Analysing Online Shopper's Intention using Machine Learning Algorithm
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Analysing Online Shopper's Intention using Machine Learning Algorithm

Project period

11/21/2019 - 01/15/2020

Views

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Analysing Online Shopper's Intention using Machine Learning Algorithm
Analysing Online Shopper's Intention using Machine Learning Algorithm

Internet is frequently used for online shopping. Online shopping means the shopping behavior of consumers in an online store or a website used for online purchasing purpose. Online shopping is the activity or action of buying products or using services over the Internet. It means shopping online, landing on a seller’s website, selecting something, and arranging for its delivery. The buyer either pays for the goods or service online with a credit or debit card or select cash on delivery option. Online shopping has experienced a rapid growth during the past years due to its unique advantages for both consumers and retailers, which includes shopping at round the clock facilities, decreasing the frequency to store visits, saving travel costs, increasing market area, decreasing overhead expenses and offering a wide range of products.

More than 85% of the world’s online population has ordered goods over the internet during the recent years. Predicting and analyzing users' intentions for a particular product, or field, based on activities within a website is crucial for e-commerce websites and ad display networks, mostly for retargeting. By keeping records of the search patterns of the consumers, online merchants can have a clear understanding of their behaviors and intentions. In mobile e-commerce a good set of data is available and potential consumers browse for product details before making a purchase, thus reflecting consumer’s purchase intentions. Users always show different search patterns, i.e, time spent per item, search frequency and returning visits.

Why: Problem statement

When shopping in a store, suppose if the required item is not available, then they will walk in for another shop and so on. But when users prefer online shopping, it allows people to browse through a large selection of products and they can buy whatever they want by comparing the quality of the products, price of the products, etc., through the internet. We design a robust classifier to predict and analyze buying intentions based on user behavior pattern within a very large e-commerce website. The aim of this project is to find out the activity patterns of users that lead to buy sessions and then extrapolate as templates to predict a high probability of purchase in associated websites. The data used for analysis consists of nearly about 1 million sessions containing the click data of users. But, only 3% of the training data consists of buy sessions - so making it a very unbalanced dataset.

How: Solution description

Clustering

Clustering is a Machine Learning technique that involves the grouping of data points. Given a set of data points, we can use a clustering algorithm to classify each data point into a specific group. In theory, data points that are in the same group should have similar properties and/or features, while data points in different groups should have highly dissimilar properties and/or features. Clustering is a method of unsupervised learning and is a common technique for statistical data analysis used in many fields. While training the model, I got the accuracy of 1.0 .

 

Most used Clustering Algorithms

K-Means Clustering

K-means clustering is a simple unsupervised learning algorithm that is used to solve clustering problems. It follows a simple procedure of classifying a given data set into a number of clusters, defined by the letter "k," which is fixed beforehand.

The clusters are then positioned as points and all observations or data points are associated with the nearest cluster, computed, adjusted and then the process starts overusing the new adjustments until a desired result is reached. K-means clustering has uses in search engines, market segmentation, statistics, and even astronomy.

Hierarchical Clustering

Hierarchical clusteringalso known as hierarchical cluster analysis, is an algorithm that groups similar objects into groups called clusters. The endpoint is a set of clusterswhere each cluster is distinct from each other cluster, and the objects within each cluster are broadly similar to each other.

How is it different from competition

In this project, we discuss and compare traditional machine learning techniques with the most advanced deep learning approaches. We show that both Deep Belief Networks and Stacked Denoising auto-Encoders achieved a considerable substantial improvement by extracting features from high dimensional data during the pre-train phase. They also prove to be more convenient to affect with severe class imbalance. The advantage of probabilistic generative models inspired by deep neural networks is that they will mimic the method of a consumer’s purchase behavior and capture the latent variables to explain the data.

