Customer Personality Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d651b2a7",
   "metadata": {},
   "source": [
    "https://www.kaggle.com/datasets/imakash3011/customer-personality-analysis\n",
    "\n",
    "Problem Statement:\n",
    "\n",
    "Customer Personality Analysis is a detailed analysis of a company’s ideal customers. It helps a business to better understand its customers and makes it easier for them to modify products according to the specific needs, behaviors and concerns of different types of customers.\n",
    "\n",
    "Customer personality analysis helps a business to modify its product based on its target customers from different types of customer segments. For example, instead of spending money to market a new product to every customer in the company’s database, a company can analyze which customer segment is most likely to buy the product and then market the product only on that particular segment.\n",
    "\n",
    "Target:\n",
    "\n",
    "Need to perform clustering to summarize customer segments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "id": "9f2af66d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.colors import ListedColormap\n",
    "import seaborn as sns\n",
    "\n",
    "from scipy import stats\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "from datetime import datetime, date\n",
    "from dateutil.relativedelta import relativedelta\n",
    "\n",
    "#Ignore Depreciation Warnings\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc005e54",
   "metadata": {},
   "source": [
    "# Performing initial analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "id": "2e1f1c65",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Year_Birth</th>\n",
       "      <th>Education</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Income</th>\n",
       "      <th>Kidhome</th>\n",
       "      <th>Teenhome</th>\n",
       "      <th>Dt_Customer</th>\n",
       "      <th>Recency</th>\n",
       "      <th>MntWines</th>\n",
       "      <th>...</th>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <th>AcceptedCmp3</th>\n",
       "      <th>AcceptedCmp4</th>\n",
       "      <th>AcceptedCmp5</th>\n",
       "      <th>AcceptedCmp1</th>\n",
       "      <th>AcceptedCmp2</th>\n",
       "      <th>Complain</th>\n",
       "      <th>Z_CostContact</th>\n",
       "      <th>Z_Revenue</th>\n",
       "      <th>Response</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5524</td>\n",
       "      <td>1957</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Single</td>\n",
       "      <td>58138.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>04-09-2012</td>\n",
       "      <td>58</td>\n",
       "      <td>635</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2174</td>\n",
       "      <td>1954</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Single</td>\n",
       "      <td>46344.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>08-03-2014</td>\n",
       "      <td>38</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4141</td>\n",
       "      <td>1965</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Together</td>\n",
       "      <td>71613.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21-08-2013</td>\n",
       "      <td>26</td>\n",
       "      <td>426</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6182</td>\n",
       "      <td>1984</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Together</td>\n",
       "      <td>26646.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10-02-2014</td>\n",
       "      <td>26</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5324</td>\n",
       "      <td>1981</td>\n",
       "      <td>PhD</td>\n",
       "      <td>Married</td>\n",
       "      <td>58293.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19-01-2014</td>\n",
       "      <td>94</td>\n",
       "      <td>173</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID  Year_Birth   Education Marital_Status   Income  Kidhome  Teenhome  \\\n",
       "0  5524        1957  Graduation         Single  58138.0        0         0   \n",
       "1  2174        1954  Graduation         Single  46344.0        1         1   \n",
       "2  4141        1965  Graduation       Together  71613.0        0         0   \n",
       "3  6182        1984  Graduation       Together  26646.0        1         0   \n",
       "4  5324        1981         PhD        Married  58293.0        1         0   \n",
       "\n",
       "  Dt_Customer  Recency  MntWines  ...  NumWebVisitsMonth  AcceptedCmp3  \\\n",
       "0  04-09-2012       58       635  ...                  7             0   \n",
       "1  08-03-2014       38        11  ...                  5             0   \n",
       "2  21-08-2013       26       426  ...                  4             0   \n",
       "3  10-02-2014       26        11  ...                  6             0   \n",
       "4  19-01-2014       94       173  ...                  5             0   \n",
       "\n",
       "   AcceptedCmp4  AcceptedCmp5  AcceptedCmp1  AcceptedCmp2  Complain  \\\n",
       "0             0             0             0             0         0   \n",
       "1             0             0             0             0         0   \n",
       "2             0             0             0             0         0   \n",
       "3             0             0             0             0         0   \n",
       "4             0             0             0             0         0   \n",
       "\n",
       "   Z_CostContact  Z_Revenue  Response  \n",
       "0              3         11         1  \n",
       "1              3         11         0  \n",
       "2              3         11         0  \n",
       "3              3         11         0  \n",
       "4              3         11         0  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 339,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('marketing_campaign.csv', sep=r'\\t', engine='python')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "id": "59e77147",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2240, 29)"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get dimensions of dataset\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "id": "f3a4120e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Year_Birth</th>\n",
       "      <th>Income</th>\n",
       "      <th>Kidhome</th>\n",
       "      <th>Teenhome</th>\n",
       "      <th>Recency</th>\n",
       "      <th>MntWines</th>\n",
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       "      <th>MntMeatProducts</th>\n",
       "      <th>MntFishProducts</th>\n",
       "      <th>...</th>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <th>AcceptedCmp3</th>\n",
       "      <th>AcceptedCmp4</th>\n",
       "      <th>AcceptedCmp5</th>\n",
       "      <th>AcceptedCmp1</th>\n",
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       "  </thead>\n",
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       "      <th>count</th>\n",
       "      <td>2240.000000</td>\n",
       "      <td>2240.000000</td>\n",
       "      <td>2216.000000</td>\n",
       "      <td>2240.000000</td>\n",
       "      <td>2240.000000</td>\n",
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       "      <td>2240.0</td>\n",
       "      <td>2240.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5592.159821</td>\n",
       "      <td>1968.805804</td>\n",
       "      <td>52247.251354</td>\n",
       "      <td>0.444196</td>\n",
       "      <td>0.506250</td>\n",
       "      <td>49.109375</td>\n",
       "      <td>303.935714</td>\n",
       "      <td>26.302232</td>\n",
       "      <td>166.950000</td>\n",
       "      <td>37.525446</td>\n",
       "      <td>...</td>\n",
       "      <td>5.316518</td>\n",
       "      <td>0.072768</td>\n",
       "      <td>0.074554</td>\n",
       "      <td>0.072768</td>\n",
       "      <td>0.064286</td>\n",
       "      <td>0.013393</td>\n",
       "      <td>0.009375</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.149107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3246.662198</td>\n",
       "      <td>11.984069</td>\n",
       "      <td>25173.076661</td>\n",
       "      <td>0.538398</td>\n",
       "      <td>0.544538</td>\n",
       "      <td>28.962453</td>\n",
       "      <td>336.597393</td>\n",
       "      <td>39.773434</td>\n",
       "      <td>225.715373</td>\n",
       "      <td>54.628979</td>\n",
       "      <td>...</td>\n",
       "      <td>2.426645</td>\n",
       "      <td>0.259813</td>\n",
       "      <td>0.262728</td>\n",
       "      <td>0.259813</td>\n",
       "      <td>0.245316</td>\n",
       "      <td>0.114976</td>\n",
       "      <td>0.096391</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.356274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1893.000000</td>\n",
       "      <td>1730.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2828.250000</td>\n",
       "      <td>1959.000000</td>\n",
       "      <td>35303.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>23.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5458.500000</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>51381.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>173.500000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8427.750000</td>\n",
       "      <td>1977.000000</td>\n",
       "      <td>68522.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>504.250000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>232.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11191.000000</td>\n",
       "      <td>1996.000000</td>\n",
       "      <td>666666.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>1493.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>259.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ID   Year_Birth         Income      Kidhome     Teenhome  \\\n",
       "count   2240.000000  2240.000000    2216.000000  2240.000000  2240.000000   \n",
       "mean    5592.159821  1968.805804   52247.251354     0.444196     0.506250   \n",
       "std     3246.662198    11.984069   25173.076661     0.538398     0.544538   \n",
       "min        0.000000  1893.000000    1730.000000     0.000000     0.000000   \n",
       "25%     2828.250000  1959.000000   35303.000000     0.000000     0.000000   \n",
       "50%     5458.500000  1970.000000   51381.500000     0.000000     0.000000   \n",
       "75%     8427.750000  1977.000000   68522.000000     1.000000     1.000000   \n",
       "max    11191.000000  1996.000000  666666.000000     2.000000     2.000000   \n",
       "\n",
       "           Recency     MntWines    MntFruits  MntMeatProducts  \\\n",
       "count  2240.000000  2240.000000  2240.000000      2240.000000   \n",
       "mean     49.109375   303.935714    26.302232       166.950000   \n",
       "std      28.962453   336.597393    39.773434       225.715373   \n",
       "min       0.000000     0.000000     0.000000         0.000000   \n",
       "25%      24.000000    23.750000     1.000000        16.000000   \n",
       "50%      49.000000   173.500000     8.000000        67.000000   \n",
       "75%      74.000000   504.250000    33.000000       232.000000   \n",
       "max      99.000000  1493.000000   199.000000      1725.000000   \n",
       "\n",
       "       MntFishProducts  ...  NumWebVisitsMonth  AcceptedCmp3  AcceptedCmp4  \\\n",
       "count      2240.000000  ...        2240.000000   2240.000000   2240.000000   \n",
       "mean         37.525446  ...           5.316518      0.072768      0.074554   \n",
       "std          54.628979  ...           2.426645      0.259813      0.262728   \n",
       "min           0.000000  ...           0.000000      0.000000      0.000000   \n",
       "25%           3.000000  ...           3.000000      0.000000      0.000000   \n",
       "50%          12.000000  ...           6.000000      0.000000      0.000000   \n",
       "75%          50.000000  ...           7.000000      0.000000      0.000000   \n",
       "max         259.000000  ...          20.000000      1.000000      1.000000   \n",
       "\n",
       "       AcceptedCmp5  AcceptedCmp1  AcceptedCmp2     Complain  Z_CostContact  \\\n",
       "count   2240.000000   2240.000000   2240.000000  2240.000000         2240.0   \n",
       "mean       0.072768      0.064286      0.013393     0.009375            3.0   \n",
       "std        0.259813      0.245316      0.114976     0.096391            0.0   \n",
       "min        0.000000      0.000000      0.000000     0.000000            3.0   \n",
