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Customer Segmentation Engine for Mall Customers.ipynb 
1219 строк · 1.1 Мб
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{
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 "cells": [
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  {
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   "cell_type": "markdown",
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   "metadata": {
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    "id": "afbCd3JScaDD"
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   },
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   "source": [
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    "### Installing the Libraries"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "_kg_hide-input": true,
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    "id": "fYCzevADcO5h"
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   },
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   "outputs": [],
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   "source": [
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    "# for basic mathematics operation \n",
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    "import numpy as np\n",
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    "# for dataframe manipulations\n",
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    "import pandas as pd\n",
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    "\n",
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    "# for Data Visualizations\n",
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    "import matplotlib.pyplot as plt\n",
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    "import seaborn as sns\n",
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    "plt.style.use('fivethirtyeight')\n",
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    "\n",
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    "# for data analysis\n",
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    "import dabl"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {
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    "id": "3CPkewAscpyK"
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   },
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   "source": [
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    "### Reading the Dataset"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
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    "_kg_hide-input": true,
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    "id": "dnV20cUxcohO",
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    "outputId": "82b49b9c-58b5-4be5-b585-165563ed304c"
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "(200, 5)"
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      ]
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     },
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     "execution_count": 2,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "# importing the dataset\n",
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    "data = pd.read_csv('Mall_Customers.csv')\n",
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    "data.shape"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/html": [
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       "<div>\n",
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       "<style scoped>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: middle;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe tbody tr th {\n",
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       "        vertical-align: top;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe thead th {\n",
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       "        text-align: right;\n",
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       "    }\n",
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       "</style>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "  <thead>\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th></th>\n",
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       "      <th>CustomerID</th>\n",
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       "      <th>Gender</th>\n",
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       "      <th>Age</th>\n",
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       "      <th>Annual Income (k$)</th>\n",
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       "      <th>Spending Score (1-100)</th>\n",
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       "    </tr>\n",
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       "  </thead>\n",
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       "  <tbody>\n",
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       "    <tr>\n",
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       "      <th>0</th>\n",
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       "      <td>1</td>\n",
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       "      <td>Male</td>\n",
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       "      <td>19</td>\n",
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       "      <td>15</td>\n",