Who are your customers

Online merchants, retailers, wholesalers, and e-commerce merchants

Project Phases and Schedule

  1. Business understanding

  2. Data understanding

  3. Data preparation

  4. Modeling

  5. Evaluation

  6. Deployment

Resources Required

Python

Download:
Project Code Code copy
/* Your file Name : onlineshopping.ipynb */
/* Your coding Language : python */
/* Your code snippet start here */
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "data=pd.read_csv('online_shoppers_intention.csv')\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly as py\n",
    "import plotly.graph_objs as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12330, 18)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reading the dataset\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Administrative</th>\n",
       "      <th>Administrative_Duration</th>\n",
       "      <th>Informational</th>\n",
       "      <th>Informational_Duration</th>\n",
       "      <th>ProductRelated</th>\n",
       "      <th>ProductRelated_Duration</th>\n",
       "      <th>BounceRates</th>\n",
       "      <th>ExitRates</th>\n",
       "      <th>PageValues</th>\n",
       "      <th>SpecialDay</th>\n",
       "      <th>Month</th>\n",
       "      <th>OperatingSystems</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Region</th>\n",
       "      <th>TrafficType</th>\n",
       "      <th>VisitorType</th>\n",
       "      <th>Weekend</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Feb</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Returning_Visitor</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Returning_Visitor</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Feb</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>Returning_Visitor</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Feb</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>Returning_Visitor</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>627.500000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Feb</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Returning_Visitor</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Administrative  Administrative_Duration  Informational  \\\n",
       "0             0.0                      0.0            0.0   \n",
       "1             0.0                      0.0            0.0   \n",
       "2             0.0                     -1.0            0.0   \n",
       "3             0.0                      0.0            0.0   \n",
       "4             0.0                      0.0            0.0   \n",
       "\n",
       "   Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
       "0                     0.0             1.0                 0.000000   \n",
       "1                     0.0             2.0                64.000000   \n",
       "2                    -1.0             1.0                -1.000000   \n",
       "3                     0.0             2.0                 2.666667   \n",
       "4                     0.0            10.0               627.500000   \n",
       "\n",
       "   BounceRates  ExitRates  PageValues  SpecialDay Month  OperatingSystems  \\\n",
       "0         0.20       0.20         0.0         0.0   Feb                 1   \n",
       "1         0.00       0.10         0.0         0.0   Feb                 2   \n",
       "2         0.20       0.20         0.0         0.0   Feb                 4   \n",
       "3         0.05       0.14         0.0         0.0   Feb                 3   \n",
       "4         0.02       0.05         0.0         0.0   Feb                 3   \n",
       "\n",
       "   Browser  Region  TrafficType        VisitorType  Weekend  Revenue  \n",
       "0        1       1            1  Returning_Visitor    False    False  \n",
       "1        2       1            2  Returning_Visitor    False    False  \n",
       "2        1       9            3  Returning_Visitor    False    False  \n",
       "3        2       2            4  Returning_Visitor    False    False  \n",
       "4        3       1            4  Returning_Visitor     True    False  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking the head of the data\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Administrative</th>\n",
       "      <th>Administrative_Duration</th>\n",
       "      <th>Informational</th>\n",
       "      <th>Informational_Duration</th>\n",
       "      <th>ProductRelated</th>\n",
       "      <th>ProductRelated_Duration</th>\n",
       "      <th>BounceRates</th>\n",
       "      <th>ExitRates</th>\n",
       "      <th>PageValues</th>\n",
       "      <th>SpecialDay</th>\n",
       "      <th>OperatingSystems</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Region</th>\n",
       "      <th>TrafficType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12316.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "      <td>12330.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.317798</td>\n",
       "      <td>80.906176</td>\n",
       "      <td>0.503979</td>\n",
       "      <td>34.506387</td>\n",