       "25%        0.000000      0.000000      0.000000     0.000000            3.0   \n",
       "50%        0.000000      0.000000      0.000000     0.000000            3.0   \n",
       "75%        0.000000      0.000000      0.000000     0.000000            3.0   \n",
       "max        1.000000      1.000000      1.000000     1.000000            3.0   \n",
       "\n",
       "       Z_Revenue     Response  \n",
       "count     2240.0  2240.000000  \n",
       "mean        11.0     0.149107  \n",
       "std          0.0     0.356274  \n",
       "min         11.0     0.000000  \n",
       "25%         11.0     0.000000  \n",
       "50%         11.0     0.000000  \n",
       "75%         11.0     0.000000  \n",
       "max         11.0     1.000000  \n",
       "\n",
       "[8 rows x 26 columns]"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "id": "5cc110e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                      0\n",
       "Year_Birth              0\n",
       "Education               0\n",
       "Marital_Status          0\n",
       "Income                 24\n",
       "Kidhome                 0\n",
       "Teenhome                0\n",
       "Dt_Customer             0\n",
       "Recency                 0\n",
       "MntWines                0\n",
       "MntFruits               0\n",
       "MntMeatProducts         0\n",
       "MntFishProducts         0\n",
       "MntSweetProducts        0\n",
       "MntGoldProds            0\n",
       "NumDealsPurchases       0\n",
       "NumWebPurchases         0\n",
       "NumCatalogPurchases     0\n",
       "NumStorePurchases       0\n",
       "NumWebVisitsMonth       0\n",
       "AcceptedCmp3            0\n",
       "AcceptedCmp4            0\n",
       "AcceptedCmp5            0\n",
       "AcceptedCmp1            0\n",
       "AcceptedCmp2            0\n",
       "Complain                0\n",
       "Z_CostContact           0\n",
       "Z_Revenue               0\n",
       "Response                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum() # or df.isna().sum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "id": "288557d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID                     0\n",
      "Year_Birth             0\n",
      "Education              0\n",
      "Marital_Status         0\n",
      "Income                 0\n",
      "Kidhome                0\n",
      "Teenhome               0\n",
      "Dt_Customer            0\n",
      "Recency                0\n",
      "MntWines               0\n",
      "MntFruits              0\n",
      "MntMeatProducts        0\n",
      "MntFishProducts        0\n",
      "MntSweetProducts       0\n",
      "MntGoldProds           0\n",
      "NumDealsPurchases      0\n",
      "NumWebPurchases        0\n",
      "NumCatalogPurchases    0\n",
      "NumStorePurchases      0\n",
      "NumWebVisitsMonth      0\n",
      "AcceptedCmp3           0\n",
      "AcceptedCmp4           0\n",
      "AcceptedCmp5           0\n",
      "AcceptedCmp1           0\n",
      "AcceptedCmp2           0\n",
      "Complain               0\n",
      "Z_CostContact          0\n",
      "Z_Revenue              0\n",
      "Response               0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df['Income'].fillna(df['Income'].mean(), inplace = True)\n",
    "print(df.isnull().sum())\n",
    "#df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "id": "5847afaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                       int64\n",
       "Year_Birth               int64\n",
       "Education               object\n",
       "Marital_Status          object\n",
       "Income                 float64\n",
       "Kidhome                  int64\n",
       "Teenhome                 int64\n",
       "Dt_Customer             object\n",
       "Recency                  int64\n",
       "MntWines                 int64\n",
       "MntFruits                int64\n",
       "MntMeatProducts          int64\n",
       "MntFishProducts          int64\n",
       "MntSweetProducts         int64\n",
       "MntGoldProds             int64\n",
       "NumDealsPurchases        int64\n",
       "NumWebPurchases          int64\n",
       "NumCatalogPurchases      int64\n",
       "NumStorePurchases        int64\n",
       "NumWebVisitsMonth        int64\n",
       "AcceptedCmp3             int64\n",
       "AcceptedCmp4             int64\n",
       "AcceptedCmp5             int64\n",
       "AcceptedCmp1             int64\n",
       "AcceptedCmp2             int64\n",
       "Complain                 int64\n",
       "Z_CostContact            int64\n",
       "Z_Revenue                int64\n",
       "Response                 int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes # or df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "id": "6da6cb75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2240 entries, 0 to 2239\n",
      "Data columns (total 29 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   ID                   2240 non-null   int64         \n",
      " 1   Year_Birth           2240 non-null   int64         \n",
      " 2   Education            2240 non-null   object        \n",
      " 3   Marital_Status       2240 non-null   object        \n",
      " 4   Income               2240 non-null   float64       \n",
      " 5   Kidhome              2240 non-null   int64         \n",
      " 6   Teenhome             2240 non-null   int64         \n",
      " 7   Dt_Customer          2240 non-null   datetime64[ns]\n",
      " 8   Recency              2240 non-null   int64         \n",
      " 9   MntWines             2240 non-null   int64         \n",
      " 10  MntFruits            2240 non-null   int64         \n",
      " 11  MntMeatProducts      2240 non-null   int64         \n",
      " 12  MntFishProducts      2240 non-null   int64         \n",
      " 13  MntSweetProducts     2240 non-null   int64         \n",
      " 14  MntGoldProds         2240 non-null   int64         \n",
      " 15  NumDealsPurchases    2240 non-null   int64         \n",
      " 16  NumWebPurchases      2240 non-null   int64         \n",
      " 17  NumCatalogPurchases  2240 non-null   int64         \n",
      " 18  NumStorePurchases    2240 non-null   int64         \n",
      " 19  NumWebVisitsMonth    2240 non-null   int64         \n",
      " 20  AcceptedCmp3         2240 non-null   int64         \n",
      " 21  AcceptedCmp4         2240 non-null   int64         \n",
      " 22  AcceptedCmp5         2240 non-null   int64         \n",
      " 23  AcceptedCmp1         2240 non-null   int64         \n",
      " 24  AcceptedCmp2         2240 non-null   int64         \n",
      " 25  Complain             2240 non-null   int64         \n",
      " 26  Z_CostContact        2240 non-null   int64         \n",
      " 27  Z_Revenue            2240 non-null   int64         \n",
      " 28  Response             2240 non-null   int64         \n",
      "dtypes: datetime64[ns](1), float64(1), int64(25), object(2)\n",
      "memory usage: 507.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df['Dt_Customer']=pd.to_datetime(df['Dt_Customer'])\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "id": "ebd35853",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 346,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the duplicate values\n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "id": "07e67723",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                      0.039832\n",
       "Year_Birth             -0.349944\n",
       "Income                  6.799965\n",
       "Kidhome                 0.635288\n",
       "Teenhome                0.407115\n",
       "Recency                -0.001987\n",
       "MntWines                1.175771\n",
       "MntFruits               2.102063\n",
       "MntMeatProducts         2.083233\n",
       "MntFishProducts         1.919769\n",
       "MntSweetProducts        2.136081\n",
       "MntGoldProds            1.886106\n",
       "NumDealsPurchases       2.418569\n",
       "NumWebPurchases         1.382794\n",
       "NumCatalogPurchases     1.880989\n",
       "NumStorePurchases       0.702237\n",
       "NumWebVisitsMonth       0.207926\n",
       "AcceptedCmp3            3.291705\n",
       "AcceptedCmp4            3.241574\n",
       "AcceptedCmp5            3.291705\n",
       "AcceptedCmp1            3.555444\n",
       "AcceptedCmp2            8.472093\n",
       "Complain               10.188972\n",
       "Z_CostContact           0.000000\n",
       "Z_Revenue               0.000000\n",
       "Response                1.971555\n",
       "dtype: float64"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the skewed data\n",
    "df.skew().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d94b9c2f",
   "metadata": {},
   "source": [
    "We can see that the Z_revenue and Z_CostContact have 0 skew, so they have same values throughout. Also the complain is the column with the highest skewed value. This can be observed more in following histograms. So now, the columns Z_revenue and Z_CostContact will be removed. Also the Complain column has a very large skew, and it mostly has values 0 (from table statistics), so we will remove this column too"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "id": "230dda5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2240 entries, 0 to 2239\n",
      "Data columns (total 26 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   ID                   2240 non-null   int64         \n",
      " 1   Year_Birth           2240 non-null   int64         \n",
      " 2   Education            2240 non-null   object        \n",
      " 3   Marital_Status       2240 non-null   object        \n",
      " 4   Income               2240 non-null   float64       \n",
      " 5   Kidhome              2240 non-null   int64         \n",
      " 6   Teenhome             2240 non-null   int64         \n",
      " 7   Dt_Customer          2240 non-null   datetime64[ns]\n",
      " 8   Recency              2240 non-null   int64         \n",
      " 9   MntWines             2240 non-null   int64         \n",
      " 10  MntFruits            2240 non-null   int64         \n",
      " 11  MntMeatProducts      2240 non-null   int64         \n",
      " 12  MntFishProducts      2240 non-null   int64         \n",
      " 13  MntSweetProducts     2240 non-null   int64         \n",
      " 14  MntGoldProds         2240 non-null   int64         \n",
      " 15  NumDealsPurchases    2240 non-null   int64         \n",
      " 16  NumWebPurchases      2240 non-null   int64         \n",
      " 17  NumCatalogPurchases  2240 non-null   int64         \n",
      " 18  NumStorePurchases    2240 non-null   int64         \n",
      " 19  NumWebVisitsMonth    2240 non-null   int64         \n",
      " 20  AcceptedCmp3         2240 non-null   int64         \n",
      " 21  AcceptedCmp4         2240 non-null   int64         \n",
      " 22  AcceptedCmp5         2240 non-null   int64         \n",
      " 23  AcceptedCmp1         2240 non-null   int64         \n",
      " 24  AcceptedCmp2         2240 non-null   int64         \n",
      " 25  Response             2240 non-null   int64         \n",
      "dtypes: datetime64[ns](1), float64(1), int64(22), object(2)\n",
      "memory usage: 455.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df = df.drop(columns=['Z_Revenue','Z_CostContact','Complain'])\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1faa23f",
   "metadata": {},
   "source": [
    "# Performing EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "id": "fd23c25d",
   "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>ID</th>\n",
       "      <th>Year_Birth</th>\n",
       "      <th>Income</th>\n",
       "      <th>Kidhome</th>\n",
       "      <th>Teenhome</th>\n",
       "      <th>Recency</th>\n",
       "      <th>MntWines</th>\n",
       "      <th>MntFruits</th>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <th>MntFishProducts</th>\n",
       "      <th>...</th>\n",
       "      <th>NumWebPurchases</th>\n",
       "      <th>NumCatalogPurchases</th>\n",
       "      <th>NumStorePurchases</th>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <th>AcceptedCmp3</th>\n",
       "      <th>AcceptedCmp4</th>\n",
       "      <th>AcceptedCmp5</th>\n",
       "      <th>AcceptedCmp1</th>\n",
       "      <th>AcceptedCmp2</th>\n",
       "      <th>Response</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.013036</td>\n",