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       "      <td>39</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>1</th>\n",
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       "      <td>2</td>\n",
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       "      <td>Male</td>\n",
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       "      <td>21</td>\n",
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       "      <td>15</td>\n",
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       "      <td>81</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>2</th>\n",
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       "      <td>3</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>20</td>\n",
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       "      <td>16</td>\n",
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       "      <td>6</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>3</th>\n",
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       "      <td>4</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>23</td>\n",
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       "      <td>16</td>\n",
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       "      <td>77</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>4</th>\n",
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       "      <td>5</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>31</td>\n",
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       "      <td>17</td>\n",
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       "      <td>40</td>\n",
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       "    </tr>\n",
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       "  </tbody>\n",
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       "</table>\n",
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       "</div>"
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      ],
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      "text/plain": [
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       "   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
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       "0           1    Male   19                  15                      39\n",
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       "1           2    Male   21                  15                      81\n",
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       "2           3  Female   20                  16                       6\n",
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       "3           4  Female   23                  16                      77\n",
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       "4           5  Female   31                  17                      40"
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      ]
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     },
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     "execution_count": 3,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "# lets check the head of the data\n",
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    "data.head()"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/html": [
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       "<div>\n",
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       "<style scoped>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: middle;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe tbody tr th {\n",
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       "        vertical-align: top;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe thead th {\n",
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       "        text-align: right;\n",
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       "    }\n",
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       "</style>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "  <thead>\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th></th>\n",
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       "      <th>CustomerID</th>\n",
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       "      <th>Gender</th>\n",
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       "      <th>Age</th>\n",
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       "      <th>Annual Income (k$)</th>\n",
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       "      <th>Spending Score (1-100)</th>\n",
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       "    </tr>\n",
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       "  </thead>\n",
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       "  <tbody>\n",
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       "    <tr>\n",
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       "      <th>195</th>\n",
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       "      <td>196</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>35</td>\n",
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       "      <td>120</td>\n",
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       "      <td>79</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>196</th>\n",
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       "      <td>197</td>\n",