       "      <td>31.763884</td>\n",
       "      <td>1196.037057</td>\n",
       "      <td>0.022152</td>\n",
       "      <td>0.043003</td>\n",
       "      <td>5.889258</td>\n",
       "      <td>0.061427</td>\n",
       "      <td>2.124006</td>\n",
       "      <td>2.357097</td>\n",
       "      <td>3.147364</td>\n",
       "      <td>4.069586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.322754</td>\n",
       "      <td>176.860432</td>\n",
       "      <td>1.270701</td>\n",
       "      <td>140.825479</td>\n",
       "      <td>44.490339</td>\n",
       "      <td>1914.372511</td>\n",
       "      <td>0.048427</td>\n",
       "      <td>0.048527</td>\n",
       "      <td>18.568437</td>\n",
       "      <td>0.198917</td>\n",
       "      <td>0.911325</td>\n",
       "      <td>1.717277</td>\n",
       "      <td>2.401591</td>\n",
       "      <td>4.025169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>185.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.014286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>599.766190</td>\n",
       "      <td>0.003119</td>\n",
       "      <td>0.025124</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>93.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1466.479902</td>\n",
       "      <td>0.016684</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>3398.750000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>2549.375000</td>\n",
       "      <td>705.000000</td>\n",
       "      <td>63973.522230</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>361.763742</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Administrative  Administrative_Duration  Informational  \\\n",
       "count    12316.000000             12316.000000   12316.000000   \n",
       "mean         2.317798                80.906176       0.503979   \n",
       "std          3.322754               176.860432       1.270701   \n",
       "min          0.000000                -1.000000       0.000000   \n",
       "25%          0.000000                 0.000000       0.000000   \n",
       "50%          1.000000                 8.000000       0.000000   \n",
       "75%          4.000000                93.500000       0.000000   \n",
       "max         27.000000              3398.750000      24.000000   \n",
       "\n",
       "       Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
       "count            12316.000000    12316.000000             12316.000000   \n",
       "mean                34.506387       31.763884              1196.037057   \n",
       "std                140.825479       44.490339              1914.372511   \n",
       "min                 -1.000000        0.000000                -1.000000   \n",
       "25%                  0.000000        7.000000               185.000000   \n",
       "50%                  0.000000       18.000000               599.766190   \n",
       "75%                  0.000000       38.000000              1466.479902   \n",
       "max               2549.375000      705.000000             63973.522230   \n",
       "\n",
       "        BounceRates     ExitRates    PageValues    SpecialDay  \\\n",
       "count  12316.000000  12316.000000  12330.000000  12330.000000   \n",
       "mean       0.022152      0.043003      5.889258      0.061427   \n",
       "std        0.048427      0.048527     18.568437      0.198917   \n",
       "min        0.000000      0.000000      0.000000      0.000000   \n",
       "25%        0.000000      0.014286      0.000000      0.000000   \n",
       "50%        0.003119      0.025124      0.000000      0.000000   \n",
       "75%        0.016684      0.050000      0.000000      0.000000   \n",
       "max        0.200000      0.200000    361.763742      1.000000   \n",
       "\n",
       "       OperatingSystems       Browser        Region   TrafficType  \n",
       "count      12330.000000  12330.000000  12330.000000  12330.000000  \n",
       "mean           2.124006      2.357097      3.147364      4.069586  \n",
       "std            0.911325      1.717277      2.401591      4.025169  \n",
       "min            1.000000      1.000000      1.000000      1.000000  \n",
       "25%            2.000000      2.000000      1.000000      2.000000  \n",
       "50%            2.000000      2.000000      3.000000      2.000000  \n",
       "75%            3.000000      2.000000      4.000000      4.000000  \n",
       "max            8.000000     13.000000      9.000000     20.000000  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# describing the data\n",
    "\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "112"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking if the data contains any NULL values\n",
    "\n",
    "data.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# checking the Distribution of customers on Revenue\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.countplot(data['Weekend'], palette = 'pastel')\n",
    "plt.title('Buy or Not', fontsize = 30)\n",
    "plt.xlabel('Revenue or not', fontsize = 15)\n",
    "plt.ylabel('count', fontsize = 15)\n",
