CP -- Count Plot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8ed0070d",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for creating attractive and informative statistical graphics. Seaborn is built on top of matplotlib and can be used to visualize data in a variety of ways, including scatter plots, line plots, bar plots, heatmaps, and more."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02370ffe",
   "metadata": {},
   "source": [
    "## Catagorical Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5d2fd20f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "77b9fb19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 17)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mart = pd.read_excel('supermarket_sales.xlsx')\n",
    "mart.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f8d06c32",
   "metadata": {
    "scrolled": true
   },
   "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>Invoice ID</th>\n",
       "      <th>Branch</th>\n",
       "      <th>City</th>\n",
       "      <th>Customer type</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Product line</th>\n",
       "      <th>Unit price</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Tax 5%</th>\n",
       "      <th>Total</th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Payment</th>\n",
       "      <th>cogs</th>\n",
       "      <th>gross margin percentage</th>\n",
       "      <th>gross income</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>692-92-5582</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Member</td>\n",
       "      <td>Female</td>\n",
       "      <td>Food_and_beverages</td>\n",
       "      <td>54.84</td>\n",
       "      <td>3</td>\n",
       "      <td>8.226</td>\n",
       "      <td>172.746</td>\n",
       "      <td>2/20/2019</td>\n",
       "      <td>13:27:00</td>\n",
       "      <td>Credit card</td>\n",
       "      <td>164.52</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>8.226</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>351-62-0822</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Member</td>\n",
       "      <td>Female</td>\n",
       "      <td>Fashion_accessories</td>\n",
       "      <td>14.48</td>\n",
       "      <td>4</td>\n",
       "      <td>2.896</td>\n",
       "      <td>60.816</td>\n",
       "      <td>2019-06-02 00:00:00</td>\n",
       "      <td>18:07:00</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>57.92</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>2.896</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>529-56-3974</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Member</td>\n",
       "      <td>Male</td>\n",
       "      <td>Electronic_accessories</td>\n",
       "      <td>25.51</td>\n",
       "      <td>4</td>\n",
       "      <td>5.102</td>\n",
       "      <td>107.142</td>\n",
       "      <td>2019-09-03 00:00:00</td>\n",
       "      <td>17:03:00</td>\n",
       "      <td>Cash</td>\n",
       "      <td>102.04</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>5.102</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>299-46-1805</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Member</td>\n",
       "      <td>Female</td>\n",
       "      <td>Sports_and_travel</td>\n",
       "      <td>93.72</td>\n",
       "      <td>6</td>\n",
       "      <td>28.116</td>\n",
       "      <td>590.436</td>\n",
       "      <td>1/15/2019</td>\n",
       "      <td>16:19:00</td>\n",
       "      <td>Cash</td>\n",
       "      <td>562.32</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>28.116</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>319-50-3348</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Female</td>\n",
       "      <td>Home_and_lifestyle</td>\n",
       "      <td>40.30</td>\n",
       "      <td>2</td>\n",
       "      <td>4.030</td>\n",
       "      <td>84.630</td>\n",
       "      <td>2019-11-03 00:00:00</td>\n",
       "      <td>15:30:00</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>80.60</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>4.030</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Invoice ID Branch      City Customer type  Gender            Product line  \\\n",
       "0  692-92-5582      B  Mandalay        Member  Female      Food_and_beverages   \n",
       "1  351-62-0822      B  Mandalay        Member  Female     Fashion_accessories   \n",
       "2  529-56-3974      B  Mandalay        Member    Male  Electronic_accessories   \n",
       "3  299-46-1805      B  Mandalay        Member  Female       Sports_and_travel   \n",
       "4  319-50-3348      B  Mandalay        Normal  Female      Home_and_lifestyle   \n",
       "\n",
       "   Unit price  Quantity  Tax 5%    Total                 Date      Time  \\\n",
       "0       54.84         3   8.226  172.746            2/20/2019  13:27:00   \n",
       "1       14.48         4   2.896   60.816  2019-06-02 00:00:00  18:07:00   \n",
       "2       25.51         4   5.102  107.142  2019-09-03 00:00:00  17:03:00   \n",
       "3       93.72         6  28.116  590.436            1/15/2019  16:19:00   \n",
       "4       40.30         2   4.030   84.630  2019-11-03 00:00:00  15:30:00   \n",
       "\n",
       "       Payment    cogs  gross margin percentage  gross income  Rating  \n",
       "0  Credit card  164.52                 4.761905         8.226     5.9  \n",
       "1      Ewallet   57.92                 4.761905         2.896     4.5  \n",
       "2         Cash  102.04                 4.761905         5.102     6.8  \n",
       "3         Cash  562.32                 4.761905        28.116     4.5  \n",
       "4      Ewallet   80.60                 4.761905         4.030     4.4  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mart.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32af312b",
   "metadata": {},
   "source": [
    "## Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acf7dd4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gender', ylabel='count'>"
      ]
     },
     "execution_count": 5,
     "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": [
    "sns.countplot(x='Gender',data=mart)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3066a989",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "sns.countplot(x='Product line',data=mart)\n",
    "\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "426b87b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 19,
     "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": [
    "#plt.figure(figsize=(15,5))\n",
    "\n",
    "sns.countplot(y='Product line',data=mart)\n",
    "\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bfccea38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "sns.countplot(x='Product line',hue='Gender' , data=mart)\n",
    "\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e783c8e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 22,
     "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": [
    "#plt.figure(figsize=(15,5))\n",
    "\n",
    "sns.countplot(y='Product line',hue='Gender' , data=mart)\n",
    "\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "435cc50f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "sns.countplot(x='Product line',hue='Gender' , data=mart, palette='GnBu_r')\n",
    "\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "369b7be6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "sns.countplot(x='Product line', data=mart, \n",
    "             facecolor= (0,0,0,0,), linewidth=3, edgecolor=sns.color_palette('dark',3))\n",
    "\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.title('Title')\n",
    "plt.xlabel('Product Line')\n",
    "plt.ylabel('Total')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7249e2d",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "222b41b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}