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       "      <td>Female</td>\n",
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       "      <td>45</td>\n",
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       "      <td>126</td>\n",
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       "      <td>28</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>197</th>\n",
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       "      <td>198</td>\n",
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       "      <td>Male</td>\n",
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       "      <td>32</td>\n",
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       "      <td>126</td>\n",
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       "      <td>74</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>198</th>\n",
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       "      <td>199</td>\n",
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       "      <td>Male</td>\n",
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       "      <td>32</td>\n",
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       "      <td>137</td>\n",
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       "      <td>18</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>199</th>\n",
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       "      <td>200</td>\n",
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       "      <td>Male</td>\n",
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       "      <td>30</td>\n",
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       "      <td>137</td>\n",
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       "      <td>83</td>\n",
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       "    </tr>\n",
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       "  </tbody>\n",
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       "</table>\n",
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       "</div>"
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      ],
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      "text/plain": [
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       "     CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
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       "195         196  Female   35                 120                      79\n",
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       "196         197  Female   45                 126                      28\n",
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       "197         198    Male   32                 126                      74\n",
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       "198         199    Male   32                 137                      18\n",
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       "199         200    Male   30                 137                      83"
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      ]
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     },
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     "execution_count": 4,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "# lets check the tail of the data\n",
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    "data.tail()"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "image/png": 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\n",
272
      "text/plain": [
273
       "<Figure size 720x720 with 20 Axes>"
274
      ]
275
     },
276
     "metadata": {},
277
     "output_type": "display_data"
278
    }
279
   ],
280
   "source": [
281
    "# lets get the pairplot for the data\n",
282
    "sns.pairplot(data)\n",
283
    "plt.show()"
284
   ]
285
  },
286
  {
287
   "cell_type": "code",
288
   "execution_count": 6,
289
   "metadata": {},
290
   "outputs": [
291
    {
292
     "data": {
293
      "image/png": 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\n",
294
      "text/plain": [
295
       "<Figure size 432x288 with 2 Axes>"
296
      ]
297
     },
298
     "metadata": {},
299
     "output_type": "display_data"
300
    }
301
   ],
302
   "source": [
303
    "# lets check the Correlation Heat Map of the Data\n",
304
    "sns.heatmap(data.corr(), annot = True, cmap = 'copper')\n",
305
    "plt.title('Correlation Heatmap of the Data', fontsize = 15)\n",
306
    "plt.show()"
307
   ]
308
  },
309
  {
310
   "cell_type": "code",
311
   "execution_count": 7,
312
   "metadata": {},
313
   "outputs": [
314
    {
315
     "name": "stdout",
316
     "output_type": "stream",
317
     "text": [
318
      "Target looks like regression\n"
319
     ]
320
    },
321
    {
322
     "data": {
323
      "image/png": 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\n",
324
      "text/plain": [
325
       "<Figure size 432x288 with 1 Axes>"
326
      ]
327
     },
328
     "metadata": {},
329
     "output_type": "display_data"
330
    },
331
    {
332
     "data": {
333
      "image/png": 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\n",
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       "<Figure size 576x216 with 2 Axes>"
336
      ]
337
     },
338
     "metadata": {},
339
     "output_type": "display_data"
340
    },
341
    {
342
     "data": {
