yosLNS4ceOUn5+vG264QStXrlTdunXdlxoAAFRZFS4fN998s5xO50X322w2zZw5UzNnzryiYAAAoHqy/G4XAABQs1A+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABjlZXUAAAA8wTbDZnUESzgTnFZH+E2c+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYJTHyse8efPUsmVL1a1bVz169NDGjRs99VYAAKAK8Uj5eO+99xQbG6uEhARt2bJFHTt2VL9+/XT06FFPvB0AAKhCPFI+Zs+erQcffFBjxozRNddco/nz56t+/fp68803PfF2AACgCvFy9wueOXNGGRkZio+Pd22rVauWoqKilJ6eXu744uJiFRcXu54XFBRIkhwOh7ujXZoia97Wapb9/7Yan3fNwudds/B5W/K+TqfzN491e/k4duyYSktLFRwcXGZ7cHCwdu/eXe74xMREzZgxo9z20NBQd0fDr7A/b7c6Agzi865Z+LxrFqs/71OnTslu//UMbi8fFRUfH6/Y2FjX87Nnz+rEiRMKCgqSzWazMJlZDodDoaGhysnJkb+/v9Vx4GF83jULn3fNUlM/b6fTqVOnTqlp06a/eazby8dVV12l2rVrKy8vr8z2vLw8hYSElDvex8dHPj4+ZbYFBAS4O1aV4e/vX6N+WGs6Pu+ahc+7ZqmJn/dvnfE4z+0DTuvUqaOuXbsqNTXVte3s2bNKTU1VZGSku98OAABUMR657BIbG6tRo0apW7du6t69u+bOnavCwkKNGTPGE28HAACqEI+UjzvvvFM//vijpk+frtzcXHXq1EkrV64sNwgV/5+Pj48SEhLKXYJC9cTnXbPwedcsfN6/zea8lHtiAAAA3IS1XQAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AAuUlpZq27ZtOnnypNVR4AE//fST/vvf/7qe//DDD5o7d65Wr15tYSqg8qB8WGTLli3auXOn6/mHH36ooUOH6i9/+YvOnDljYTJ4wsSJE/XGG29IOlc8evfurS5duig0NFRffvmlteHgdkOGDNHixYslSfn5+erRo4eSkpI0ZMgQvfrqqxang7v17t1bixcv1k8//WR1lCqD8mGRhx56SHv37pUkHThwQCNGjFD9+vW1bNkyPf744xang7stX75cHTt2lCSlpKQoMzNTu3fv1qRJk/Tkk09anA7utmXLFt14442Szn32wcHB+uGHH7R48WIlJydbnA7u1rlzZ8XFxSkkJEQPPvig1q9fb3WkSo/yYZG9e/eqU6dOkqRly5bppptu0pIlS7Ro0SKtWLHC2nBwu2PHjrnWNvr00081bNgw/f73v9f9999f5gwYqof//ve/8vPzkyStXr1a0dHRqlWrlnr27KkffvjB4nRwt7lz5+rw4cNauHChjh49qptuuknXXHON/vrXv5Zb5wznUD4s4nQ6dfbsWUnSv//9bw0YMECSFBoaqmPHjlkZDR4QHBysXbt2qbS0VCtXrlTfvn0lnfslVbt2bYvTwd1atWqlDz74QDk5OVq1apVuu+02SdLRo0dr3EJjNYWXl5eio6P14Ycf6uDBgxo5cqSmTZum0NBQDR06VJ9//rnVESsVyodFunXrplmzZuntt99WWlqa/vjHP0qSMjMzmYa+GhozZoyGDx+u9u3by2azKSoqSpK0YcMGRUREWJwO7jZ9+nTFxcWpZcuW6tGjh2tRzdWrV6tz584Wp4Mnbdy4UQkJCUpKSlLjxo0VHx+vq666SgMHDlRcXJzV8SoNple3yI4dO3T33XcrOztbsbGxSkhIkCRNmDBBx48f15IlSyxOCHdbvny5cnJyNGzYMDVr1kyS9NZbbykgIEBDhgyxOB3cLTc3V0eOHFHHjh1Vq9a5f+dt3LhR/v7+FM5q5ujRo3r77be1cOFC7du3T4MGDdIDDzygfv36yWazSZLWrVunP/zhDzp9+rTFaSsHykclU1RUpNq1a8vb29vqKPCw/Px8BQQEWB0DBjgcDn3++edq06aN2rZta3UcuFmdOnV09dVX6/7779fo0aPVqFGjcsc4HA4NGTJEX3zxhQUJKx8uu1gkJydHBw8edD3fuHGjJk6cqMWLF1M8qqEXXnhB7733nuv58OHDFRQUpGbNmmnHjh0WJoMnDB8+XH//+98lnZvzo1u3bho+fLg6dOjAgPJqKDU1Vd99952mTJlyweIhSf7+/hSP/0H5sMjIkSNdP4i5ubnq27evNm7cqCeffFIzZ860OB3cbf78+QoNDZUkrVmzRmvWrNFnn32mP/zhD1wHrobWrl3rutX2/fffl9PpVH5+vpKTkzVr1iyL08Hdzn/WuHReVgeoqf7zn/+oe/fukqSlS5eqffv2+vrrr7V69Wo9/PDDmj59usUJ4U65ubmu8vHxxx9r+PDhuu2221wDElG9FBQUKDAwUJK0cuVKxcTEqH79+vrjH/+oKVOmWJwOnrB8+XItXbpU2dnZ5SaK3LJli0WpKi/OfFikpKREPj4+ks7dajt48GBJUkREhI4cOWJlNHhAw4YNlZOTI+ncL6Pzd7s4nU6VlpZaGQ0eEBoaqvT0dBUWFmrlypWuW21PnjypunXrWpwO7pacnKwxY8YoODhYW7duVffu3RUUFKQDBw6of//+VserlCgfFmnXrp3mz5+vr776SmvWrNEf/vAHSdLhw4cVFBRkcTq4W3R0tEaOHKm+ffvq+PHjrr+Qtm7dqlatWlmcDu42ceJE3X333WrWrJmaNm2qm2++WdK5yzHXXnutteHgdq+88opee+01/e1vf1OdOnX0+OOPa82aNXr00UdVUFBgdbxKibtdLPLll1/q9ttvl8Ph0KhRo/Tmm29Kkv7yl79o9+7d+te//mVxQrhTSUmJXn75ZeXk5Gj06NGuuR7mzJkjPz8/PfDAAxYnhLtlZGQoOztbffv2la+vryTpk08+UUBAgHr16mVxOrhT/fr19d1336lFixZq3Lix1qxZo44dO2rfvn3q2bOnjh8/bnXESofyYaHS0lI5HA41bNjQtS0rK0v169dX48aNLUwGALhU4eHhWrFihTp37qxu3brpwQcf1EMPPaTVq1drxIgROnHihNURKx0GnFqodu3aZYqHJLVs2dKaMDBi165dFxyQdn7MD6qPgwcP6qOPPrrg5z179myLUsET+vTpo48++kidO3fWmDFjNGnSJC1fvlybN29WdHS01fEqJc58WIjR0TXHgQMHdPvtt2vnzp2y2Ww6/8fu/OyHDDqtXlJTUzV48GCFh4dr9+7dat++vbKysuR0OtWlSxfW+ahmzp49q7Nnz8rL69y/599991198803at26tR566CHVqVPH4oSVDwNOLcLo6JrlscceU1hYmI4ePar69evr22+/1dq1a9WtWzd9+eWXVseDm8XHxysuLk47d+5U3bp1tWLFCuXk5Kh3794aNmyY1fHgZrVq1XIVD0kaMWKEkpOTNWHCBIrHRXDmwyIRERFKSEjQXXfdJT8/P23fvl3h4eGaPn26Tpw44ZodEdXDVVddpc8//1wdOnSQ3W7Xxo0b1aZNG33++eeaPHmytm7danVEuJGfn5+2bdumq6++Wg0bNtS6devUrl07bd++XUOGDFFWVpbVEeFG+/bt04cffqisrCzZbDaFh4dr6NChCgsLszpapcWZD4tkZ2fr+uuvlyTVq1dPp06dkiTde++9+uc//2llNHhAaWmp/Pz8JJ0rIocPH5YktWjRQnv27LEyGjygQYMGrkupTZo00f79+137jh07ZlUseEBiYqKuueYaPfHEE1qxYoWWLVumuLg4tWnTRn/961+tjldpUT4sEhIS4hoB3bx5c61fv16SlJmZKU5GVT/t27fX9u3bJUk9evTQiy++qK+//lozZ85UeHi4xengbj179tS6deskSQMGDNDkyZP17LPP6v7771fPnj0tTgd3+eKLL/TUU0/pySef1LFjx3TkyBHl5ubqxx9/1NSpUzV16lStXbvW6piVEpddLPLAAw8oNDRUCQkJmjdvnqZMmaJevXq5Rke/8cYbVkeEG61atUqFhYWKjo7W999/r4EDB2rv3r0KCgrSe++9pz59+lgdEW504MABnT59Wh06dFBhYaEmT57sGoA4e/ZstWjRwuqIcIM777xTAQEBWrBgwQX3jxs3TqdOneJs9gVQPizC6GicOHFCDRs2dN3xAqBqCQsL09tvv60bbrjhgvu/+uor3XfffcrMzDScrPKjfAAAcBnq16+vvXv3qlmzZhfcf/DgQbVu3Vo//fST4WSVH5OMGbRjx45LPrZDhw4eTAITKjK5ENPpV30VOYvFjJfVQ1FR0a+epfb29i43hxPOoXwY1KlTpzITTF2MzWZj0qlqwG63Wx0BBs2dO9fqCLDAP/7xD9faPb90/i5GlMdlF4N++OGHSz6WAWkAULm1bNnyks52MeajPMoH4EFFRUVavXq1brnlFtc8H+c5HA59+eWX6tevn3x8fCxKCHc6fPiwZs+erenTp8vf37/MvoKCAs2aNUtxcXEKDg62KCFQOTDPh2EZGRm65ZZb5HA4yu0rKCjQLbfc4poPAlXfggUL9PLLL5crHpLk7++v5ORkvf766xYkgyfMnj1bDoejXPGQzl2GO3XqFIvKAaJ8GJeUlKQ+ffpc9C+nvn376qWXXrIgGTzhnXfe0cSJEy+6f+LEiVq8eLG5QPColStX6r777rvo/vvuu08ff/yxwURA5UT5MGzDhg0aMmTIRfcPGjRI33zzjcFE8KR9+/apY8eOF93foUMH7du3z2AieFJmZqaaN29+0f3NmjVjXRdAlA/jDh06dMFT8Of5+vrqyJEjBhPBk37++Wf9+OOPF93/448/6ueffzaYCJ5Ur169Xy0XWVlZqlevnrlAQCVF+TCsUaNGv7qQ2O7du3XVVVcZTARPateunf79739fdP/q1avVrl07g4ngST169NDbb7990f2LFy9W9+7dDSYCKifKh2FRUVF69tlnL7jP6XTq2WefVVRUlOFU8JT7779fzzzzzAWv86ekpLgWG0P1EBcXp4ULFyouLk55eXmu7Xl5eZo8ebIWLVqkuLg4CxPCU/bv36+nnnpKd911l44ePSpJ+uyzz/Ttt99anKxy4lZbw/bv36+uXbuqTZs2mjx5stq0aSPp3BmPpKQk7d27V5s3b1arVq0sTgp3ueeee7RkyRJFRESU+bz37t2r4cOHs+hUNbNgwQI99thjKikpkb+/v2w2mwoKCuTt7a05c+bokUcesToi3CwtLU39+/dXr169tHbtWn333XcKDw/X888/r82bN2v58uVWR6x0KB8W2Lx5s0aPHq1du3a5JqhxOp265pprtHDhQl133XUWJ4S7LV26VEuWLNG+ffvkdDr1+9//XiNHjtTw4cOtjgYPOHTokJYuXarvv//e9XnfcccdF10DBFVbZGSkhg0bptjYWPn5+Wn79u0KDw/Xxo0bFR0drYMHD1odsdKhfFho27ZtZX4ZderUyepIAIAK8vX11c6dOxUWFlamfGRlZSkiIkJFRUVWR6x0WNvFQp06daJwAEAVFxAQoCNHjigsLKzM9q1bt+p3v/udRakqNwacAgBwBUaMGKEnnnhCubm5stlsOnv2rL7++mvFxcX96qRzNRmXXQAAuAJnzpzR+PHjtWjRIpWWlsrLy0ulpaUaOXKkFi1apNq1a1sdsdKhfAAA4AbZ2dn6z3/+o9OnT6tz585q3bq11ZEqLcoHALhZeHi4Nm3apKCgoDLb8/Pz1aVLFx04cMCiZEDlwIBTg3bs2HHJx3bo0MGDSWBCdHT0JR/7r3/9y4NJYFpWVpZKS0vLbS8uLtahQ4csSARPcjqdWr58ub744gsdPXpUZ8+eLbOfP9/lUT4M6tSpk2w2m5xOp2t+j4u50F9cqFrsdrvra6fTqffff192u13dunWTJGVkZCg/P79CJQWV20cffeT6etWqVWV+BkpLS5WamqqWLVtakAyeNHHiRC1YsEC33HKLgoODf/Pvd3DZxagffvjB9fXWrVsVFxenKVOmKDIyUpKUnp6upKQkvfjiixo6dKhFKeEJTzzxhE6cOKH58+e7Bp+VlpbqT3/6k/z9/fXSSy9ZnBDuUKvWuRsIz/8j4395e3urZcuWSkpK0sCBA62IBw8JDAzU//3f/2nAgAFWR6kyKB8W6d69u55++ulyP6yffvqppk2bpoyMDIuSwRMaNWqkdevWuaZXP2/Pnj26/vrrdfz4cYuSwRPCwsK0adMmFomsIcLCwvTZZ58pIiLC6ihVBvN8WOT8bHi/FBYWpl27dlmQCJ70888/a/fu3eW27969u9z1YVR9mZmZ5YpHfn6+NWHgcU8//bRmzJihn376yeooVQZjPizStm1bJSYm6h//+Ifq1Kkj6dy94omJiWrbtq3F6eBuY8aM0dixY7V//37XkuobNmzQ888/rzFjxlicDu72wgsvqGXLlrrzzjslScOGDdOKFSvUpEkTffrpp+rYsaPFCeFO5xeIbNy4sVq2bClvb+8y+7ds2WJRssqL8mGR+fPna9CgQWrWrJnrzpYdO3bIZrMpJSXF4nRwt7/+9a8KCQlRUlKSjhw5Iklq0qSJpkyZosmTJ1ucDu42f/58vfPOO5KkNWvW6N///rdWrlyppUuXasqUKVq9erXFCeFOo0aNUkZGhu655x4GnF4ixnxYqLCwUO+8847rdHzbtm01cuRINWjQwOJk8CSHwyFJ8vf3tzgJPKVevXrau3evQkND9dhjj6moqEgLFizQ3r171aNHD508edLqiHCjBg0aaNWqVbrhhhusjlJlcObDAiUlJYqIiNDHH3+scePGWR0HhlE6qr+GDRsqJydHoaGhWrlypWbNmiXp3C3X3EZf/YSGhvLnuoIYcGoBb29vlliuYfLy8nTvvfeqadOm8vLyUu3atcs8UL1ER0dr5MiR6tu3r44fP67+/ftLOneLfatWrSxOB3dLSkrS448/rqysLKujVBlcdrHIc889p7179+of//iHvLw4AVXd9e/fX9nZ2frzn/+sJk2alLsmPGTIEIuSwRNKSkqUnJys7OxsjR49Wp07d5YkzZkzR35+fnrggQcsTgh3atiwof773//q559/Vv369csNOD1x4oRFySovyodFbr/9dqWmpsrX11fXXnttuXEeTMdbvfj5+emrr75Sp06drI4CDyspKdFDDz2kadOmXfB2elQ/b7311q/uHzVqlKEkVQf/5LZIQECAYmJirI4BQ0JDQ8vNeInqydvbWytWrNC0adOsjgJDKBcVx5kPwIDVq1crKSlJCxYsYG2PGmDUqFHq1KmTJk2aZHUUGFZUVKQzZ86U2cZg1PIoH4ABXBOuWWbNmqWkpCTdeuut6tq1a7nLqo8++qhFyeAJhYWFeuKJJ7R06dILLpXAHU7lUT4stHz5ci1dulTZ2dnlmjIz4lUvXBOuWX5trIfNZtOBAwcMpoGnjR8/Xl988YWeeeYZ3XvvvZo3b54OHTqkBQsW6Pnnn9fdd99tdcRKh/JhkeTkZD355JMaPXq0XnvtNY0ZM0b79+/Xpk2bNH78eD377LNWRwQAXILmzZtr8eLFuvnmm+Xv768tW7aoVatWevvtt/XPf/5Tn376qdURKx0GnFrklVde0Wuvvaa77rpLixYt0uOPP67w8HBNnz6dU/DVVGlpqT744AN99913kqR27dpp8ODBzPMBVHEnTpxQeHi4pHPjO87/HX7DDTfokUcesTJapUX5sEh2drauv/56SeemYj516pQk6d5771XPnj3197//3cp4cLPvv/9eAwYM0KFDh9SmTRtJUmJiokJDQ/XJJ5/o6quvtjghrlRsbKyeeeYZNWjQQLGxsb967OzZsw2lggnh4eHKzMxU8+bNFRERoaVLl6p79+5KSUlRQECA1fEqJcqHRUJCQnTixAm1aNFCzZs31/r169WxY0dlZmZyS2Y19Oijj+rqq6/W+vXrFRgYKEk6fvy47rnnHj366KP65JNPLE6IK7V161aVlJS4vr4YFh2rfsaMGaPt27erd+/emjp1qgYNGqS///3vKikpoWheBGM+LPLAAw8oNDRUCQkJmjdvnqZMmaJevXpp8+bNio6O1htvvGF1RLhRgwYNtH79el177bVltm/fvl29evXS6dOnLUoGdzpw4IDCwsIoGDVcVlaWa9zH+VXLURZnPizy2muv6ezZs5LOjZQOCgrSN998o8GDB+uhhx6yOB3czcfHx3Vp7X+dPn1aderUsSARPKF169Y6cuSIGjduLEm68847lZycrODgYIuTwaSWLVsyn89vYGE5i9SqVavMmi4jRoxQcnKyJkyYwC+jamjgwIEaN26cNmzYIKfTKafTqfXr1+vhhx/W4MGDrY4HN/nlieRPP/1UhYWFFqWBp6Wnp+vjjz8us23x4sUKCwtT48aNNW7cOBUXF1uUrnLjzIdBO3bsuORjOVVXvSQnJ2vUqFGKjIx0TTD2888/a/DgwXr55ZctTgfgcsycOVM333yzBg4cKEnauXOnxo4dq9GjR6tt27Z66aWX1LRpUz399NPWBq2EGPNhUK1atWSz2eR0On/zmjAz4lVP33//vetW27Zt27K8ejVTu3Zt5ebmqlGjRpLOLSi4Y8cOFpirppo0aaKUlBR169ZNkvTkk08qLS1N69atkyQtW7ZMCQkJ2rVrl5UxKyXOfBiUmZnp+nrr1q2Ki4vTlClTFBkZKencKbykpCS9+OKLVkWEh7Vq1YrCUY05nU6NHj1aPj4+ks6t8/Hwww+zanU1dfLkyTLjedLS0tS/f3/X8+uuu045OTlWRKv0KB8GtWjRwvX1sGHDlJycrAEDBri2dejQQaGhoZo2bZqGDh1qQUJ4SkxMjLp3764nnniizPYXX3xRmzZt0rJlyyxKBnf65TT599xzj0VJYEJwcLAyMzMVGhqqM2fOaMuWLZoxY4Zr/6lTp8qt44RzKB8W2blz5wVPxYaFhXGKrhpau3btBa/79u/fX0lJSeYDwSMWLlxodQQYNGDAAE2dOlUvvPCCPvjgA9WvX1833nija/+OHTuYQPAiuNvFIm3btlViYmKZBeXOnDmjxMREtW3b1sJk8ISL3VLr7e0th8NhQSIAV+qZZ56Rl5eXevfurddff12vv/56mT/nb775pm677TYLE1ZeDDi1yMaNGzVo0CA5nU7XnS07duyQzWZTSkqKunfvbnFCuFP37t01cOBATZ8+vcz2p59+WikpKcrIyLAoGYArVVBQIF9f33LrNJ04cUK+vr5Mn3ABlA8LFRYW6p133tHu3bslnTsbMnLkyHKD01D1paSkKDo6WiNHjlSfPn0kSampqfrnP/+pZcuWMcYHQI1C+QAM+eSTT/Tcc89p27Ztqlevnjp06KCEhAT17t3b6mgAYBTlw0L79u3TF198oaNHj7qmWj/vl6fnAQCoLigfFnn99df1yCOP6KqrrlJISEiZScdsNpu2bNliYTp4Qn5+vpYvX64DBw4oLi5OgYGB2rJli4KDg/W73/3O6ngAYAzlwyItWrTQn/70p3LzPqB62rFjh6KiomS325WVlaU9e/YoPDxcTz31lLKzs7V48WKrIwKAMdxqa5GTJ09q2LBhVseAIbGxsRo9erT27dununXrurYPGDBAa9eutTAZAJhH+bDIsGHDtHr1aqtjwJBNmzbpoYceKrf9d7/7nXJzcy1IBADWYYZTi7Rq1UrTpk3T+vXrde2115abgvfRRx+1KBk8wcfH54KTie3du9e1CBkA1BSM+bDIr61yabPZdODAAYNp4GkPPPCAjh8/rqVLlyowMFA7duxQ7dq1NXToUN10002aO3eu1REBwBjKB2BAQUGB7rjjDm3evFmnTp1S06ZNlZubq8jISH366adMLAegRqF8AAZ9/fXX2r59u06fPq0uXbooKirK6kgAYBzlw0IHDx7URx99pOzs7DILzEnS7NmzLUoFAIBnMeDUIqmpqRo8eLDCw8O1e/dutW/fXllZWXI6nerSpYvV8eAm6enpOn78uAYOHOjatnjxYiUkJKiwsFBDhw7V3/72N/n4+FiYEgDM4lZbi8THxysuLk47d+5U3bp1tWLFCuXk5Kh3797M/1GNzJw5U99++63r+c6dOzV27FhFRUVp6tSpSklJUWJiooUJAcA8LrtYxM/PT9u2bdPVV1+thg0bat26dWrXrp22b9+uIUOGKCsry+qIcIMmTZooJSVF3bp1kyQ9+eSTSktL07p16yRJy5YtU0JCgnbt2mVlTAAwijMfFmnQoIFrnEeTJk20f/9+175jx45ZFQtudvLkSQUHB7uep6WlqX///q7n1113nXJycqyIBgCWoXxYpGfPnq5//Q4YMECTJ0/Ws88+q/vvv189e/a0OB3cJTg4WJmZmZKkM2fOaMuWLWU+31OnTpWbYA4AqjsGnFpk9uzZOn36tCRpxowZOn36tN577z21bt2aO12qkQEDBmjq1Kl64YUX9MEHH6h+/fq68cYbXft37Nihq6++2sKEAGAeYz4ADzp27Jiio6O1bt06+fr66q233tLtt9/u2n/rrbeqZ8+eevbZZy1MCQBmUT4sEh4erk2bNikoKKjM9vz8fHXp0oXp1auZgoIC+fr6qnbt2mW2nzhxQr6+vqpTp45FyQDAPC67WCQrK0ulpaXlthcXF+vQoUMWJIIn2e32C24PDAw0nAQArEf5MOyjjz5yfb1q1aoyv5RKS0uVmpqqli1bWpAMAAAzuOxiWK1a524wstls+uX/em9vb7Vs2VJJSUllZsQEAKA6oXxYJCwsTJs2bdJVV11ldRQAAIyifAAAAKOYZMyw9PR0ffzxx2W2LV68WGFhYWrcuLHGjRun4uJii9IBAOB5lA/DWGgMAFDTcdnFMBYaAwDUdJz5MIyFxgAANR3lwzAWGgMA1HSUD8POLzT21VdfKT4+noXGAAA1DjOcGvbMM88oOjpavXv3di009r/rerz55pu67bbbLEwIAIBnMeDUIiw0BgCoqSgfAADAKMZ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADDq/wFJZj3rQ4piJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M.plot(kind='bar',color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "edcba51b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Office Supplies    6026\n",
       "Furniture          2121\n",
       "Technology         1847\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analying catagory of items in the supermart\n",
    "df['Category'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b43fcf06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "H=(df['Category'].value_counts()/len(df['Category'])*100)\n",
    "H.plot(kind='bar',color='orange')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ceb02c48",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\opencv\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#profit and sales per Category\n",
    "df.groupby('Category')['Profit','Sales'].agg(['sum']).plot.bar(rot=45,figsize=(15,12),color={'blue','red'},width=0.3)\n",
    "plt.legend(loc=1,fontsize='x-large',labelspacing=1.8)\n",
    "plt.title('Total Profit and Sales per Category',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0700c0ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\opencv\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#profit and sales per sub-Category\n",
    "df.groupby('Sub-Category')['Profit','Sales'].agg(['sum']).plot.bar(rot=45,figsize=(15,12),color={'blue','purple'},width=0.3)\n",
    "plt.legend(loc=1,fontsize='x-large',labelspacing=1.8)\n",
    "plt.title('Total Profit and Sales per Sub-Category',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "43afb188",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region-Wise count of Categorial sales')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#region-wise count of categorical sales\n",
    "sns.set(rc={'figure.figsize':(20,10)})\n",
    "sns.countplot(x=\"Category\",hue=\"Region\",data=df,palette='plasma')\n",
    "plt.xticks(rotation=4)\n",
    "plt.legend(loc=2,fontsize='x-large',labelspacing=1.8)\n",