       "      <td>0.002406</td>\n",
       "      <td>-0.002580</td>\n",
       "      <td>-0.046524</td>\n",
       "      <td>-0.022878</td>\n",
       "      <td>0.004600</td>\n",
       "      <td>-0.004437</td>\n",
       "      <td>-0.024475</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018924</td>\n",
       "      <td>-0.003440</td>\n",
       "      <td>-0.014927</td>\n",
       "      <td>-0.007446</td>\n",
       "      <td>-0.036040</td>\n",
       "      <td>-0.025387</td>\n",
       "      <td>-0.007517</td>\n",
       "      <td>-0.021614</td>\n",
       "      <td>-0.015061</td>\n",
       "      <td>-0.021968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year_Birth</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.160942</td>\n",
       "      <td>0.230176</td>\n",
       "      <td>-0.352111</td>\n",
       "      <td>-0.019871</td>\n",
       "      <td>-0.157773</td>\n",
       "      <td>-0.017917</td>\n",
       "      <td>-0.030872</td>\n",
       "      <td>-0.041625</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.145040</td>\n",
       "      <td>-0.121275</td>\n",
       "      <td>-0.128272</td>\n",
       "      <td>0.121139</td>\n",
       "      <td>0.061774</td>\n",
       "      <td>-0.060510</td>\n",
       "      <td>0.007123</td>\n",
       "      <td>-0.005930</td>\n",
       "      <td>-0.006539</td>\n",
       "      <td>0.021325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income</th>\n",
       "      <td>0.013036</td>\n",
       "      <td>-0.160942</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.425176</td>\n",
       "      <td>0.019018</td>\n",
       "      <td>-0.003946</td>\n",
       "      <td>0.576789</td>\n",
       "      <td>0.428747</td>\n",
       "      <td>0.577802</td>\n",
       "      <td>0.437497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.380550</td>\n",
       "      <td>0.586725</td>\n",
       "      <td>0.526489</td>\n",
       "      <td>-0.549824</td>\n",
       "      <td>-0.016168</td>\n",
       "      <td>0.182791</td>\n",
       "      <td>0.334850</td>\n",
       "      <td>0.274921</td>\n",
       "      <td>0.087538</td>\n",
       "      <td>0.132756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kidhome</th>\n",
       "      <td>0.002406</td>\n",
       "      <td>0.230176</td>\n",
       "      <td>-0.425176</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.036133</td>\n",
       "      <td>0.008827</td>\n",
       "      <td>-0.496297</td>\n",
       "      <td>-0.372581</td>\n",
       "      <td>-0.437129</td>\n",
       "      <td>-0.387644</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.361647</td>\n",
       "      <td>-0.502237</td>\n",
       "      <td>-0.499683</td>\n",
       "      <td>0.447846</td>\n",
       "      <td>0.014674</td>\n",
       "      <td>-0.161600</td>\n",
       "      <td>-0.205634</td>\n",
       "      <td>-0.172339</td>\n",
       "      <td>-0.081716</td>\n",
       "      <td>-0.080008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teenhome</th>\n",
       "      <td>-0.002580</td>\n",
       "      <td>-0.352111</td>\n",
       "      <td>0.019018</td>\n",
       "      <td>-0.036133</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.016198</td>\n",
       "      <td>0.004846</td>\n",
       "      <td>-0.176764</td>\n",
       "      <td>-0.261160</td>\n",
       "      <td>-0.204187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155500</td>\n",
       "      <td>-0.110769</td>\n",
       "      <td>0.050695</td>\n",
       "      <td>0.134884</td>\n",
       "      <td>-0.042677</td>\n",
       "      <td>0.038886</td>\n",
       "      <td>-0.191050</td>\n",
       "      <td>-0.140090</td>\n",
       "      <td>-0.015605</td>\n",
       "      <td>-0.154446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Recency</th>\n",
       "      <td>-0.046524</td>\n",
       "      <td>-0.019871</td>\n",
       "      <td>-0.003946</td>\n",
       "      <td>0.008827</td>\n",
       "      <td>0.016198</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.016064</td>\n",
       "      <td>-0.004306</td>\n",
       "      <td>0.023056</td>\n",
       "      <td>0.001079</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.010726</td>\n",
       "      <td>0.025110</td>\n",
       "      <td>0.000799</td>\n",
       "      <td>-0.021445</td>\n",
       "      <td>-0.032991</td>\n",
       "      <td>0.018826</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>-0.019283</td>\n",
       "      <td>-0.001781</td>\n",
       "      <td>-0.198437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntWines</th>\n",
       "      <td>-0.022878</td>\n",
       "      <td>-0.157773</td>\n",
       "      <td>0.576789</td>\n",
       "      <td>-0.496297</td>\n",
       "      <td>0.004846</td>\n",
       "      <td>0.016064</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.389637</td>\n",
       "      <td>0.562667</td>\n",
       "      <td>0.399753</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542265</td>\n",
       "      <td>0.635226</td>\n",
       "      <td>0.642100</td>\n",
       "      <td>-0.320653</td>\n",
       "      <td>0.062202</td>\n",
       "      <td>0.373286</td>\n",
       "      <td>0.472613</td>\n",
       "      <td>0.354133</td>\n",
       "      <td>0.205907</td>\n",
       "      <td>0.247254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFruits</th>\n",
       "      <td>0.004600</td>\n",
       "      <td>-0.017917</td>\n",
       "      <td>0.428747</td>\n",
       "      <td>-0.372581</td>\n",
       "      <td>-0.176764</td>\n",
       "      <td>-0.004306</td>\n",
       "      <td>0.389637</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.543105</td>\n",
       "      <td>0.594804</td>\n",
       "      <td>...</td>\n",
       "      <td>0.296735</td>\n",
       "      <td>0.487917</td>\n",
       "      <td>0.461758</td>\n",
       "      <td>-0.418383</td>\n",
       "      <td>0.014727</td>\n",
       "      <td>0.010152</td>\n",
       "      <td>0.215833</td>\n",
       "      <td>0.194748</td>\n",
       "      <td>-0.009773</td>\n",
       "      <td>0.125289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntMeatProducts</th>\n",
       "      <td>-0.004437</td>\n",
       "      <td>-0.030872</td>\n",
       "      <td>0.577802</td>\n",
       "      <td>-0.437129</td>\n",
       "      <td>-0.261160</td>\n",
       "      <td>0.023056</td>\n",
       "      <td>0.562667</td>\n",
       "      <td>0.543105</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.568402</td>\n",
       "      <td>...</td>\n",
       "      <td>0.293761</td>\n",
       "      <td>0.723827</td>\n",
       "      <td>0.479659</td>\n",
       "      <td>-0.539470</td>\n",
       "      <td>0.018272</td>\n",
       "      <td>0.102912</td>\n",
       "      <td>0.373769</td>\n",
       "      <td>0.309761</td>\n",
       "      <td>0.043033</td>\n",
       "      <td>0.236335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntFishProducts</th>\n",
       "      <td>-0.024475</td>\n",
       "      <td>-0.041625</td>\n",
       "      <td>0.437497</td>\n",
       "      <td>-0.387644</td>\n",
       "      <td>-0.204187</td>\n",
       "      <td>0.001079</td>\n",
       "      <td>0.399753</td>\n",
       "      <td>0.594804</td>\n",
       "      <td>0.568402</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.293681</td>\n",
       "      <td>0.534478</td>\n",
       "      <td>0.459855</td>\n",
       "      <td>-0.446003</td>\n",
       "      <td>0.000357</td>\n",
       "      <td>0.016843</td>\n",
       "      <td>0.199578</td>\n",
       "      <td>0.260762</td>\n",
       "      <td>0.002577</td>\n",
       "      <td>0.111331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntSweetProducts</th>\n",
       "      <td>-0.007642</td>\n",
       "      <td>-0.018133</td>\n",
       "      <td>0.436162</td>\n",
       "      <td>-0.370673</td>\n",
       "      <td>-0.162475</td>\n",
       "      <td>0.022670</td>\n",
       "      <td>0.386581</td>\n",
       "      <td>0.567164</td>\n",
       "      <td>0.523846</td>\n",
       "      <td>0.579870</td>\n",
       "      <td>...</td>\n",
       "      <td>0.348544</td>\n",
       "      <td>0.490924</td>\n",
       "      <td>0.448756</td>\n",
       "      <td>-0.423294</td>\n",
       "      <td>0.001530</td>\n",
       "      <td>0.028641</td>\n",
       "      <td>0.259590</td>\n",
       "      <td>0.241818</td>\n",
       "      <td>0.009985</td>\n",
       "      <td>0.117372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MntGoldProds</th>\n",
       "      <td>-0.013438</td>\n",
       "      <td>-0.061818</td>\n",
       "      <td>0.321978</td>\n",
       "      <td>-0.349595</td>\n",
       "      <td>-0.021725</td>\n",
       "      <td>0.016693</td>\n",
       "      <td>0.387516</td>\n",
       "      <td>0.392995</td>\n",
       "      <td>0.350609</td>\n",
       "      <td>0.422875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.421836</td>\n",
       "      <td>0.437697</td>\n",
       "      <td>0.381678</td>\n",
       "      <td>-0.250719</td>\n",
       "      <td>0.123091</td>\n",
       "      <td>0.022268</td>\n",
       "      <td>0.181021</td>\n",
       "      <td>0.166396</td>\n",
       "      <td>0.049990</td>\n",
       "      <td>0.139850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumDealsPurchases</th>\n",
       "      <td>-0.037166</td>\n",
       "      <td>-0.060846</td>\n",
       "      <td>-0.082290</td>\n",
       "      <td>0.221798</td>\n",
       "      <td>0.387741</td>\n",
       "      <td>-0.001098</td>\n",
       "      <td>0.010940</td>\n",
       "      <td>-0.132114</td>\n",
       "      <td>-0.122415</td>\n",
       "      <td>-0.139361</td>\n",
       "      <td>...</td>\n",
       "      <td>0.234185</td>\n",
       "      <td>-0.008617</td>\n",
       "      <td>0.068879</td>\n",
       "      <td>0.347633</td>\n",
       "      <td>-0.023109</td>\n",
       "      <td>0.015594</td>\n",
       "      <td>-0.183248</td>\n",
       "      <td>-0.123244</td>\n",
       "      <td>-0.037695</td>\n",
       "      <td>0.002238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumWebPurchases</th>\n",
       "      <td>-0.018924</td>\n",
       "      <td>-0.145040</td>\n",
       "      <td>0.380550</td>\n",
       "      <td>-0.361647</td>\n",
       "      <td>0.155500</td>\n",
       "      <td>-0.010726</td>\n",
       "      <td>0.542265</td>\n",
       "      <td>0.296735</td>\n",
       "      <td>0.293761</td>\n",
       "      <td>0.293681</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.378376</td>\n",
       "      <td>0.502713</td>\n",
       "      <td>-0.055846</td>\n",
       "      <td>0.042176</td>\n",
       "      <td>0.155903</td>\n",
       "      <td>0.138684</td>\n",
       "      <td>0.155143</td>\n",
       "      <td>0.034188</td>\n",
       "      <td>0.148730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumCatalogPurchases</th>\n",
       "      <td>-0.003440</td>\n",
       "      <td>-0.121275</td>\n",
       "      <td>0.586725</td>\n",
       "      <td>-0.502237</td>\n",
       "      <td>-0.110769</td>\n",
       "      <td>0.025110</td>\n",
       "      <td>0.635226</td>\n",
       "      <td>0.487917</td>\n",
       "      <td>0.723827</td>\n",
       "      <td>0.534478</td>\n",
       "      <td>...</td>\n",
       "      <td>0.378376</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.518738</td>\n",
       "      <td>-0.520364</td>\n",
       "      <td>0.104730</td>\n",
       "      <td>0.139247</td>\n",
       "      <td>0.322321</td>\n",
       "      <td>0.308097</td>\n",
       "      <td>0.099852</td>\n",
       "      <td>0.220810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumStorePurchases</th>\n",
       "      <td>-0.014927</td>\n",
       "      <td>-0.128272</td>\n",
       "      <td>0.526489</td>\n",
       "      <td>-0.499683</td>\n",
       "      <td>0.050695</td>\n",
       "      <td>0.000799</td>\n",
       "      <td>0.642100</td>\n",
       "      <td>0.461758</td>\n",
       "      <td>0.479659</td>\n",
       "      <td>0.459855</td>\n",
       "      <td>...</td>\n",
       "      <td>0.502713</td>\n",
       "      <td>0.518738</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428473</td>\n",
       "      <td>-0.067577</td>\n",
       "      <td>0.179379</td>\n",
       "      <td>0.214790</td>\n",
       "      <td>0.183249</td>\n",
       "      <td>0.085189</td>\n",