343
      "image/png": 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\n",
344
      "text/plain": [
345
       "<Figure size 288x360 with 1 Axes>"
346
      ]
347
     },
348
     "metadata": {},
349
     "output_type": "display_data"
350
    }
351
   ],
352
   "source": [
353
    "# lets analyze the data with respect to Spending Score\n",
354
    "dabl.plot(data, target_col = 'Spending Score (1-100)')"
355
   ]
356
  },
357
  {
358
   "cell_type": "code",
359
   "execution_count": 8,
360
   "metadata": {},
361
   "outputs": [
362
    {
363
     "name": "stdout",
364
     "output_type": "stream",
365
     "text": [
366
      "Target looks like regression\n"
367
     ]
368
    },
369
    {
370
     "data": {
371
      "image/png": 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\n",
372
      "text/plain": [
373
       "<Figure size 432x288 with 1 Axes>"
374
      ]
375
     },
376
     "metadata": {},
377
     "output_type": "display_data"
378
    },
379
    {
380
     "data": {
381
      "image/png": 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\n",
382
      "text/plain": [
383
       "<Figure size 576x216 with 2 Axes>"
384
      ]
385
     },
386
     "metadata": {},
387
     "output_type": "display_data"
388
    },
389
    {
390
     "data": {
391
      "image/png": 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\n",
392
      "text/plain": [
393
       "<Figure size 288x360 with 1 Axes>"
394
      ]
395
     },
396
     "metadata": {},
397
     "output_type": "display_data"
398
    }
399
   ],
400
   "source": [
401
    "# lets analyze the data with respect to Annual Income\n",
402
    "dabl.plot(data, target_col = 'Annual Income (k$)')"
403
   ]
404
  },
405
  {
406
   "cell_type": "markdown",
407
   "metadata": {},
408
   "source": [
409
    "## Descriptive Statistics"
410
   ]
411
  },
412
  {
413
   "cell_type": "code",
414
   "execution_count": 9,
415
   "metadata": {
416
    "_kg_hide-input": true,
417
    "id": "kCddXZRpdaEr",
418
    "outputId": "a02f964b-bad9-4fca-de32-1cb8a535f407"
419
   },
420
   "outputs": [
421
    {
422
     "data": {
423
      "text/html": [
424
       "<div>\n",
425
       "<style scoped>\n",
426
       "    .dataframe tbody tr th:only-of-type {\n",
427
       "        vertical-align: middle;\n",
428
       "    }\n",
429
       "\n",
430
       "    .dataframe tbody tr th {\n",
431
       "        vertical-align: top;\n",
432
       "    }\n",
433
       "\n",
434
       "    .dataframe thead th {\n",
435
       "        text-align: right;\n",
436
       "    }\n",
437
       "</style>\n",
438
       "<table border=\"1\" class=\"dataframe\">\n",
439
       "  <thead>\n",
440
       "    <tr style=\"text-align: right;\">\n",
441
       "      <th></th>\n",
442
       "      <th>CustomerID</th>\n",
443
       "      <th>Age</th>\n",
444
       "      <th>Annual Income (k$)</th>\n",
445
       "      <th>Spending Score (1-100)</th>\n",
446
       "    </tr>\n",
447
       "  </thead>\n",
448
       "  <tbody>\n",
449
       "    <tr>\n",
450
       "      <th>count</th>\n",
451
       "      <td>200.000000</td>\n",
452
       "      <td>200.000000</td>\n",
453
       "      <td>200.000000</td>\n",
454
       "      <td>200.000000</td>\n",
455
       "    </tr>\n",
456
       "    <tr>\n",
457
       "      <th>mean</th>\n",
458
       "      <td>100.500000</td>\n",
459
       "      <td>38.850000</td>\n",
460
       "      <td>60.560000</td>\n",
461
       "      <td>50.200000</td>\n",
462
       "    </tr>\n",
463
       "    <tr>\n",
464
       "      <th>std</th>\n",
465
       "      <td>57.879185</td>\n",
466
       "      <td>13.969007</td>\n",
467
       "      <td>26.264721</td>\n",
468
       "      <td>25.823522</td>\n",
469
       "    </tr>\n",
470
       "    <tr>\n",
471
       "      <th>min</th>\n",
472
       "      <td>1.000000</td>\n",
473
       "      <td>18.000000</td>\n",
474
       "      <td>15.000000</td>\n",
475
       "      <td>1.000000</td>\n",
476
       "    </tr>\n",
477
       "    <tr>\n",
478
       "      <th>25%</th>\n",
479
       "      <td>50.750000</td>\n",
480
       "      <td>28.750000</td>\n",
481
       "      <td>41.500000</td>\n",
482
       "      <td>34.750000</td>\n",
483
       "    </tr>\n",
484
       "    <tr>\n",
485
       "      <th>50%</th>\n",
486
       "      <td>100.500000</td>\n",
487
       "      <td>36.000000</td>\n",
488
       "      <td>61.500000</td>\n",
489
       "      <td>50.000000</td>\n",
490
       "    </tr>\n",
491
       "    <tr>\n",
492
       "      <th>75%</th>\n",
493
       "      <td>150.250000</td>\n",
494
       "      <td>49.000000</td>\n",
495
       "      <td>78.000000</td>\n",
496
       "      <td>73.000000</td>\n",
497
       "    </tr>\n",
498
       "    <tr>\n",
499
       "      <th>max</th>\n",
500
       "      <td>200.000000</td>\n",
501
       "      <td>70.000000</td>\n",
502
       "      <td>137.000000</td>\n",
503
       "      <td>99.000000</td>\n",
504
       "    </tr>\n",
505
       "  </tbody>\n",
506
       "</table>\n",
507
       "</div>"
508
      ],
509
      "text/plain": [
510
       "       CustomerID         Age  Annual Income (k$)  Spending Score (1-100)\n",
511
       "count  200.000000  200.000000          200.000000              200.000000\n",
512
       "mean   100.500000   38.850000           60.560000               50.200000\n",
513
       "std     57.879185   13.969007           26.264721               25.823522\n",
514
       "min      1.000000   18.000000           15.000000                1.000000\n",
515
       "25%     50.750000   28.750000           41.500000               34.750000\n",
516
       "50%    100.500000   36.000000           61.500000               50.000000\n",
517
       "75%    150.250000   49.000000           78.000000               73.000000\n",
518
       "max    200.000000   70.000000          137.000000               99.000000"
519
      ]
520
     },
521
     "execution_count": 9,
522
     "metadata": {},
523
     "output_type": "execute_result"
524
    }
525
   ],
526
   "source": [
527
    "# describing the data\n",
528
    "data.describe()"
529
   ]
530
  },
531
  {
532
   "cell_type": "code",
533
   "execution_count": 10,
534
   "metadata": {},
535
   "outputs": [
536
    {
537
     "data": {
538
      "text/html": [
539
       "<div>\n",
540
       "<style scoped>\n",
541
       "    .dataframe tbody tr th:only-of-type {\n",
542
       "        vertical-align: middle;\n",
543
       "    }\n",
544
       "\n",
545
       "    .dataframe tbody tr th {\n",
546
       "        vertical-align: top;\n",
547
       "    }\n",
548
       "\n",
549
       "    .dataframe thead th {\n",
550
       "        text-align: right;\n",
551
       "    }\n",
552
       "</style>\n",
553
       "<table border=\"1\" class=\"dataframe\">\n",
554
       "  <thead>\n",
555
       "    <tr style=\"text-align: right;\">\n",
556
       "      <th></th>\n",
557
       "      <th>Gender</th>\n",
558
       "    </tr>\n",
559
       "  </thead>\n",
560
       "  <tbody>\n",
561
       "    <tr>\n",
562
       "      <th>count</th>\n",
563
       "      <td>200</td>\n",
564
       "    </tr>\n",
565
       "    <tr>\n",
566
       "      <th>unique</th>\n",
567
       "      <td>2</td>\n",
568
       "    </tr>\n",
569
       "    <tr>\n",
570
       "      <th>top</th>\n",
571
       "      <td>Female</td>\n",
572
       "    </tr>\n",
573
       "    <tr>\n",
574
       "      <th>freq</th>\n",
575
       "      <td>112</td>\n",
576
       "    </tr>\n",
577
       "  </tbody>\n",
578
       "</table>\n",
579
       "</div>"
580
      ],
581
      "text/plain": [
582
       "        Gender\n",
583
       "count      200\n",
584
       "unique       2\n",
585
       "top     Female\n",
586
       "freq       112"
587
      ]
588
     },
589
     "execution_count": 10,
590
     "metadata": {},
591
     "output_type": "execute_result"
592
    }
593
   ],
594
   "source": [
595
    "# describing the categorical data\n",
596
    "data.describe(include = 'object')"
597
   ]
598
  },
599
  {
600
   "cell_type": "code",
601
   "execution_count": 11,
602
   "metadata": {
603
    "id": "QQVxAt8ZdeZB",
604
    "outputId": "189bcfaa-3bc6-4ad1-8659-178a6444c161"
605
   },
606
   "outputs": [
607
    {
608
     "data": {
609
      "text/plain": [
610
       "False"
611
      ]
612
     },
613
     "execution_count": 11,
614
     "metadata": {},
615
     "output_type": "execute_result"
616
    }
617
   ],
618
   "source": [
619
    "# checking if there is any NULL data\n",
620
    "data.isnull().any().any()"
621
   ]
622
  },
623
  {
624
   "cell_type": "markdown",
625
   "metadata": {},
626
   "source": [
627
    "## Data Visualization"
628
   ]
629
  },
630
  {
631
   "cell_type": "code",
632
   "execution_count": 12,
633
   "metadata": {
634
    "_kg_hide-input": true,
635
    "id": "eZJRA2aRkgiD",
636
    "outputId": "7a919656-a0a2-466d-ea6f-2864d316d25f"
637
   },
638
   "outputs": [
639
    {
640
     "data": {
641
      "image/png": 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\n",
642
      "text/plain": [
643
       "<Figure size 1296x576 with 2 Axes>"
644
      ]
645
     },
646
     "metadata": {},
647
     "output_type": "display_data"
648
    }
649
   ],
650
   "source": [
651
    "import warnings\n",
652
    "warnings.filterwarnings('ignore')\n",
653
    "\n",
654
    "plt.rcParams['figure.figsize'] = (18, 8)\n",
655
    "\n",
656
    "plt.subplot(1, 2, 1)\n",
657
    "sns.set(style = 'whitegrid')\n",
658
    "sns.distplot(data['Annual Income (k$)'])\n",
659
    "plt.title('Distribution of Annual Income', fontsize = 20)\n",
660
    "plt.xlabel('Range of Annual Income')\n",
661
    "plt.ylabel('Count')\n",
662
    "\n",
663
    "\n",
664
    "plt.subplot(1, 2, 2)\n",
665
    "sns.set(style = 'whitegrid')\n",
666
    "sns.distplot(data['Age'], color = 'red')\n",
667
    "plt.title('Distribution of Age', fontsize = 20)\n",
668
    "plt.xlabel('Range of Age')\n",
669
    "plt.ylabel('Count')\n",
670
    "plt.show()"
671
   ]
672
  },
673
  {
674
   "cell_type": "code",
675
   "execution_count": 13,
676
   "metadata": {
677
    "_kg_hide-input": true,
678
    "id": "bNWTBRakkU__",
679
    "outputId": "5b092b6b-b35a-4b04-cd39-8494c5afb5b0"
680
   },
681
   "outputs": [
682
    {
683
     "data": {
684
      "image/png": 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\n",
685
      "text/plain": [
686
       "<Figure size 648x648 with 1 Axes>"
687
      ]
688
     },
689
     "metadata": {},
690
     "output_type": "display_data"
691
    }
692
   ],
693
   "source": [
694
    "labels = ['Female', 'Male']\n",