    "\n",
    "\n",
    "# checking the Distribution of customers on Weekend\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.countplot(data['Weekend'], palette = 'inferno')\n",
    "plt.title('Purchase on Weekends', fontsize = 30)\n",
    "plt.xlabel('Weekend or not', fontsize = 15)\n",
    "plt.ylabel('count', fontsize = 15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Returning_Visitor    10551\n",
       "New_Visitor           1694\n",
       "Other                   85\n",
       "Name: VisitorType, dtype: int64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['VisitorType'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting a pie chart for browsers\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "size = [10551, 1694, 85]\n",
    "colors = ['violet', 'magenta', 'pink']\n",
    "labels = \"Returning Visitor\", \"New_Visitor\", \"Others\"\n",
    "explode = [0, 0, 0.1]\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.pie(size, colors = colors, labels = labels, explode = explode, shadow = True, autopct = '%.2f%%')\n",
    "plt.title('Different Visitors', fontsize = 30)\n",
    "plt.axis('off')\n",
    "plt.legend()\n",
    "\n",
    "# plotting a pie chart for browsers\n",
    "size = [7961, 2462, 736, 467,174, 163, 300]\n",
    "colors = ['orange', 'yellow', 'pink', 'crimson', 'lightgreen', 'cyan', 'blue']\n",
    "labels = \"2\", \"1\",\"4\",\"5\",\"6\",\"10\",\"others\"\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.pie(size, colors = colors, labels = labels, shadow = True, autopct = '%.2f%%', startangle = 90)\n",
    "plt.title('Different Browsers', fontsize = 30)\n",
    "plt.axis('off')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizing the distribution of customers around the Region\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(data['TrafficType'], color = 'lightgreen')\n",
    "plt.title('Distribution of diff Traffic',fontsize = 30)\n",
    "plt.xlabel('TrafficType Codes', fontsize = 15)\n",
    "plt.ylabel('Count', fontsize = 15)\n",
    "\n",
    "# visualizing the distribution of customers around the Region\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.hist(data['Region'], color = 'lightblue')\n",
    "plt.title('Distribution of Customers',fontsize = 30)\n",
    "plt.xlabel('Region Codes', fontsize = 15)\n",
    "plt.ylabel('Count', fontsize = 15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    6601\n",
       "1    2585\n",
       "3    2555\n",
       "4     478\n",
       "8      79\n",
       "6      19\n",
       "7       7\n",
       "5       6\n",
       "Name: OperatingSystems, dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking the no. of OSes each user is having\n",
    "\n",
    "data['OperatingSystems'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "May     3364\n",
       "Nov     2998\n",
       "Mar     1907\n",
       "Dec     1727\n",
       "Oct      549\n",
       "Sep      448\n",
       "Aug      433\n",
       "Jul      432\n",
       "June     288\n",
       "Feb      184\n",
       "Name: Month, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the months with most no.of customers visiting the online shopping sites\n",
    "\n",
    "data['Month'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# creating a donut chart for the months variations'\n",
    "\n",
    "# plotting a pie chart for different number of OSes users have.\n",
    "\n",
    "size = [6601, 2585, 2555, 478, 111]\n",
    "colors = ['orange', 'yellow', 'pink', 'crimson', 'lightgreen']\n",
    "labels = \"2\", \"1\",\"3\",\"4\",\"others\"\n",
    "explode = [0, 0, 0, 0, 0]\n",
    "\n",
    "circle = plt.Circle((0, 0), 0.6, color = 'white')\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.pie(size, colors = colors, labels = labels, explode = explode, shadow = True, autopct = '%.2f%%')\n",
    "plt.title('OSes Users have', fontsize = 30)\n",
    "p = plt.gcf()\n",
    "p.gca().add_artist(circle)\n",
    "plt.axis('off')\n",
    "plt.legend()\n",
    "\n",
    "# plotting a pie chart for share of special days\n",
    "\n",
    "size = [3364, 2998, 1907, 1727, 549, 448, 433, 432, 288, 184]\n",
    "colors = ['orange', 'yellow', 'pink', 'crimson', 'lightgreen', 'cyan', 'magenta', 'lightblue', 'lightgreen', 'violet']\n",
    "labels = \"May\", \"November\", \"March\", \"December\", \"October\", \"September\", \"August\", \"July\", \"June\", \"February\"\n",
    "explode = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
    "\n",
    "circle = plt.Circle((0, 0), 0.6, color = 'white')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.pie(size, colors = colors, labels = labels, explode = explode, shadow = True, autopct = '%.2f%%')\n",
    "plt.title('Special Days', fontsize = 30)\n",
    "p = plt.gcf()\n",
    "p.gca().add_artist(circle)\n",
    "plt.axis('off')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# product related duration vs revenue\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 15)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.boxenplot(data['Revenue'], data['Informational_Duration'], palette = 'rainbow')\n",