       "      <td>0.039363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <td>-0.007446</td>\n",
       "      <td>0.121139</td>\n",
       "      <td>-0.549824</td>\n",
       "      <td>0.447846</td>\n",
       "      <td>0.134884</td>\n",
       "      <td>-0.021445</td>\n",
       "      <td>-0.320653</td>\n",
       "      <td>-0.418383</td>\n",
       "      <td>-0.539470</td>\n",
       "      <td>-0.446003</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.055846</td>\n",
       "      <td>-0.520364</td>\n",
       "      <td>-0.428473</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.061211</td>\n",
       "      <td>-0.032126</td>\n",
       "      <td>-0.278113</td>\n",
       "      <td>-0.192502</td>\n",
       "      <td>-0.007196</td>\n",
       "      <td>-0.003987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AcceptedCmp3</th>\n",
       "      <td>-0.036040</td>\n",
       "      <td>0.061774</td>\n",
       "      <td>-0.016168</td>\n",
       "      <td>0.014674</td>\n",
       "      <td>-0.042677</td>\n",
       "      <td>-0.032991</td>\n",
       "      <td>0.062202</td>\n",
       "      <td>0.014727</td>\n",
       "      <td>0.018272</td>\n",
       "      <td>0.000357</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042176</td>\n",
       "      <td>0.104730</td>\n",
       "      <td>-0.067577</td>\n",
       "      <td>0.061211</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.079512</td>\n",
       "      <td>0.080316</td>\n",
       "      <td>0.094751</td>\n",
       "      <td>0.072020</td>\n",
       "      <td>0.254258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AcceptedCmp4</th>\n",
       "      <td>-0.025387</td>\n",
       "      <td>-0.060510</td>\n",
       "      <td>0.182791</td>\n",
       "      <td>-0.161600</td>\n",
       "      <td>0.038886</td>\n",
       "      <td>0.018826</td>\n",
       "      <td>0.373286</td>\n",
       "      <td>0.010152</td>\n",
       "      <td>0.102912</td>\n",
       "      <td>0.016843</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155903</td>\n",
       "      <td>0.139247</td>\n",
       "      <td>0.179379</td>\n",
       "      <td>-0.032126</td>\n",
       "      <td>-0.079512</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.306526</td>\n",
       "      <td>0.251300</td>\n",
       "      <td>0.292210</td>\n",
       "      <td>0.177019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AcceptedCmp5</th>\n",
       "      <td>-0.007517</td>\n",
       "      <td>0.007123</td>\n",
       "      <td>0.334850</td>\n",
       "      <td>-0.205634</td>\n",
       "      <td>-0.191050</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.472613</td>\n",
       "      <td>0.215833</td>\n",
       "      <td>0.373769</td>\n",
       "      <td>0.199578</td>\n",
       "      <td>...</td>\n",
       "      <td>0.138684</td>\n",
       "      <td>0.322321</td>\n",
       "      <td>0.214790</td>\n",
       "      <td>-0.278113</td>\n",
       "      <td>0.080316</td>\n",
       "      <td>0.306526</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.403078</td>\n",
       "      <td>0.221533</td>\n",
       "      <td>0.326634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AcceptedCmp1</th>\n",
       "      <td>-0.021614</td>\n",
       "      <td>-0.005930</td>\n",
       "      <td>0.274921</td>\n",
       "      <td>-0.172339</td>\n",
       "      <td>-0.140090</td>\n",
       "      <td>-0.019283</td>\n",
       "      <td>0.354133</td>\n",
       "      <td>0.194748</td>\n",
       "      <td>0.309761</td>\n",
       "      <td>0.260762</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155143</td>\n",
       "      <td>0.308097</td>\n",
       "      <td>0.183249</td>\n",
       "      <td>-0.192502</td>\n",
       "      <td>0.094751</td>\n",
       "      <td>0.251300</td>\n",
       "      <td>0.403078</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.175315</td>\n",
       "      <td>0.293982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AcceptedCmp2</th>\n",
       "      <td>-0.015061</td>\n",
       "      <td>-0.006539</td>\n",
       "      <td>0.087538</td>\n",
       "      <td>-0.081716</td>\n",
       "      <td>-0.015605</td>\n",
       "      <td>-0.001781</td>\n",
       "      <td>0.205907</td>\n",
       "      <td>-0.009773</td>\n",
       "      <td>0.043033</td>\n",
       "      <td>0.002577</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034188</td>\n",
       "      <td>0.099852</td>\n",
       "      <td>0.085189</td>\n",
       "      <td>-0.007196</td>\n",
       "      <td>0.072020</td>\n",
       "      <td>0.292210</td>\n",
       "      <td>0.221533</td>\n",
       "      <td>0.175315</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.169293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>-0.021968</td>\n",
       "      <td>0.021325</td>\n",
       "      <td>0.132756</td>\n",
       "      <td>-0.080008</td>\n",
       "      <td>-0.154446</td>\n",
       "      <td>-0.198437</td>\n",
       "      <td>0.247254</td>\n",
       "      <td>0.125289</td>\n",
       "      <td>0.236335</td>\n",
       "      <td>0.111331</td>\n",
       "      <td>...</td>\n",
       "      <td>0.148730</td>\n",
       "      <td>0.220810</td>\n",
       "      <td>0.039363</td>\n",
       "      <td>-0.003987</td>\n",
       "      <td>0.254258</td>\n",
       "      <td>0.177019</td>\n",
       "      <td>0.326634</td>\n",
       "      <td>0.293982</td>\n",
       "      <td>0.169293</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           ID  Year_Birth    Income   Kidhome  Teenhome  \\\n",
       "ID                   1.000000    0.000028  0.013036  0.002406 -0.002580   \n",
       "Year_Birth           0.000028    1.000000 -0.160942  0.230176 -0.352111   \n",
       "Income               0.013036   -0.160942  1.000000 -0.425176  0.019018   \n",
       "Kidhome              0.002406    0.230176 -0.425176  1.000000 -0.036133   \n",
       "Teenhome            -0.002580   -0.352111  0.019018 -0.036133  1.000000   \n",
       "Recency             -0.046524   -0.019871 -0.003946  0.008827  0.016198   \n",
       "MntWines            -0.022878   -0.157773  0.576789 -0.496297  0.004846   \n",
       "MntFruits            0.004600   -0.017917  0.428747 -0.372581 -0.176764   \n",
       "MntMeatProducts     -0.004437   -0.030872  0.577802 -0.437129 -0.261160   \n",
       "MntFishProducts     -0.024475   -0.041625  0.437497 -0.387644 -0.204187   \n",
       "MntSweetProducts    -0.007642   -0.018133  0.436162 -0.370673 -0.162475   \n",
       "MntGoldProds        -0.013438   -0.061818  0.321978 -0.349595 -0.021725   \n",
       "NumDealsPurchases   -0.037166   -0.060846 -0.082290  0.221798  0.387741   \n",
       "NumWebPurchases     -0.018924   -0.145040  0.380550 -0.361647  0.155500   \n",
       "NumCatalogPurchases -0.003440   -0.121275  0.586725 -0.502237 -0.110769   \n",
       "NumStorePurchases   -0.014927   -0.128272  0.526489 -0.499683  0.050695   \n",
       "NumWebVisitsMonth   -0.007446    0.121139 -0.549824  0.447846  0.134884   \n",
       "AcceptedCmp3        -0.036040    0.061774 -0.016168  0.014674 -0.042677   \n",
       "AcceptedCmp4        -0.025387   -0.060510  0.182791 -0.161600  0.038886   \n",
       "AcceptedCmp5        -0.007517    0.007123  0.334850 -0.205634 -0.191050   \n",
       "AcceptedCmp1        -0.021614   -0.005930  0.274921 -0.172339 -0.140090   \n",
       "AcceptedCmp2        -0.015061   -0.006539  0.087538 -0.081716 -0.015605   \n",
       "Response            -0.021968    0.021325  0.132756 -0.080008 -0.154446   \n",
       "\n",
       "                      Recency  MntWines  MntFruits  MntMeatProducts  \\\n",
       "ID                  -0.046524 -0.022878   0.004600        -0.004437   \n",
       "Year_Birth          -0.019871 -0.157773  -0.017917        -0.030872   \n",
       "Income              -0.003946  0.576789   0.428747         0.577802   \n",
       "Kidhome              0.008827 -0.496297  -0.372581        -0.437129   \n",
       "Teenhome             0.016198  0.004846  -0.176764        -0.261160   \n",
       "Recency              1.000000  0.016064  -0.004306         0.023056   \n",
       "MntWines             0.016064  1.000000   0.389637         0.562667   \n",
       "MntFruits           -0.004306  0.389637   1.000000         0.543105   \n",
       "MntMeatProducts      0.023056  0.562667   0.543105         1.000000   \n",
       "MntFishProducts      0.001079  0.399753   0.594804         0.568402   \n",
       "MntSweetProducts     0.022670  0.386581   0.567164         0.523846   \n",
       "MntGoldProds         0.016693  0.387516   0.392995         0.350609   \n",
       "NumDealsPurchases   -0.001098  0.010940  -0.132114        -0.122415   \n",
       "NumWebPurchases     -0.010726  0.542265   0.296735         0.293761   \n",
       "NumCatalogPurchases  0.025110  0.635226   0.487917         0.723827   \n",
       "NumStorePurchases    0.000799  0.642100   0.461758         0.479659   \n",
       "NumWebVisitsMonth   -0.021445 -0.320653  -0.418383        -0.539470   \n",
       "AcceptedCmp3        -0.032991  0.062202   0.014727         0.018272   \n",
       "AcceptedCmp4         0.018826  0.373286   0.010152         0.102912   \n",
       "AcceptedCmp5         0.000129  0.472613   0.215833         0.373769   \n",
       "AcceptedCmp1        -0.019283  0.354133   0.194748         0.309761   \n",
       "AcceptedCmp2        -0.001781  0.205907  -0.009773         0.043033   \n",
       "Response            -0.198437  0.247254   0.125289         0.236335   \n",
       "\n",
       "                     MntFishProducts  ...  NumWebPurchases  \\\n",
       "ID                         -0.024475  ...        -0.018924   \n",
       "Year_Birth                 -0.041625  ...        -0.145040   \n",
       "Income                      0.437497  ...         0.380550   \n",
       "Kidhome                    -0.387644  ...        -0.361647   \n",
       "Teenhome                   -0.204187  ...         0.155500   \n",
       "Recency                     0.001079  ...        -0.010726   \n",
       "MntWines                    0.399753  ...         0.542265   \n",
       "MntFruits                   0.594804  ...         0.296735   \n",
       "MntMeatProducts             0.568402  ...         0.293761   \n",
       "MntFishProducts             1.000000  ...         0.293681   \n",
       "MntSweetProducts            0.579870  ...         0.348544   \n",
       "MntGoldProds                0.422875  ...         0.421836   \n",
       "NumDealsPurchases          -0.139361  ...         0.234185   \n",
       "NumWebPurchases             0.293681  ...         1.000000   \n",
       "NumCatalogPurchases         0.534478  ...         0.378376   \n",
       "NumStorePurchases           0.459855  ...         0.502713   \n",
       "NumWebVisitsMonth          -0.446003  ...        -0.055846   \n",
       "AcceptedCmp3                0.000357  ...         0.042176   \n",
       "AcceptedCmp4                0.016843  ...         0.155903   \n",
       "AcceptedCmp5                0.199578  ...         0.138684   \n",
       "AcceptedCmp1                0.260762  ...         0.155143   \n",
       "AcceptedCmp2                0.002577  ...         0.034188   \n",
       "Response                    0.111331  ...         0.148730   \n",
       "\n",
       "                     NumCatalogPurchases  NumStorePurchases  \\\n",
       "ID                             -0.003440          -0.014927   \n",
       "Year_Birth                     -0.121275          -0.128272   \n",
       "Income                          0.586725           0.526489   \n",
       "Kidhome                        -0.502237          -0.499683   \n",
       "Teenhome                       -0.110769           0.050695   \n",
       "Recency                         0.025110           0.000799   \n",
       "MntWines                        0.635226           0.642100   \n",
       "MntFruits                       0.487917           0.461758   \n",
       "MntMeatProducts                 0.723827           0.479659   \n",
       "MntFishProducts                 0.534478           0.459855   \n",
       "MntSweetProducts                0.490924           0.448756   \n",
       "MntGoldProds                    0.437697           0.381678   \n",
       "NumDealsPurchases              -0.008617           0.068879   \n",
       "NumWebPurchases                 0.378376           0.502713   \n",