    "plt.title('Region-Wise count of Categorial sales',fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "45141035",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region-Wise count of SubCategorial sales')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#region-wise count of categorical sales\n",
    "sns.set(rc={'figure.figsize':(24,18)})\n",
    "sns.countplot(x=\"Sub-Category\",hue=\"Region\",data=df,palette='rainbow',linewidth=0.1)\n",
    "plt.xticks(rotation=45,fontsize=16)\n",
    "plt.xlabel(\"Subcategory\",fontsize=18)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.ylabel(\"Count\",fontsize=18)\n",
    "plt.legend(loc=2,fontsize='x-large',labelspacing=1.8)\n",
    "plt.title('Region-Wise count of SubCategorial sales',fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8a506046",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\opencv\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#profit and sales per sub-Category\n",
    "df.groupby('State')['Profit','Sales'].agg(['sum']).plot.bar(rot=45,figsize=(15,12),color={'blue','purple'},width=0.3)\n",
    "plt.legend(loc=1,fontsize='x-large',labelspacing=2.0)\n",
    "plt.title('Total Profit and Sales per state',fontsize=20)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "003b4d81",
   "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",
       "      <th>Cost</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",
       "      <td>220.0464</td>\n",
       "      <td>19.047619</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",
       "      <td>512.3580</td>\n",
       "      <td>42.857143</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",
       "      <td>7.7486</td>\n",
       "      <td>88.679245</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",
       "      <td>1340.6085</td>\n",
       "      <td>-28.571429</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",
       "      <td>19.8516</td>\n",
       "      <td>12.676056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9989</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Miami</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33180</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>25.2480</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>4.1028</td>\n",
       "      <td>21.1452</td>\n",
       "      <td>19.402985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9990</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Costa Mesa</td>\n",
       "      <td>California</td>\n",
       "      <td>92627</td>\n",
       "      <td>West</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>91.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.6332</td>\n",