695
    "size = data['Gender'].value_counts()\n",
696
    "colors = ['lightgreen', 'orange']\n",
697
    "explode = [0, 0.001]\n",
698
    "\n",
699
    "plt.rcParams['figure.figsize'] = (9, 9)\n",
700
    "plt.pie(size, colors = colors, explode = explode, labels = labels, shadow = True, startangle = 90, autopct = '%.2f%%')\n",
701
    "plt.title('Gender Gap', fontsize = 20)\n",
702
    "plt.axis('off')\n",
703
    "plt.legend()\n",
704
    "plt.show()"
705
   ]
706
  },
707
  {
708
   "cell_type": "code",
709
   "execution_count": 14,
710
   "metadata": {
711
    "_kg_hide-input": true,
712
    "id": "6xZzbPo3dxmT",
713
    "outputId": "8e2d994d-cf8f-4193-8b6c-f6fc182eb434"
714
   },
715
   "outputs": [
716
    {
717
     "data": {
718
      "image/png": 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\n",
719
      "text/plain": [
720
       "<Figure size 1080x576 with 1 Axes>"
721
      ]
722
     },
723
     "metadata": {},
724
     "output_type": "display_data"
725
    }
726
   ],
727
   "source": [
728
    "plt.rcParams['figure.figsize'] = (15, 8)\n",
729
    "sns.countplot(data['Age'], palette = 'hsv')\n",
730
    "plt.title('Distribution of Age', fontsize = 20)\n",
731
    "plt.show()"
732
   ]
733
  },
734
  {
735
   "cell_type": "code",
736
   "execution_count": 15,
737
   "metadata": {
738
    "_kg_hide-input": true,
739
    "id": "Zt0sFOPud5xy",
740
    "outputId": "c0dfa419-f1be-499c-a2d1-3b00352c7185"
741
   },
742
   "outputs": [
743
    {
744
     "data": {
745
      "image/png": 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\n",
746
      "text/plain": [
747
       "<Figure size 1440x576 with 1 Axes>"
748
      ]
749
     },
750
     "metadata": {},
751
     "output_type": "display_data"
752
    }
753
   ],
754
   "source": [
755
    "# lets check the sitribution of Annual Income\n",
756
    "plt.rcParams['figure.figsize'] = (20, 8)\n",
757
    "sns.distplot(data['Annual Income (k$)'], color = 'red')\n",
758
    "plt.title('Distribution of Annual Income', fontsize = 20)\n",
759
    "plt.show()"
760
   ]
761
  },
762
  {
763
   "cell_type": "code",
764
   "execution_count": 16,
765
   "metadata": {
766
    "_kg_hide-input": true,
767
    "id": "o_csXNtneJ0d",
768
    "outputId": "394e603c-981b-4ef6-cb09-1b4390887979"
769
   },
770
   "outputs": [
771
    {
772
     "data": {
773
      "image/png": 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\n",
774
      "text/plain": [
775
       "<Figure size 1440x576 with 1 Axes>"
776
      ]
777
     },
778
     "metadata": {},
779
     "output_type": "display_data"
780
    }
781
   ],
782
   "source": [
783
    "# lets check the distribution of Spending Score\n",
784
    "plt.rcParams['figure.figsize'] = (20, 8)\n",
785
    "sns.distplot(data['Spending Score (1-100)'], color = 'black')\n",
786
    "plt.title('Distribution of Spending Score', fontsize = 20)\n",
787
    "plt.show()\n"
788
   ]
789
  },
790
  {
791
   "cell_type": "code",
792
   "execution_count": 17,
793
   "metadata": {
794
    "_kg_hide-input": true
795
   },
796
   "outputs": [
797
    {
798
     "data": {
799
      "image/png": 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\n",
800
      "text/plain": [
801
       "<Figure size 1296x504 with 1 Axes>"
802
      ]
803
     },
804
     "metadata": {},
805
     "output_type": "display_data"
806
    }
807
   ],
808
   "source": [
809
    "#  Gender vs Spendscore\n",
810
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
811
    "sns.boxenplot(data['Gender'], data['Spending Score (1-100)'], palette = 'Blues')\n",
812
    "plt.title('Gender vs Spending Score', fontsize = 20)\n",
813
    "plt.show()\n"
814
   ]
815
  },
816
  {
817
   "cell_type": "code",
818
   "execution_count": 18,
819
   "metadata": {
820
    "_kg_hide-input": true
821
   },
822
   "outputs": [
823
    {
824
     "data": {
825
      "image/png": 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\n",
826
      "text/plain": [
827
       "<Figure size 1296x504 with 1 Axes>"
828
      ]
829
     },
830
     "metadata": {},
831
     "output_type": "display_data"
832
    }
833
   ],
834
   "source": [
835
    "## Gender vs Annual Income\n",
836
    "\n",
837
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
838
    "sns.violinplot(data['Gender'], data['Annual Income (k$)'], palette = 'rainbow')\n",
839
    "plt.title('Gender vs Annual Income', fontsize = 20)\n",
840
    "plt.show()"
841
   ]
842
  },
843
  {
844
   "cell_type": "code",
845
   "execution_count": 19,
846
   "metadata": {
847
    "_kg_hide-input": true
848
   },
849
   "outputs": [
850
    {
851
     "data": {
852
      "image/png": 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\n",
853
      "text/plain": [
854
       "<Figure size 1296x504 with 1 Axes>"
855
      ]
856
     },
857
     "metadata": {},
858
     "output_type": "display_data"
859
    }
860
   ],
861
   "source": [
862
    "# Gender vs Age\n",
863
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
864
    "sns.stripplot(data['Gender'], data['Age'], palette = 'Purples', size = 10)\n",
865
    "plt.title('Gender vs Age', fontsize = 20)\n",
866
    "plt.show()"
867
   ]
868
  },
869
  {
870
   "cell_type": "code",
871
   "execution_count": 20,
872
   "metadata": {
873
    "_kg_hide-input": true,
874
    "id": "Hd2QqY4jiVY2",
875