    "plt.title('Info. duration vs Revenue', fontsize = 30)\n",
    "plt.xlabel('Info. duration', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "# product related duration vs revenue\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.boxenplot(data['Revenue'], data['Administrative_Duration'], palette = 'pastel')\n",
    "plt.title('Admn. duration vs Revenue', fontsize = 30)\n",
    "plt.xlabel('Admn. duration', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "# product related duration vs revenue\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.boxenplot(data['Revenue'], data['ProductRelated_Duration'], palette = 'dark')\n",
    "plt.title('Product Related duration vs Revenue', fontsize = 30)\n",
    "plt.xlabel('Product Related duration', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "# exit rate vs revenue\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.boxenplot(data['Revenue'], data['ExitRates'], palette = 'spring')\n",
    "plt.title('ExitRates vs Revenue', fontsize = 30)\n",
    "plt.xlabel('ExitRates', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# page values vs revenue\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.stripplot(data['Revenue'], data['PageValues'], palette = 'autumn')\n",
    "plt.title('PageValues vs Revenue', fontsize = 30)\n",
    "plt.xlabel('PageValues', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "# bounce rates vs revenue\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.stripplot(data['Revenue'], data['BounceRates'], palette = 'magma')\n",
    "plt.title('Bounce Rates vs Revenue', fontsize = 30)\n",
    "plt.xlabel('Boune Rates', fontsize = 15)\n",
    "plt.ylabel('Revenue', fontsize = 15)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# weekend vs Revenue\n",
    "\n",
    "df = pd.crosstab(data['Weekend'], data['Revenue'])\n",
    "df.div(df.sum(1).astype(float), axis = 0).plot(kind = 'bar', stacked = True, figsize = (15, 5), color = ['orange', 'crimson'])\n",
    "plt.title('Weekend vs Revenue', fontsize = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Traffic Type vs Revenue\n",
    "\n",
    "df = pd.crosstab(data['TrafficType'], data['Revenue'])\n",
    "df.div(df.sum(1).astype(float), axis = 0).plot(kind = 'bar', stacked = True, figsize = (15, 5), color = ['lightpink', 'yellow'])\n",
    "plt.title('Traffic Type vs Revenue', fontsize = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visitor type vs revenue\n",
    "\n",
    "df = pd.crosstab(data['VisitorType'], data['Revenue'])\n",
    "df.div(df.sum(1).astype(float), axis = 0).plot(kind = 'bar', stacked = True, figsize = (15, 5), color = ['lightgreen', 'green'])\n",
    "plt.title('Visitor Type vs Revenue', fontsize = 30)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# region vs Revenue\n",
    "\n",
    "df = pd.crosstab(data['Region'], data['Revenue'])\n",
    "df.div(df.sum(1).astype(float), axis = 0).plot(kind = 'bar', stacked = True, figsize = (15, 5), color = ['lightblue', 'blue'])\n",
    "plt.title('Region vs Revenue', fontsize = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'LM Plot between Admistrative and Information')"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lm plot\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (20, 10)\n",
    "\n",
    "sns.lmplot(x = 'Administrative', y = 'Informational', data = data, x_jitter = 0.05)\n",
    "plt.title('LM Plot between Admistrative and Information', fontsize = 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# month vs pagevalues wrt revenue\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 15)\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.boxplot(x = data['Month'], y = data['PageValues'], hue = data['Revenue'], palette = 'inferno')\n",
    "plt.title('Mon. vs PageValues w.r.t. Rev.', fontsize = 30)\n",
    "\n",
    "# month vs exitrates wrt revenue\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.boxplot(x = data['Month'], y = data['ExitRates'], hue = data['Revenue'], palette = 'Reds')\n",
    "plt.title('Mon. vs ExitRates w.r.t. Rev.', fontsize = 30)\n",
    "\n",
    "# month vs bouncerates wrt revenue\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.boxplot(x = data['Month'], y = data['BounceRates'], hue = data['Revenue'], palette = 'Oranges')\n",
    "plt.title('Mon. vs BounceRates w.r.t. Rev.', fontsize = 30)\n",
    "\n",
    "# visitor type vs exit rates w.r.t revenue\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.boxplot(x = data['VisitorType'], y = data['BounceRates'], hue = data['Revenue'], palette = 'Purples')\n",
    "plt.title('Visitors vs BounceRates w.r.t. Rev.', fontsize = 30)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visitor type vs exit rates w.r.t revenue\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 15)\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.violinplot(x = data['VisitorType'], y = data['ExitRates'], hue = data['Revenue'], palette = 'rainbow')\n",
    "plt.title('Visitors vs ExitRates wrt Rev.', fontsize = 30)\n",
    "\n",