       "      <td>76.3268</td>\n",
       "      <td>20.481928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9991</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Costa Mesa</td>\n",
       "      <td>California</td>\n",
       "      <td>92627</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>258.5760</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>19.3932</td>\n",
       "      <td>239.1828</td>\n",
       "      <td>8.108108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9992</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Costa Mesa</td>\n",
       "      <td>California</td>\n",
       "      <td>92627</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>29.6000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.3200</td>\n",
       "      <td>16.2800</td>\n",
       "      <td>81.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9993</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Westminster</td>\n",
       "      <td>California</td>\n",
       "      <td>92683</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>243.1600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>72.9480</td>\n",
       "      <td>170.2120</td>\n",
       "      <td>42.857143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9994 rows × 15 columns</p>\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",
       "9989    Second Class   Consumer  United States            Miami     Florida   \n",
       "9990  Standard Class   Consumer  United States       Costa Mesa  California   \n",
       "9991  Standard Class   Consumer  United States       Costa Mesa  California   \n",
       "9992  Standard Class   Consumer  United States       Costa Mesa  California   \n",
       "9993    Second Class   Consumer  United States      Westminster  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",
       "...           ...    ...              ...          ...       ...       ...   \n",
       "9989        33180  South        Furniture  Furnishings   25.2480         3   \n",
       "9990        92627   West        Furniture  Furnishings   91.9600         2   \n",
       "9991        92627   West       Technology       Phones  258.5760         2   \n",
       "9992        92627   West  Office Supplies        Paper   29.6000         4   \n",
       "9993        92683   West  Office Supplies   Appliances  243.1600         2   \n",
       "\n",
       "      Discount    Profit       Cost   Profit %  \n",
       "0         0.00   41.9136   220.0464  19.047619  \n",
       "1         0.00  219.5820   512.3580  42.857143  \n",
       "2         0.00    6.8714     7.7486  88.679245  \n",