       "NumCatalogPurchases             1.000000           0.518738   \n",
       "NumStorePurchases               0.518738           1.000000   \n",
       "NumWebVisitsMonth              -0.520364          -0.428473   \n",
       "AcceptedCmp3                    0.104730          -0.067577   \n",
       "AcceptedCmp4                    0.139247           0.179379   \n",
       "AcceptedCmp5                    0.322321           0.214790   \n",
       "AcceptedCmp1                    0.308097           0.183249   \n",
       "AcceptedCmp2                    0.099852           0.085189   \n",
       "Response                        0.220810           0.039363   \n",
       "\n",
       "                     NumWebVisitsMonth  AcceptedCmp3  AcceptedCmp4  \\\n",
       "ID                           -0.007446     -0.036040     -0.025387   \n",
       "Year_Birth                    0.121139      0.061774     -0.060510   \n",
       "Income                       -0.549824     -0.016168      0.182791   \n",
       "Kidhome                       0.447846      0.014674     -0.161600   \n",
       "Teenhome                      0.134884     -0.042677      0.038886   \n",
       "Recency                      -0.021445     -0.032991      0.018826   \n",
       "MntWines                     -0.320653      0.062202      0.373286   \n",
       "MntFruits                    -0.418383      0.014727      0.010152   \n",
       "MntMeatProducts              -0.539470      0.018272      0.102912   \n",
       "MntFishProducts              -0.446003      0.000357      0.016843   \n",
       "MntSweetProducts             -0.423294      0.001530      0.028641   \n",
       "MntGoldProds                 -0.250719      0.123091      0.022268   \n",
       "NumDealsPurchases             0.347633     -0.023109      0.015594   \n",
       "NumWebPurchases              -0.055846      0.042176      0.155903   \n",
       "NumCatalogPurchases          -0.520364      0.104730      0.139247   \n",
       "NumStorePurchases            -0.428473     -0.067577      0.179379   \n",
       "NumWebVisitsMonth             1.000000      0.061211     -0.032126   \n",
       "AcceptedCmp3                  0.061211      1.000000     -0.079512   \n",
       "AcceptedCmp4                 -0.032126     -0.079512      1.000000   \n",
       "AcceptedCmp5                 -0.278113      0.080316      0.306526   \n",
       "AcceptedCmp1                 -0.192502      0.094751      0.251300   \n",
       "AcceptedCmp2                 -0.007196      0.072020      0.292210   \n",
       "Response                     -0.003987      0.254258      0.177019   \n",
       "\n",
       "                     AcceptedCmp5  AcceptedCmp1  AcceptedCmp2  Response  \n",
       "ID                      -0.007517     -0.021614     -0.015061 -0.021968  \n",
       "Year_Birth               0.007123     -0.005930     -0.006539  0.021325  \n",
       "Income                   0.334850      0.274921      0.087538  0.132756  \n",
       "Kidhome                 -0.205634     -0.172339     -0.081716 -0.080008  \n",
       "Teenhome                -0.191050     -0.140090     -0.015605 -0.154446  \n",
       "Recency                  0.000129     -0.019283     -0.001781 -0.198437  \n",
       "MntWines                 0.472613      0.354133      0.205907  0.247254  \n",
       "MntFruits                0.215833      0.194748     -0.009773  0.125289  \n",
       "MntMeatProducts          0.373769      0.309761      0.043033  0.236335  \n",
       "MntFishProducts          0.199578      0.260762      0.002577  0.111331  \n",
       "MntSweetProducts         0.259590      0.241818      0.009985  0.117372  \n",
       "MntGoldProds             0.181021      0.166396      0.049990  0.139850  \n",
       "NumDealsPurchases       -0.183248     -0.123244     -0.037695  0.002238  \n",
       "NumWebPurchases          0.138684      0.155143      0.034188  0.148730  \n",
       "NumCatalogPurchases      0.322321      0.308097      0.099852  0.220810  \n",
       "NumStorePurchases        0.214790      0.183249      0.085189  0.039363  \n",
       "NumWebVisitsMonth       -0.278113     -0.192502     -0.007196 -0.003987  \n",
       "AcceptedCmp3             0.080316      0.094751      0.072020  0.254258  \n",
       "AcceptedCmp4             0.306526      0.251300      0.292210  0.177019  \n",
       "AcceptedCmp5             1.000000      0.403078      0.221533  0.326634  \n",
       "AcceptedCmp1             0.403078      1.000000      0.175315  0.293982  \n",
       "AcceptedCmp2             0.221533      0.175315      1.000000  0.169293  \n",
       "Response                 0.326634      0.293982      0.169293  1.000000  \n",
       "\n",
       "[23 rows x 23 columns]"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Computing correlation matrix\n",
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "id": "f69eff1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can better view the correlation using a diagonal heat map visualization\n",
    "\n",
    "#  Initialize the figure and subplot axes\n",
    "f, ax = plt.subplots(figsize=(22, 7)) #f = plt.figure(); ax = fig.add_subplot()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "corr = df.corr()\n",
    "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
    "\n",
    "# create listedColormap\n",
    "# https://stackoverflow.com/questions/64875534/how-to-create-a-custom-diverging-colormap-in-matplotlib\n",
    "bottom = cm.get_cmap('Blues', 256)\n",
    "top = cm.get_cmap('Reds_r', 256)\n",
    "mycolormap = np.vstack((bottom(np.linspace(0.25, 1, 64)),\n",
    "                        np.array([\n",
    "                        [0.03137255, 0.08823529, 0.41960784, 1.],\n",
    "                        [0.02137255, 0.04823529, 0.21960784, 1.],\n",
    "                        [0.01137255, 0.02823529, 0.11960784, 1.],\n",
    "                        [0.00037255, 0.00823529, 0.00960784, 1.],\n",
    "                        #[0.00000255, 0.00000529, 0.00060784, 1.],\n",
    "                        ])\n",
    "                       ))\n",
    "mycolormap = np.vstack((mycolormap,\n",
    "                        np.array([\n",
    "                        #[0.00060784, 0.00000529, 0.00000255, 1.],\n",
    "                        [0.00960784, 0.00823529, 0.00037255, 1.],\n",
    "                        [0.11960784, 0.02823529, 0.01137255, 1.],\n",
    "                        [0.21960784, 0.04823529, 0.02137255, 1.],\n",
    "                        [0.41960784, 0.08823529, 0.03137255, 1.],\n",
    "                        ])\n",
    "                       ))\n",
    "mycolormap = np.vstack((mycolormap,\n",
    "                        top(np.linspace(0, 0.75, 64)),\n",
    "                       ))\n",
    "\n",
    "low2hiColor = ListedColormap(mycolormap, name='low2hiColor')\n",
    "\n",
    "sns.heatmap(corr, mask=mask,annot=True, cmap=low2hiColor)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "id": "4a812f4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting Histogram to observe frequency distribution of column values\n",
    "df.hist(bins=20, figsize=(20,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35a52ea3",
   "metadata": {},
   "source": [
    "No need for log transformation due to many zeros for all the features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4830f905",
   "metadata": {},
   "source": [
    "# Perform Feature Engineering to Extract/Modify Attributes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d26d31",
   "metadata": {},
   "source": [
    "The following transformations will be applied to extract new features:\n",
    "\n",
    "1. Extract age of customer from 'Year_Birth'. Note: \"Age\" here represents the age at which customers enrolled with the company\n",
    "\n",
    "2. Get number of days since customer enrolled in company 'Dt_Customer'\n",
    "\n",
    "3. Convert Amount spent on items into percentages of item bought over total amount spent\n",
    "\n",
    "4. Convert Number of different purchases made into percentages over total number of purchases made.\n",
    "\n",
    "5. Convert columns 'AcceptedCmp1','AcceptedCmp2','AcceptedCmp3','AcceptedCmp4','AcceptedCmp5' into single column with values 1-5\n",
    "\n",
    "6. Convert categorical variable 'Education' into ordinal variable by assigning prioratized values\n",
    "\n",
    "7. Generalize Marital Status into 2 values [married/not married]\n",
    "\n",
    "8. generate TARGET DEPENDENT variable IS_PARENT\n",
    "\n",
    "9. Convert income datatype to int"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "id": "41f14b0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    55\n",
       "1    60\n",
       "2    48\n",
       "3    30\n",
       "4    33\n",
       "Name: Age, dtype: int64"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Year_Birth\"] = df['Dt_Customer'].dt.year-df[\"Year_Birth\"]\n",
    "df.rename(columns = {'Year_Birth':'Age'},inplace = True)\n",
    "df[\"Age\"].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "id": "fd37dad3",
   "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>Dt_Customer</th>\n",
       "      <th>Years_Since_Customer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-04-09</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-08-03</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013-08-21</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-10-02</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-19</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Dt_Customer  Years_Since_Customer\n",
       "0  2012-04-09                    11\n",
       "1  2014-08-03                     9\n",
       "2  2013-08-21                    10\n",
       "3  2014-10-02                     9\n",
       "4  2014-01-19                     9"
      ]
     },
     "execution_count": 353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Years_Since_Customer'] = 2023 - df['Dt_Customer'].dt.year\n",
    "df[['Dt_Customer','Years_Since_Customer']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "id": "3e7c3d34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1617\n",
       "1      27\n",
       "2     776\n",
       "3      53\n",
       "4     422\n",
       "Name: Total_Amount_Spent, dtype: int64"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Total_Amount_Spent\"] = df[\"MntWines\"]+ df[\"MntFruits\"]+ df[\"MntMeatProducts\"]+ df[\"MntFishProducts\"]+ df[\"MntSweetProducts\"]+ df[\"MntGoldProds\"]\n",
    "df[\"Total_Amount_Spent\"].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "id": "4cd15bc6",
   "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>MntWines_%</th>\n",
       "      <th>MntFruits_%</th>\n",
       "      <th>MntMeatProducts_%</th>\n",
       "      <th>MntFishProducts_%</th>\n",
       "      <th>MntSweetProducts_%</th>\n",
       "      <th>MntGoldProds_%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.392703</td>\n",
       "      <td>0.054422</td>\n",
       "      <td>0.337662</td>\n",
       "      <td>0.106370</td>\n",
       "      <td>0.054422</td>\n",
       "      <td>0.054422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.407407</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.548969</td>\n",
       "      <td>0.063144</td>\n",
       "      <td>0.163660</td>\n",
       "      <td>0.143041</td>\n",
       "      <td>0.027062</td>\n",
       "      <td>0.054124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.207547</td>\n",
       "      <td>0.075472</td>\n",
       "      <td>0.377358</td>\n",
       "      <td>0.188679</td>\n",
       "      <td>0.056604</td>\n",
       "      <td>0.094340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.409953</td>\n",
       "      <td>0.101896</td>\n",
       "      <td>0.279621</td>\n",
       "      <td>0.109005</td>\n",
       "      <td>0.063981</td>\n",
       "      <td>0.035545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MntWines_%  MntFruits_%  MntMeatProducts_%  MntFishProducts_%  \\\n",
       "0    0.392703     0.054422           0.337662           0.106370   \n",
       "1    0.407407     0.037037           0.222222           0.074074   \n",
       "2    0.548969     0.063144           0.163660           0.143041   \n",
       "3    0.207547     0.075472           0.377358           0.188679   \n",
       "4    0.409953     0.101896           0.279621           0.109005   \n",
       "\n",
       "   MntSweetProducts_%  MntGoldProds_%  \n",
       "0            0.054422        0.054422  \n",
       "1            0.037037        0.222222  \n",