    "outputId": "e4aba7b0-caf2-4685-b0ae-13e4c154fea6"
876
   },
877
   "outputs": [
878
    {
879
     "data": {
880
      "image/png": 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\n",
881
      "text/plain": [
882
       "<Figure size 1296x504 with 1 Axes>"
883
      ]
884
     },
885
     "metadata": {},
886
     "output_type": "display_data"
887
    }
888
   ],
889
   "source": [
890
    "# Annual Income vs Age and Spending Score\n",
891
    "x = data['Annual Income (k$)']\n",
892
    "y = data['Age']\n",
893
    "z = data['Spending Score (1-100)']\n",
894
    "\n",
895
    "sns.lineplot(x, y, color = 'blue')\n",
896
    "sns.lineplot(x, z, color = 'pink')\n",
897
    "plt.title('Annual Income vs Age and Spending Score', fontsize = 20)\n",
898
    "plt.show()\n"
899
   ]
900
  },
901
  {
902
   "cell_type": "markdown",
903
   "metadata": {},
904
   "source": [
905
    "## Clustering Analysis"
906
   ]
907
  },
908
  {
909
   "cell_type": "code",
910
   "execution_count": 21,
911
   "metadata": {
912
    "id": "worK1OurkRGx",
913
    "outputId": "f82ce7dd-9067-42ca-c8e0-20ca9ec32cdc"
914
   },
915
   "outputs": [
916
    {
917
     "name": "stdout",
918
     "output_type": "stream",
919
     "text": [
920
      "(200, 2)\n"
921
     ]
922
    }
923
   ],
924
   "source": [
925
    "# we want to perform clusters of Customers who share similar behaviour for that lets select the columns\n",
926
    "# Spending score, and Annual Income\n",
927
    "\n",
928
    "# lets import the warnings library so that we can avoid warnings\n",
929
    "import warnings\n",
930
    "warnings.filterwarnings('ignore')\n",
931
    "\n",
932
    "# Lets select the Spending score, and Annual Income Columns from the Data\n",
933
    "x = data.loc[:, ['Spending Score (1-100)', 'Annual Income (k$)']].values\n",
934
    "\n",
935
    "# let's check the shape of x\n",
936
    "print(x.shape)"
937
   ]
938
  },
939
  {
940
   "cell_type": "code",
941
   "execution_count": 22,
942
   "metadata": {},
943
   "outputs": [
944
    {
945
     "data": {
946
      "text/html": [
947
       "<div>\n",
948
       "<style scoped>\n",
949
       "    .dataframe tbody tr th:only-of-type {\n",
950
       "        vertical-align: middle;\n",
951
       "    }\n",
952
       "\n",
953
       "    .dataframe tbody tr th {\n",
954
       "        vertical-align: top;\n",
955
       "    }\n",
956
       "\n",
957
       "    .dataframe thead th {\n",
958
       "        text-align: right;\n",
959
       "    }\n",
960
       "</style>\n",
961
       "<table border=\"1\" class=\"dataframe\">\n",
962
       "  <thead>\n",
963
       "    <tr style=\"text-align: right;\">\n",
964
       "      <th></th>\n",
965
       "      <th>0</th>\n",
966
       "      <th>1</th>\n",
967
       "    </tr>\n",
968
       "  </thead>\n",
969
       "  <tbody>\n",
970
       "    <tr>\n",
971
       "      <th>0</th>\n",
972
       "      <td>39</td>\n",
973
       "      <td>15</td>\n",
974
       "    </tr>\n",
975
       "    <tr>\n",
976
       "      <th>1</th>\n",
977
       "      <td>81</td>\n",
978
       "      <td>15</td>\n",
979
       "    </tr>\n",
980
       "    <tr>\n",
981
       "      <th>2</th>\n",
982
       "      <td>6</td>\n",
983
       "      <td>16</td>\n",
984
       "    </tr>\n",
985
       "    <tr>\n",
986
       "      <th>3</th>\n",
987
       "      <td>77</td>\n",
988
       "      <td>16</td>\n",
989
       "    </tr>\n",
990
       "    <tr>\n",
991
       "      <th>4</th>\n",
992
       "      <td>40</td>\n",
993
       "      <td>17</td>\n",
994
       "    </tr>\n",
995
       "  </tbody>\n",
996
       "</table>\n",
997
       "</div>"
998
      ],
999
      "text/plain": [
1000
       "    0   1\n",
1001
       "0  39  15\n",
1002
       "1  81  15\n",
1003
       "2   6  16\n",
1004
       "3  77  16\n",
1005
       "4  40  17"
1006
      ]
1007
     },
1008
     "execution_count": 22,
1009
     "metadata": {},
1010
     "output_type": "execute_result"
1011
    }
1012
   ],
1013
   "source": [
1014
    "# lets also check the data, which we are going to use for the clustering analysis\n",
1015
    "x_data  = pd.DataFrame(x)\n",
1016
    "x_data.head()\n",
1017
    "# where o->Spending Score, and 1->Annual Income\n"
1018
   ]
1019
  },
1020
  {
1021
   "cell_type": "markdown",
1022
   "metadata": {},
1023
   "source": [
1024
    "## Kmeans Algorithm"
1025
   ]
1026
  },
1027
  {
1028
   "cell_type": "markdown",
1029
   "metadata": {},
1030
   "source": [
1031
    "**The Elbow Method to find the No. of Optimal Clusters**"
1032
   ]
1033
  },
1034
  {
1035
   "cell_type": "code",
1036
   "execution_count": 23,
1037
   "metadata": {
1038
    "_kg_hide-input": true,
1039
    "id": "vhf219y1lKbn",
1040
    "outputId": "18f6cea1-7082-425d-a088-2c3eb2ab1b2a"
1041
   },
1042
   "outputs": [
1043
    {
1044
     "data": {
1045
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\n",
1046
      "text/plain": [
1047
       "<Figure size 1296x504 with 1 Axes>"
1048
      ]
1049
     },
1050
     "metadata": {},
1051
     "output_type": "display_data"
1052
    }
1053
   ],
1054
   "source": [
1055
    "from sklearn.cluster import KMeans\n",
1056
    "\n",
1057
    "wcss = []\n",
1058
    "for i in range(1, 11):\n",
1059
    "    km = KMeans(n_clusters = i, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