       "3         0.45 -383.0310  1340.6085 -28.571429  \n",
       "4         0.20    2.5164    19.8516  12.676056  \n",
       "...        ...       ...        ...        ...  \n",
       "9989      0.20    4.1028    21.1452  19.402985  \n",
       "9990      0.00   15.6332    76.3268  20.481928  \n",
       "9991      0.20   19.3932   239.1828   8.108108  \n",
       "9992      0.00   13.3200    16.2800  81.818182  \n",
       "9993      0.00   72.9480   170.2120  42.857143  \n",
       "\n",
       "[9994 rows x 15 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Total cost and profit percentage  will help to understand the data better.\n",
    "df['Cost']=df['Sales']-df['Profit']\n",
    "df['Profit %']=(df['Profit']/df['Cost'])*100\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "64e9adeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7.5, -0.5)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating a correlation heatmap\n",
    "fig=plt.figure(figsize=(15,8))\n",
    "sns.heatmap(df.corr(),cmap='nipy_spectral',annot=True,linecolor='red',linewidth=1.5)\n",
    "b,t=plt.ylim()\n",
    "b+=0.5\n",
    "t-=0.5\n",
    "plt.ylim(b,t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b1353953",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot count of ship modes region wise\n",
    "plt.figure(figsize=(15,11))\n",
    "sns.countplot(x=\"Ship Mode\",hue=\"Region\",data=df,palette='afmhot')\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('Regionwise counts of shipmoddes',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f1bf9e3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Statewise Sales')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#state wise plot for sales\n",
    "plt.figure(figsize=[20,20])\n",
    "df['State'].value_counts().plot.barh(color='orange')\n",
    "plt.title(\"Statewise Sales\",fontsize=30,backgroundcolor='cyan')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0f837d6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York City      915\n",
       "Los Angeles        747\n",
       "Philadelphia       537\n",
       "San Francisco      510\n",
       "Seattle            428\n",
       "                  ... \n",
       "Glenview             1\n",
       "Missouri City        1\n",
       "Rochester Hills      1\n",
       "Palatine             1\n",
       "Manhattan            1\n",
       "Name: City, Length: 531, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#city wise performance\n",
    "df['City'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49a1d32e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}