       "2            0.027062        0.054124  \n",
       "3            0.056604        0.094340  \n",
       "4            0.063981        0.035545  "
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['MntWines_%'] = df[\"MntWines\"]/df[\"Total_Amount_Spent\"]\n",
    "df['MntFruits_%'] = df[\"MntFruits\"]/df[\"Total_Amount_Spent\"]\n",
    "df['MntMeatProducts_%'] = df[\"MntMeatProducts\"]/df[\"Total_Amount_Spent\"]\n",
    "df['MntFishProducts_%'] = df[\"MntFishProducts\"]/df[\"Total_Amount_Spent\"]\n",
    "df['MntSweetProducts_%'] = df[\"MntSweetProducts\"]/df[\"Total_Amount_Spent\"]\n",
    "df['MntGoldProds_%'] = df[\"MntGoldProds\"]/df[\"Total_Amount_Spent\"]\n",
    "\n",
    "df[['MntWines_%','MntFruits_%','MntMeatProducts_%','MntFishProducts_%','MntSweetProducts_%','MntGoldProds_%']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "id": "0528dfb1",
   "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>NumWebPurchases_%</th>\n",
       "      <th>NumCatalogPurchases_%</th>\n",
       "      <th>NumStorePurchases_%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NumWebPurchases_%  NumCatalogPurchases_%  NumStorePurchases_%\n",
       "0           0.363636               0.454545             0.181818\n",
       "1           0.250000               0.250000             0.500000\n",
       "2           0.400000               0.100000             0.500000\n",
       "3           0.333333               0.000000             0.666667\n",
       "4           0.357143               0.214286             0.428571"
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Total_Purchase_Count'] = df['NumWebPurchases']+df['NumCatalogPurchases']+df['NumStorePurchases']\n",
    "df['NumWebPurchases_%'] = df['NumWebPurchases']/df['Total_Purchase_Count']\n",
    "df['NumCatalogPurchases_%'] = df['NumCatalogPurchases']/df['Total_Purchase_Count']\n",
    "df['NumStorePurchases_%'] = df['NumStorePurchases']/df['Total_Purchase_Count']\n",
    "\n",
    "df[['NumWebPurchases_%','NumCatalogPurchases_%','NumStorePurchases_%']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "id": "3b915e90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0\n",
       "1     0\n",
       "2     0\n",
       "3     0\n",
       "4     0\n",
       "     ..\n",
       "95    0\n",
       "96    4\n",
       "97    0\n",
       "98    1\n",
       "99    0\n",
       "Name: AccpetedCmp, Length: 100, dtype: int64"
      ]
     },
     "execution_count": 357,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['AccpetedCmp'] = df['AcceptedCmp1']+2*df['AcceptedCmp2']+3*df['AcceptedCmp3']+4*df['AcceptedCmp4']+5*df['AcceptedCmp5']\n",
    "df['AccpetedCmp'].head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "id": "d32ed7d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2\n",
       "1    2\n",
       "2    2\n",
       "3    2\n",
       "4    5\n",
       "Name: Education, dtype: int64"
      ]
     },
     "execution_count": 358,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Education'].unique() # array(['Graduation', 'PhD', 'Master', 'Basic', '2n Cycle'], dtype=object)\n",
    "params = {'Basic':1,'Graduation':2,'2n Cycle':3,'Master':4,'PhD':5}\n",
    "df['Education'] = df[\"Education\"].replace(params)\n",
    "df['Education'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "id": "7252c86d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1\n",
       "1    1\n",
       "2    2\n",
       "3    2\n",
       "4    3\n",
       "Name: Marital_Status, dtype: int64"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Marital_Status'].unique() #array(['Single', 'Together', 'Married', 'Divorced', 'Widow', 'Alone','Absurd', 'YOLO'], dtype=object)\n",
    "df['Marital_Status'] = df['Marital_Status'].replace({'Single':1,'Together':2,'Married':3,'Divorced':4,'Widow':5,'Alone':6,'Absurd':7,'YOLO':8})\n",
    "df['Marital_Status'].head()                                              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "id": "bf96b526",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Children\"] = df[\"Kidhome\"]+df[\"Teenhome\"]\n",
    "df['IS_PARENT'] = np.where(df[\"Children\"]>0,1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "id": "003d0675",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Income'] = df['Income'].astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ef2f079",
   "metadata": {},
   "source": [
    "# Check outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "705532ab",
   "metadata": {},
   "source": [
    "Cuz the features have no normal distribution, interquartile technique is an appropriate approach in this case.\n",
    "IQR implementation: https://www.geeksforgeeks.org/detect-and-remove-the-outliers-using-python/\n",
    "\n",
    "seaborn : https://www.statology.org/seaborn-boxplot-multiple-columns/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "id": "0d862611",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2ljvuuKN9+/r168uQIUPKnDlzKncntkPvtK4TJ04sX/7ylzvs/9vf/rYMGjSoNDc3l5UrV5b+/fuXhx56qH37M888U/r161eeeOKJTp+9Zl4m6NOnT9x0000xePDg9uvq6uqirq4uNmzYEAsWLIjDDjusw20OPfTQePzxx6OUUulxa8r8+fNjxowZccUVV3S4fsGCBTFy5Mjo3r17+3WHHnporFixIlavXl3pMWvK8uXL41//+ld8+tOf7nD9zTffHBMmTIgFCxbEoEGDYtddd23fduihh8bLL78cixcvrvS4NWWPPfaIBx98MJ5//vlobW2NGTNmRI8ePaJ///7O2Xfpqaeeih122CHuvvvuGDp0aIdtW1vDf/zjH/HKK690eLzdZZddYuDAgTF//vyK3Yft0Tut6/jx42PSpEkdrquvr49NmzbFyy+/HI8//nhEvL7Wb9h///1jr732qsi61kwM7LLLLnHUUUdFjx492q+7995749lnn40jjjgiVq5cGXvvvXeH2+y5557x2muvxX/+859Kj1szNmzYEBdccEFccskl0bdv3w7b3m5NIyJeeOGFis1Yi5YvXx4REa+++mqceeaZcdhhh8XnP//5eOCBByLC2r4fF198ceywww5xzDHHxODBg2Pq1Kkxffr02G+//azruzRq1Ki45pprYt99991s29bWcOXKlRERmz1e7Lnnnu3bsnqndR04cGD079+//fKmTZvi1ltvjQMPPDB23333WLVqVfTp0ycaGho63K5S61ozMfBWTzzxRFx00UVx3HHHxac+9aloamrqEAoR0X5548aN1RixJnzve9+LxsbGzf4FGxFbXNM3TtTm5uaKzFerXn755YiImDRpUpx00klxyy23xCc/+cn46le/Go888oi1fR+WLVsWvXv3juuuuy5mzJgRp5xySpx//vmxePFi67oNbG0NX3vttYiILe5jjd+dlpaWuOCCC2Lp0qVx6aWXRkTEa6+9ttmaRlRuXbtvfZftz/333x/nn39+DB8+PK666qqIeH3B3vpD/43LO+64Y8VnrAWzZ8+OBQsWxJw5c7a4vWfPnput6Rsn5U477dTp89WyHXbYISIizjzzzPjMZz4TEREDBgyIRYsWxc9//nNr+x698MILMXHixLj11lvj4IMPjoiIwYMHx7Jly+Kaa66xrtvA1tawZ8+eEfH64+sbf39jH4+1W/fyyy/HeeedF4899lhce+21MWTIkIjY8rpHVG5da+6Zgdtvvz3OPffcOProo+PGG29sL9a+ffvGiy++2GHfF198MXbaaafo3bt3NUbd7s2cOTPWrFkTn/rUp6KxsTEaGxsjIuLSSy+Ns846K/bee+8trmlExF577VXxeWvJG+vTr1+/Dtd/7GMfi+eff97avkdPPvlkbNq0qcN7hyIihg4dGs8++6x13Qa2toZvvDywpX2s8Tt78cUX238V9uabb46jjjqqfdvee+8d69at2ywIKrWuNRUDv/zlL+P73/9+jBs3LqZMmdLhKZWDDz44HnvssQ77z5s3L4YPHx719TV1Nyvmqquuirlz58bs2bPb/0REfOMb34jLL788RowYEY8//niH332fN29e7L///rHHHntUaeraMGjQoOjVq1c8+eSTHa5fsmRJ7LfffjFixIhYtGhR+8sJEa+vba9evTq8rkhHb7yW/fTTT3e4fsmSJfHhD3/YObsNbG0N+/fvHzvvvHM8+uij7ds3bNgQixYtihEjRlRj5Jqwfv36+NKXvhRr166NO+64Y7O1Ouigg6Ktra39jYQRr7/3aNWqVZVZ107/fYVt5JlnnimDBg0qX/va18qLL77Y4c+GDRvKkiVLyqBBg8qPfvSjsmzZsnLzzTf7nIH34M2/Wrh69eoyYsSIMmnSpLJ06dIyc+bMMnjw4DJr1qwqT1kbrrvuutLY2FjmzJnT4XMG5s2bV5qamsro0aPLmWeeWRYvXtz+OQPXXHNNtcferrW2tpbTTjutjBkzpjzyyCNl+fLlZerUqWXAgAFl4cKFztn3YNKkSR1+Be7drOGUKVPKyJEjy/3339/hcwY2btxYjbuwXXrruk6aNKkMGjSoPPLII5v9DGtpaSmlvP7r8KNGjSrz5s1r/5yBN3+NzlRXSm383t2NN94YU6dO3eK2z3zmM3HFFVfEn//85/jRj34UK1asiH322SfOPffcOOGEEyo8aW074IADYvLkyXHKKadERMRf//rXuPzyy2PRokXxgQ98IMaPHx+nn356laesHT//+c/j9ttvj1WrVsVHP/rROPfcc2P06NEREfHss8/GZZddFgsWLIhdd901Pve5z8W5557rmaytWL9+fUybNi0eeuihWL9+ffTr1y++9a1vxciRIyPCOfvfuvDCC+Nf//pX/OIXv2i/bmtr2NraGlOmTIlZs2ZFU1NTjBgxIr773e/GPvvsU427sF1687q2trZGY2Pj274R8E9/+lPss88+8eqrr8YPf/jDuPfeeyMi4sgjj4xLLrkk+vTp0+nz1kwMAACdwz9BACA5MQAAyYkBAEhODABAcmIAAJITAwCQnBgAgOTEAHRhEydOjAMOOCBuueWWao8CbMd86BB0US+99FIcfvjhsd9++8XGjRvjD3/4Q9TV1VV7LGA75JkB6KLuueeeiIi4+OKLY8WKFTFv3rwqTwRsr8QAdFEzZ86Mww47LA499ND40Ic+FHfeeedm+9x8881xzDHHxJAhQ+LUU0+NBx54IA444IAO/0e6JUuWxIQJE2L48OExfPjw+NrXvhbPPfdcJe8K0MnEAHRBS5cujb/97W8xduzYiIgYO3Zs/OlPf4rVq1e373PttdfGVVddFccff3xcf/31MXTo0DjvvPM6fJ3ly5fHqaeeGmvWrIkrr7wyLr/88njuuefitNNOizVr1lTwHgGdSQxAFzRz5szYbbfdYtSoURHx+v/Zs7W1Ne66666IiHj11Vfjpz/9aYwbNy7OP//8OPzww+Oiiy5qj4c3XHvttbHjjjvGrbfeGscee2wcf/zxcdttt0VTU1P87Gc/q/TdAjqJGIAuZtOmTXH33XfH6NGjo6mpKTZs2BC9evWKgw46KH79619HW1tbLFy4MJqammLMmDEdbnvSSSd1uDxv3rwYOXJk9OzZM1paWqKlpSV23nnnOPjgg+Mvf/lLJe8W0Im6V3sAYNt66KGHYs2aNXHXXXe1PxPwZg8//HC89NJLERGx++67d9i2xx57dLi8bt26mDt3bsydO3ezr/PW2wK1SwxAFzNz5szYd9994/LLL+9wfSklvv71r8edd94ZZ555ZkRErFmzJj7ykY+077N27doOt+ndu3d84hOfiDPOOGOz43Tv7uEDugrfzdCF/Pvf/46HH344zjrrrDjkkEM22z5mzJiYNWtWXHLJJdG7d++47777YsSIEe3b//jHP3bYf+TIkbFs2bIYMGBA+w//Ukqcf/758aEPfSgGDBjQuXcIqAgxAF3I7Nmzo6WlJU488cQtbh87dmz85je/iVmzZsVZZ50V06dPjx133DFGjhwZjz32WPzqV7+KiIj6+tffTvTVr341Tj311JgwYUKcdtpp0dDQEDNmzIj7778/pk+fXrH7BXQun0AIXcjxxx8f3bp1a//AobcqpcTo0aNj06ZN8eCDD8ZNN90UM2bMiNWrV8fQoUPj2GOPjcmTJ8esWbNi0KBBERHx1FNPxdSpU+OJJ56IUkr069cvzj777DjmmGMqedeATiQGIKGWlpa455574pBDDom+ffu2X3/HHXfED37wg3j00Udjl112qeKEQCWJAUjqxBNPjB49esQ555wTffr0iSVLlsS0adNi9OjRMXny5GqPB1SQGICknnvuuZgyZUo8+uijsWHDhvjgBz8YJ598ckyYMCF22GGHao8HVJAYAIDkfAIhACQnBgAgOTEAAMmJAQBITgwAQHJiAACSEwMAkJwYAIDkxAAAJPf/AQmxIwDlxik6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lW1tbW5kyZUpZsGBB+fa3v13+7M/+rOo2c+fOLTNnziylvLuWw4YNK48//nhl/+bNm8vQoUPLM888U0opNRmjo+zcubPMnTu3bNiwobJt/fr1ZejQoaWlpSXd4+PgsS+99NKqGMi6FnfffXc5//zzD7kv05q0tbWVc845p3zve9+r2j5z5sxy5513lhUrVpSRI0eWnTt3VvY9+OCDZcyYMZVomTp1arnlllsq+/fu3VvOOuuscuedd5ZSSs3G6E5q/jbBf//3f8dbb70VEyZMqGw7/vjjY/jw4bFmzZpaT+cjee655+Koo46Kn/3sZzFq1KiqfWvXro3x48dHz549K9vOOOOMeOmll+K1115r13nXYoyO0r9//7j77rujsbGxsq2uri7q6upi165dsXbt2qp5HpjH008/HaWUePrppyvbDjjppJNi4MCBVefS2WN0lL59+8Ztt90WQ4cOjYiIHTt2xH333ReDBg2KIUOGpHt8RESsWbMmHnroofje975XtT3jWkREbNiwIU4++eRD7su0Ji+++GL86le/ivPPP79q+6JFi2L27Nmxdu3aGDFiRPTt27dqDm+++WasX78+tm/fHi+99FLVefTs2TPGjh1bdR6dPUZ3U/MYePXVVyMiYvDgwVXbBwwYUNl3uJo8eXIsXLgwTjzxxPfte/XVV2PQoEFV2wYMGBAREVu2bGnXeddijI5y/PHHx1lnnRW9evWqbPunf/qnePnll2PSpEkfOI/du3fHb3/729i6dWv0798/GhoaPvK5dOQYneHb3/52TJgwIVauXBk33XRTHHPMMekeH7t27YpvfOMb8a1vfet988m2Fgc8//zzsWPHjpgxY0Z8+tOfji9+8YvxxBNP1Ox8Dpc1efHFFyMi4u23344rrrgiJkyYEBdeeGH88z//c83O43BZi8NJzWNg9+7dERFVTyIREQ0NDdHa2lrr6XSYd95555DnFPHuh9zac961GKOzPPPMM3HdddfF1KlT4+yzzz7kPA78fc+ePbF79+737T8w1//pXDp6jM7w5S9/OZYuXRrnnXdeXHnllfHcc8+le3x897vfjebm5vf931975tDd1iIiYt++fbF58+Z4/fXX46qrroq77747Ro8eHbNmzYonn3wy1Zq8+eabERExb968OO+882Lx4sVx5plnxpw5c9KtxeGk54cf0rF69+4dEe9eiA/8OeLdxT366KNrPZ0O07t37/c9uRx4wBxzzDHtOu9ajNEZfv7zn8fXv/71GDNmTNx6660R8e5/NO+dx4G/H3300Yec54G5HjiXWozRGYYMGRIRETfddFO0tLTEkiVLUj0+li9fHmvXro0VK1Yccn+mtTigZ8+e8dRTT0WPHj0q8xk5cmRs3LgxFi1alGpNjjrqqIiIuOKKK+Jzn/tcRET88R//caxbty7uvffej3Qe7z3m46zFxx2ju6n5KwMHXpbZtm1b1fZt27bFwIEDaz2dDjNo0KBDnlNExMCBA9t13rUYo6MtWbIkrrrqqjjnnHPizjvvrJTz4MGDDzmPY445Jo477rgYNGhQ7Ny5833/sR18LrUYo6Ps2LEjVq5cGfv27atsq6+vjyFDhsS2bdtSPT6WLl0a27dvj7PPPjuam5ujubk5IiKuv/76+MpXvpJqLQ7Wp0+fqifhiIhTTjkltm7dmmpNDoxz4PM1BwwZMiR++ctfplqLw0nNY2DYsGFx7LHHxlNPPVXZtmvXrli3bl2MGzeu1tPpMOPGjYunn3666juoq1atipNOOilOOOGEdp13LcboSP/wD/8QN954Y8yYMSNuv/32qpfUxo4dG6tXr646ftWqVTFmzJior6+P0047Ldra2iofAox4973ErVu3Vs6lFmN0lNdeey3mzp0bTz75ZGXb3r17Y926dXHyySenenzceuut8eijj8by5csrPxERX/va1+Kmm25KtRYHbNy4McaMGVM1n4iIZ599NoYMGZJqTUaMGBF9+vSJlpaWqu3PP/98/MEf/EGMGzcu1q1bV3k74cAc+vTpE8OGDYsTTjghTjrppKrz2LdvX6xdu7bqPDp7jG6nK77CcPvtt5fx48eXn//851Xfdd2zZ09XTOdjmTdvXtVXC1977bUybty4Mm/evLJx48aydOnS0tjYWJYtW1Y55sPOu1ZjdITNmzeXESNGlCuvvLLqO9Pbtm0ru3btKs8//3wZMWJE+fu///uyadOmsmjRovd9v3/u3Lll8uTJZdWqVZXfEXDwmtZqjI7yla98pUydOrWsXr26bNiwocydO7eMGzeu/OpXv0r3+Hivg79amHEt9u/fX77whS+UadOmlTVr1pRNmzaVv/3bvy0jR44sGzZsSLcmP/rRj0pzc3NZsWJF1e8ZWLVqVXnnnXfKlClTyhVXXFHWr19f+X7/woULK7d/6KGHSlNTU1m2bFnldwScfvrpld8RUKsxupMuiYF9+/aVW265pZxxxhll9OjR5atf/Wp55ZVXumIqH9t7Y6CUUlpaWsqf//mfl5EjR5Zzzjmn/PSnP63a357zrsUYHeGOO+4oQ4cOPeTPvHnzSiml/Mu//Es577zzysiRI8u5555bVq5cWTXGW2+9Vb75zW+WsWPHlrFjx5a5c+eWHTt2VB1TizE6yq5du8r1119fzjzzzNLU1FRmzpxZnn/++cr+TI+P9zo4Bmp1HofbWvzmN78p8+fPL2eeeWZpbGwsF110UVmzZk1Nz+dwWpPFixeXyZMnlxEjRpQLLrigPPbYY5V9L730Urn88stLY2NjmThxYlmwYEHZv39/1e1/8pOflM985jOlqampfOlLXyrr1q2r2l+rMbqLulI68MvWAMARxz9UBADJiQEASE4MAEByYgAAkhMDAJCcGACA5MQAACQnBuAwtnDhwjj11FO7ehpANycGACA5MQAAyYkBOEIsW7Yshg8fHi0tLXHRRRdFY2NjnHPOObFo0aKq495888248cYbY9KkSTF69Oj4whe+EI8//nhl//79++OBBx6I888/P5qamuLss8+OW2+9tfJvtUdEzJ8/P6644op46KGHYsqUKdHU1BR/8Rd/ES+++GL84he/iPPPPz9GjRoVF154Yaxfv77q/teuXRsXX3xxjBo1KsaPHx/z5s2LHTt2dOraAP87YgCOIG1tbXH11VfHtGnT4u67744xY8bELbfcEv/6r/8aEe8+0c+cOTNWrFgRs2fPjh//+MfxR3/0R3HllVfG2rVrIyLiO9/5Ttx8880xZcqUuOOOO2LGjBmxZMmSmDNnThz8T5X8x3/8RyxZsiTmz58fN998c7zwwgsxa9asuPnmm2P27Nlx++23x5YtW+LrX/965TZr1qyJyy67LHr37h0LFiyIv/mbv4nVq1fHpZdeGu+8805tFwtot55dPQGg/UopMWfOnLjwwgsjIuK0006Lxx57LB5//PGYNGlSPPHEE9HS0hI/+tGPYsqUKRERccYZZ8Qrr7wSq1atin79+sXDDz8c11xzTcyaNSsiIs4888wYMGBAfOMb34gnnngizjrrrIiIeOutt2LBggVx8sknR0TE6tWr48EHH4z77rsvJkyYEBERL7/8cvzd3/1d7Nq1K44//vi47bbb4qSTToq77rorevToERERo0aNiunTp8fSpUtjxowZNV0voH28MgBHmObm5sqfe/XqFZ/4xCfi7bffjoiIp59+Oo466qiYPHly5Zj6+vp48MEH46/+6q9i9erVERExffr0qjGnT58ePXr0iKeeeqqyrW/fvpUQiIj45Cc/GRHvPrkf0K9fv4iI2LVrV+zevTtaWlrirLPOilJK7Nu3L/bt2xcnnnhinHzyyfFv//ZvHbQCQEfzygAcYXr37l319/r6+srL+zt37ox+/fpFff2hO//111+PiIjf+73fq9res2fP6N+/f7zxxhuVbccee+whxzjmmGMOuX3Xrl3R1tYW99xzT9xzzz3v29/Q0PABZwR0NTEA3chxxx0XO3fujFJK1NXVVbavW7cuSinRt2/fiIj4zW9+E7//+79f2b9379747W9/G/379//Y992nT5+oq6uLyy677H2vPEREHH300R97bKBzeZsAupGxY8fG3r1744knnqhsK6XEddddF3fddVeMHz8+IiJWrlxZdbuVK1fG/v3747TTTvvY933sscfG8OHDY/PmzdHY2Fj5OeWUU2LhwoVVb0EAhxevDEA3cvbZZ0dzc3PMnz8/rr766jjxxBPjkUceiRdeeCFuvPHGGDJkSHzuc5+LH/zgB7F79+4YN25crF+/Pn74wx/G6aefHpMmTfpf3f/cuXNj1qxZcc0118QFF1wQ+/fvj8WLF0dLS0vMmTOng84S6GhiALqRHj16xD333BO33nprfP/734/du3fHqaeeGosXL46mpqaIiLjpppviD//wD2Pp0qVxzz33xIABA+LSSy+NOXPmfOBnDdpr4sSJsWjRovjhD38YX/va1+Koo46KESNGxL333hujR4/ugDMEOkNdOfiLxQBAOj4zAADJiQEASE4MAEByYgAAkhMDAJCcGACA5MQAACQnBgAgOTEAAMmJAQBITgwAQHJiAACS+//Z/dp3tGE4XgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lst = df[[\"Age\",\"Income\",\"Years_Since_Customer\"]]\n",