    "# visitor type vs exit rates w.r.t revenue\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.violinplot(x = data['VisitorType'], y = data['PageValues'], hue = data['Revenue'], palette = 'gnuplot')\n",
    "plt.title('Visitors vs PageValues wrt Rev.', fontsize = 30)\n",
    "\n",
    "# region vs pagevalues w.r.t. revenue\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.violinplot(x = data['Region'], y = data['PageValues'], hue = data['Revenue'], palette = 'Greens')\n",
    "plt.title('Region vs PageValues wrt Rev.', fontsize = 30)\n",
    "\n",
    "#region vs exit rates w.r.t. revenue\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.violinplot(x = data['Region'], y = data['ExitRates'], hue = data['Revenue'], palette = 'spring')\n",
    "plt.title('Region vs Exit Rates w.r.t. Revenue', fontsize = 30)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inputing Missing Values with 0\n",
    "\n",
    "data.fillna(0, inplace = True)\n",
    "\n",
    "# checking the no. of null values in data after imputing the missing values\n",
    "data.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Q1: Time Spent by The Users on Website vs Bounce Rates\n",
    "\n",
    "'''\n",
    "Bounce Rate :The percentage of visitors to a particular website who navigate away from the site after \n",
    "viewing only one page.\n",
    "'''\n",
    "# let's cluster Administrative duration and Bounce Ratw to different types of clusters in the dataset.\n",
    "# preparing the dataset\n",
    "x = data.iloc[:, [1, 6]].values\n",
    "\n",
    "# checking the shape of the dataset\n",
    "x.shape\n",
    "\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    km = KMeans(n_clusters = i,\n",
    "              init = 'k-means++',\n",
    "              max_iter = 300,\n",
    "              n_init = 10,\n",
    "              random_state = 0,\n",
    "              algorithm = 'elkan',\n",
    "              tol = 0.001)\n",
    "    km.fit(x)\n",
    "    labels = km.labels_\n",
    "    wcss.append(km.inertia_)\n",
    "        \n",
    "plt.rcParams['figure.figsize'] = (15, 7)\n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.title('The Elbow Method', fontsize = 20)\n",
    "plt.xlabel('No. of Clusters')\n",
    "plt.ylabel('wcss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "km = KMeans(n_clusters = 3, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "y_means = km.fit_predict(x)\n",
    "\n",
    "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'Un-interested Customers')\n",
    "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'General Customers')\n",
    "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'Target Customers')\n",
    "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n",
    "\n",
    "plt.title('Administrative Duration vs Duration', fontsize = 20)\n",
    "plt.grid()\n",
    "plt.xlabel('Administrative Duration')\n",
    "plt.ylabel('Bounce Rates')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# informational duration vs Bounce Rates\n",
    "x = data.iloc[:, [3, 6]].values\n",
    "\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    km = KMeans(n_clusters = i,\n",
    "              init = 'k-means++',\n",
    "              max_iter = 300,\n",
    "              n_init = 10,\n",
    "              random_state = 0,\n",
    "              algorithm = 'elkan',\n",
    "              tol = 0.001)\n",
    "    km.fit(x)\n",
    "    labels = km.labels_\n",
    "    wcss.append(km.inertia_)\n",
    "    \n",
    "plt.rcParams['figure.figsize'] = (15, 7)\n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.title('The Elbow Method', fontsize = 20)\n",
    "plt.xlabel('No. of Clusters')\n",
    "plt.ylabel('wcss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "km = KMeans(n_clusters = 2, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "y_means = km.fit_predict(x)\n",
    "\n",
    "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'Un-interested Customers')\n",
    "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'Target Customers')\n",
    "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n",
    "\n",
    "plt.title('Informational Duration vs Bounce Rates', fontsize = 20)\n",
    "plt.grid()\n",
    "plt.xlabel('Informational Duration')\n",
    "plt.ylabel('Bounce Rates')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# informational duration vs Bounce Rates\n",
    "x = data.iloc[:, [1, 7]].values\n",
    "\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    km = KMeans(n_clusters = i,\n",
    "              init = 'k-means++',\n",
    "              max_iter = 300,\n",
    "              n_init = 10,\n",
    "              random_state = 0,\n",
    "              algorithm = 'elkan',\n",
    "              tol = 0.001)\n",
    "    km.fit(x)\n",
    "    labels = km.labels_\n",
    "    wcss.append(km.inertia_)\n",
    "    \n",
    "plt.rcParams['figure.figsize'] = (15, 7)\n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.title('The Elbow Method', fontsize = 20)\n",
    "plt.xlabel('No. of Clusters')\n",
    "plt.ylabel('wcss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAG+CAYAAADGLrqeAAAABHNCSVQICAgI