1060
    "    km.fit(x)\n",
1061
    "    wcss.append(km.inertia_)\n",
1062
    "    \n",
1063
    "plt.plot(range(1, 11), wcss)\n",
1064
    "plt.title('The Elbow Method', fontsize = 20)\n",
1065
    "plt.xlabel('No. of Clusters')\n",
1066
    "plt.ylabel('wcss')\n",
1067
    "plt.show()"
1068
   ]
1069
  },
1070
  {
1071
   "cell_type": "markdown",
1072
   "metadata": {},
1073
   "source": [
1074
    "**Visualizaing the Clusters**"
1075
   ]
1076
  },
1077
  {
1078
   "cell_type": "code",
1079
   "execution_count": 24,
1080
   "metadata": {
1081
    "_kg_hide-input": true,
1082
    "id": "4teho5mpnARV",
1083
    "outputId": "2859f139-a905-451c-b041-4c2adae48f19"
1084
   },
1085
   "outputs": [
1086
    {
1087
     "data": {
1088
      "image/png": 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\n",
1089
      "text/plain": [
1090
       "<Figure size 1296x504 with 1 Axes>"
1091
      ]
1092
     },
1093
     "metadata": {},
1094
     "output_type": "display_data"
1095
    }
1096
   ],
1097
   "source": [
1098
    "# lets visualize these clusters\n",
1099
    "plt.style.use('fivethirtyeight')\n",
1100
    "\n",
1101
    "km = KMeans(n_clusters = 5, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
1102
    "y_means = km.fit_predict(x)\n",
1103
    "\n",
1104
    "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'general')\n",
1105
    "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'miser')\n",
1106
    "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'target')\n",
1107
    "plt.scatter(x[y_means == 3, 0], x[y_means == 3, 1], s = 100, c = 'magenta', label = 'careful')\n",
1108
    "plt.scatter(x[y_means == 4, 0], x[y_means == 4, 1], s = 100, c = 'orange', label = 'spendthrift')\n",
1109
    "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n",
1110
    "\n",
1111
    "plt.style.use('fivethirtyeight')\n",
1112
    "plt.title('K Means Clustering between Annual Income and Spending Score', fontsize = 20)\n",
1113
    "plt.xlabel('Annual Income')\n",
1114
    "plt.ylabel('Spending Score')\n",
1115
    "plt.legend()\n",
1116
    "plt.grid()\n",
1117
    "plt.show()\n"
1118
   ]
1119
  },
1120
  {
1121
   "cell_type": "markdown",
1122
   "metadata": {},
1123
   "source": [
1124
    "### Clustering between Age and Spending Score"
1125
   ]
1126
  },
1127
  {
1128
   "cell_type": "code",
1129
   "execution_count": 25,
1130
   "metadata": {},
1131
   "outputs": [
1132
    {
1133
     "data": {
1134
      "image/png": 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\n",
1135
      "text/plain": [
1136
       "<Figure size 1080x360 with 1 Axes>"
1137
      ]
1138
     },
1139
     "metadata": {},
1140
     "output_type": "display_data"
1141
    }
1142
   ],
1143
   "source": [
1144
    "from sklearn.cluster import KMeans\n",
1145
    "\n",
1146
    "wcss = []\n",
1147
    "for i in range(1, 11):\n",
1148
    "    kmeans = KMeans(n_clusters = i, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
1149
    "    kmeans.fit(x)\n",
1150
    "    wcss.append(kmeans.inertia_)\n",
1151
    "\n",
1152
    "plt.rcParams['figure.figsize'] = (15, 5)\n",
1153
    "plt.plot(range(1, 11), wcss)\n",
1154
    "plt.title('K-Means Clustering(The Elbow Method)', fontsize = 20)\n",
1155
    "plt.xlabel('Age')\n",
1156
    "plt.ylabel('Count')\n",
1157
    "plt.grid()\n",
1158
    "plt.show()"
1159
   ]
1160
  },
1161
  {
1162
   "cell_type": "code",
1163
   "execution_count": 27,
1164
   "metadata": {},
1165
   "outputs": [
1166
    {
1167
     "data": {
1168
      "image/png": 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\n",
1169
      "text/plain": [
1170
       "<Figure size 720x720 with 1 Axes>"
1171
      ]
1172
     },
1173
     "metadata": {},
1174
     "output_type": "display_data"
1175
    }
1176
   ],
1177
   "source": [
1178
    "kmeans = KMeans(n_clusters = 4, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
1179
    "ymeans = kmeans.fit_predict(x)\n",
1180
    "\n",
1181
    "plt.rcParams['figure.figsize'] = (10, 10)\n",
1182
    "plt.title('Cluster of Ages', fontsize = 30)\n",
1183
    "\n",
1184
    "plt.scatter(x[ymeans == 0, 0], x[ymeans == 0, 1], s = 100, c = 'pink', )\n",
1185
    "plt.scatter(x[ymeans == 1, 0], x[ymeans == 1, 1], s = 100, c = 'orange',)\n",
1186
    "plt.scatter(x[ymeans == 2, 0], x[ymeans == 2, 1], s = 100, c = 'lightgreen',)\n",
1187
    "plt.scatter(x[ymeans == 3, 0], x[ymeans == 3, 1], s = 100, c = 'red')\n",
1188
    "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s = 50, c = 'black')\n",
1189
    "\n",
1190
    "plt.style.use('fivethirtyeight')\n",
1191
    "plt.xlabel('Age')\n",
1192
    "plt.ylabel('Spending Score (1-100)')\n",
1193
    "plt.grid()\n",
1194
    "plt.show()"
1195
   ]
1196
  }
1197
 ],
1198
 "metadata": {
1199
  "kernelspec": {
1200
   "display_name": "Python 3",
1201
   "language": "python",
1202
   "name": "python3"
1203
  },
1204
  "language_info": {
1205
   "codemirror_mode": {
1206
    "name": "ipython",
1207
    "version": 3
1208
   },
1209
   "file_extension": ".py",
1210
   "mimetype": "text/x-python",
1211
   "name": "python",
1212
   "nbconvert_exporter": "python",
1213
   "pygments_lexer": "ipython3",
1214
   "version": "3.6.8"
1215
  }
1216
 },
1217
 "nbformat": 4,
1218
 "nbformat_minor": 4
1219
}
1220

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