    "for i in lst.columns:\n",
    "    sns.boxplot(x=i, data=lst)\n",
    "    plt.xlabel(i)\n",
    "    plt.show() # plt. show() starts an event loop, looks for all currently active figure objects, and opens one or more interactive windows that display your figure or figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "id": "eb2548ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Age outliers amount: 3 -- lb:9.0,ub:81.0, median:43.0 \n",
      "Income outliers amount: 8 -- lb:-13587.75,ub:117416.25, median:51741.5 \n",
      "Years_Since_Customer outliers amount: 1051 -- lb:10.0,ub:10.0, median:10.0 \n"
     ]
    }
   ],
   "source": [
    "# Position of the Outlier\n",
    "def find_outliers(df, col):\n",
    "    q1 = df[col].quantile(0.25)\n",
    "    q3 = df[col].quantile(0.75)\n",
    "    IQR = q3-q1\n",
    "    lb = q1-1.5*IQR\n",
    "    ub = q3+1.5*IQR\n",
    "    if df[col].min()>=lb and df[col].max()<=ub:\n",
    "        print(f\"{df[col].name} has no outliers\")\n",
    "        return\n",
    "    print(f\"{df[col].name} outliers amount: {df[df[col]<lb][col].size + df[df[col]>ub][col].size} -- lb:{lb},ub:{ub}, median:{df[col].quantile(0.5)} \")\n",
    "\n",
    "for i in lst.columns:\n",
    "    find_outliers(lst,i) # convert the series to dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "id": "55428539",
   "metadata": {},
   "outputs": [],
   "source": [
    "# impute the outliers with the median values\n",
    "df[\"Age\"] = np.where(df[\"Age\"] >81, 43, df['Age'])\n",
    "df[\"Age\"] = np.where(df[\"Age\"] <9, 43, df['Age'])\n",
    "df[\"Income\"] = np.where(df[\"Income\"] >117416.25, 51741.5 ,df['Income'])\n",
    "# remove Years_Since_Customer since the most of the values are the same \n",
    "df = df.drop(columns=\"Years_Since_Customer\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b2ed60a",
   "metadata": {},
   "source": [
    "# Performing some data analysis to find out relationship between certain variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "id": "6bc3f83e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<matplotlib.axis.XTick at 0x2b8edea00>,\n",
       "  <matplotlib.axis.XTick at 0x2b8edef70>,\n",
       "  <matplotlib.axis.XTick at 0x2b87a0100>,\n",
       "  <matplotlib.axis.XTick at 0x2b8f19040>,\n",
       "  <matplotlib.axis.XTick at 0x2b8def640>]]"
      ]
     },
     "execution_count": 365,
     "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": [
    "ax = sns.boxplot(y=df['Marital_Status'],x=df['Age'], orient=\"h\")\n",
    "ax.set(xticks=np.arange(0,74,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "id": "ac5513a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<matplotlib.axis.XTick at 0x2b8d6dc40>,\n",
       "  <matplotlib.axis.XTick at 0x2b8d6d430>,\n",
       "  <matplotlib.axis.XTick at 0x2b8f926d0>,\n",
       "  <matplotlib.axis.XTick at 0x2b7211cd0>,\n",
       "  <matplotlib.axis.XTick at 0x2b77392b0>],\n",
       " [<matplotlib.axis.YTick at 0x2b8d315e0>,\n",
       "  <matplotlib.axis.YTick at 0x2b8131c10>,\n",
       "  <matplotlib.axis.YTick at 0x2b881c040>,\n",
       "  <matplotlib.axis.YTick at 0x2b8da4be0>,\n",
       "  <matplotlib.axis.YTick at 0x2b8f54f70>,\n",
       "  <matplotlib.axis.YTick at 0x2b8d919a0>,\n",
       "  <matplotlib.axis.YTick at 0x2b8d80250>,\n",
       "  <matplotlib.axis.YTick at 0x2b8dcbcd0>,\n",
       "  <matplotlib.axis.YTick at 0x2b6b7e5b0>,\n",
       "  <matplotlib.axis.YTick at 0x2b8d80670>,\n",
       "  <matplotlib.axis.YTick at 0x2b8d696a0>,\n",
       "  <matplotlib.axis.YTick at 0x2b8f98f70>,\n",
       "  <matplotlib.axis.YTick at 0x2b8d80d90>]]"
      ]
     },
     "execution_count": 366,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1N52blxnrrHOxJPPLP7KLs2bVb1sc66uv/mOsi9PNy9+tubk1luTubUam7/9I5pe/W5eZyf3s5jgZy43rWTats81x63pmklvzgju0bVug3NzmTxikTSHu+eef1+zZszV8+HA9+uij4S63Tp06qaysLGrasrIytWrVSm3atFFRUZGOHTum6urqqM64srIyFRYWJpRTKJR+X7rInEOh2mbfg6n3aPe1mpve5LK381qpXmamuDWW6XjEcjZeNsQyHY9YzsYLhWqNDacOhWqNFeKyaflneizT8dj/cTaem5eZyf3seF7PqVhuXM+yaZ2N5/VMxTOdmyluzQvpJS0KcS+88IIeeeQRjR07VtOmTYva0e3Tp492794dNf3OnTvVu3dv5eTk6NJLL1Vtba327dungQMHSpIOHTqkw4cPq2/fvil9HwAAwF0i9ylyb7paHl/8u0ZWMBTuouOmFAAAAIiH6wtxhw4d0pw5c3TVVVdpwoQJOnLkSPi5/Px8jR07VqNHj1ZJSYlGjx6t3//+93rttde0bNkySVJhYaFGjBih6dOna86cOSooKNDMmTPVr18/fe9733PoXQEAMoEVtN9N1ZJ5kBoen9dWIQ4AAACwy/V7m6+//rqCwaC2bdumbdu2RT03evRozZs3T0uWLNH8+fO1cuVKnXvuuZo/f364+02SHnnkEc2ZM0d33nmnJGnw4MGaPn16St8HACAzRF1T7Fkp8tp2LYlFJxUAAACQPVxfiLvtttt02223NTnN4MGDNXjw4Eafb9WqlWbNmqVZs2aZTg+AQcGQ/YJGS+YBAAAA6lWHqmI+Xn/y7fSTZo1NDwDxcH0hDkBmi+wuWlFqie4iuF3UNcV+Jnls3Rm2bmhqXScd1xUDAMAN5pTe4XQKQFqzLEsVFcfDf9fW1urkyZNNztO6dWvl5Hx9h9G2bdtlzb4xhTgAiEMoJNkpEtZNn/xYcJbH57FdiKtDJyeQlULBmN/+xrpu6ucBAMCtLMvSQw9N08GDnyQUp1u372rGjFlZUYyjEAfAUZEb2puv9cjntbfhDYas/3bSme8uiuzWW7/RTBxJ2rQ+sVjZ8OMEAJmoctUip1MA8F9+v1/Ll69p9PmqqoCKi8dJkpYsWS6/P7/ROFVVDFVFduP4xB4KcQBcw+e1X4irQ3cRACBJ6GIDMpLH41F+fuzi2un8/vy4p0XmsSwrXGytqgqEH4/8t9/vz9pilMfj0YwZsxiaagOFOABoROQPwU/+t+S1scUMhb7uojv9B2XUT+zHqu+iy5YfJwBwi8DqpxOaPy/PTNeNROcNECkY44YJTRXIY00PNKepYZf1224pu4ZVxuLxeNSu3ZlRj7Vv38GZZNIAhTikvaoaKVZHVFM/xHXzAPHzemWzW6/xLj2vV/IaigUAcDe6boDkWLC+2OkUkCWytbiG5KEQh7Q3ZVul0ykAAIAMYuraUfWxAADpqX7YZWQ3cqyGj2wemgr7KMQBAAAAEehiy0y1wdhDE5saRdHYPHBGU0VyCuRIFju/CUA8KMQlwLKshC5ImE0XIzSNM9UAAACw468rf+50CkhQvAURCuQA3IxCXAIau2hjvLL9go5S83egaazFlzPVAAAAAAAg3VCIS0A2F9BMiOcONBQrAQAAYrNCwYaPNTHMMtb0mc70XWsBAEgUhbgEzJgxi6GpCcr29w8AANBSp1aVOJ2C6zGKAgDgNhTiEuDxeNSu3ZlRj7Vv38GZZNJQPHeg4e4zAAAAAAAgU1CIg6O4Aw3gLjUhSbJsTg8ABoRCDbY+TQ2zVCg7N0DZdtdIK2T/TqeNzQMAgBtQiAOSqDoUf0GjuelNxgIi1R/MSNJb6xKLQwcrgJaqXr3S6RTSQrbdNfLYyilOpwAAgFEU4gDDIosas7e2/KLIkXEkacGWlp/5p0ACAAAAAIDzKMQBSEiwBZ13LZkHyRNZpP2f/0fKtfHLUBP6uouOYi8Au0wOs4y85izSW1PrhZSZQ3ABANmDQhxgWGQxYtqPfMrzxl+cqA5Z4S6604sak0d6bceq76IzXSCJ7NZ75tVaY7FMs1vwo0BYV4Tz+uysLywzAC2XbcMsER/udAoAyGQU4oAkyvN6bBXPUhUrk0UW9l54RWppoYjhvABcI8ZNDKQmLlafpTcxANJZyOZNKRqbHs6rbsENRhqbB0BmohAHwLbIHYgJ/ytHPpsFwmDICnfSUewCgKYFV21wOgUASbZ55R1OpwBDZv7mTqdTAOByFOIAJMTn9dguxDUmGJJidbA1dQYxeFrjR+Q0/3e0bOUWDFn/7aKjQIgMEKxt8G1q6rukYGLDzJEm7HbX/XeetBMK2uwibPnNlQAAAOygEAfEYFlW+KLPVVWB8OOR//b7/RRrDFtR2lwhwN4w05YVCbnmWaazQlLDElXThQgrVXWIoCVL0d+Dpotnja+vNSv+ajQ12JTgcFJTF6s//SYGwdUvxZF8+qtavdzpFIBmmfyew1kmbzASeZmVqhr7w1wbmweAe1CIA05jWZYeemiaDh78pMFz9T+gktSt23c1Y8YsinFAmvlsZXPFVueKsbXPfd7ocxlTIg7W2O/ICtbEjhVqQaxQI7EaidfSWKFVmxp/nThwsXog8/E9zxwmP8tA4OsT//e+wTBXIBNRiANioLgWv0SHk+blmTuDeHrnB+yrifF51p+YjfW1qEnDEWtGBSXL5vqvJI6Aa+qMfELfJbvFs8YKZ5JCK//Q6HN2hVZuNxarLt5Wo/HcwmSnRoN1I0bnn1PDXOkuAgAA6YBCHHAaj8ejGTNmRR1oxDqoiGdoanXMokZTd0xqPFasgpeda6c1F6upeE3FeubVJrpL4pAuZ4NDjS6zuv/buWmhyVimvbXOXCyTRb1am+ts7WmxkjVkJPRs4t11Jotn8X6f7H6XalbujnvabObWQlAyt7PB1S+0NC3j0uX3BACaYvrkCQD3oRAHxGBnZ74ps7dWG8imTskWc200izZlexuTfes3mou1ab25WLGKXZI7uth2Gjw+/8vziRW8kjVkxIRkFc/cxORBRV5envEDlFQXQuumT9/PE2iOFYq9/9PYyZPGpod7cP3k1OG3BMh8FOIA2MaZOvd47eXEYyRtOGOGypb132R3l+mDCtMHKJleCDXN5DYDmenEqhlOpwCDuH4yAJhFIQ4wzPQBSipi2YmXTV0fpoeZJeMOiCaY7MhK1fpvJ146DfNzk2x5n7AvG7o4AUSjuAYA5lCIAwwzfYCS6lh24rldrGuxNXVdvdOvxebWLh43d2Q5sf7biQcASA63XiMRiTN5/WRknuaGLbNeAA1RiEPG4NoV9mX6MlvzSlPXDWv+Ivox53LBzgadSgAAt+G3KbOZun4yMks8w5YZsgw0RCEOcauqqbs7pmVZqq6pbXS6vNwceTye8PSpwLUr7GOZ2cfOBgAAgLvUnyTNxJPK6YBlC9hHIQ5xu3PrbqdTaBI/AvZl4jJL9kXEM3GZAcg+md4RjczDOotYGjtJ6oaTytmwzsYzbDnd3yOQDBTisgA/As5eu8L08jd11s/0MnPLenb60InIvBpjcpm15LOUMve7Kbn3TLXJ5e/WWJHx3Lb8YZ+pdcN0R3S2bMtMcvMyc+M2w+1d/CaXmclLYLh1PTOdlxu3LW5eZ5Ox/E0NW3brOguYljWFuNraWi1evFgvv/yyTpw4ob59+2rGjBk677zznE4tqRL9EYjVXWRZlqqrGy9s5OU13Dim4sK7brx2RTIOdkye9TO1zNx6UJeMnaBMX2bJiGVynTV1gGJy+bs1VlPxnD4IMC0bdtxNrxumlkUytrNuLWqY4vbtfyq32XZyM/k5uXWZmbwEhlsLQcnYlkWeJE30RLzJbYYbf3Pcul64PTfAtKwpxC1ZskQvvPCC5s2bp6KiIs2fP1/jx4/X5s2blZeX53R6SZXIRqqxokNBQUEiKWUV0z8Sbv3RcetBnVuXl+TOZZas4qUJpq/RZ3LdcGss0/HcWPDNpkKQqc/SdEe06XXMjUWN+nhuKyql+zY73txMrrNuXmZujmVSMn7nUnWStKUFwvr49c/Vc+IkqVvXC8nduQEmZUUhrrq6Ws8++6ymTJmiK664QpL02GOP6fLLL9cbb7yhkSNHOptgErl5yGY2SMbBjsmzfqa49aDOzeu/W5dZMmKZXGfduG64NVaseIkeBLi14JsNhaBkrBsmDlyTsZ114/bMrUWl0+dJlFu32fWxTI18cOsyi2fdcOoSJKa4Na/I/EzGctsoCjcvfzfnBpiWFYW4jz/+WP/5z380cODA8GNt27bVRRddpD179rS4EOf15phKMel8vlZOp5DVTC9/t36epvJ6+OE5Rn+E3bq8JHcuM9PLX0rd+3QqLzfHMhXPsizl5MRz8Ff3+9hcIc5ULMnsOhtPbvHmZTJWPbduz0zmFfl5Jrr9MbXNML3OSu7c/qdDbm7Ny62/AdmwzTDJ9H6GCW7e/iSDm3MDTPFY9VuXDPbGG2/orrvu0gcffBB1VuLnP/+5AoGAnnnmGdsxLcuiEg8AyCqWZSkQCDQ5TX5+ftyFDVOxTGsuNzt5mYwFZ7l5nQWQ2dj+AJklKzriKisrJanBteD8fr+OHz/eopi1tZYqKk4lnBsAAJkkEDD322gylknZ8B7RMnyeAJzC9gdwXtu2BcrNbX7kZFYU4uq74Kqrq6M64qqqqhK66UAoVJtwbgAAAAAAAMgO6XORswR06tRJklRWVhb1eFlZmQoLC51ICQAAAAAAAFkmKwpx3/3ud9W6dWvt2rUr/FhFRYX279+vvn37OpgZAAAAAAAAskVWDE3Ny8vTjTfeqJKSEnXo0EHnnHOO5s+fr6KiIg0bNszp9AAAAAAAAJAFsqIQJ0kTJ05UKBTS9OnTFQgE1LdvXy1fvlw+n8/p1AAAAAAAAJAFPJZlWU4nkY5qamp19Oh/nE4DAAAAAAAADuvQ4Yy47pqaFdeIAwAAAAAAAJxGIQ4AAAAAAABIAQpxAAA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      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "ax = sns.boxplot(y=df['Total_Amount_Spent'],x=df['Age'])\n",
    "ax.set(xticks=np.arange(0,74,15),yticks = np.arange(0,2526,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "id": "2dd9da8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "ax = sns.boxplot(y=df['Total_Amount_Spent'], x=df['Total_Purchase_Count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "id": "9b10bb2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<matplotlib.axis.XTick at 0x2b3d93070>,\n",
       "  <matplotlib.axis.XTick at 0x2b3d93130>,\n",
       "  <matplotlib.axis.XTick at 0x2b3d3d1c0>,\n",
       "  <matplotlib.axis.XTick at 0x2aad593a0>,\n",
       "  <matplotlib.axis.XTick at 0x2aede9490>]]"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "ax = sns.boxplot(y=df['NumWebPurchases'], x=df['Age'])\n",
    "ax.set(xticks=np.arange(0,74,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "id": "3f1d11d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<matplotlib.axis.XTick at 0x2afac8f70>,\n",
       "  <matplotlib.axis.XTick at 0x2afac8eb0>,\n",
       "  <matplotlib.axis.XTick at 0x2b3f107c0>]]"
      ]
     },
     "execution_count": 369,
     "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": [
    "ax = sns.boxplot(y=df['Marital_Status'],x=df['Income'], orient=\"h\")\n",
    "ax.set(xticks=np.arange(0,150000,50000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "c46600ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<matplotlib.axis.XTick at 0x2aaee8d90>,\n",
       "  <matplotlib.axis.XTick at 0x2aaee8eb0>,\n",
       "  <matplotlib.axis.XTick at 0x2afa769d0>]]"
      ]
     },
     "execution_count": 370,
     "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": [
    "ax = sns.boxplot(y=df['Education'],x=df['Income'], orient=\"h\")\n",
    "ax.set(xticks=np.arange(0,150000,50000))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70c525ca",
   "metadata": {},
   "source": [
    "# Dropping Columns based on features extracted and correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "id": "61137038",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['ID','Dt_Customer','MntWines','MntFruits','MntMeatProducts','MntFishProducts','MntSweetProducts','MntGoldProds','NumDealsPurchases','NumWebPurchases','NumCatalogPurchases','NumStorePurchases','AcceptedCmp1','AcceptedCmp2','AcceptedCmp3','AcceptedCmp4','AcceptedCmp5','Recency','Kidhome','Teenhome'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "id": "ae6ae2a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can better view the correlation using a diagonal heat map visualization\n",
    "\n",
    "#  Initialize the figure and subplot axes\n",
    "f, ax = plt.subplots(figsize=(22, 7)) #f = plt.figure(); ax = fig.add_subplot()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "corr = df.corr()\n",
    "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
    "\n",
    "# create listedColormap\n",
    "# https://stackoverflow.com/questions/64875534/how-to-create-a-custom-diverging-colormap-in-matplotlib\n",
    "bottom = cm.get_cmap('Blues', 256)\n",
    "top = cm.get_cmap('Reds_r', 256)\n",
    "mycolormap = np.vstack((bottom(np.linspace(0.25, 1, 64)),\n",
    "                        np.array([\n",
    "                        [0.03137255, 0.08823529, 0.41960784, 1.],\n",
    "                        [0.02137255, 0.04823529, 0.21960784, 1.],\n",
    "                        [0.01137255, 0.02823529, 0.11960784, 1.],\n",
    "                        [0.00037255, 0.00823529, 0.00960784, 1.],\n",
    "                        #[0.00000255, 0.00000529, 0.00060784, 1.],\n",
    "                        ])\n",
    "                       ))\n",
    "mycolormap = np.vstack((mycolormap,\n",
    "                        np.array([\n",
    "                        #[0.00060784, 0.00000529, 0.00000255, 1.],\n",
    "                        [0.00960784, 0.00823529, 0.00037255, 1.],\n",
    "                        [0.11960784, 0.02823529, 0.01137255, 1.],\n",
    "                        [0.21960784, 0.04823529, 0.02137255, 1.],\n",
    "                        [0.41960784, 0.08823529, 0.03137255, 1.],\n",
    "                        ])\n",
    "                       ))\n",
    "mycolormap = np.vstack((mycolormap,\n",
    "                        top(np.linspace(0, 0.75, 64)),\n",
    "                       ))\n",
    "\n",
    "low2hiColor = ListedColormap(mycolormap, name='low2hiColor')\n",
    "\n",
    "sns.heatmap(corr, mask=mask,annot=True, cmap=low2hiColor)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "id": "202f47df",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop('Marital_Status',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe54a15c",
   "metadata": {},
   "source": [
    "# Perform Normalization from the training data to the testing data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a48b0b6",
   "metadata": {},
   "source": [
    "‘transform’ and ‘fit_transform’ : https://www.geeksforgeeks.org/what-is-the-difference-between-transform-and-fit_transform-in-sklearn-python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "id": "af775830",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                      0\n",
       "Education                0\n",
       "Income                   0\n",
       "NumWebVisitsMonth        0\n",
       "Response                 0\n",
       "Total_Amount_Spent       0\n",
       "MntWines_%               0\n",
       "MntFruits_%              0\n",
       "MntMeatProducts_%        0\n",
       "MntFishProducts_%        0\n",
       "MntSweetProducts_%       0\n",
       "MntGoldProds_%           0\n",
       "Total_Purchase_Count     0\n",
       "NumWebPurchases_%        6\n",
       "NumCatalogPurchases_%    6\n",
       "NumStorePurchases_%      6\n",
       "AccpetedCmp              0\n",
       "Children                 0\n",
       "IS_PARENT                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 396,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "id": "8bb5110f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                      0\n",
       "Education                0\n",
       "Income                   0\n",
       "NumWebVisitsMonth        0\n",
       "Response                 0\n",
       "Total_Amount_Spent       0\n",
       "MntWines_%               0\n",
       "MntFruits_%              0\n",
       "MntMeatProducts_%        0\n",
       "MntFishProducts_%        0\n",
       "MntSweetProducts_%       0\n",
       "MntGoldProds_%           0\n",
       "Total_Purchase_Count     0\n",
       "NumWebPurchases_%        0\n",
       "NumCatalogPurchases_%    0\n",
       "NumStorePurchases_%      0\n",
       "AccpetedCmp              0\n",
       "Children                 0\n",
       "IS_PARENT                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 398,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.dropna()\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "id": "e1fa419f",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['IS_PARENT']\n",
    "Xcols = [col for col in df.columns if col not in ['Is_Parent']]\n",
    "X = df[cols]  \n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=4)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "normalized_X_train = pd.DataFrame(scaler.fit_transform(X_train),columns = X_train.columns)\n",
    "LR = linear_model.LogisticRegression(C=0.01,solver='liblinear').fit(normalized_X_train, y_train)\n",
    "normalized_X_test = pd.DataFrame(scaler.transform(X_test),columns = X_test.columns)\n",
    "y_test_pred = LR.predict(normalized_X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c6a0a87",
   "metadata": {},
   "source": [
    "# Identification of which ML Classification Model to Use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "id": "e7da5403",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix, average_precision_score, classification_report\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from xgboost import XGBClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "id": "1ea9a04d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PR AUC of KNN is : 0.82\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.54      0.67      0.60       152\n",
      "           1       0.90      0.83      0.86       519\n",
      "\n",
      "    accuracy                           0.80       671\n",
      "   macro avg       0.72      0.75      0.73       671\n",
      "weighted avg       0.82      0.80      0.80       671\n",
      "\n",
      "\n",
      "PR AUC of SVC is : 0.80\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.41      0.71      0.52       108\n",
      "           1       0.94      0.80      0.86       563\n",
      "\n",
      "    accuracy                           0.79       671\n",
      "   macro avg       0.67      0.76      0.69       671\n",
      "weighted avg       0.85      0.79      0.81       671\n",
      "\n",
      "\n",
      "PR AUC of Decision Tree is : 1.00\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00       188\n",
      "           1       1.00      1.00      1.00       483\n",
      "\n",
      "    accuracy                           1.00       671\n",
      "   macro avg       1.00      1.00      1.00       671\n",
      "weighted avg       1.00      1.00      1.00       671\n",
      "\n",
      "\n",
      "PR AUC of Logistic Regression is : 0.78\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.33      0.65      0.44        95\n",
      "           1       0.93      0.78      0.85       576\n",
      "\n",
      "    accuracy                           0.76       671\n",
      "   macro avg       0.63      0.72      0.64       671\n",
      "weighted avg       0.85      0.76      0.79       671\n",
      "\n",
      "\n",
      "PR AUC of XGB is : 1.00\n",
      "XGB:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00       188\n",
      "           1       1.00      1.00      1.00       483\n",
      "\n",
      "    accuracy                           1.00       671\n",
      "   macro avg       1.00      1.00      1.00       671\n",
      "weighted avg       1.00      1.00      1.00       671\n",
      "\n"
     ]
    }
   ],
   "source": [
    "KNN_model = KNeighborsClassifier(n_neighbors=5)\n",
    "KNN_model.fit(X_train, y_train)\n",
    "KNN_prediction = KNN_model.predict(X_test)\n",
    "\n",
    "SVC_model = SVC()\n",
    "SVC_model.fit(X_train, y_train)\n",
    "SVC_prediction = SVC_model.predict(X_test)\n",
    "\n",
    "DT_model = DecisionTreeClassifier()\n",
    "DT_model.fit(X_train, y_train)\n",
    "DT_prediction = DT_model.predict(X_test)\n",
    "\n",
    "LG_model = LogisticRegression()\n",
    "LG_model.fit(X_train, y_train)\n",
    "LG_prediction = LG_model.predict(X_test)\n",
    "\n",
    "xgb_model = XGBClassifier()\n",
    "xgb_model.fit(X_train, y_train)\n",
    "xgb_prediction = xgb_model.predict(X_test)\n",
    "\n",
    "pr_auc = average_precision_score(y_test, KNN_prediction)\n",
    "print(f\"PR AUC of KNN is : {pr_auc:.2f}\")\n",
    "print(classification_report(KNN_prediction, y_test))\n",
    "\n",
    "pr_auc = average_precision_score(y_test, SVC_prediction)\n",
    "print(f\"\\nPR AUC of SVC is : {pr_auc:.2f}\")\n",
    "print(classification_report(SVC_prediction, y_test))\n",
    "\n",
    "pr_auc = average_precision_score(y_test, DT_prediction)\n",
    "print(f\"\\nPR AUC of Decision Tree is : {pr_auc:.2f}\")\n",
    "print(classification_report(DT_prediction, y_test))\n",
    "\n",
    "pr_auc = average_precision_score(y_test, LG_prediction)\n",
    "print(f\"\\nPR AUC of Logistic Regression is : {pr_auc:.2f}\")\n",
    "print(classification_report(LG_prediction, y_test))\n",
    "\n",
    "pr_auc = average_precision_score(y_test, xgb_prediction)\n",
    "print(f\"\\nPR AUC of XGB is : {pr_auc:.2f}\")\n",
    "print(\"XGB:\\n\", classification_report(xgb_prediction, y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3c5b97e",
   "metadata": {},
   "source": [
    "# Customer Segmentation (Combine PCA and K-means Clustering)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "253f8545",
   "metadata": {},
   "source": [
    "KMeans Clustering will be done in below two methods:\n",
    "- Without PCA decomposition and plot by highest correlated features\n",
    "- With PCA decomposition and plot by PCA generated features\n",
    "\n",
    "Selected features for plotting (based on the above correlation plot):\n",
    "- Total_Amount_Spent\n",
    "- Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "id": "802e9618",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA # Principal Component Analysis module\n",
    "from sklearn.cluster import KMeans # KMeans clustering "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40969a50",
   "metadata": {},
   "source": [
    "## Find the optimal number of clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 430,
   "id": "999304bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{2: 0.6007318442519548}, {3: 0.5550205788121566}, {4: 0.5371380260865403}, {5: 0.545230527218072}, {6: 0.5228461082022359}, {7: 0.5198698194826845}, {8: 0.5230355200631678}, {9: 0.5310157696165031}]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "sil = []\n",
    "# Number of clusters in range 2-10\n",
    "K = range(2, 10)\n",
    "for n in K:\n",
    "    algorithm = (KMeans(n_clusters = n) )\n",
    "    algorithm.fit(X)\n",
    "    labels = algorithm.labels_\n",
    "    sil.append({n: silhouette_score(X, labels, metric = 'euclidean')})\n",
    "\n",
    "print(sil)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8dddee03",
   "metadata": {},
   "source": [
    "## N = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "id": "c87272e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KMeans clustering without PCA [number of clusters as 3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KMeans clustering with PCA [number of clusters as 3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_pca = df.copy()\n",
    "df_nopca = df.copy()\n",
    "\n",
    "# without PCA\n",
    "cluster = KMeans(n_clusters = 3).fit_predict(df_nopca)\n",
    "df_nopca['cluster'] =cluster\n",
    "\n",
    "# with PCA\n",
    "pcaDecom = PCA(n_components = 3)\n",
    "df_PCA = pd.DataFrame(data = pcaDecom.fit_transform(df_pca), columns = ['PC_1', 'PC_2', 'PC_3'])\n",
    "cluster_PCA = KMeans(n_clusters = 3).fit_predict(df_PCA)\n",
    "df_PCA['cluster_PCA'] = cluster_PCA\n",
    "\n",
    "print(\"KMeans clustering without PCA [number of clusters as 3]\")\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = plt.subplot(111, projection='3d')\n",
    "ax.scatter(df_nopca['Total_Amount_Spent'], df_nopca['Income'], c=df_nopca[\"cluster\"], marker='o',s=50,cmap = 'brg' )\n",
    "plt.show()\n",
    "\n",
    "print(\"KMeans clustering with PCA [number of clusters as 3]\")\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = plt.subplot(111, projection='3d')\n",
    "ax.scatter(df_PCA['PC_1'], df_PCA['PC_2'], c=df_PCA[\"cluster_PCA\"], marker='o',s=50,cmap = 'brg' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7377c6be",
   "metadata": {},
   "source": [
    "## Data Aanlysis from Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "625b78fc",
   "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}